From 5d47120eb35a0ce292b203c2810ae6217e57cdd0 Mon Sep 17 00:00:00 2001
From: "[wrh]" <[wangruiheng0018@163.com]>
Date: Fri, 14 Jul 2023 16:30:52 +0800
Subject: [PATCH] =?UTF-8?q?=E7=AC=AC=E4=BA=8C=E7=BB=84?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 2、幸福感数据分析/第2组--王瑞恒/Analysis.csv  | 8001 +++++++++++++++++
 .../第2组--王瑞恒/Analysis.ipynb              | 1141 ---
 .../第2组--王瑞恒/Processdata.csv             | 8001 -----------------
 2、幸福感数据分析/第2组--王瑞恒/Processed.csv | 8001 +++++++++++++++++
 2、幸福感数据分析/第2组--王瑞恒/result.csv    | 8001 -----------------
 .../第2组--王瑞恒/数据分析建模.ipynb          | 1018 +++
 .../第2组--王瑞恒/数据处理.ipynb              |  608 ++
 2、幸福感数据分析/第2组--王瑞恒/第二组.ipynb  | 2306 -----
 2、幸福感数据分析/第2组--王瑞恒/第二组2.ipynb | 1751 ----
 9 files changed, 17628 insertions(+), 21200 deletions(-)
 create mode 100644 2、幸福感数据分析/第2组--王瑞恒/Analysis.csv
 delete mode 100644 2、幸福感数据分析/第2组--王瑞恒/Analysis.ipynb
 delete mode 100644 2、幸福感数据分析/第2组--王瑞恒/Processdata.csv
 create mode 100644 2、幸福感数据分析/第2组--王瑞恒/Processed.csv
 delete mode 100644 2、幸福感数据分析/第2组--王瑞恒/result.csv
 create mode 100644 2、幸福感数据分析/第2组--王瑞恒/数据分析建模.ipynb
 create mode 100644 2、幸福感数据分析/第2组--王瑞恒/数据处理.ipynb
 delete mode 100644 2、幸福感数据分析/第2组--王瑞恒/第二组.ipynb
 delete mode 100644 2、幸福感数据分析/第2组--王瑞恒/第二组2.ipynb

diff --git a/2、幸福感数据分析/第2组--王瑞恒/Analysis.csv b/2、幸福感数据分析/第2组--王瑞恒/Analysis.csv
new file mode 100644
index 0000000..3c70464
--- /dev/null
+++ b/2、幸福感数据分析/第2组--王瑞恒/Analysis.csv
@@ -0,0 +1,8001 @@
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diff --git a/2、幸福感数据分析/第2组--王瑞恒/Analysis.ipynb b/2、幸福感数据分析/第2组--王瑞恒/Analysis.ipynb
deleted file mode 100644
index 058f844..0000000
--- a/2、幸福感数据分析/第2组--王瑞恒/Analysis.ipynb
+++ /dev/null
@@ -1,1141 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Unnamed: 0</th>\n",
-       "      <th>happiness</th>\n",
-       "      <th>survey_type</th>\n",
-       "      <th>province</th>\n",
-       "      <th>city</th>\n",
-       "      <th>county</th>\n",
-       "      <th>gender</th>\n",
-       "      <th>age</th>\n",
-       "      <th>nationality</th>\n",
-       "      <th>religion</th>\n",
-       "      <th>...</th>\n",
-       "      <th>family_income</th>\n",
-       "      <th>family_m</th>\n",
-       "      <th>family_status</th>\n",
-       "      <th>house</th>\n",
-       "      <th>car</th>\n",
-       "      <th>marital</th>\n",
-       "      <th>status_peer</th>\n",
-       "      <th>status_3_before</th>\n",
-       "      <th>view</th>\n",
-       "      <th>inc_ability</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>12</td>\n",
-       "      <td>32</td>\n",
-       "      <td>59</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>3.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>1</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>18</td>\n",
-       "      <td>52</td>\n",
-       "      <td>85</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>2</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>29</td>\n",
-       "      <td>83</td>\n",
-       "      <td>126</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>3</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>10</td>\n",
-       "      <td>28</td>\n",
-       "      <td>51</td>\n",
-       "      <td>2</td>\n",
-       "      <td>5</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
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-       "      <td>3.0</td>\n",
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-       "    <tr>\n",
-       "      <th>4</th>\n",
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-       "      <td>4.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>7</td>\n",
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-       "      <td>36</td>\n",
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-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
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-       "      <td>1.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
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-       "      <th>...</th>\n",
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-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7995</th>\n",
-       "      <td>7995</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>29</td>\n",
-       "      <td>82</td>\n",
-       "      <td>124</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7996</th>\n",
-       "      <td>7996</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>12</td>\n",
-       "      <td>32</td>\n",
-       "      <td>61</td>\n",
-       "      <td>2</td>\n",
-       "      <td>5</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>7</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7997</th>\n",
-       "      <td>7997</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>16</td>\n",
-       "      <td>46</td>\n",
-       "      <td>78</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7998</th>\n",
-       "      <td>7998</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>8</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7999</th>\n",
-       "      <td>7999</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>8000 rows × 37 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "      Unnamed: 0  happiness  survey_type  province  city  county  gender  age  \\\n",
-       "0              0        4.0            1        12    32      59       1    4   \n",
-       "1              1        4.0            2        18    52      85       1    1   \n",
-       "2              2        4.0            2        29    83     126       2    3   \n",
-       "3              3        5.0            2        10    28      51       2    5   \n",
-       "4              4        4.0            1         7    18      36       2    1   \n",
-       "...          ...        ...          ...       ...   ...     ...     ...  ...   \n",
-       "7995        7995        2.0            2        29    82     124       1    2   \n",
-       "7996        7996        3.0            1        12    32      61       2    5   \n",
-       "7997        7997        4.0            1        16    46      78       2    3   \n",
-       "7998        7998        3.0            1         1     1       8       2    2   \n",
-       "7999        7999        4.0            1         1     1       3       2    1   \n",
-       "\n",
-       "      nationality  religion  ...  family_income  family_m  family_status  \\\n",
-       "0             1.0       1.0  ...              2       2.0            2.0   \n",
-       "1             1.0       1.0  ...              2       3.0            4.0   \n",
-       "2             1.0       0.0  ...              1       3.0            3.0   \n",
-       "3             1.0       1.0  ...              1       3.0            3.0   \n",
-       "4             1.0       1.0  ...              2       4.0            3.0   \n",
-       "...           ...       ...  ...            ...       ...            ...   \n",
-       "7995          1.0       1.0  ...              2       1.0            3.0   \n",
-       "7996          1.0       1.0  ...              1       1.0            2.0   \n",
-       "7997          1.0       1.0  ...              2       3.0            2.0   \n",
-       "7998          1.0       1.0  ...              3       1.0            3.0   \n",
-       "7999          1.0       1.0  ...              2       1.0            3.0   \n",
-       "\n",
-       "      house  car  marital  status_peer  status_3_before  view  inc_ability  \n",
-       "0       1.0  2.0        3          3.0              2.0   4.0          3.0  \n",
-       "1       1.0  2.0        1          1.0              1.0   4.0          2.0  \n",
-       "2       1.0  2.0        3          2.0              1.0   4.0          2.0  \n",
-       "3       1.0  1.0        7          2.0              1.0   3.0          2.0  \n",
-       "4       1.0  1.0        1          3.0              2.0   3.0          2.0  \n",
-       "...     ...  ...      ...          ...              ...   ...          ...  \n",
-       "7995    0.0  1.0        3          1.0              2.0   2.0          3.0  \n",
-       "7996    1.0  2.0        7          2.0              1.0   5.0          2.0  \n",
-       "7997    1.0  2.0        3          3.0              1.0   4.0          2.0  \n",
-       "7998    1.0  2.0        1          2.0              1.0   4.0          2.0  \n",
-       "7999    1.0  2.0        1          2.0              2.0   3.0          3.0  \n",
-       "\n",
-       "[8000 rows x 37 columns]"
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "import pandas as pd\n",
-    "data=pd.read_csv(\"Processdata.csv\")\n",
-    "data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0       4.0\n",
-       "1       4.0\n",
-       "2       4.0\n",
-       "3       5.0\n",
-       "4       4.0\n",
-       "       ... \n",
-       "7995    2.0\n",
-       "7996    3.0\n",
-       "7997    4.0\n",
-       "7998    3.0\n",
-       "7999    4.0\n",
-       "Name: happiness, Length: 8000, dtype: float64"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "import numpy as np\n",
-    "y=data[\"happiness\"]\n",
-    "y"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "<style scoped>\n",
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-       "\n",
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-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
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-       "<table border=\"1\" class=\"dataframe\">\n",
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-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>survey_type</th>\n",
-       "      <th>province</th>\n",
-       "      <th>city</th>\n",
-       "      <th>county</th>\n",
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-       "      <th>age</th>\n",
-       "      <th>nationality</th>\n",
-       "      <th>religion</th>\n",
-       "      <th>religion_freq</th>\n",
-       "      <th>edu</th>\n",
-       "      <th>...</th>\n",
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-       "      <th>status_3_before</th>\n",
-       "      <th>view</th>\n",
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-       "      <td>4.0</td>\n",
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-       "      <td>3.0</td>\n",
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-       "      <th>4</th>\n",
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-       "      <td>3.0</td>\n",
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-       "      <td>1.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3.0</td>\n",
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-       "    <tr>\n",
-       "      <th>7996</th>\n",
-       "      <td>1</td>\n",
-       "      <td>12</td>\n",
-       "      <td>32</td>\n",
-       "      <td>61</td>\n",
-       "      <td>2</td>\n",
-       "      <td>5</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>7</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7997</th>\n",
-       "      <td>1</td>\n",
-       "      <td>16</td>\n",
-       "      <td>46</td>\n",
-       "      <td>78</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7998</th>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>8</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>12.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7999</th>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>10.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>8000 rows × 35 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "      survey_type  province  city  county  gender  age  nationality  religion  \\\n",
-       "0               1        12    32      59       1    4          1.0       1.0   \n",
-       "1               2        18    52      85       1    1          1.0       1.0   \n",
-       "2               2        29    83     126       2    3          1.0       0.0   \n",
-       "3               2        10    28      51       2    5          1.0       1.0   \n",
-       "4               1         7    18      36       2    1          1.0       1.0   \n",
-       "...           ...       ...   ...     ...     ...  ...          ...       ...   \n",
-       "7995            2        29    82     124       1    2          1.0       1.0   \n",
-       "7996            1        12    32      61       2    5          1.0       1.0   \n",
-       "7997            1        16    46      78       2    3          1.0       1.0   \n",
-       "7998            1         1     1       8       2    2          1.0       1.0   \n",
-       "7999            1         1     1       3       2    1          1.0       1.0   \n",
-       "\n",
-       "      religion_freq   edu  ...  family_income  family_m  family_status  house  \\\n",
-       "0               1.0  11.0  ...              2       2.0            2.0    1.0   \n",
-       "1               1.0  12.0  ...              2       3.0            4.0    1.0   \n",
-       "2               3.0   4.0  ...              1       3.0            3.0    1.0   \n",
-       "3               1.0   3.0  ...              1       3.0            3.0    1.0   \n",
-       "4               1.0  12.0  ...              2       4.0            3.0    1.0   \n",
-       "...             ...   ...  ...            ...       ...            ...    ...   \n",
-       "7995            1.0   4.0  ...              2       1.0            3.0    0.0   \n",
-       "7996            1.0   1.0  ...              1       1.0            2.0    1.0   \n",
-       "7997            1.0   3.0  ...              2       3.0            2.0    1.0   \n",
-       "7998            1.0  12.0  ...              3       1.0            3.0    1.0   \n",
-       "7999            1.0  10.0  ...              2       1.0            3.0    1.0   \n",
-       "\n",
-       "      car  marital  status_peer  status_3_before  view  inc_ability  \n",
-       "0     2.0        3          3.0              2.0   4.0          3.0  \n",
-       "1     2.0        1          1.0              1.0   4.0          2.0  \n",
-       "2     2.0        3          2.0              1.0   4.0          2.0  \n",
-       "3     1.0        7          2.0              1.0   3.0          2.0  \n",
-       "4     1.0        1          3.0              2.0   3.0          2.0  \n",
-       "...   ...      ...          ...              ...   ...          ...  \n",
-       "7995  1.0        3          1.0              2.0   2.0          3.0  \n",
-       "7996  2.0        7          2.0              1.0   5.0          2.0  \n",
-       "7997  2.0        3          3.0              1.0   4.0          2.0  \n",
-       "7998  2.0        1          2.0              1.0   4.0          2.0  \n",
-       "7999  2.0        1          2.0              2.0   3.0          3.0  \n",
-       "\n",
-       "[8000 rows x 35 columns]"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "X=data.iloc[:,2:]\n",
-    "X"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Index(['happiness', 'survey_type', 'province', 'city', 'county', 'gender',\n",
-      "       'age', 'nationality', 'religion', 'religion_freq', 'edu', 'income',\n",
-      "       'political', 'floor_area', 'height_cm', 'weight_jin', 'health',\n",
-      "       'health_problem', 'depression', 'hukou', 'socialize', 'relax', 'learn',\n",
-      "       'equity', 'class', 'work_exper', 'family_income', 'family_m',\n",
-      "       'family_status', 'house', 'car', 'marital', 'status_peer',\n",
-      "       'status_3_before', 'view', 'inc_ability'],\n",
-      "      dtype='object')\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, '相关系数热力图')"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 2500x2500 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "import seaborn as sns\n",
-    "import matplotlib.pyplot as plt\n",
-    "print(pd.concat([y,X],axis=1).columns)\n",
-    "plt.rcParams['font.sans-serif']=['SimHei']  #用来正常显示中文标签\n",
-    "plt.rcParams['axes.unicode_minus']=False   #用来正常显示负\n",
-    "sns.heatmap(pd.concat([y,X],axis=1).corr()\n",
-    "                 ,annot=True,linewidths=0.2)\n",
-    "fig=plt.gcf()\n",
-    "fig.set_size_inches(25,25)\n",
-    "plt.title(\"相关系数热力图\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# 来一点有劲的！\n",
-    "import matplotlib.pyplot as plt\n",
-    "import numpy as np\n",
-    "from matplotlib.colors import ListedColormap\n",
-    "\n",
-    "from sklearn.datasets import make_circles, make_classification, make_moons\n",
-    "from sklearn.discriminant_analysis import QuadraticDiscriminantAnalysis\n",
-    "from sklearn.linear_model import LogisticRegression\n",
-    "from sklearn.ensemble import AdaBoostClassifier, RandomForestClassifier\n",
-    "from sklearn.gaussian_process import GaussianProcessClassifier\n",
-    "from sklearn.gaussian_process.kernels import RBF\n",
-    "from sklearn.inspection import DecisionBoundaryDisplay\n",
-    "from sklearn.model_selection import train_test_split\n",
-    "from sklearn.naive_bayes import GaussianNB\n",
-    "from sklearn.neighbors import KNeighborsClassifier\n",
-    "from sklearn.neural_network import MLPClassifier\n",
-    "from sklearn.pipeline import make_pipeline\n",
-    "from sklearn.preprocessing import StandardScaler\n",
-    "from sklearn.svm import SVC\n",
-    "from sklearn.tree import DecisionTreeClassifier\n",
-    "from sklearn.metrics import confusion_matrix, classification_report,accuracy_score,roc_auc_score,f1_score\n",
-    "names = [\n",
-    "    \"Nearest Neighbors\",\n",
-    "    \"Logistic regression\",\n",
-    "    \"Linear SVM\",\n",
-    "    \"RBF SVM\",\n",
-    "    \"Decision Tree\",\n",
-    "    \"Random Forest\",\n",
-    "    \"Neural Net\",\n",
-    "    \"AdaBoost\",\n",
-    "    \"Naive Bayes\",\n",
-    "    \"QDA\",\n",
-    "]\n",
-    "\n",
-    "models = [\n",
-    "    KNeighborsClassifier(6),\n",
-    "    LogisticRegression(),\n",
-    "    SVC(kernel=\"linear\", C=0.025,max_iter=10000),\n",
-    "    SVC(gamma=2, C=1,max_iter=10000),\n",
-    "    DecisionTreeClassifier(max_depth=10),\n",
-    "    RandomForestClassifier(max_depth=10, n_estimators=10, max_features=1),\n",
-    "    MLPClassifier(alpha=1, max_iter=10000),\n",
-    "    AdaBoostClassifier(),\n",
-    "    GaussianNB(),\n",
-    "    QuadraticDiscriminantAnalysis(),\n",
-    "]\n",
-    "\n",
-    "X_train,X_test,y_train,y_test = train_test_split(X,y,test_size=0.2,random_state=1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "On the Nearest Neighbors model, the train accuracy is 63.688%\n",
-      "The test accuracy score of Nearest Neighbors is 54.250%\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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iYlCxYkV4eHgoy1q3bg0hBGJiYlS6oL799ls4OzurxZCQkID4+Hi1PlILCwuNXsP58+eRnZ2Njz76SFnm6OiIBg0a4PTp0xqdQxuDBw/GzJkzsXLlSpXyhIQEpKWlqb2OF83WRf3NX7Zo0SJYWlqqlRdVh6OjI3r37o1x48Zh165daNy4Mbp164YaNWq80WsujFQqxfDhw7F48WIMHTpUJUYAaNCggdoxN27cQPXq1Ys8d40aNfDo0SMcP34cnp6eiIqKQpMmTVT2KVeuHD7++GPl+svfd8Dzpu9mzZop1319fZGVlYU7d+7g/v37Gr9nOnTo8MoR/+/i+2zUqFFYsGABzpw5g8aNG6Nz586oV6+exsf/d18zMzP4+vri7NmzyvN/+OGHGDBgwBvHeunSJUyYMAGTJk1Sdi8AUHYbv+zDDz/Exo0boVAoULp0ady5c0dtn7S0NFhbWwN4/n4rX7485s2bh7Fjx2Ly5MlYtGgRgoODERgY+MaxGxqdD1Is7B+il/n6+iIuLk5l2bdvn05jKKqOkSNH4vz58+jZsycuX76MNm3aYMKECTqr/8mTJ6hfvz4iIiLQsmVL/PbbbypzZcVL/b0vS0hIwMWLF1+5z4MHD3Ds2LFXJgK3bt0qtNzX17fQ8piYGNSuXRtnz55Fv379cPz4cfTv3/+1cQohcOzYMdy/fx/A8zEOffv2xYYNG3Dv3j0cPXoUAwcOLLS+V2nUqBEuX76MqVOnIi8vDyNGjEDz5s2VYwgKi+PSpUuIj49/5fZXvYZXXQvgeXL73/eNpuMDtIlBF+zs7DBo0KBCp+eNGjVK7XXMnTsXQNF/85e97lq9rg4A2LBhA/bu3YtGjRrhzz//RO3atfHHH3+82Yt+hZEjRyI7O1ttzIipqSnOnDmjFmelSpU0Om/58uVRoUIFNG/eXJlUzpgxQ2Wfor7vAKgkUi8GpxYUFOjsffu2v88AICQkBCdPnkSrVq1w8uRJ+Pr64ocfftDo2GfPnuGvv/5SK3/06JFyfNrvv/+O7du3q9yfAHg+zkyb8V/Pnj1Djx49ULt2bZXpi0IIHDp0SG3q5KNHj5Cfn4/8/HzUrVsXWVlZOHPmjHL7hQsXkJWVpTL1886dO3BxccGDBw9Qo0YN9O7d+61OudcnrROEF7+oXh4A9rLXjc6uXbs2bt68CU9PT9SrVw/16tXDpUuXsHz5cm3DgEwmKzSGourIysrCF198AXt7e4wZMwa///47pkyZonbDjqJe5+scPHgQKSkp2Lp1K8aPH4+WLVuqDFwqU6YMypcvj6NHjyrLhBDo2rWr8hdh/fr1kZCQgMzMTOU+y5YtQ9euXWFiYgIzMzPl63nht99+0yrOyMhIlC1bFtu3b8fQoUNRt25dXLp0Sbn9Rdb/cpzXr19Hs2bNVH7h9O/fH5cuXcK0adPg6emJhg0bahXHggULcOnSJQwYMAArV67Epk2bcOrUKZw7dw7A82vxcgzA83nSX3/9NQDAx8cHt27dUpnvfPDgQUgkEjRq1EijGF68b168Z+rVq4fjx49rPFDRy8sLlpaWOHTokLLs8ePHOHPmDHx8fDQ6h7bGjBmDu3fvqpTVrl0b9+7dU3kd27Ztw59//gmg6L+5JoqqIyEhAV999RWaN2+OGTNm4NixY/Dz88PatWtVzmNhYVGsz9d/lS1bFp988onKr7/atWujoKAApqamyhhNTU2xcOFCjQfwzZ49G5988gkePHiAlJQUREdHq7U+FTUbRaFQ4MSJE8r1mJgYyGQyVKxYUSfvGU2/z97E7du38cUXX6B27dqYNGkS9uzZgz59+mhcx61bt9CuXTskJSUpy1JSUnD06FH4+fkBgFoS96L1ctWqVRrXU1BQgF69euGff/7Bb7/9ptaK2bdvX/zyyy/K9by8PGzYsAH169eHVCqFu7s7GjRogHnz5in3Wbx4MRwdHVW+01atWoUhQ4YAeDvJv0HRtk8iIyND2Nraijlz5oi///5bLF26VNy/f18IUfh9EAYOHCgGDhwohBAiNTVVODo6im7duon9+/eL9evXC2dnZzFmzBit+0aaN28uPvnkE3H8+HGxceNGcezYMY3rqFatmujZs6c4cOCA2Lt3r6hfv76oV6+eWh2VKlUSo0ePFn///beIiIgQ58+f1yi2Y8eOCQAiKChIHD58WIwZM0aYmJgIV1dX5T5Lly4VpqamYvbs2eLw4cPi888/F1KpVDng8tatW8LR0VG0atVK7Nu3T0RERAhHR0dlP+CLft8vv/xS5Ofni507d4oqVaoUOgbhVf14c+bMEVKpVGzcuFH8+eefon379gKAcvCbEEJ88sknKoMUW7ZsKapWrSqePn2qcq5GjRoJAGLevHkaXaOXDRkyRNSpU0ds27ZNHD16VAQGBgqpVKrsJ9+5c6dykOKhQ4fE7NmzhUQiUY7XyMrKEjVr1hR16tQRO3bsEKtXrxaOjo4qg0KLGlNy4cIFYW5uLoYOHSoOHTokli9fLiwsLFTmVRclODhYWFhYiNDQULF3717RokULtQFnL/Z70zEIL3To0EFlDML+/fuFRCIR06dPF1FRUSIkJESYmJgo+8k1+Zu/bpyRJnW8GNwXHBwsjh07Jn799Vfh4OAgvvjiC5XzXLp0SZiZmYnw8HBx7NgxMX/+fOU4lKK8GIPwwsmTJ5X3iHihefPmwsvLS2zZskXs2bNHNGjQQHh7e6vNxX/V3+OLL74QtWrVElu3bhWnTp0SSUlJKmMyCjvu5XEVa9euFRKJRNSoUUPs3LlThIeHC1tbWzFu3DiVcxT1ninq/jKafp8V5VWfkSdPnghHR0cxcuRIERUVJbZt2yYqV64sunXrpvG527RpIzw8PMSPP/4owsLCRKVKlYSTk5O4efPmK4/573dXSkrKa7+D58yZIwCI7777Tjnw9eWB9N9++62wsbER3377rVixYoX48MMPhUQiETt27FCe4+DBg8LMzEy0bNlS+dkKDQ1Vbs/OzhZjx44VQghx8+ZN4ezsLNauXVvo2IX3QbHuKrJjxw7h4eEhzMzMRJUqVcTdu3eFEEUnCEIIcebMGeHv7y8sLCxE+fLlxeTJk1UGFGrq4sWLomnTpkImk4lSpUqJXbt2aVxHUlKS6NSpk3BychI2NjaiVatWIikpSa2O6OhoUa9ePWFubi5cXV21GpTzzTffiDJlyghLS0vRrl07ERYWJkxMTMTVq1eV+6xYsUJUqVJFWFlZicaNGytH5b9w7tw50apVK2FhYSEqV64sZs+erTL4b/fu3aJKlSrC1tZWtGjRQpw/f16rBOHp06eid+/ewtbWVjg5OYmhQ4eKESNGiGrVqom8vDwhxPMPxJdffilcXFyEg4OD6Nq1q7h27ZrauRYtWiRMTEyUI5C1kZGRIYYNGybKly8vZDKZ8Pb2VpsFsXXrVuHl5SUsLCxEnTp1xKZNm1S23717V/Ts2VNYWVmJUqVKiSlTpihfgxCaDTo9cOCA8PHxEVKpVLi5uancMEUTCoVCzJ8/X7i6ugqZTCbatm2rMnDyBV0mCHv27FG7UdLGjRuFl5eXkMlkombNmmLt2rXKbZr8zYtKEIqqQ4jnSZ2Pj4+wtrYWzs7OYuDAgSIzM1PtPKtXrxYVK1YUZmZmwsvLq9gJghBC+Pn5qcSdmpoq+vXrJ+zt7YWDg4Po1atXoe/PV/094uLilN8vpqamAoCQSqVi8eLFrzzuvwmCtbW1WLRokXBxcRGlS5cWY8eOFdnZ2cr9NXnPFJUgaPp9VpTXfUb+/vtv0aJFC2FnZyfs7e1Ft27dtJp18vDhQxEYGKh83/Xq1avQz8bL/vvdNXDgQLWBxC/z9vZWJokvLy/+/SkoKBAzZ84UZcqUEVZWVqJ58+Zi3759hb7Wdu3aCV9fX7UZdtu2bRMnTpxQro8ePVo4Ojq+t4MUJUK8720k9DZdvnwZDx48wA8//IDMzEzetIbeGxUrVkS/fv3QuXNnSKVSpKenY+HChXj48KFKPzXR+0rnsxioZElISEBgYCA8PDzw+++/6zscIp35+uuv8eOPP2Lp0qXIzs6Gk5MTmjRpojZzhOh9xRYEIiIiUsNnMRAREZEaJghERESkhgkCERERqWGCQERERGqYIBAREZEag5/maCZ1LXonordAUvQu9AqmJq+/BTG9Xr6iQN8hGK38XPUHLula3sNrRe+kAXOXKlrtHx4ejtmzZ+PRo0fw9fXFmjVrUKVKFSQmJmLw4MG4cuUKhgwZggULFiifZxEVFYURI0YgNTUV06dPx/jx4zWujy0IRERE2lAU6GbRwtWrV/H1119j27ZtSE5ORtWqVTFo0CDI5XJ06dIFDRs2RExMDJKSkpQPmUtNTUVAQAACAwMRHR2NyMhIlWd/FIUJAhERkR7I5XJkZmaqLHK5vNB94+Li4OfnhwYNGqBSpUr49NNPceXKFezevRsZGRkIDQ1F1apVMXfuXKxevRrA84ezlS9fHjNnzoSHhweCgoKU2zTBBIGIiEgbQqGTJSQkBPb29ipLSEhIoVXWqlULBw8exNmzZ5GRkYFly5ahTZs2iI+Ph5+fH6ysrAAA3t7eyidnxsfHw9/fX9nd4Ovri9jYWI1fpsGPQSAiIjIoCoVOTjNt2jS1MQEymazQfWvVqoWePXuifv36AAB3d3ecPHkS8+bNg7u7u3I/iUQCU1NTpKenIzMzE7Vq1VJus7OzU3tE/OuwBYGIiEgLQih0sshkMtjZ2aksr0oQTp06hR07duDEiRN4/PgxAgMD0bFjR5iZmakdY2FhgaysLLVtL8o1xQSBiIjIwG3YsAG9e/dG48aNYW9vjzlz5uDq1atwcnJCamqqyr5PnjyBVCpV2/aiXFNMEIiIiLShUOhm0apKBf755x/l+pMnT5StBNHR0crylJQUyOVyODk5wcfHR2VbXFwcXF01v3UAEwQiIiJt6GiQojaaNWuGLVu2ICwsDOvXr0e3bt1QtmxZjB07FpmZmVi7di0AYO7cuWjdujVMTU0REBCA48ePY//+/cjLy8OCBQvQrl07jevkIEUiIiID16NHD1y4cAGLFi3CvXv3ULt2bWzduhXm5uYIDw9HYGAgJk2aBBMTExw+fBgA4OLigrCwMHTs2BE2NjZwcHBQ3iNBExIhhHg7L0c3eCdF0hfeSbH4eCfFN8M7KRbfu7iTYu6NMzo5j7RyA52cBwDu37+P2NhY+Pn5wdnZWWVbSkoKkpOT0axZM9jY2Gh8TiYIRK/ABKH4mCC8GSYIxfdOEoTrMTo5j9StkU7O87ZwDAIRERGp4RgEIiIibejoRkmGjgkCERGRFoSWMxCMFbsYiIiISA1bEIiIiLTBLgYiIiJSU0K6GJggEBERaaOETEPlGAQiIiJSwxYEIiIibbCLgYiIiNSUkEGK7GIgIiIiNWxBICIi0ga7GIiIiEgNuxiIiIiopGILAhERkRaEKBn3QWCCQEREpI0SMgaBXQxERESkhi0IRERE2ighgxSZIBAREWmDXQxUFGdnR1y+GI3KlSvoOxQqgebOnY6tWyP0HYbBc3Z2RHLysVd+TrdvX4f+/Xu+46jIqCkKdLMYOCYIxeTs7Ijtf6yDu3slfYdidLy8aiD67z+R+uA85ofM0Hc4RqlOHU+MGD4Q48cH6TsUg+bs7IgtW9bCza3wz2nv3t3Qtm3LdxuUEeNnt2RhglBM63/5Hzb8ulXfYRgdqVSKP7ZE4MyZc2jcpCM8Patj4IBe+g7LqEgkEvxv2QIsXrIKKSk39R2OQfv556XYuHFbodscHe0xb94MXLx45R1HZZz42X2JUOhmMXBMEIpp+MhJ+HHpGn2HYXTat/eHvb0tJk6ahWvXbmBG0Dx8OjhQ32EZleHDBqB27Zq4cf0WOnduA3Nzc32HZLBGjZqCZcvWFrpt/vyZ2L59L06dinvHURknfnZfolDoZjFwbzVByMjIwL179/Do0SMIId5mVe/c9eu39B2CUarrXQsnT55BdnYOACAhIQmenh56jsp4WFtbIShoAlJSbqBS5QoYN3YYog5vhYWFhb5DM0iv+py2aNEE/v4fYvr0ue84IuPFz27Jo/NZDD/99BPCw8ORlJQEMzMzyGQyPHnyBLm5uWjdujXmz5+PmjVrFnqsXC6HXC5XKRNCQCKR6DpM0hM7W1uk/OdLu6BAAQcHezx+nKGnqIxH9+4dYW1thdZtPsGjR+kwNTVFXNwB9OvbA+GrI/UdnlGQyWT48ccQjBnzFZ4+fabvcIwGP7svMYLuAV3QaQvClClTsHnzZixduhSPHj3CgwcPcPPmTaSnpyMxMRGlS5dGy5YtkZ6eXujxISEhsLe3V1mE4okuQyQ9yy/IR648V6UsJ0cOKytLPUVkXFxdy+HkyTN49Oj5Z6igoADnzl1A1Wpu+g3MiEyfPhaxsfHYs+egvkMxKvzsvoRdDNoLDw/HkiVL4O3trbbN3d0dq1atQkFBAU6cOFHo8dOmTUNGRobKIjGx1WWIpGdpaY/hUspZpczW1hq5ubmvOIJedufOPVhaqnYnVK5UAXfv3NdTRMbn//6vKzp3bov798/h/v1z+L//64rFi7/F4sVz9B2aQeNnt+TRaYJQtWpVLFy4EDk5OYVu/+mnn5CdnY2GDRsWul0mk8HOzk5lYffC+yUmJh5+jRso193cKkImkyIt7bH+gjIiu3YdgKenB4YN7Q9X13IY/fmn8Pb2xNY/dus7NKPRqlVPNGzYBo0bd0Djxh2wc+d+fP319/j66+/1HZpB42f3JSWkBUGnYxDWrFmDgIAAbNy4EX5+fnB3d4dMJkNqair+/vtvPHnyBBs2bEDp0qV1WS0ZkSNHT8DOzhYDB/TCT+t+w9QpY3Dg4DEojODDYgjS0tIRENAf8+cH4bvvgnHv3gME9hmJ27fv6js0o3HnP60tz549w6NHacpuGyocP7v/KilPc5QIHU8vyM3Nxa5du5CQkIDMzEyYmZnByckJPj4+aN68OUxNTbU6n5nUVZfhkQHo3LkNIn9ehuzsHCgUCrRq0xMXLlzWd1hq2HZVfKYm2n3OSVW+gd5lzxg+u/m5d956HdlHInRyHsvmg3RynrdF5wmCrjFBeD+VKVMKDRt448TJM0hLM8xfbkwQio8Jwpsx1AQBMPzP7jtJEA7r5h44li0/1cl53hYmCESvwASh+JggvBlDThAM3TtJEA6F6+Q8lv5DdHKet4VPcyQiItJGCRl3wVstExERGbiIiAhIJBK1JSIiAlFRUfD09ISLiwtCQ0NVjtu8eTMqV66M8uXLY8OGDVrVyQSBiIhIG3p4WFOfPn2Qnp6uXG7dugUXFxd4enoiICAAgYGBiI6ORmRkJA4dOgQASExMRN++fTFz5kzs3bsXQUFBuHjxosZ1cgwC0StwDELxcQzCm+EYhOJ7J2MQ9i3TyXks244q9rFz587F9evXUatWLaxYsQJJSUmQSCTYtm0bNm3ahF9++QVffPEFkpOTsWfPHgDA4sWLkZqaijlzNLspGFsQiIiI9EAulyMzM1Nl+e/ziAqTk5ODxYsXY/r06YiPj4e/v7/ypoK+vr6IjY0FAMTHx+Ojjz5SHvfyNk0wQSAiItKGjroYCnv+UEhISJHVr1+/Ho0bN4abmxsyMzPh7u6u3GZnZ4e7d5/fOO112zTBWQxERETa0NEshmnTpmH8+PEqZTKZrMjjli9fjlmzZgGA8qnJL1hYWCArK6vIbZpggkBERKQHMplMo4TgZVeuXMGVK1fQpk0bAICTkxNSU1OV2588eQKpVFrkNk2wi4GIiEgbenxY02+//YbOnTvD3NwcAODj44Po6Gjl9ri4OLi6uha5TRNMEIiIiLShh2mOL+zZswctW7ZUrgcEBOD48ePYv38/8vLysGDBArRr1w4A0KNHD/z66684d+4cnj59iiVLlii3aYJdDEREREYgOzsbJ0+exMqVK5VlLi4uCAsLQ8eOHWFjYwMHBwdEREQAAOrWrYtx48ahUaNGsLCwgIeHB0aN0nxqJe+DQPQKvA9C8fE+CG+G90EovndyH4TtC3VyHsuAiTo5DwCkpKQgOTkZzZo1g42Njcq2pKQk3LlzBy1atNBqDAJbEIiIiLRRzO6Bt8nd3V1lSuPLatWqhVq1aml9TiYIRERE2uDDmoiIiKikYgsCERGRNgywi+FtYIJARESkDXYxEBERUUnFFgQiIiJtlJAWBCYIRERE2jDs2wfpDLsYiIiISA1bEIiIiLTBLgYiIiJSU0ISBHYxEBERkRq2IBAREWmDN0oiIiIiNSWki4EJAhERkTY4zZGIiIhKKrYgEBERaYNdDERERKSGCQJRySaRSPQdgtGqZl9e3yEYteT0W/oOgYgJAhERkVY4zZGIiIj+Syg4i4GIiIhKKLYgEBERaYODFImIiEhNCRmDwC4GIiIiUsMWBCIiIm2UkEGKTBCIiIi0wTEIREREpKaEJAgcg0BERERq2IJARESkjRLyuGcmCERERNpgFwMRERGVVGxBICIi0ganORIREZEa3kmRiIiISiomCERERNpQCN0sxTRlyhR06dJFuZ6YmAgfHx84Ojpi0qRJEC/NsoiKioKnpydcXFwQGhqqVT1MEIiIiLQgFAqdLMWRkJCAZcuWYfHixQAAuVyOLl26oGHDhoiJiUFSUhIiIiIAAKmpqQgICEBgYCCio6MRGRmJQ4cOaVwXEwQiIiIjoFAoMGzYMHz55ZeoUqUKAGD37t3IyMhAaGgoqlatirlz52L16tUAgMjISJQvXx4zZ86Eh4cHgoKClNs0wQSBiIhIGzrqYpDL5cjMzFRZ5HL5K6tdvnw5zp07Bzc3N2zfvh25ubmIj4+Hn58frKysAADe3t5ISkoCAMTHx8Pf3x8SiQQA4Ovri9jYWI1fJhMEIiIibQiFTpaQkBDY29urLCEhIYVW+fTpUwQHB6NKlSq4ceMGwsLC0LRpU2RmZsLd3V25n0QigampKdLT09W22dnZ4e7duxq/TE5zJCIi0oaO7oMwbdo0jB8/XqVMJpMVuu+WLVvw7NkzHDp0CC4uLsjPz0edOnWwZs0aDB48WGVfCwsLZGVlwczMTOV8L8o1xQSBiIhID2Qy2SsTgv+6ffs2/Pz84OLiAgAwMzODt7c3kpOTkZqaqrLvkydPIJVK4eTkpLLtRbmm2MVARESkDYVCN4sWKlSogOzsbJWyGzduYNGiRYiOjlaWpaSkQC6Xw8nJCT4+Pirb4uLi4OrqqnGdTBCIiIi0oYf7IHTq1AlJSUlYvnw5bt++jSVLliA+Ph4ff/wxMjMzsXbtWgDA3Llz0bp1a5iamiIgIADHjx/H/v37kZeXhwULFqBdu3Ya18kuBiIiIgPn7OyMXbt2YeLEiRg/fjzKlSuH3377DRUrVkR4eDgCAwMxadIkmJiY4PDhwwAAFxcXhIWFoWPHjrCxsYGDg4PyHgmakAhh2A+2NpNq3hxCpEsm/39qEGmvukMFfYdg1JLTb+k7BKOVn3vnrdfxbGYvnZzH+pvfdHIeALh//z5iY2Ph5+cHZ2dnlW0pKSlITk5Gs2bNYGNjo/E52YJARESkDQN8mmPZsmXRqVOnQre5u7urTHfUFMcgEBERkRq2IBAREWmhuM9RMDZsQaB3rkuXtriU/Ddysm4g5vQ+1KxZTd8hGY0BA3oh7sx+/PPgPH5e9yOcnR31HZJB69a7E7ZGReLvS39hwfKv4eBkDwDwb98Mu0/9jrN3jmHzgXWo4uGm30CNAD+3L9Hz0xzfFSYIxeTlVQPRf/+J1AfnMT9khr7DMRpVqlTG6lWhmD4jBJXcGuLy5WtYuXyhvsMyCh991BRhoV9j4qTZaNioDWztbLHpt3B9h2Ww/Jr7YNq347Fg5mJ87N8PNjbWWLx2PipWdsWcRTOwaM4ytKoXgOtXb2J26HR9h2vQ+LktmZggFINUKsUfWyJw5sw5NG7SEZ6e1TFwgG5Gtb7vPGt6YPpXIdi8eQf++echVqxYh3r1aus7LKPQr29PrPt5Ew4cOIpbt+5i2tQ5aNq0MRwdHfQdmkEK+KQD/ti4C9FHTuH+nQdY+PUPaOhXD/V9vRH27TLs3X4Aj1LTsPGnLahZu7q+wzVo/Nz+RwlpQeAYhGJo394f9va2mDhpFrKzczAjaB5+WPwtflqnuykr76s/d+1XWa9evSouX0nRUzTGxdnFCYnnk5XrBYqC5/8tKNBXSAbNwckBly9cVa4rCp73Gx/ccwRPnzxTlrtXrYybKZxW+Dr83P6H4BgEeoW63rVw8uQZZGfnAAASEpLg6emh56iMj7m5Ob78YjhWrvxZ36EYhbNx59CxQ2vlo1sH9O+F06fPIjPziZ4jM0wXzl1E8zYfKq9Xt96dcC7uvEpyYGZuhoEj++C3n7bqK0yjw88t2IKgD3K5XO1Z2EII5QfcUNjZ2iLluuovjoICBRwc7PH4cYaeojI+s4In4FlWFlavWa/vUIxCaNgKNGvmh1Mn9yA7Owd+fg0xePA4fYdlsCKWRaJRk/rYtP8n5OTIUa9RHUz7fJbKPqMnD0V2VjZ+j9ymnyCNED+3JYdBJQghISGYPXu2SpnExAYSUzs9RVS4/IJ8SOSqSUtOjhxWVpZMEDTk3/JDjBwxCB8264L8/Hx9h2MUMjIy8VGrHqha1Q1ffjkcDg522PArf/m+ypPMpxjYdQQqulXA4FF9YGdniz+37FNu923aEL0H90Sfjp8hP5/dNJrg5/Y5YQS//nVBpwnCzZs3NdqvUqVKhZYX9mxsR+eabxyXrqWlPYaXl2pctrbWyM3N1VNExsXNrSJ++Xkpxoz7ChcuXNZ3OEbn7t376Na1A0Z9PgWKEjIf+02kPkhFq04tMXviPOX1cq1UDt8t/wbfTv0O1y5d12+ARoKf25cwQdBey5YtcePGDQDPuwYKI5FIXjmoqrBnYxta9wIAxMTE47NP+yjX3dwqQiaTIi3tsf6CMhIWFhbY9sdP2L5jL/74Yzesra0AAM+eZek5MuPx+ahPcfHiFWzfvlffoRiFPp/1QsrlGzi4+wgAQGYhw9Kfv8fBPUewf1cULK0sAQDZWdmvO02Jxs9tyaTTQYqnTp2Cr68vFi9eDIVCUejyPoy4PnL0BOzsbJVTG6dOGYMDB4/x15wG2rRpDq9aNTB0SD9kpF9WLpUr8+E+mnBwsMeECSMxeco3+g7FKNjZ2+LTz/th4awlyrIPWvqiWs0q+KR/N5xOOaRcylcsp8dIDRs/t/+hUOhmMXA6f5rjw4cPERgYiPDwcFSuXPmNz2eoT3Ps3LkNIn9ehuzsHCgUCrRq05PNbu8ZPs2x+Pg0xzfDpzkW37t4muOTUR10ch7bZbt1cp63ReeDFF1cXPDXX3/p+rQGZ+fOv1C95gdo2MAbJ06eQVpaur5DIiIi0hmDmsVgbB48SMWu3Qf0HQYREb1LHKRIRERE/6XjnnmDxTspEhERkRq2IBAREWmDXQxERESkhgkCERER/VdJudUyxyAQERGRGrYgEBERaaOEtCAwQSAiItKG4d8lWSfYxUBERERq2IJARESkhZIySJEJAhERkTZKSILALgYiIiJSwxYEIiIibZSQQYpMEIiIiLRQUsYgsIuBiIiI1LAFgYiISBvsYiAiIqL/KildDEwQiIiItFFCWhA4BoGIiIjUMEEgIiLSglDoZtHG2LFjIZFIlEu1atUAAImJifDx8YGjoyMmTZoEIf7t/oiKioKnpydcXFwQGhqq9etkgkBERKQNhY4WLcTExODPP/9Eeno60tPTERcXB7lcji5duqBhw4aIiYlBUlISIiIiAACpqakICAhAYGAgoqOjERkZiUOHDmlVJxMEIiIiA5afn4/z58+jefPmcHBwgIODA2xtbbF7925kZGQgNDQUVatWxdy5c7F69WoAQGRkJMqXL4+ZM2fCw8MDQUFBym2aYoJARESkBV11McjlcmRmZqoscrlcrb5z585BoVCgXr16sLS0RPv27XHz5k3Ex8fDz88PVlZWAABvb28kJSUBAOLj4+Hv7w+JRAIA8PX1RWxsrFavkwkCERGRNnTUxRASEgJ7e3uVJSQkRK26pKQk1KhRAz///DMSEhJgZmaGYcOGITMzE+7u7sr9JBIJTE1NkZ6errbNzs4Od+/e1eplcpojERGRHkybNg3jx49XKZPJZGr79e3bF3379lWuL1u2DO7u7vD09FTb38LCAllZWTAzM1PZ9qJcG0wQiIiItKDtDIRXkclkhSYERSldujQUCgXKli2LxMRElW1PnjyBVCqFk5MTUlNT1cq1wS4GIiIiLbzraY6TJk3C+vXrlevR0dEwMTFBnTp1EB0drSxPSUmBXC6Hk5MTfHx8VLbFxcXB1dVVq9fJBIGIiEgL7zpBqFu3LmbMmIEDBw5g3759GDFiBAYMGIC2bdsiMzMTa9euBQDMnTsXrVu3hqmpKQICAnD8+HHs378feXl5WLBgAdq1a6fV62QXAxERkQHr168fzp8/jx49esDU1BT9+vXD3LlzYWZmhvDwcAQGBmLSpEkwMTHB4cOHAQAuLi4ICwtDx44dYWNjAwcHB+U9EjQlES/fdskAmUm1axIh0hWT/z89iLRX3aGCvkMwasnpt/QdgtHKz73z1ut40LKlTs5T5v//Y/6m7t+/j9jYWPj5+cHZ2VllW0pKCpKTk9GsWTPY2NhodV62ILznTE3Yi1RctlJLfYdgtOpYlNV3CEbtkuS2vkOg19DVIEVdKVu2LDp16lToNnd3d5Xpjtrgvx5ERESkhi0IREREWhCKktH9yASBiIhIC4bWxfC2sIuBiIiI1LAFgYiISAtCsIuBiIiI/oNdDERERFRisQWBiIhIC5zFQERERGoM+/7DusMEgYiISAslpQWBYxCIiIhIDVsQiIiItFBSWhCYIBAREWmhpIxBYBcDERERqWELAhERkRbYxUBERERqSsqtltnFQERERGrYgkBERKSFkvIsBiYIREREWlCwi4GIiIhKKrYgEBERaaGkDFJkgkBERKQFTnMkIiIiNbyTIhEREZVYbEEgIiLSArsYiIiISA2nORIREVGJxRYEIiIiLXCaIxEREanhLAYiIiIqsZggEBmRjVvC0btPd+W6e5VKuHzjlB4jopJiwIBeiDuzH/88OI+f1/0IZ2dHfYekNwoh0cli6JggFJOXVw1E//0nUh+cx/yQGfoOxyg4OzviYvJxVK5cQVlWq1YNHD+2E/fvnUPI3K/0GJ3h69mrC1q1bq5cr+xWEb9uXgVHRwf9BfWW2TraYvGxFXCpUFqj/buP7YXlMRFYm7QBE8Onw9bR9o1jaDOgA5bHRGDR0eXw+qCOslxmZYFxSychInkjVieuR6+Jfd64LkP10UdNERb6NSZOmo2GjdrA1s4Wm34L13dYeiOERCeLoWOCUAxSqRR/bInAmTPn0LhJR3h6VsfAAb30HZZBc3Z2xNYtEXBzq6Qsk0ql2LplDeLiEvDBh53h6emBAbyOhXJwtMfsb6fi8qVryrLIjcuxbu1GPUb1dtk62mLSmhkoXbGMRvvX9K2FJp0/xOxe0zG1w5cwMTVBv5mfalxf854foccXvVXKvJvXQ7+vBmHVtGVY+kUYhs7/HDYOz5OOAUGfwtxCikltxuD7oXPRaWhX1GlaV/MXaET69e2JdT9vwoEDR3Hr1l1MmzoHTZs2fq+TU2KCUCzt2/vD3t4WEyfNwrVrNzAjaB4+HRyo77AM2i8/L8XGjX+olLVv5w87OztMmvw1rl27gZlB8zFo0P/pJ0AD9/W3U7Frx1+IOX1WWdan13Bs37ZXf0G9ZWN+nIjj245ovH/Veh44e+gM7l27iwc37uP4tiMo61bujWJo3a8Djmw+hNi/TuFy7EXE7jsFn/aNIZFIYGpmhqXjQpF66x8kRSfi6tnLcPOq8kb1GSpnFyfcunVHuV6gKHj+34ICfYWkV0LoZjF07zRBuHnz5mu3y+VyZGZmqizCAK9iXe9aOHnyDLKzcwAACQlJ8PT00HNUhm3kqClYumytSlkdb0+cOvXvdTx37gI8a1bXR3gGrWmzxmjeoglmB32nUn7zxm09RfRurJq6FHsj/tR4/9uXbqFRu8YoXbEM7Jzt4f9/rXHu6Fnl9rot6mP+3sUIT4jE0Pmfw0xa9CSuyrXccP7vc8r1q/GX4V67KoQQWD5xCbKfZgMAJCYmKONWDveu39X8BRqRs3Hn0LFDa0gkz5vFB/TvhdOnzyIz84meI9MPfY9BaN++PSIiIgAAUVFR8PT0hIuLC0JDQ1X227x5MypXrozy5ctjw4YNWtejswTh4sWLaNasGWxsbFC/fn2sXLlSJbt89uwZ3N3dX3uOkJAQ2NvbqyxCYXhvQDtbW6Rcv6VSVlCggIODvZ4iMnzX/3O9gOfX8b/lBQUFvI4vkcmk+H7x15g0fhaePn2m73DeqdRb/2i1f/zhM/jnxn0sPrYCK878BJmVBbYt2wIAKFO5LCasmo49a3dgRsBEVKvrgS7Du8NMaobwhEiEJ0Ti0znDETDyY+V6WbdysLSxxD+3HijryH6aBccyTmp1N+/REooCBc4ein2zF22gQsNWwMREglMn9+BI1DZMnjway/6T8Jck+hyDEBkZib17n7ccpqamIiAgAIGBgYiOjkZkZCQOHToEAEhMTETfvn0xc+ZM7N27F0FBQbh48aJWdeksQQgMDET58uWxc+dODB8+HAsXLoSPj49KQEW1BkybNg0ZGRkqi8TkzQcZ6Vp+QT5y5bkqZTk5clhZWeopIuOUn58P+X+vo5zX8WUTJn+OuDPn8Nfew/oOxeD5dmwCZ9dSmNBqNIbVH4Dbl27h88VfAgCadGmKG0kpOPTrfty/fg9//bwbDVr7ID83H1M7fompHb/EptD1OBC5V7meevsfKPIVyM/NU9aRK8+DzFKmUq9DaUf0/WoQfpmzFvm5+e/0Nb8rGRmZ+KhVD/QOHI6Ec0lITr6MDb9u1XdYRq+wVnO5XP7K/dPS0jBhwgTUqFEDwPNkoXz58pg5cyY8PDwQFBSE1atXAwDCw8Ph7++PIUOGoE6dOhg9ejR+/vlnreLT2Y2Szp07h71796JUqVJo2bIlPvvsMwQFBaFx48ZYtmwZunbtqmyeehWZTAaZTPXDV9Qx+pCW9hheXjVVymxtrZGbm/uKI6gwaemP4eVVQ6XM1obX8WU9PukMZxcnXL0ZAwCwtLJA1+4d0KCRNyaPn63n6AxL064tsP+XPbh75XnXy7qvV2NN4npY2VnDqawz3LzcEZ4QCQAwNTNBzrPnXVsPbz9vqXiS9gQWVpbKdQB4mvEEts7/tmhZWlsiP+/fJEAikWBU2Bc4sz8GJ3f9/dZfo77dvXsf3bp2wKjPp0ChUOg7HL3R1RTFkJAQzJ6t+jkODg7GrFmzCt1/woQJ6N69O7Kzn3dtxcfHw9/fX/nvpK+vL6ZOnarc1qFDB+Wxvr6++Prrr7WKT2cJQqVKlXDkyBH06NEDAGBubo6QkBC0adMGffr0wZEjmg82MnQxMfH47NN/pzS5uVWETCZFWtpj/QVlhGJjC7uOMl7Hl3Ru3wdmZv9+TGfPmYLY02exIZK/3v5LYiKB3Uv/mDuUcgAAmJiYIO3+I8QeiMEvc9Yqy/7bElCYq/FXUL1BDZw/ngAAcPNyR9r9NOX2wKkDYO9sj4WffavDV2K4Ph/1KS5evILt29/fwbGa0NXIuGnTpmH8+PEqZf/9kfzCoUOHcODAAZw/fx5jxowBAGRmZqJWrVrKfezs7HD37l3ltpe79V/epimddTGEhoZi2LBhCA9XnRv70UcfITo6GkePHtVVVXp35OgJ2NnZKqc2Tp0yBgcOHivRGXVxHD16Era2NsqpjZMnj8bBg0d5HV9y7+4D3Lp5R7k8e5aFR4/SkZaWru/Q9MbSxhKmZqZq5cmnk9AqsC1a922H5j38MfbHibgYcwFPHz/B39uPoaaPJ8q5lUN+bh7aD+qEEQvHqBx/ZPNB/L7oV5WyU7v+Rpv+HeBYxgn2LvZo+X+tkXAkDgDQ7OOWaNWnLZZ+uQgSExPIrCw0GvhorBwc7DFhwkhMnvKNvkN5b8hkMtjZ2akshSUIOTk5GD58OP73v//B1vbfbnczMzOV/S0sLJCVlVXkNk3p7N3ctWtXnD59GhcuXFDb5u7ujtjYWOzbt09X1elVQUEBho2YiMifl2H+vJlQKBRo1aanvsMyOgUFBRg5cjLWrfsRIXO/gkKhQJu2vA/C64wZOVVl/dbNO3CxK1kzP+bvWYx1X69GzL6TKuV7I/6EczkXdB/bC7aOdrh85iKWT1oCAPjn5n38b/xi9Jv5KUpXKoOrZy/hhzHfF1lX7P7TaNzpQ4RF/Q8AkHg8Aad2RwMAOg4JgJWdNebvWaTcP2rTQSyfuERHr9SwPH6cgXLl6xS9Ywnwru+C+M0338DHxwedOnVSKXdyckJqaqpy/cmTJ5BKpUVu05REGOI8wpeYSV31HcIrlSlTCg0beOPEyTMG+4vO1MTwb3VRpkwpNKhfBydPnTGo7gVbKQdLFlcbx1pF72REqnhXg8zKAhdOJL6T+n6/H/NO6nkf5crf/vTf42V184Pww/ubNdrP3d0dqampyu7GrKws5f//4IMPsH//fgDPuyGGDx+OS5cuISgoCHfv3lW26q9duxYbNmzQ6of6+9se9g48eJCKXbsP6DsMo/fgQSp27zmo7zCIXulawhV9h0Al2NGjR5Gf/+/g2IkTJ8LPzw+DBg1CxYoVsX//frRo0QILFixAu3btAAA9evTAhx9+iHHjxsHd3R1LlixBv379tKqXCQIREZEW3vUoqQoVKqis29jYwMXFBS4uLggLC0PHjh1hY2MDBwcH5Q2U6tati3HjxqFRo0awsLCAh4cHRo0apVW97GJ4zxlDF4OhYhdD8b1vXQzvGrsYiu9ddDEcKfuJTs7T/P4mnZwnJSUFycnJypsVviwpKQl37txBixYttB6DwBYEIiIiI+bu7v7KOxXXqlVLZSqkNpggEBERaUFh0O3uusMEgYiISAsKGN4dft8GJghERERaECUkQeAINiIiIlLDFgQiIiItlJSbwTNBICIi0gK7GIiIiKjEYgsCERGRFtjFQERERGpKSoLALgYiIiJSwxYEIiIiLZSUQYpMEIiIiLSgKBn5AbsYiIiISB1bEIiIiLTAZzEQERGRmhLyMEcmCERERNrgNEciIiIqsdiCQEREpAWFhGMQiIiI6D9KyhgEdjEQERGRGrYgEBERaaGkDFJkgkBERKQF3kmRiIiISiy2IBAREWmBd1IkIiIiNZzFQERERCUWWxDec2YmpvoOwWg5yez0HYLRWhcbqu8QjNrBqh31HQK9RkkZpMgEgYiISAuc5khERERqOAaBiIiISiy2IBAREWmBYxCIiIhITUkZg8AuBiIiIiPx+PFjnDx5Eunp6W+9LiYIREREWlDoaNHWpk2b4ObmhiFDhqBChQrYtGkTACAxMRE+Pj5wdHTEpEmTIMS/wyijoqLg6ekJFxcXhIZqN/2YCQIREZEWhEQ3izYyMjIwatQoHDlyBOfOncPSpUsxadIkyOVydOnSBQ0bNkRMTAySkpIQEREBAEhNTUVAQAACAwMRHR2NyMhIHDp0SOM6mSAQEREZuMzMTCxatAje3t4AgAYNGuDRo0fYvXs3MjIyEBoaiqpVq2Lu3LlYvXo1ACAyMhLly5fHzJkz4eHhgaCgIOU2TTBBICIi0oKuuhjkcjkyMzNVFrlcXmidFStWRN++fQEAeXl5CAsLQ/fu3REfHw8/Pz9YWVkBALy9vZGUlAQAiI+Ph7+/PySS580Vvr6+iI2N1fh1MkEgIiLSgq4ShJCQENjb26ssISEhr607Pj4eZcuWxZ49e7BkyRJkZmbC3d1duV0ikcDU1BTp6elq2+zs7HD37l2NXycTBCIiIj2YNm0aMjIyVJZp06a99hhvb2/s27cPHh4eGDJkCMzMzCCTyVT2sbCwQFZWltq2F+WaYoJARESkBaGjRSaTwc7OTmX57z/2/yWRSNCwYUP89NNP2LJlC5ycnJCamqqyz5MnTyCVStW2vSjXFBMEIiIiLSgkulm0ERUVhUmTJinXpVIpJBIJPD09ER0drSxPSUmBXC6Hk5MTfHx8VLbFxcXB1dVV4zqZIBAREWlBH/dBqF69OlauXImVK1fi1q1bmD59Otq2bYuOHTsiMzMTa9euBQDMnTsXrVu3hqmpKQICAnD8+HHs378feXl5WLBgAdq1a6dxnUwQiIiIDFy5cuWwefNmLF68GF5eXsjKysK6detgZmaG8PBwjB49Gi4uLti2bRvmz58PAHBxcUFYWBg6duyIMmXK4OLFi5gxY4bGdUrEy7dcMkBmUs2bQ0idzMxc3yEYLVdrF32HYLTOX/hN3yEYtQpVO+o7BKP1ICP5rdfxfaV+OjnPhJu/6OQ8AHD//n3ExsbCz88Pzs7OKttSUlKQnJyMZs2awcbGRuNz8mFNREREWjDEX9Vly5ZFp06dCt3m7u6uMt1RU+xiICIiIjVsQSAiItKCtjMQjBUTBCIiIi0U50mMxohdDERERKSGLQhERERaMMRBim8DEwQiIiItKEpIisAuBiIiIlLDFgQiIiItlJRBikwQiIiItFAyOhiYIBAREWmlpLQgcAwCERERqWELAhERkRZ4J0UiIiJSw2mORERE/9+G31fh//p0BwCs27AMDzKSlcumbWv0HB29DUwQisnLqwai//4TqQ/OY37IDH2HY/A6dW6DxPNHkJF5BdEndqFGjaoAgFq1quPI0W24fSce3347Tc9RGqZP+nVF1NmdiL9xDD//sQIVK7sCADxqVsXv+37C6csHMTl4rJ6j1L3N2/egVff+aPRRNwwaPRm37tzT6Libt+/ig/af6CyODb/vQPPOgWj/yWCcjD2rLM/KysaEmXPR6KNuaNzmYyxZ+ZPO6jQ0PT7pjI9aN1Ou161fGy38usCjkg88KvlgYODneozu3RM6WgwdE4RikEql+GNLBM6cOYfGTTrC07M6Bg7ope+wDJa7eyUsX/4dgmbOh0c1P1y+fA1Ll82HVCrFps2rEReXiGZNu6Cmpwf699fdF/v7oKKbKz6fMBQjB0xA+w964Ob125j3QzDMpeZY/ksoEuOT8XGb/qhWowo+Duyi73B15ubtu1gesR4/zAvGjvUrUdG1HGZ8G1rkcbfu3MPIiUHIfPJU6zr/+PMvLF39i0rZ8ZOxWPhjOGZNGYuQoEkInrcYjzMyAQDzl6xEjlyOP35Zjh/mBeOnDVvw96kzWtdr6Bwc7THr2ym4fOkaAKBsudKQSIDkC5eRmfEEmRlPkJWVreco3y2FjhZDxwShGNq394e9vS0mTpqFa9duYEbQPHw6OFDfYRmsGjWrIShoPrZs+RP//PMQ4asiUbeuF9q2awk7O1tMnfINUlJuYlbwdxgwkInWy2rVqYmzseeQlHAR9+48wO/rt6OSe0W0aPUBbO1sEBIUilvX7yD026X4pG9XfYerM8mXr6KuV03UqlEN5cqWRvdObXHz9t0ijxs9eRZ6BrTXWRwbt/6JgA6t8VGzJqhfpxb8m/phf9TfUCgUyM/Px/zgyahQvix8G9ZFnVrVkXz5qs7qNhSz5kzBrp37EXs6HgBQv6E3TE1NEZd0GCl3z2DFmu9h72Cn5yjpbXjrCUJmZiaePtUsm5fL5cjMzFRZhDC8hpi63rVw8uQZZGfnAAASEpLg6emh56gM157dB7F2zQblukf1Krh65Trq1PHE6dNxyut47twF1KzJ6/iyKxevoUlTH3jWrg4bW2v0GdwTf0edRE2v6oiPTUROthwAkHz+MqpWd9dztLpT1a0STsbGI/nSVTx5+gwbt+xEE5/6RR639LvZaOvfrNBtx07EoHv/kWjSrieCQhYhNze3yPNdvHINjRvWVa7XqVUDSRcvw8TEBN/OmAAba2sAQEFBAW7evodKFcpr+AqNw4fNGqNZCz98HbRQWeZRvQrOJyajb6/h6Ni6NypVroCvgsfrMcp3TwGhk8XQ6SxB+P333+Hu7g57e3sMHjwYmZmZ+OSTT+Do6AhHR0d07twZjx49eu05QkJCYG9vr7IIxRNdhagzdra2SLl+S6WsoEABBwd7PUVkPMzNzTF27BCEr46Ena0NrqtdxwI48NeI0tVLKdiz4wC2HVqPM9eiUL9RHcwLXgQbW2vcvnlHZV9FgQJ29rZ6ilS3qrpXRpuWTdFz8Gg0adcT8eeTMXH0kCKPq1C+bKHlN2/fxZips9H3k674NXwxzl24iLXrf0dubi6atOuJJu16Ys73S7H6l9+U6zdu3cHTZ1lwLV9GeR5rayukPkxTO//2PQdgYmqC5k18iv+iDYxMJsV3i2ZjyvjZePb0mbJ8SehK9Or2GZISL+JC0iXMnvkdOndtp8dI3z2OQdDC48ePMWjQIMyaNQvHjh2DRCKBp6cnUlNTcfXqVVy/fh0uLi74/PPXD2SZNm0aMjIyVBaJieF94eUX5CNXrvrrIydHDisrSz1FZDxmzPgSWVnZiFj7K/LzC9Suo1wuhyWvo5J3fS981K4ZerYbiAZVWmDn1n0I37D4/1+7PJV95XI5LC0t9BSpbp1Luoio4yexfmUYovduRofWLTByYlCxWxR3H4hCTY+q6BnQHpUruqJ39844dOwEzM3NsTliKTZHLMXnQ/qhV9eOyvXy5crA1NQUUnOp8jwyqTmyc+Qq5059mIaFP4Zj0uihkEql/63aaI2fPApnz5zD/n1Rr93vYeojODs7Qio1f0eR0buik/sgXLp0CVWqVMHAgQMBACtWrEC5cuUQFhYGNzc3AMCcOXNQu3bt155HJpNBJpOplEkkhndHirS0x/DyqqlSZmtrrVGTZUnWokUTDBveH/4tuyM/Px/p6Y9Rq1Z1lX1sbGyQl5v3ijOUPJ0+boc/t+5DwpnzAICwucsQOKgH9uw4iOo1q6rsa21jjdy89+Pa7frrMDq0bgHv//85GztsIDZu/RMXL19DzepVizha3YN/HuLCpato0q4nACC/oABWlpaQSCRwLfe8hcDR3h5Z2TnKdQCwt7NF+uPHyvVnWdkwN//3a1OhUGDaN9+h5YeN0e6jwrs2jNXHn3SGs7MjLt04BQCwtLJAQPf2+L/Abpj37WKcOvF8QGYj3/r450EqckvQ59YYBhjqgk4ShBo1auDmzZs4f/48vLy8YG5ujoMHD8Lb21u5z549e1ChQgVdVKd3MTHx+OzTPsp1N7eKkMmkSEt7rL+gDFzlyhUQEbEE478MQnLyFQBAbGw8Bg3urbIPr6MqExMJHJyclOvWNtawtLRAQX4+6vnUUZZXqFQeUqk5MtIz9RGmzimEQHr6Y+X6s6ws5MjlKFAU76u5TGkXtPywMSaNGQrgeVdWjlxexFFAbc/qiE9Mhl+j5+MfLly6ijKlnJXbw/63Fo/SH+OH+cHFisuQBbTvCzOzf/+JCJ4zGbGn42Ehk+LrkGkImhYCZ2dHfBX8JSJW/6rHSN89Yxg/oAs66WKwt7fHypUr4e/vjw0bng9Gezk5mDx5MiZOnIjFixfrojq9O3L0BOzsbJVTG6dOGYMDB49BUcwvr/edhYUMm39fg51//oXt2/fC2toK1tZWOH78NOxsbZRTGydN/hyHDvE6vizmxFm06eSPQcP7oPPH7bBs3UKk/vMI61b9Chsba+XUxhFfDMbfR069N9euYV0vHIg6jnW/bsWf+w5h7NRv4OLkiOrV3PH02TPk5edrdb4OrVrgTHwibty6A6m5OdZv3o4Z34ap7NOtUxt8/lk/lbK2LZvi1y078SD1IR6mpWPrzr340LchAGDb7v3YtG0XQmZOglAIZGVlv1etiPfuPsCtm3eUy7OnWUh7lI4fFoXjwvmL+PX3VZgfGoy14RuwaOFyfYf7TpWUMQgSocNpAi9mHvy3peDIkSOoXr06ypYtfADR65hJXXUVnk517twGkT8vQ3Z2DhQKBVq16YkLFy7rOyw1MjP99wt26twGv/22Sq3cs2ZT1K5TExERS5CdnQOhUKB9+97KFgZ9c7V20XcIAIBR4z/DJ/26oVQZF1xOvorpX3yDC+cu4qN2zRG64lvIc+RQKBTo1204rl5K0Xe4AIDzF357o+OFEFgRsQG/79iL1Edp8KhSGV9P+wKe1auhbY+BmDJuOFo1/6DQY+/ce4B2PQch8fhulfJjJ2Lw/dLVuH33HurUqongyWNQueLrv1+EEJj2zULsP3wcANC4UV38OH8WJBIJeg76HMmXr6ns37VDa3w7Y8IbvPLnKlTt+MbnKKkeZCS/9Tq+dOtd9E4aCLtu2C0vOk0Q3gZDTRAAoEyZUmjYwBsnTp5BWlq6vsMplCEkCEUpU6YU6tWvjdOn4gyqe8FQEoTXcSntjNp1a+JsTCIep2foOxylN00QDM25CxeRnS2HT/0672RcFBOE4nsXCcI4HSUIiw08QeDDmt7Agwep2LX7gL7DMHoPHqRi755D+g7DKD385xEO/3Vc32G89+p41tB3CGRAhFF0ELw53kmRiIiI1LAFgYiISAvvx1DgojFBICIi0gKnORIREVGJxRYEIiIiLZSM9gMmCERERFphFwMRERGVWGxBICIi0kJJmcXAFgQiIiItCB39T1vbtm1DlSpVYGZmhnr16uHChQsAgMTERPj4+MDR0RGTJk1SeSx6VFQUPD094eLigtDQUK3qY4JARESkBYWOFm1cvXoVgwcPxrx583Dnzh1Ur14dQ4YMgVwuR5cuXdCwYUPExMQgKSkJERERAIDU1FQEBAQgMDAQ0dHRiIyMxKFDmt+1lgkCERGRgbtw4QLmzZuHXr16oUyZMhg5ciTi4uKwe/duZGRkIDQ0FFWrVsXcuXOxevVqAEBkZCTKly+PmTNnwsPDA0FBQcptmuAYBCIiIi3o6lkMcrkccrlcpUwmk0Emk6nt27lzZ5X1ixcvwsPDA/Hx8fDz84OVlRUAwNvbG0lJSQCA+Ph4+Pv7Kx8w5uvri6lTp2ocH1sQiIiItKCrLoaQkBDY29urLCEhIUXWn5ubi++//x4jRoxAZmYm3N3dldskEglMTU2Rnp6uts3Ozg53797V+HUyQSAiItKDadOmISMjQ2WZNm1akccFBwfD2toaQ4YMgZmZmVqLg4WFBbKystS2vSjXFLsYiIiItKAQuulieFV3wuscPHgQS5cuxYkTJ2Bubg4nJyckJiaq7PPkyRNIpVI4OTkhNTVVrVxTbEEgIiLSgtDRoq2UlBQEBgZi6dKlqFWrFgDAx8cH0dHRKvvI5XI4OTmpbYuLi4Orq6vG9TFBICIiMnDZ2dno3Lkzunbtiu7du+Pp06d4+vQpmjVrhszMTKxduxYAMHfuXLRu3RqmpqYICAjA8ePHsX//fuTl5WHBggVo166dxnWyi4GIiEgL+ngWw759+5CUlISkpCSsWrVKWZ6SkoLw8HAEBgZi0qRJMDExweHDhwEALi4uCAsLQ8eOHWFjYwMHBwflPRI0wQSBiIhIC7qa5qiNrl27qtwh8WVubm64evUqYmNj4efnB2dnZ+W2ESNGoF27dkhOTkazZs1gY2OjcZ1MEIiIiIxc2bJl0alTp0K3ubu7q0x31BQTBCIiIi2UlIc1MUEgIiLSgj7GIOgDEwQiIiIt6GMMgj5wmiMRERGpYQsCERGRFjgGgYiIiNS8arrh+4ZdDERERKSGLQhERERa4CwGIiIiUsMxCPReyM3P03cIRutBdrq+QzBaExoV/Ux7erXM3Gx9h0DEBIGIiEgbJeU+CEwQiIiItFBSxiBwFgMRERGpYQsCERGRFkrKfRCYIBAREWmBsxiIiIhITUkZpMgxCERERKSGLQhERERaKCmzGJggEBERaaGkDFJkFwMRERGpYQsCERGRFtjFQERERGo4i4GIiIhKLLYgEBERaUFRQgYpMkEgIiLSQslID9jFQERERIVgCwIREZEWOIuBiIiI1DBBICIiIjW8kyIRERGVWGxBICIi0gK7GIiIiEgN76RIREREJRZbEIiIiLTAQYpERESkRgGhk0VbDx8+hLu7O65fv64sS0xMhI+PDxwdHTFp0iSV5CUqKgqenp5wcXFBaGio1vUxQSAiIjJwDx8+ROfOnVWSA7lcji5duqBhw4aIiYlBUlISIiIiAACpqakICAhAYGAgoqOjERkZiUOHDmlVJxMEIiIiLQghdLJoo3fv3ujTp49K2e7du5GRkYHQ0FBUrVoVc+fOxerVqwEAkZGRKF++PGbOnAkPDw8EBQUpt2mKCQIREZEWdNXFIJfLkZmZqbLI5fJC61y1ahXGjh2rUhYfHw8/Pz9YWVkBALy9vZGUlKTc5u/vD4lEAgDw9fVFbGysVq+TCQIREZEehISEwN7eXmUJCQkpdF93d3e1sszMTJVyiUQCU1NTpKenq22zs7PD3bt3tYqPsxiIiIi0oKv7IEybNg3jx49XKZPJZBofb2Zmpra/hYUFsrKy1La9KNcGEwQiIiItKHQ0zVEmk2mVEPyXk5MTEhMTVcqePHkCqVQKJycnpKamqpVrg10MpDdz507H1q0R+g7DKNjb26Jho7pwcLDTdyhUwjg7O+LChWOoVKmC2rY5c6Zi82btBr69D4SO/vemfHx8EB0drVxPSUmBXC6Hk5OT2ra4uDi4urpqdX4mCMXk5VUD0X//idQH5zE/ZIa+wzE6dep4YsTwgRg/PkjfoRi8bt07IOH8EfywNARJF4+jW/cOAADPWtVxKGorbtw6g2/mTNVzlLpXp00jBB1ZgrAr6zF513yUqVr0l9sHga3wzanlCLscibEbg2FXyuGN42jWvy3mnF6BoCNL4NHES1kutZJh8I9fYOGFdVhwbi06Tfi/N67L0Dg7O2LLljVwc6uotq127ZoYNqw/Jk6c9e4DIwBA8+bNkZmZibVr1wIA5s6di9atW8PU1BQBAQE4fvw49u/fj7y8PCxYsADt2rXT6vxMEIpBKpXijy0ROHPmHBo36QhPz+oYOKCXvsMyGhKJBP9btgCLl6xCSspNfYdj0OzsbPB92Gx0bNcbHzTuiInjZ+HrOVMhlUqx8beVOHs2ES2bd0ONmtXQt18PfYerMy6VyqDPdyOxY/56BPmNROq1ewicP/y1x1RpVAMdx/fCz18uxexmYwBI0O2r/hrX6duzBTp80VOlrGbzuuj6VX9snL4KP3/xIwLnD4eVgw0A4OOZA2FuIcXcNhOwathC+A/tjBpN62j9Wg3ZunU/YuPGbWrlEokES5eG4IcfVuP69Vt6iEy/FELoZHlTZmZmCA8Px+jRo+Hi4oJt27Zh/vz5AAAXFxeEhYWhY8eOKFOmDC5evIgZM7T7MftOEoTRo0cjLS3tXVT1TrRv7w97e1tMnDQL167dwIygefh0cKC+wzIaw4cNQO3aNXHj+i107twG5ubm+g7JYNna2mLq5Dk4f/4iACD+bCKcnBzQpm0L2NnZYvrUb5GSchNfz1qI/u9Rklqmmit2zF+PuD9P4MnDDByL/AsVvNxee0wp93LY+NUqXDp+Do/vp+Hk5sNFHlOUpv3a4NTvUTj3VwxSzlzCub9iULed7/PR4uamWPfFD0i7nYrL0edxM/4KKnipjzQ3ZqNGTcWyZRFq5UOH9oOXV03cuHEbnTq1LnGfYX12MQgh4ObmplwPCAjA1atX8dNPP+HChQuoVauWctuIESNw8eJFREZGIiEhAWXKlNGqLp0NUly3bt0rt0VERKBKlSpwcXHBgAEDXrmfXC5XmwMqhFDO4zQUdb1r4eTJM8jOzgEAJCQkwdPTQ89RGQdraysEBU1ASsoNVKpcAX379sT0aePwUaueyMnJ0Xd4BufOnXvY9Nt2AM9/LYwa/Sl27vgLtevUxOnTZ5XvwcTEZNSsWU2foerU+YNnVNZLVymH1Ov3X3vMyU2HCznmnnLds0VddJ3WDw7lnRG/6yQ2Ba1Gfm7+a8/p6lkZsduOKddvxF9BNV9PRG88iMiJ/1OWS0wkcKlcVqW+98GNG+qtA9bWVpgx40ukpNxEpUqu6NPnY0ydOgZt2vRCTk7hc/jp7Spbtiw6depU6DZ3d/dCp0hqQmcJwoYNG7B3717UrFkTfn5+KneJysvLQ3R0NGxtbV+bIISEhGD27NkqZRITG0hMDWtglp2tLVL+06xWUKCAg4M9Hj/O0FNUxqF7946wtrZC6zaf4NGjdJiamiIu7gD69e2B8NWR+g7PYNWuXRM7/vwFuXl58G3YFpOmjFb78i5QFMDBwQ6PH2fqKcq3w9TcFP5DOuPw6j81PsbK3hof9mmNn8b9AABwqVwGQ1dOwqagNbhyMgmf/m88PhoWgIMrt2NOzEoAgJm5GSQmErT4tCMA4PuA6bCwscSjW/+OBM95kg37Mo5q9fn2aAFFgQJJh+Le5KUaha5d28Pa2grt2/dWfoZjYvahT5+PsWbNBn2H907oahaDodNZgrB7925ERkZi4sSJsLS0xIIFC2BtbQ0A+OOPP/D999+jUqVKrz1HYXNCHZ1r6ipEnckvyIdErtqqkZMjh5WVJROEIri6lsPJk2fw6FE6AKCgoADnzl1A1Wpu+g3MwCUmJqN710GYO/8r/LA0BCnXbkIuz1XZJycnF5aWlu9dgtDxy17IzZbj718PanzMJ998hpTYS7hw+CwAoEHnD3D7wnVEb3x+jmO/7IPfJ/7Y9+MWLOg4BQBQr0NjOJRzxuE1uwAAj++noSC/APm5ecrz5svzYG6hOi3NrpQDuk3vh41fhRfZIvE+cHUth1On4lQ+w4mJF1C1qpt+A3uHdHUfBEOn0zEIffv2RVJSErKzs+Hl5YU9e/ZodbxMJoOdnZ3KYmjdCwCQlvYYLqWcVcpsba2Rm5v7iiPohTt37sHS0kKlrHKlCrh75/XNxwScPZuIkcMmoUtAO6SnP4aLi5PKdhsba+Tm5b3iaOPk0cQLzfq3xbqxS6DIL9DoGN8ezeHRxAvrJy9XljmUc0KFWu6Yl7AG8xLWoNv0/nB0dQEApN1ORdrtVDxNf4LszGfKdUV+AbIynsHG6d8WTJmNBQry/k0CJBIJ+oeNRuKBWJzddUJHr9qwFfYZrlTJFXfv8jP8vtH5IEVHR0esWbMGa9euxbhx49C/f38UFGj2wTYWMTHx8GvcQLnu5lYRMpkUaWmP9ReUkdi16wA8PT0wbGh/uLqWw+jPP4W3tye2/rFb36EZpA+b+qpMYczNzYMQAhcvXoWv77/vwcqVK0AmkyL9PXoPOlUohYFLxmJT0Brcv3JHo2Mq1qmCnrMGI2LMYjx5+G9r3uN7aUg8EIsFHadgQccpmN9hMpb2m1Pk+W7GX4Vbg+rK9Qpe7nh8/98B112m9IGNsx1+m1Fy7gWwZ89B1KxZDUOG9IWra1mMGjUIderUwrZt2v0gNGaGMovhbXtrsxj8/f2RkJCASpUqwcXFBWZm789NG48cPQE7O1vl1MapU8bgwMFjUCgUeo7M8KWlpSMgoD/69/8ESeePYvTozxDYZyRu39buHuElxZXLKRg4uDcGDe4NV9dyCJo1EQcPHMO+vYdha2ejnNo4YeIoHD50/L15D5rLzDF8zRSc+ysG8XtPQWolg9TqedO+hY0lTMxM1Y6xcbbDsNWTsX/FDtxMuKpyzJkdf6OqT02UciuLfHkemg9qj77fjVQ5/tTmKOxetFml7OzuE2jWvw3syzjC1sUeTXr5I/lIPADA5+Pm+LBPa/w8fikkJhJIrWQwk74/33Ovkpb2GN27D0a/fj2RkHAYn3/+Kfr1G4Xbt9+vAZqvYyg3SnrbJELbZ06+Y2ZS7e789K507twGkT8vQ3Z2DhQKBVq16YkLFy7rOyw1htdBYzyspBZF7/QO+Pt/iJAFM+DqWg4HDxzF+C+D8ehhGjp0bIXVaxchJycHCoVApw59cDH5ir7DBQAMdGn0RsfXadMIQ1dNUiuf1XQ0xvwahC1f/4Rz+2JUtrUY3AE9ggepHTPW7fkNjF7MYnCuVBo3zl7BxumripwZAQD9Qz9H3Q6NAQCXjidi5ZAFAIDJf85Tm9Z4cvNhldkNxbXqQcnorngbsrNvvPU6qrjU18l5rj007EGtTBDeQJkypdCwgTdOnDyDtLR0fYdTKCYIxWcoCcLrlC7tgnr1a+P06bMG1b3wpgmCoankXRVSKxmunEh6J/UxQSi+d5EguDvX1cl5Uh7F6+Q8bwsThPccE4TiM4YEwVC9bwnCu8YEofjeRYJQ2dlbJ+e58ShBJ+d5W97/DjMiIiIdMvDf1TrDZzEQERGRGrYgEBERaUFhBDMQdIEJAhERkRbYxUBEREQlFlsQiIiItGAMd0HUBSYIREREWjCGuyDqArsYiIiISA1bEIiIiLRQUgYpMkEgIiLSQkmZ5sguBiIiIlLDFgQiIiItsIuBiIiI1HCaIxEREakpKS0IHINAREREatiCQEREpIWSMouBCQIREZEW2MVAREREJRZbEIiIiLTAWQxERESkhg9rIiIiohKLLQhERERaYBcDERERqeEsBiIiIiqx2IJARESkhZIySJEJAhERkRbYxUBERERqhBA6WbSVmJgIHx8fODo6YtKkSW89UWGCQEREZODkcjm6dOmChg0bIiYmBklJSYiIiHirdTJBICIi0oLQ0SKXy5GZmamyyOXyQuvcvXs3MjIyEBoaiqpVq2Lu3LlYvXr1W32dEFRsOTk5Ijg4WOTk5Og7FKPDa/dmeP2Kj9fuzfD66U5wcLBa3hAcHFzovrNmzRIdOnRQrisUCuHo6PhW45MIUUJGW7wFmZmZsLe3R0ZGBuzs7PQdjlHhtXszvH7Fx2v3Znj9dEcul6u1GMhkMshkMrV9J0yYgJycHCxdulRZVqpUKVy6dAmOjo5vJT7OYiAiItKDVyUDhTEzM1Pb18LCAllZWW8tQeAYBCIiIgPn5OSE1NRUlbInT55AKpW+tTqZIBARERk4Hx8fREdHK9dTUlIgl8vh5OT01upkgvAGZDIZgoODNW4ion/x2r0ZXr/i47V7M7x++tG8eXNkZmZi7dq1AIC5c+eidevWMDU1fWt1cpAiERGREdi+fTsCAwNhaWkJExMTHD58GLVq1Xpr9TFBICIiMhL3799HbGws/Pz84Ozs/FbrYoJAREREajgGgYiIiNQwQSCiEuXx48c4efIk0tPT9R0KkUFjglBM7/qpWu+bhw8fwt3dHdevX9d3KEZn27ZtqFKlCszMzFCvXj1cuHBB3yEZjU2bNsHNzQ1DhgxBhQoVsGnTJn2HZJTat2//1h8URPrHBKEY9PFUrffJw4cP0blzZyYHxXD16lUMHjwY8+bNw507d1C9enUMGTJE32EZhYyMDIwaNQpHjhzBuXPnsHTpUkyaNEnfYRmdyMhI7N27V99h0DvABKEY9PJUrfdI79690adPH32HYZQuXLiAefPmoVevXihTpgxGjhyJuLg4fYdlFDIzM7Fo0SJ4e3sDABo0aIBHjx7pOSrjkpaWhgkTJqBGjRr6DoXeAT6LoRji4+Ph5+cHKysrAIC3tzeSkpL0HJXxWLVqFdzd3TFu3Dh9h2J0OnfurLJ+8eJFeHh46Cka41KxYkX07dsXAJCXl4ewsDB0795dz1EZlwkTJqB79+7Izs7Wdyj0DjBBKIbMzEy4u7sr1yUSCUxNTZGenv7WHprxPnn52lHx5ebm4vvvv8f48eP1HYpRiY+Px0cffQSpVMrxG1o4dOgQDhw4gPPnz2PMmDH6DofeAXYxFMPrnqpF9K4EBwfD2tqaYxC05O3tjX379sHDw4PXTkM5OTkYPnw4/ve//8HW1lbf4dA7whaEYnByckJiYqJK2dt+qhbRyw4ePIilS5fixIkTMDc313c4RkUikaBhw4b46aefULVqVTx+/BgODg76DsugffPNN/Dx8UGnTp30HQq9Q2xBKAZ9PFWL6IWUlBQEBgZi6dKlb/U+7O+bqKgolVkLUqkUEokEJib8GizK+vXrsW3bNjg4OMDBwQHr16/HqFGjMGrUKH2HRm8RWxCK4eWnag0ePPidPFWLCACys7PRuXNndO3aFd27d8fTp08BANbW1pBIJHqOzrBVr14dK1euhIeHBzp06IAZM2agbdu2sLOz03doBu/o0aPIz89Xrk+cOBF+fn4YNGiQ/oKit47PYiimd/1UrfeRRCJBSkoK3Nzc9B2K0di2bRu6deumVs7rqJm//voLX3zxBW7duoV27dph2bJlKFWqlL7DMjqDBg1Cy5YtmSC855ggvIF3+VQtIiKid4kJAhEREanh6BwiIiJSwwSBiIiI1DBBICIiIjVMEIiIiEgNEwQiIiJSwwSBiIiI1DBBICIiIjVMEIiIiEgNEwQiIiJS8/8Aa049WjppNlcAAAAASUVORK5CYII=",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "On the Logistic regression model, the train accuracy is 60.234%\n",
-      "The test accuracy score of Logistic regression is 59.375%\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\linear_model\\_logistic.py:458: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
-      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
-      "\n",
-      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
-      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
-      "Please also refer to the documentation for alternative solver options:\n",
-      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
-      "  n_iter_i = _check_optimize_result(\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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2zv0i/b+vvvoKCQkJqFKlCr755hscO3YMTZo0UXZbXbhwQSUG4O1I9HfTps6dO4cyZcrAzc1Nub1JkyYQQuDcuXMqx/3444/ZNk1GREQgPDxcZVrWxYsX83xvXrlyBSkpKfj888+VZXZ2dqhZs2a2I7o15dy5cyoxAG+vxfsxVKpUCXv37kVycjJ2794NBwcHFCtWLM/n6NSpE+zs7FClShX0798fW7duRcOGDWFubi7JZ4iKikJaWprKz7x48eLYsmULatSoka+6TExMsGDBAhgYqD7qkpKScOfOHfzyyy/Kn7e9vT0yMzOVP3MXFxfI5XLs3LkTr169wsGDB+Hh4ZHlHI6Ojvjxxx+zlEdHRyM1NRUjR45UnqNatWrKbcDbn42bmxt8fX3Rs2dPBAcHo27dunB0dATw9h7q2rUrhg8fjvbt2yMoKAhFihRBxYoV8/T583pfent7q4w3eP+5LYXcPmdurK2ts/zs69evD+DtOATg7X15//59rF69Gn379gUATJ48WTl7Iz9atmyJDRs2YM6cORg3bhzu37+vsv3SpUuIiopC165dVcpdXFzg5OSUJc7Lly8rn8+2trawtLTE3bt3ERkZCSMjI3Tq1Am//PJLvuPUBZInEdn9Y/W+OnXq4OLFiyrLwYMHJY0ht3MMHjwYV65cQefOnREdHQ1/f3+MGjVKsvMnJSWhRo0aCAkJgZ+fH/744w+VaUnivTEH74uIiMD169c/uM/Tp0/x999/fzBZ+O+N/k6dOnWyLT937hyqVKmCS5cuoUePHjh16hS++uqrHOMUQuDvv/9W9kXKZDJ0794dGzduxOPHj3Hy5Ml89/HVrl0b0dHRGD9+PN68eYNBgwbB19dXZf73f924cUPZL/2h65ndtg9dC+BtAvzf+yav4xXyE4Mmfehc75dXr14dq1evhoWFBX788UeEhIRk+Uc2J05OTrhx4wZmzZoFU1NTTJw4EdWqVUNiYuJHx//fWN8XFhaW50Fy75QoUQJlypT54DlmzJiR5Wf+7bffAgDMzc3h4eGBnj17wsrKClevXs0y/gcAKleuDAsLiw/GsHr16izn6NixIwDAysoK4eHhWL58OYoVK4aff/4ZlSpVwt27d5XHb9y4EQcOHEDt2rWxZ88eVKlSJc/vCsnrfZnbc/tj5eVz5iQmJkb5+/7Ou/EP74+5K1q0KLp3746bN2+iUqVK6NmzZ55jfPPmTZZ42rVrByGE8rn8zqZNm1CtWjWV6yaEwNGjR5GUlJQlzoyMDJUxWlu3bkXHjh1x9+5d1KtXD02bNs33va0r8p1EmJqaAoDKBXlfTqPOq1Spgnv37sHd3V35wo0bN25g2bJl+Q0Dcrk82xhyO0dycjJGjBgBGxsbDB06FH/++SfGjRuH4ODgfH3OnBw5cgQxMTHYtm0bRo4cCT8/P5XBVMWKFUPJkiVx8uRJZZkQAu3atVO+dKRGjRqIiIhQeTAvWbIE7dq1g4GBgTK7ftdqAAB//PFHvuJcv349ihcvjp07d6J///6oVq0abty4odxevXp1AFCJ886dO/Dx8VH5K+arr77CjRs3MGHCBLi7u6NWrVr5imPOnDm4ceMGevbsiRUrVmDz5s04e/as8v0JNWrUUIkBAPr3748ffvgBAODl5YX79+8rB3wCb38GMpnsg6O5/+vdffPunqlevTpOnTqV58GVlStXhpmZGY4ePaose/nyJS5cuAAvL6881SEFLy8vlRiAt9fiXQwXLlzAzp078eLFC1y/fh1PnjxB69at83WO4OBgHDt2DF9++SUWLVqE48ePIyYmBocPH1bZz9TUVK3fHw8PD5iYmKj8zFNTU+Hj44Ndu3blu77sWFtbw8nJCS9evFD5mQcHB+Pvv/8G8HbQZbly5fDs2TPcvHkTUVFR+frHtnz58pDL5UhKSlLW7+7ujvnz5ysHDm/duhW///472rVrh59++gmXLl3Cq1evsHXrVgBv/7CYOHEifH19MWnSJPz999/w9vbGmjVr8hRDXu9LTc8Wyu1z5mb58uUYOHCgStnatWsBvG1Fed/Fixexb98+zJo1K1+fKzQ0FBUrVlT5Y+xdi9F/B+9v3boVbdq0yVJH9+7d8dtvvynX37x5g40bN6JGjRowMTFRlh8+fBiNGzcGULB/ZGhCvtt5PDw8YGVlhdmzZ+Pzzz/HxYsX0alTpzw1hw4dOhSLFi1C165d8e233+LZs2cYOnQounXrlu/A69atixUrVsDc3BwPHjxAqVKlUL9+/VzPYW5ujj179uDhw4cYPHgwMjIysG/fPri6uqrUX7x4cTg5OWHhwoXo1q0bbty4AS8vr2ybM//rXRNdSEgIPv/8c/z5559YvHgxSpQoodxn4sSJGDZsGMqWLYuGDRti8+bNePTokXI0/JAhQ7Bs2TJ07NgR48aNw6NHj7Bo0SIMGjQIAFCyZEk4OjoiODgYP/30E/bv35/vZMzR0RGPHz/GH3/8AUtLSyxatAihoaHKa1GxYkV88cUXGDlyJDIzM1G6dGn8+OOPKFeunErzaKVKlVC7dm2sXbsWs2bNylcMwNtf1N9++w0zZsyAvb091qxZAxMTE2WXycSJE9GmTRsMGzYMHTt2xIkTJ3Dy5Ens27cPANC1a1fMmTMHHTp0wMyZM/Hs2TOMHj0affr0Uc6yyc2ECRPg6emJAQMGoFu3brh+/TpGjx6dbTN1diwsLDB27FjMnj0btra2qFy5MmbOnAlTU1N88803+b4mOYmIiIClpaVKmZOTEypUqIApU6agadOmGDJkCDp37owtW7bg5MmTypk/hoaGiIuLw9KlS1GnTh2kpKSgRIkSKFq0aJ7P//TpU0ybNg1paWkoXbo0Nm/eDABZrnXdunWxefNmNGnSBGlpaYiLi8vTi4isrKwwfPhwzJo1CzY2NqhatSqWLl0KCwuLfM36yU1gYCCGDBmCEiVKwNvbG9u2bcPy5cuVrXGGhoY4deoU9u3bBxcXF6SmpsLJySnPL3QyMzPD2LFjMXXqVMjlcri7u2P58uXYtWsXpk2bBuDttMLvvvsOMpkMFSpUwMmTJ5Genq78HbSyssLcuXNhbGwMf39/PHjwAFFRUXl+k2hB3pc5ye1z5qZv377K53qzZs1w6dIl/O9//8MXX3yRZTrl999/D19fX7Rr1y5LPefOnYOTk1O293uDBg1QtWpVtGjRAjNmzIBMJsPIkSPRpk0blC9fXrnf/fv3cePGjSxdrDKZDN9++y3Gjh2L+Ph4ODo64tdff0VUVBR27typEsO7P27Kli2LVatWISUlRWMvTtQ4dQZS7Nq1S7i5uQkjIyPh6uqqHJSV3cCe/w7OunDhgmjUqJEwNTUVJUuWFGPHjs121HZurl+/Lho0aCDkcrkoUqSIcqBYXs4RFRUlWrVqJezt7YWlpaVo3LixiIqKynKO0NBQUb16dWFsbCxKlSolLl68mOf4pk+fLooVKybMzMxEs2bNxPz584WBgYG4deuWcp/ly5cLV1dXYW5uLurWrascbPXO5cuXRePGjYWpqakoW7asmDZtmsqAxX379glXV1dhZWUlGjZsKK5cuZLtwMoPvZTr1atXomvXrsLKykrY29uL/v37i0GDBony5csrByOlpKSI7777Tjg6OgpbW1vRrl07cfv27Sx1LViwQBgYGKiMTM+rhIQEMWDAAFGyZEkhl8uFp6dnltkd27ZtE5UrVxampqaiatWqYvPmzSrbHz16JDp37izMzc1FkSJFxLhx41QGVOVloOzhw4eFl5eXMDExEc7OzmL27Nn5+hwKhULMnj1blCpVSsjlctG0aVOVwZ7vfOzAyuyW9wf27dmzR1StWlUYGxuLqlWrin379im3vXnzRtStW1c4OjoKU1NT5fGNGjVSDiB850MDK9PT08W4ceNE2bJlhVwuF25ubtnOsHr16pXo1q2bsLKyEhYWFlkGmArx4cGXmZmZYsaMGaJkyZLC0tJSfP755/n6/RPi39kZOVm0aJFwdXUVpqamokaNGmL37t3KbQ8ePBA2NjaiaNGiwtjYWAAQBgYGYsyYMcp9cvtZZmRkiMDAQFGqVClhZmYm6tevL/755x+VfebMmSPc3NyEqampcHJyEj/++KPK9t27dwsvLy9hYWEhHBwcRK9evURiYmKWc33oWuZ2X2b3c1b3Hs3puNw+Z26OHDkiatSoIeRyuShfvnyW56EQbwd6/3eQ6PsAiPnz53/wHI8ePRJdu3YVdnZ2okSJEmLEiBEiKSlJZZ+QkBBhYGAgXr58meX4zMxMMXnyZFGsWDFhbm4ufH19xcGDB1X2mT59unIQcmJiovD19RXOzs56O7BSJoSet6WQVkVHR+Pp06dYtGgREhMTla0DpJsmT56MAwcOICgoCFZWVnjz5g1OnDiB77//HuHh4fD09NR2iDrDx8cHbm5u6NOnD0xNTZGUlITg4GDs378fcXFx2g6PSCfkf9gq0XsiIiIQEBAANzc3/Pnnn9oOh3LRo0cPXLp0Cd26dUN8fDzkcjkqVaqEX375hQnEf4wbNw4zZ85EmzZt8OrVK9jY2KBWrVrYtGmTtkMj0hlsiSAiIiK18LsziIiISC1MIoiIiEgtTCKIiIhILUwiiIiISC1MIoiIiEgtn8QUTyOTvH1fPJHUDPPxnROkihPD1KfgtfsoGekPNVr/m+e3c98pj4wd8/ZWT235JJIIIiIinaHI1HYEBYZ/RhEREZFa2BJBREQkJaHQdgQFhkkEERGRlBRMIoiIiEgNohC1RHBMBBEREamFLRFERERSYncGERERqYXdGUREREQ5Y0sEERGRlArRy6aYRBAREUmJ3RlEREREOWNLBBERkZQ4O4OIiIjUwZdNEREREeWCLRFERERSYncGERERqaUQdWcwiSAiIpJSIXpPBMdEEBERkVrYEkFERCQldmcQERGRWgrRwEp2ZxAREZFa2BJBREQkJXZnEBERkVrYnUFERESUM7ZEEBERSUiIwvOeCCYRREREUipEYyLYnUFERERqYUsEERGRlArRwEomEURERFJidwaR9jk42CH6eijKli2t7VB0noODHa5fO6Vyrdq0boprV//G61cxOHtmPypVLK/FCPVDnz4BuHXzLF7GR+Ovg5vh4uKk7ZBIHykypVt0HJMIDalcuSJC/9mD2KdXMDtokrbD0TsODnbYuf1XPsTzwMHBDtu2hsDZ+d9r5epaFitW/IyJk2bBxdUL0dG3sXTZHC1GqftcXcti4vcj0KlzX1T1bIjbt+8ieOU8bYelV/jcK3yYRGiAiYkJtm8NwYULl1G3Xku4u1dAr55dtB2WXtnw21Js/H2btsPQC7+tW4xNm7arlFWqWB6TJgfhzz9349mz51ixch2qV6uinQD1RPVqVXD27AVcuhSJ+/cfIWTt7yhXzlnbYekNPvfeIxTSLTqOSYQGNG/eCDY2Vhg9Zipu376LSVNmoW+fAG2HpVcGDh6D/y1ere0w9MLgIeOweMkalbK9+w5j1aoNyvUKbuVw82ZMQYemV65evQE/v/qo5ukBa2srDBrYC4cPn9R2WHqDz733KBTSLTpOqwMrExISkJycDBMTE9jb20Mmk2kzHMlU8/TAmTMXkJKSCgCIiIiCu7ublqPSL3fu3Nd2CHojt2tlbGyMESMGYOHClQUUkX66ei0aW7ftQVjYQQDA7Zi7aNCgjZaj0h987hVOBd4SsXbtWvj4+MDBwQEVKlRA3bp1Ub58eVhaWqJdu3a4du1ajsenpaUhMTFRZRFCFFD0eWNtZYWY/zzYMzMVsLW10VJEVJhNmTISr18nY/WajdoORafVrl0drVr6o36DNnAs4o4/Nu3Azh2/ajssvcHn3nvYnaEZ48aNw5YtW7B48WK8ePECT58+xb179xAfH4/IyEgULVoUfn5+iI+P/2AdQUFBsLGxUVmEIqkAP0XuMjIzkJ6WrlKWmpoGc3MzLUVEhZWf32cYNLAXevYaioyMDG2Ho9O+/LId/ti8A2FhF5GYmIQpgXPg6uqMap4e2g5NL/C5955C1J1RoElEcHAwfvnlF3h6embZ5uLigpUrVyIzMxOnT5/+YB0TJkxAQkKCyiIzsNJk2PkWF/cSjkUcVMqsrCyQnp7+gSOIpOfsXAa/rv0fho+YhGvXorUdjs4zMDBA0SKOynUrK0uYm5vCwNBQi1HpDz73CqcCTSLKlSuHuXPnIjU1Ndvta9euRUpKCmrVqvXBOuRyOaytrVUWXRtLce5cOLzr1lSuOzuXgVxugri4l9oLigoVU1NTbNu6Brt3H8SOHfthYWEOCwtzbYel0079fRbt27fAsGH90PXL9tiyeRWePInF5ctXtR2aXuBz7z2FqCWiQAdWrl69Gm3btsWmTZvg7e0NFxcXyOVyxMbG4p9//kFSUhI2btyIokWLFmRYkjtx8jSsra3Qq2cXrP31D4wfNxSHj/wNhR7cEPRp8G/iCw+PivDwqIivv+6uLK9QsR7u3n2gxch019Zte1CpUnkM/bYfSpQoiitXrqNLl37sBsojPvf+VZi+xVMmCnhUYnp6Ovbu3YuIiAgkJibCyMgI9vb28PLygq+vLwzVaDo0MimlgUg/TuvW/li/bglSUlKhUCjQ2L8zrl5lk/KnxtCAs6TVpWsDovWJQkevnb489zLSH2q0/pQTIZLVZebbW7K6NKHAkwhN0MUkAgCKFSuCWjU9cfrMBcTFfXiwKOkvJhHq+wQePVqjq0kEoB/PPY0nEceke8eNmV9fyerSBCYRRB+BSYT6PoFHj9bochKhDzSeRBwNlqwus0b9JKtLE/gEJCIikpKWBlYGBwejTJkyMDc3h5+fH27fvg0AiIyMhJeXF+zs7DBmzBiVBP748eNwd3eHo6Mj5s3L/3fFMIkgIiLSc7du3cIPP/yAHTt24Nq1ayhXrhx69+6NtLQ0tGnTBrVq1cK5c+cQFRWFkJAQAEBsbCzatm2LgIAAhIaGYv369Th69Gi+zsskgoiISEpaeGPlxYsX4e3tjZo1a8LJyQl9+/bFzZs3sW/fPiQkJGDevHkoV64cZs6ciVWrVgEA1q9fj5IlS2Ly5Mlwc3PDlClTlNvyikkEERGRlCTszsjuqx7S0tKynNLDwwNHjhzBpUuXkJCQgCVLlsDf3x/h4eHw9vaGufnb98R4enoiKioKABAeHo5GjRop37VUp04dnD9/Pl8flUkEERGRjsruqx6CgoKy7Ofh4YHOnTujRo0asLW1RWhoKObOnYvExES4uLgo95PJZDA0NER8fHyWbdbW1nj06FG+4mMSQUREJCUJuzOy+6qHCRMmZDnl2bNnsWvXLpw+fRovX75EQEAAWrZsCSMjI8jlcpV9TU1NkZycnGXbu/L8YBJBREQkJQm7M7L7qof/JgUAsHHjRnTt2hV169aFjY0NZsyYgVu3bsHe3h6xsbEq+yYlJcHExCTLtnfl+cEkgoiISM8pFAo8e/ZMuZ6UlKRsbQgNDVWWx8TEIC0tTfmm6Pe3Xbx4EaVK5e+9S0wiiIiIpKSF90T4+Phg69atmD9/PjZs2ID27dujePHiGDZsGBITE7FmzRoAwMyZM9GkSRMYGhqibdu2OHXqFA4dOoQ3b95gzpw5aNasWb4+aoF+ARcREdEnLx9TM6XSqVMnXL16FQsWLMDjx49RpUoVbNu2DcbGxggODkZAQADGjBkDAwMDHDt2DADg6OiI+fPno2XLlrC0tIStra3yHRJ5xddeE30EvvZafZ/Ao0dr+Nrrj6Px117vzv+bHz/ErPVISep58uQJzp8/D29vbzg4OKhsi4mJwbVr1+Dj4wNLS8t81cskgugjMIlQ3yfw6NEaJhEfR+NJxM65ktVl1na0ZHVpArsziIiIpKSF7gxtYRJBREQkpXx+cZY+Y1ssERERqYUtEURERFJidwYRERGphd0ZRERERDljSwQREZGUClFLBJMIIiIiKRWi93iwO4OIiIjUwpYIIiIiKbE7g4iIiNRSiJIIdmcQERGRWtgSQUREJCW+bIqIiIjUUoi6M5hEEBERSYlTPImIiIhyxpYIIiIiKbE7g4iIiNTCJIKI8sLUyETbIegtGxNzbYegtx69itN2CEQAmEQQERFJi1M8iYiISB1CwdkZRERERDliSwQREZGUOLCSiIiI1FKIxkSwO4OIiIjUwpYIIiIiKRWigZVMIoiIiKTEMRFERESklkKURHBMBBEREamFLRFERERSKkRfBc4kgoiISErsziAiIiLKGVsiiIiIpMQpnkRERKQWvrGSiIiIKGdsiSAiIpISuzOIiIhIHYKzM4iIiIhyxpYIIiIiKbE7g4iIiNRSiGZnMIkgIiKSUiFqieCYCCIiIlILWyKIiIikVIhmZzCJICIikhK7M4iIiIhyxpYIIiIiKXF2BhEREamF3RlEREREOWMSQTrLxsYadbxqwNbWRtuh6AUbGyvUql0NtrbWeSonIs0QCoVki65jEkE6qVOn1rgVfRrLl/+EuzHn0KlTa22HpNPad2iBiCsnsGhxEKKun0L7Di1yLKesJgR+h9UbFinXv+jWHn+d2orLMaewaOVs2Nnbai840i8KId2i45hEaEjlyhUR+s8exD69gtlBk7Qdjl6xtrbC/36ZiUaNO6FGzSYYOmwir2EOrK0t8fP8aWjZrCs+q9sSo0dOxQ8zxn+wnLKq5FEBX/X9ElMnzAYANGjojWlB4/HDxJ/QrEEnWFpZYuW6BdoNUg/wuVf4MInQABMTE2zfGoILFy6jbr2WcHevgF49u2g7LL1hbW2FkaMDcfnyVQDAxUuX4eBgp+WodJeVlRXGj52BK1euAwDCL0XC3t72g+WkSiaTYdaCKQhetg737j4AAHT6sg02b9yBk8dC8ejhE8wM/Bl16tWCDbuEPojPvfewJYI+RvPmjWBjY4XRY6bi9u27mDRlFvr2CdB2WHrjwYNH2LhxGwDAyMgIw4f1x/Yd+7Ucle56+PAxNv+xE8Db6zXk277YveuvD5aTqh59uqCSuxse3HsI/+Z+MDY2gp2DHR49fKzcJzPzbd+0IlP3+6i1hc+99wiFdIuO4xRPDajm6YEzZy4gJSUVABAREQV3dzctR6V/PD098NeBP5Ceno4qnn7aDkfnValSCbv2/Ib0N29Qp1bTXMsJMLcww8jxQ3Dv7kOULlMSHbu0wdBRA3D29AU0btoQK/63FkIIfBHQDpfOX0ZS0itth6yz+Nx7jx60IEhF71oi0tLSkJiYqLIIoVs/MGsrK8Tcua9Slpmp4CyDfIqIiEKLlgG4eTMGK5bP1XY4Oi8y8ho6tOuNW7fuYNHioFzLCWjRugnMzc3wZdu+mDdrCbp3HAALKws8f/YCBgYy7D32B7Yd+A3ffNcPISs3aDtcncbnXuGkd0lEUFAQbGxsVBahSNJ2WCoyMjOQnpauUpaamgZzczMtRaS/Lly8jD5fj0CH9i1gY8P+6NxcuhSJwQPGoE3bZrCxscq1vLArXrIYLpyLQHzcSwBAZmYmrl25AXsHW3Ru1RuDeo/E1cjriL5xG9u37NVusDqOz71/CYWQbNF1BZpE3Lt3L09LTiZMmICEhASVRWagWw/FuLiXcCzioFJmZWWB9PT0DxxB7/P18VYZ2Z2e/gZCCCj0YM60NtRvUAfT35t18e56Vanqnm25Qg8eTAXlyaOnMDUzVSkrVaYEnjx+BgB4+iQWzVs3xuwfFvL+ywWfe+8pRAMrC3RMhJ+fH+7evQsAH+yCkMlkyMzM/GAdcrkccrk8yzG65Ny5cHzdt5ty3dm5DORyE8T9/187lLMb0bexrV93RN+Mwf4DR/HDtLH466/j7I/+gJvRMei1qStu3bqDvw4ex6QpI3Hk8N8fLOd1/NfhgycwbfYE9Oj9BQ4dPIEWrRvDo3JFDO4zCgDQp3833Iq+g4N7j2g5Ut3H517hVKAtEWfPnkWdOnWwcOHbrD67JacEQl+cOHka1tZWyulN48cNxeEjf/MvmTx68uQZvuw6AEOHfo2IS0dgbm6G3n2HazssnfX0aSx69fgGg4b0wumwfTA3N8XAAaM/WE7/ehmfgN5fDkGngHY4fnYX+g7sgSF9R+Pxw6ewsbHGoGF9MH3yT9oOUy/wufcehUK6RcfJRAGPSnz+/DkCAgIQHByMsmXLSlKnkUkpSeqRUuvW/li/bglSUlKhUCjQ2L8zrl6N1nZYJDELE9Pcd6Js2ZiYazsEvfXoVZy2Q8iWvjz3MtIfarT+pCHSvRnWask+yerShAJPIjRBF5MIAChWrAhq1fTE6TMXEBcXr+1wSAOYRKiPSYT6dDWJAPTjucckQjp8T4QGPX0ai737Dms7DCKiAsPnHvRiQKRUmEQQERFJ6BNo4M8zvXtPBBEREekGtkQQERFJid0ZREREpBYmEURERKQOfXhdtVQ4JoKIiIjUwpYIIiIiKbElgoiIiNSikHBRw7hx49CmTRvlemRkJLy8vGBnZ4cxY8aoTEE9fvw43N3d4ejoiHnz5uX7XEwiiIiIPhERERFYsmQJFi5cCABIS0tDmzZtUKtWLZw7dw5RUVEICQkBAMTGxqJt27YICAhAaGgo1q9fj6NHj+brfEwiiIiIJCQUQrIlLS0NiYmJKktaWlq251UoFBgwYAC+++47uLq6AgD27duHhIQEzJs3D+XKlcPMmTOxatUqAMD69etRsmRJTJ48GW5ubpgyZYpyW14xiSAiIpKSQki2BAUFwcbGRmUJCgrK9rTLli3D5cuX4ezsjJ07dyI9PR3h4eHw9vaGufnb76rx9PREVFQUACA8PByNGjWCTCYDANSpUwfnz5/P10dlEkFERKSjJkyYgISEBJVlwoQJWfZ79eoVAgMD4erqirt372L+/Plo0KABEhMT4eLiotxPJpPB0NAQ8fHxWbZZW1vj0aNH+YqPszOIiIikpOaAyOzI5XLI5fJc99u6dStev36No0ePwtHRERkZGahatSpWr16NPn36qOxramqK5ORkGBkZqdT9rjw/2BJBREQkISnHROTVgwcP4O3tDUdHRwCAkZERPD098fLlS8TGxqrsm5SUBBMTE9jb26tse1eeH0wiiIiI9Fzp0qWRkpKiUnb37l0sWLAAoaGhyrKYmBikpaXB3t4eXl5eKtsuXryIUqVK5eu8TCKIiIikpIX3RLRq1QpRUVFYtmwZHjx4gF9++QXh4eHo2LEjEhMTsWbNGgDAzJkz0aRJExgaGqJt27Y4deoUDh06hDdv3mDOnDlo1qxZvj4qx0QQERFJSBvfneHg4IC9e/di9OjRGDlyJEqUKIE//vgDZcqUQXBwMAICAjBmzBgYGBjg2LFjAABHR0fMnz8fLVu2hKWlJWxtbZXvkMgrmXj/1VV6ysgkf80vRFKxMDHVdgh6y8bEXNsh6K1Hr+K0HYJey0h/qNH649o1lKwu+x3HJannyZMnOH/+PLy9veHg4KCyLSYmBteuXYOPjw8sLS3zVS9bIoiIiD5xxYsXR6tWrbLd5uLiojLVMz+YRBAREUlISDjFU9cxiSAiIpJSIUoiODuDiIiI1MKWCCIiIgmxO4OIiIjUU4iSCHZnEBERkVrYEkFERCQhdmcQERGRWphEEBERkVoKUxLBMRFERESkFrZEEBERSUnItB1BgWESQfQRMhSZ2g5Bb/lauWk7BL31+6sz2g6BcsDuDCIiIqJcsCWCiIhIQkLB7gwiIiJSA7sziIiIiHLBlggiIiIJCc7OICIiInWwO4OIiIgoF2yJICIikhBnZxAREZFahNB2BAWHSQQREZGEClNLBMdEEBERkVrYEkFERCShwtQSwSSCiIhIQoVpTAS7M4iIiEgtbIkgIiKSELsziIiISC2F6bXX7M4gIiIitbAlgoiISEKF6bszmEQQERFJSMHuDCIiIqKcsSWCiIhIQoVpYCWTCCIiIglxiicRERGphW+sJCIiIsoFWyKIiIgkxO4MIiIiUguneBIRERHlgi0RREREEuIUTyIiIlILZ2cQERER5YJJBOmkNm2a4sa1f5CafBfnwg6iUqXy2g5Jp7Vq7Y/IKyeQkHgToaf3omLFcln22b5jLXr06KyF6IgKF4WQSbboOiYRGlK5ckWE/rMHsU+vYHbQJG2Ho1dcXcti1cp5+H5SEJycayE6+jZWLJur7bB0louLE5Yt+wlTJs+GW3lvREffxuIls1X2+fLLdvD3b6ilCDWnpr8X5p1cgrW3NuPHvT+jZPlSuR7TKMAf/wtbhZCbf2DipumwLWr30XE06dkci8+txryTS+DxWRVludzcFEMXj8KqaxuxMvI3dB4d8NHn0mV87r0lhEyyRdcxidAAExMTbN8aggsXLqNuvZZwd6+AXj27aDssveFeyQ3fTwzCli278OzZcyxf/iuqV6+S+4GFVMVK5TFlymxs3boHz549R/DK9ahWrbJyu52dDYJmTcL167e0GKX0ijoVw4C532LTrN8wtG4/PIl5hH6zv8nxmAq1K6HzqAAsHbEQIxsMhkwGBEzsledz+nRuhI4jvlQpq+pbHd0m9sKqCUuxdMRC9Js9BJa2lgCAHlP6wNjUBOP9h2Ne/1lo2b8tqjSolv8Pqwf43CucmERoQPPmjWBjY4XRY6bi9u27mDRlFvr2+bT/ApHSnr2HELxqvXK9QoVyiL4Zo8WIdNv+fUewZvVG5bpbBVfcunlHuR40axJ27jyAsLMXtRCd5pQsXxqbZv2GM3v+QeLzBBz67QDKVnbJ8ZjiLiWx+vtluHIqAnFPXuDE5qNwzuWY3DTu0QwntxzDhb/CEH3+Os4fDEPt5t6QyWQwNDLE0uELEHv/Ga6GRuLWpZu5xqiv+Nz7lxDSLbpOp5KIe/fu5bpPWloaEhMTVRahY1e6mqcHzpy5gJSUVABAREQU3N3dtByVfjI2NsZ3IwZixYp12g5FLxgbG2PYsH7KJMzXtx78/D7DpIlBWo5MepeOnMfRjX8p10u4lsSTmMc5HnNi8xGcP3j2g8d4NqyBoAPzsTxiHfrNHgIjk9wnsDl5OCPqn8vK9dvh0XCu4gohBFaM/h9SXqUAAGQGBijmXBxP7+Qco77ic+9fHBOhAdevX4ePjw8sLS1Ro0YNrFixApmZmcrtr1+/hotL7hl6UFAQbGxsVBahSNJk6PlmbWWFmDv3VcoyMxWwtbXRUkT6a2rgKLxOTsaq1Ru0HYpemDTpOyQnpyBkze+Qy+X4ZdGPGD58El69eq3t0DTK0NgILfu3xZH1B/J8jIWNJT7v3hSH//+YYmWL47uV43FgzR5MaTsWrtXKo9XA9jAyMcLyiHVYHrEOvWcMQOvBHZTrxZxLwMzSHLH3nynrTXmVArti9lnO59PJD4pMBS4dPf/xH1gH8bn3r8I0JqLA3hMREBAANzc3TJ8+HdeuXcPcuXOxbNkybNy4ERUrVgSAPLUoTJgwASNHjlQps3OopJGY1ZWRmQFZmuoPPzU1DebmZnj5MkFLUemfRn71MXhQb9T3aYOMjAxth6PzGjashwEDv0Ijvw7IyMjAxEkjcOF8BA7sP6rt0DSu03dfIi05Dcd+P5TnY3pP74/o89cRcextN0/dNvVxNypGWcehdfvRsEtj7Fi0BRNbvn3m1Gn5GeyLO2D/6l0AgPgncVBkZOJN+htlvW/S0mFiJlc5l21ROwRM7IU13y9DRvqneS/zuVc4FVgScfnyZRw4cABFihSBn58fvv76a0yZMgV169bFkiVL0K5dO8hkuWddcrkccrnqL2hejitIcXEvUbmyamJjZWWB9PR0LUWkf5ydy+C3dYsxdPhEXL0are1wdF7ZsqUREvILRn43Bdeu3QQAdOnSDo6O9nj4KAIAYG5uio6dWqFW7Wr4bsRkbYYrKY/PqsC/ZwsEdhiPzIzM3A/A21YB93pV8H2Lf/8gsS/uAOfKLlge8bbrzNDIAKmv3zbNP38QCwBIikuEqbmpch0AXiW8grWDtXLd1MIMmW/+TRRkMhkGzR+Gi4fCcHZvqPofVMfxufcvfeiGkEqBJRFOTk44ceIEOnXqBOBt321QUBD8/f3RrVs3nDhxoqBC0bhz58Lxdd9uynVn5zKQy00QF/dSe0HpEVNTU+zYvhY7dx3A9u37YGFhDgB4/TpZy5HpJlNTObb8uRq79/yFnTsPKK9XU/8uMDQ0VO43M+h7hJ29iN9+26KtUCVXpExRfPPLSIRMXolH0Q/ydIxL1XLoOa0f5vULQuLzf/9CjnvyAhcOn8OGGSEAAAMDgywtCtm5HX4T5WtWxJVTb8dFlK3sgrgnL5TbvxzfA9YONpj39ac3LuV9fO79S7dG6WlWgY2JmDdvHgYMGIDg4GCV8s8//xyhoaE4efJkQYWicSdOnoa1tZVyetP4cUNx+MjfUCgUWo5MP/j7+6KyR0X079cDCfHRyqVs2dLaDk0nNW7iCw+PCujbtxuexUYpF0NDQ9y790C5vH6VjBcv4vHiRby2Q5aEsdwEo1Z/j/N/ncW5A2cgNzeF3NwUAGBmaQZDI8Msx1g72GDU6u+xe/l23I64pXLM6Z1/o6KXB4o7l0RGegaa9m6FAXO/VTn+5Jaj2Lpgk0pZ2N5QNPmqOeyK2cPa0QZ+XzbB5ROXAAANOvrh825Nsey7XyAzMIDc3DRPgzX1EZ97hZNMFODUhtu3b+Pq1ato1apVlm2pqak4ePAg2rZtm+96jUxyf8FMQWvd2h/r1y1BSkoqFAoFGvt3ZrP8J0huZKztEPRWhyI1P+r4mv5eGBk8IUv5iPoDMfH36fjth9UqMzEAoFmfVvhq6tdZjulRtiOAt7MzAr7viSJOxXDrUjRWT1iWp9kUg+YPg1eLegCAK6cilK0OM/bOhXNlV5V9T2w+ghWj/5e3D/kBvz8+81HHa4q+PPcy0h9qtP5/SnSSrK7PHv8pWV2aUKBJhKboYhIBAMWKFUGtmp44feYC4uI+jb/+SBWTCPV9bBKha1w9y0NuLsfV01c0fi5dTSIA/XjuaTqJOFVcutfL13+i292Pn2a7mo54+jQWe/cd1nYYRFQAbkfc1HYIOoHPvcKFSQQREZGECtMoECYRREREEhIoPFM8deq110RERKQ/2BJBREQkIYXeT1fIOyYRREREElIUou4MJhFEREQS4pgIIiIiolywJYKIiEhCnOJJREREamF3BhEREVEu2BJBREQkIXZnEBERkVoKUxLB7gwiIiJSC5MIIiIiCQnIJFvU1bx5c4SEhAAAjh8/Dnd3dzg6OmLevHkq+23ZsgVly5ZFyZIlsXHjxnyfh0kEERGRhBQy6RZ1rF+/HgcOHAAAxMbGom3btggICEBoaCjWr1+Po0ePAgAiIyPRvXt3TJ48GQcOHMCUKVNw/fr1fJ2LSQQREdEnIi4uDqNGjULFihUBvE0oSpYsicmTJ8PNzQ1TpkzBqlWrAADBwcFo1KgR+vXrh6pVq+Lbb7/FunXr8nU+JhFEREQSUkAm2ZKWlobExESVJS0t7YPnHjVqFDp06ABvb28AQHh4OBo1agSZ7G2zRp06dXD+/Hnlts8//1x57Pvb8opJBBERkYSEhEtQUBBsbGxUlqCgoGzPe/ToURw+fBhz5sxRliUmJsLFxUW5bm1tjUePHuW6La84xZOIiEhCUk7xnDBhAkaOHKlSJpfLs+yXmpqKgQMHYunSpbCyslKWGxkZqexvamqK5OTkXLflFZMIIiIiHSWXy7NNGv5r+vTp8PLyQqtWrVTK7e3tERsbq1xPSkqCiYlJrtvyikkEERGRhBSygv/ujA0bNiA2Nha2trYAgOTkZPzxxx8AgM8++0y538WLF1GqVCkAgJeXF0JDQ/H1119n2ZZXTCKIiIgkJLRwzpMnTyIjI0O5Pnr0aHh7e6N3794oU6YMDh06hIYNG2LOnDlo1qwZAKBTp06oX78+hg8fDhcXF/zyyy/o0aNHvs7LJIKIiEjPlS5dWmXd0tISjo6OcHR0xPz589GyZUtYWlrC1tZW+RKqatWqYfjw4ahduzZMTU3h5uaGIUOG5Ou8MiGENpImSRmZ5K/5hUgqciNjbYegtzoUqantEPTW74/PaDsEvZaR/lCj9W8q0V2yur58vF6SemJiYnDt2jX4+PjA0tJSZVtUVBQePnyIhg0bckwEERGRNqn7pklNcnFxUZnO+T4PDw94eHioVS/fE0FERERqYUsEERGRhBQf8cVZ+oZJBBERkYT0fqBhPrA7g4iIiNTClgiij2AoYx6urjXn52o7BL31e0kfbYdAOdDFgZWawiSCiIhIQlJ+d4auYxJBREQkIY6JICIiIsoFWyKIiIgkxDERREREpJbCNCaC3RlERESkFrZEEBERSagwtUQwiSAiIpKQKERjItidQURERGphSwQREZGE2J1BREREailMSQS7M4iIiEgtbIkgIiKSUGF67TWTCCIiIgnxjZVERESkFo6JICIiIsoFWyKIiIgkVJhaIphEEBERSagwDaxkdwYRERGphS0RREREEuLsDCIiIlJLYRoTwe4MIiIiUgtbIoiIiCRUmAZWMokgIiKSkKIQpRHsziAiIiK1sCWCiIhIQoVpYCWTCCIiIgkVns4MJhFERESSKkwtERwTQURERGphSwQREZGE+MZKIiIiUguneBJpWZs2TXHj2j9ITb6Lc2EHUalSeW2HpPNsbKxQu3Y12NpaazsUIiokmERoSOXKFRH6zx7EPr2C2UGTtB2OXnF1LYtVK+fh+0lBcHKuhejo21ixbK62w9Jp7Tu0wOWok1i0ZBau3vgH7Tu0AAC4e1TAsRPbcffBRUz/cbyWo5TWtj0H0b7HINRr1hljAmch/mVCrsds3rEXfm27obpva/T+Zgxin8d9dBwb/9wF39YBaP5FH5w5f0lZnpycglGTZ6L25+1R178jflmx9qPPpev43HtLSLjoOiYRGmBiYoLtW0Nw4cJl1K3XEu7uFdCrZxdth6U33Cu54fuJQdiyZReePXuO5ct/RfXqVbQdls6ytrbCvPk/oEWzrqhXpwVGjQzE9B8nwMTEBJs2r8TFi5Hw82mHSpXc0P2rztoOVxKhYRcRNH8Zxg4bgK1rl+DV62QMnzA9x2MuhEdi0cp1CJo8Bvu3rIEQwNz/rczzObfv+QuLV/2mUnbqzHnM/V8wpo4bhqApYxA4ayFeJiQCAGb/sgKpaWnY/tsyLJoViLUbt+Kfsxfy/2H1BJ97/1JIuOg6JhEa0Lx5I9jYWGH0mKm4ffsuJk2Zhb59ArQdlt7Ys/cQgletV65XqFAO0TdjtBiRbrOyssT4cTNwJfIaACD80hXY29vCv2lD2Fhb4fvxMxATcw/Tpv6Enp/IQ33n/sNo37IJPqtTEyWKF8Xob77GhYgrSEhM+uAxdx88QuDYoajnVQPFixZB+1b+uBp966Pi2LRtD9q2aILPfeqhRlUPNGrgjUPH/4FCoUBGRgZmB45F6ZLFUadWNVT1qIBrH3k+XcbnXuGkE0lEYmIiXr16lad909LSkJiYqLIIoVuNPtU8PXDmzAWkpKQCACIiouDu7qblqPSTsbExvhsxECtWrNN2KDrr4cPH+GPTDgCAkZERvvm2L3bvOoiqVd0RFnZJeR9GXr72yYwtefkyAcWLFVWuGxgY/v//P/xI69CqKRr7fqZcv3PvAcqWLqVc//v0OXT4ajDqNeuMKUELkJ6enmsc12/eRt1a1ZTrVT0qIup6NAwMDPDjpFGwtLAAAGRmZuLeg8dwKl0y7x9Sz/C59y8FhGSLrivQJOLPP/+Ei4sLbGxs0KdPHyQmJuKLL76AnZ0d7Ozs0Lp1a7x48SLHOoKCgmBjY6OyCMWH//rQBmsrK8Tcua9SlpmpgK2tjZYi0l9TA0fhdXIyVq3eoO1QdF6VqpVw8/YZNPH3xdjR02BlbYm7We7DzE9i4KV7xfI48c8ZKBRvG3y37/0LVdwrwMrSIk/HJyQmYfOOfejSviUA4N6DRxg6fhq6f9EOvwcvxOWr17Fmw59IT09HvWadUa9ZZ8z4eTFW/faHcv3u/Yd49ToZpUoWU9ZrYWGe7TiLnfsPw8DQAL71vCT49LqJz71/cUyEBrx8+RK9e/fG1KlT8ffff0Mmk8Hd3R2xsbG4desW7ty5A0dHR3zzzTc51jNhwgQkJCSoLDIDqwL6FHmTkZmB9DTVv2JSU9Ngbm6mpYj0UyO/+hg8qDe+6vkNMjIytB2Ozou8fA3t2/bCrZt3sGjxLGRkZCLtP39Np6alwcxM/+/D3gGdoFAIfNFnKLoP+A6rfvsD3Tq3zfPxM35ejGpV3OHz//+o7zt8HJXcyqFz2+YoW6YUunZojaN/n4axsTG2hCzGlpDF+KZfD3Rp11K5XrJEMRgaGsLE2ERZr9zEGCmpaSrnin0eh7n/C8aYb/vDxMQEnyo+9wqnAntPxI0bN+Dq6opevXoBAJYvX44SJUpg/vz5cHZ2BgDMmDEDVarkPIBOLpdDLperlMlkuvVmj7i4l6hcuZJKmZWVRZ6aR+ktZ+cy+G3dYgwdPhFXr0ZrOxy9celSJAYNGI3wyGOYGvgTPDwqqGy3tLRE+ps3WopOOtZWlvh16Vzce/AIazb8icRXr9HK3y9Px+7Y+xfOXojAn2sXK8uePnuOqzduoV6ztwNPMzIzYW5mBplMhlIl3rY02NnYIDklVbkOADbWVoh/+VK5/jo5BcbG/z5WFQoFJkz/CX7166LZ5z4f8Yl1H597/9KHAZFSKbCWiIoVK+LevXu4cuUKgLd93UeOHEGNGjWU++zfvx+lS5cuqJA05ty5cHjXralcd3YuA7ncBHFxL7UXlB4xNTXFju1rsXPXAWzfvg8WFuawsDDXdlg6q36DOirTN9PT30AIgevXbqJOnX9/v8qWLQ253ATxn9B9WMTRHoePn8KIQb1haGiY6/6RV29g5vyl+GnaeDja2ynLixV1hF/9uspWhj9DFmPlgh9zra+KewWE//+AVgC4euMWihVxUK7PX7oGL+JfYtLonFtYPwV87v2LYyI0wMbGBitWrECjRo2wceNGAICnp6dy+9ixYzF69GgsXLiwoELSmBMnT8Pa2ko5vWn8uKE4fORvZf8t5czf3xeVPSqif78eSIiPVi5ly+p/gqkJN2/GoHefAPTu0xWlSpVA4LTROHL4JA4eOAYra0vltM5RY4bg2NFTn9R9uGHLTriULaMyYPLV69d4k03314v4l/h23FT07f4FqlRyQ3JyCpKTUwAALRo3xIXwSNy9/xAmxsbYsGUnJv04X+X49q388c3XPVTKmvo1wO9bd+Np7HM8j4vHtt0HUL9OLQDAjn2HsHnHXgRNHgOhEEhOTvmk/yrnc+9fhWlMhEwU8NSGdzMq/tvicOLECVSoUAHFixfPd51GJqVy36mAtW7tj/XrliAlJRUKhQKN/TuzWf4TZG4sz32nAtDo8waYNXsSSpUugcOHTmLkd1Pw4nkcWrRsjNUhC5GakgqFUKBl8264fu2mtsMFALy4e+ijjk9ITELLL7/GsnnTUdW9orK8aadeGDd8oEpiAQDr/tiO2QuXZ6kn8tQ+AG9nZ/y8eBUePHqMqh6VEDh2KMqWyfnZIoTAhOlzcejYKQBA3drV8L/ZUyGTydC59ze4Fn1bZf92LZrgx0mj1Pq87zMrqZtdI/ry3MtIf6jR+r9z7ipZXfPv/C5ZXZpQ4EmEJuhiEgEAxYoVQa2anjh95gLi4uK1HQ5pgK4kETkpWswRNapXRVjYRZ1qWv7YJEKXXL56HSkpafCqUbVAxmjpahIB6MdzT9NJxHAJk4iFTCI0T1eTCPr06UMSoas+pSSioOlyEqEPNJ1EDHP+UrK6frmzSbK6NEEnXjZFRERE+odfBU5ERCShwjSUlEkEERGRhPRhaqZU2J1BREREamFLBBERkYQKTzsEkwgiIiJJsTuDiIiIKBdsiSAiIpIQZ2cQERGRWkQh6s5gEkFERCShwtQSwTERREREpBa2RBAREUmI3RlERESkFnZnEBEREeWCLRFEREQSUgh2ZxAREZEaCk8Kwe4MIiIiUhNbIoiIiCRUmL47g0kEERGRhArTFE92ZxAREX0CduzYAVdXVxgZGaF69eq4evUqACAyMhJeXl6ws7PDmDFjIN4b+Hn8+HG4u7vD0dER8+bNy/c5mUQQERFJSCHhkle3bt1Cnz59MGvWLDx8+BAVKlRAv379kJaWhjZt2qBWrVo4d+4coqKiEBISAgCIjY1F27ZtERAQgNDQUKxfvx5Hjx7N12dlEkFERCQhBYRkS15dvXoVs2bNQpcuXVCsWDEMHjwYFy9exL59+5CQkIB58+ahXLlymDlzJlatWgUAWL9+PUqWLInJkyfDzc0NU6ZMUW7LK46JICIikpCUYyLS0tKQlpamUiaXyyGXy1XKWrdurbJ+/fp1uLm5ITw8HN7e3jA3NwcAeHp6IioqCgAQHh6ORo0aQSaTAQDq1KmD8ePH5ys+tkQQERHpqKCgINjY2KgsQUFBOR6Tnp6On3/+GYMGDUJiYiJcXFyU22QyGQwNDREfH59lm7W1NR49epSv+JhEEBERSUjKMRETJkxAQkKCyjJhwoQczx8YGAgLCwv069cPRkZGWVotTE1NkZycnGXbu/L8YHcGERGRhISEr73OrusiJ0eOHMHixYtx+vRpGBsbw97eHpGRkSr7JCUlwcTEBPb29oiNjc1Snh9siSAiIvoExMTEICAgAIsXL4aHhwcAwMvLC6GhoSr7pKWlwd7ePsu2ixcvolSpUvk6J5MIIiIiCWljdkZKSgpat26Ndu3aoUOHDnj16hVevXoFHx8fJCYmYs2aNQCAmTNnokmTJjA0NETbtm1x6tQpHDp0CG/evMGcOXPQrFmzfH1WdmcQERFJKD/vd5DKwYMHERUVhaioKKxcuVJZHhMTg+DgYAQEBGDMmDEwMDDAsWPHAACOjo6YP38+WrZsCUtLS9ja2irfIZFXMiFl542WGJnkr/mFiLRvRElfbYegtxY8OqHtEPRaRvpDjdbfxql17jvl0a57uyWp58mTJzh//jy8vb3h4OCgsi0mJgbXrl2Dj48PLC0t81UvWyKIiIgkpIvfnVG8eHG0atUq220uLi4qUz3zg0kEERGRhArTt3hyYCURERGphS0RREREEvoEhhrmGZMIIiIiCWljdoa2MIkgIiKSkC4OrNQUjokgIiIitbAlgoiISEKFaXYGkwgiIiIJFaaBlezOICIiIrWwJYKIiEhC7M4gIiIitXB2BhEREVEu2BJBREQkIUUhGljJJIKIiEhChSeFYHcGERERqYktEURERBLi7AwiIiJSC5MIIiIiUgvfWElERESUC7ZEEBERSYjdGURERKQWvrGSiIiIKBdsiSAiIpJQYRpYySSCiIhIQoVpTAS7M4iIiEgtbIkgIiKSELsziIiISC3sziAiIiLKBVsiiIiIJFSY3hPBJIKIiEhCikI0JoLdGUSfmDZtmuLGtX+QmnwX58IOolKl8toOiQoJ3ntvCQn/03VMIjSkcuWKCP1nD2KfXsHsoEnaDkfv8Pqpx9W1LFatnIfvJwXBybkWoqNvY8WyudoOS2Mq+9fChBMLMPvmb/hubxCKliuZ4/5NR3TC3DsbsyzlvN0/Ko7mo7vgh/CVGLlvNkpUclKWWxWxRf9fJyDo+lpMu7gCn/Xw/6jz6LLCdu/RW0wiNMDExATbt4bgwoXLqFuvJdzdK6BXzy7aDktv8Pqpz72SG76fGIQtW3bh2bPnWL78V1SvXkXbYWmEg1NRfPnTIOyd/Tume3+D57ef4IvZA3I85sjSnZjk+bVy+bnFOLx6noCHV+7k6ZxNR3RC7c6+KmXe3RqjXrcmWNNvLvb//Ad6LBoKQ2NDAEDAvCF4+eg5gnxGYOvk1Wg/rTeKuJZQ6/PqusJ07+VGIYRki67TiSTi22+/RVxcnLbDkEzz5o1gY2OF0WOm4vbtu5g0ZRb69gnQdlh6g9dPfXv2HkLwqvXK9QoVyiH6ZowWI9KcouVLYc/sjQjfcxqvnifgn/V/oVRl5xyPyUh7g9TEZOVS/6umOLF6H1KTUtSOo16PJji2cjdiwq4j6tB5PLv9GK513GFqZYaEJy+w5ftgJD6LR/ju00h4/AIl3cuqfS5dVpjuvdwUpu6MAhtY+euvv35wW0hICFxdXeHo6IiePXvmWE9aWhrS0tJUyoQQkMlkksQphWqeHjhz5gJSUlIBABERUXB3d9NyVPqD108axsbG+G7EQCxYuELboWjE1SMXVdaLupbE8ztP8ny8dVE7VGnmhZk+w5RltTr6oMnQDjC3scTpjYex76dNudZToqITtkwIVq7fD7+F0lVdEH0qEpvGLFeWm1qZwaqILWLzEaO++tTvPfpXgSURGzduxIEDB1CpUiV4e3urvNHrzZs3CA0NhZWVVa5JRFBQEKZNm6ZSJjOwhMzQWiNxq8Paygoxd+6rlGVmKmBra4OXLxO0FJX+4PWTxtTAUXidnIxVqzdoOxSNMzQ2hG+/ljixam+ej6nXvTEu7vwH6clv/yhxrVMJX8wagF8Hz0f8o+fot2YcnkY/xL1LNzF85wwAgJHcGEIh0G7K2+fUj/WHwsDQAHH3nynrTU1KzrbLwrdfKzy6eheP8th1os8K072XHX3ohpBKgSUR+/btw/r16zF69GiYmZlhzpw5sLCwAABs374dP//8M5ycnHKpBZgwYQJGjhypUmbnUEkjMasrIzMDsjTVlpHU1DSYm5vxH8E84PX7eI386mPwoN6o79MGGRkZ2g5H45p+9wXSU9Jw5vejedpfZiBD3YDPsbzbj8qymh18EHkwDFGHLwAAzm87icpNauHS7lDMazkeAODTtyUSHr9AxL4zAICM9AyV/wNvu0yMTeUq5ytesQz8BrTGsm4z1P+QeqKw3XvZ0YduCKkU6JiI7t27IyoqCikpKahcuTL279+f7zrkcjmsra1VFl3qygCAuLiXcCzioFJmZWWB9PR0LUWkX3j9Po6zcxn8tm4xhg6fiKtXo7UdjsaVr1cZ9b/yx4Zh/4MiIzPPxyTHv8LTmw+VZbYl7FHZvxamRwRjekQwGvRuDttSDlBkZCL+wXPEP3iO1MTXeB2fpFzPSHuD9JQ0WNpbKeuRW5oh882//3iamMnR45ehOLZ8F+5dvCndB9dBhe3eIy28bMrOzg6rV6/G0aNHMWjQINSpUweZmXn7xdcX586F4+u+3ZTrzs5lIJebIC7upfaC0iO8fuozNTXFju1rsXPXAWzfvg8WFuYAgNevk7UcmWbYly6C7r8MxdYpa1QSgtxUa+WNy/vPqpS9fByH0xsOK7tEDI2MIDPI/Q+UBxG3UbZmBby497ZLo1RlZzy79Ui5vctPA5HwNB5/Ldya5/j0UWG793JSmLoztDY7o1GjRoiIiICTkxMcHR1hZPTpvDzzxMnTsLa2Uk5LHD9uKA4f+RsKhULLkekHXj/1+fv7orJHRfTv1wMJ8dHKpWzZ0toOTXJGcmP0XT0WV/46h8gDYTAxl8PE/G03gtzSDAZGhh88tmLDarh1+qpK2fmtJ1DZvzasithCkaFAi9FfosXoL1X2ObjgT5zbckKlLGLfGTQa1AZySzM4uhSHZ4s6uH4iAgDgP6wjnGtWwObxK2BsZgITc7ly+uenpjDde7kpTLMzZOIT+M5SI5NS2g4hi9at/bF+3RKkpKRCoVCgsX9nNu/lA6/fp29ESd/cd8pBZf9a6LNydJbyHxsMxeDfp2DHD7/iysFzWbY7OBXF2CPzMNnza+Wgyndqd/JF42/bw6qILW7+E4ktE4Lx6kVijnEYmhih35pxKOPpCiMTY5zZdBTbpqwBAPwQvhLmNpYq+x9csAUHF/yZ34+rYsGjE7nvRB+UkZ73Vit1uDrWkKyu288v5r6TFjGJ0KBixYqgVk1PnD5zAXFx8doOR+/w+n3aPjaJ0CUymQzOtSsgIz0D98Nvafx8TCI+jqaTCBeHapLVFfMiXLK6NIFJBBFpxaeURBQ0JhEfR9NJRFkHT8nquvsiQrK6NOHTGYhARESkAz6Bv83zTCdee01ERET6hy0RREREElLowawKqTCJICIikhC7M4iIiIhywZYIIiIiCRWmN1YyiSAiIpKQPrxpUirsziAiIiK1sCWCiIhIQoVpYCWTCCIiIgkVpime7M4gIiIitbAlgoiISELsziAiIiK1cIonERERqaUwtURwTAQRERGphS0RREREEipMszOYRBAREUmI3RlEREREuWBLBBERkYQ4O4OIiIjUwi/gIiIiIsoFWyKIiIgkxO4MIiIiUgtnZxARERHlgi0RREREEipMAyuZRBAREUmI3RlERESkFiGEZEt+REZGwsvLC3Z2dhgzZkyBJDNMIoiIiPRcWloa2rRpg1q1auHcuXOIiopCSEiIxs/LJIKIiEhCQsIlLS0NiYmJKktaWlqWc+7btw8JCQmYN28eypUrh5kzZ2LVqlWa/qiAII1JTU0VgYGBIjU1Vduh6CVeP/Xx2n0cXj/18dpJKzAwMEtuERgYmGW/qVOnihYtWijXFQqFsLOz03h8MiEK0QiQApaYmAgbGxskJCTA2tpa2+HoHV4/9fHafRxeP/Xx2kkrLS0tS8uDXC6HXC5XKRs1ahRSU1OxePFiZVmRIkVw48YN2NnZaSw+zs4gIiLSUdklDNkxMjLKsp+pqSmSk5M1mkRwTAQREZGes7e3R2xsrEpZUlISTExMNHpeJhFERER6zsvLC6Ghocr1mJgYpKWlwd7eXqPnZRKhQXK5HIGBgXlqiqKseP3Ux2v3cXj91Mdrpx2+vr5ITEzEmjVrAAAzZ85EkyZNYGhoqNHzcmAlERHRJ2Dnzp0ICAiAmZkZDAwMcOzYMXh4eGj0nEwiiIiIPhFPnjzB+fPn4e3tDQcHB42fj0kEERERqYVjIoiIiEgtTCKIiP7j5cuXOHPmDOLj47UdCpFOYxKhIdr4NrVPzfPnz+Hi4oI7d+5oOxS9smPHDri6usLIyAjVq1fH1atXtR2SXtm8eTOcnZ3Rr18/lC5dGps3b9Z2SHqpefPmBfIFUKRdTCI0QFvfpvYpef78OVq3bs0EIp9u3bqFPn36YNasWXj48CEqVKiAfv36aTssvZGQkIAhQ4bgxIkTuHz5MhYvXowxY8ZoOyy9s379ehw4cEDbYVABYBKhAVr7NrVPSNeuXdGtWzdth6F3rl69ilmzZqFLly4oVqwYBg8ejIsXL2o7LL2RmJiIBQsWwNPTEwBQs2ZNvHjxQstR6Ze4uDiMGjUKFStW1HYoVAD43RkaEB4eDm9vb5ibmwMAPD09ERUVpeWo9MvKlSvh4uKC4cOHazsUvdK6dWuV9evXr8PNzU1L0eifMmXKoHv37gCAN2/eYP78+ejQoYOWo9Ivo0aNQocOHZCSkqLtUKgAMInQgMTERLi4uCjXZTIZDA0NER8fr9EvQvmUvH/9SD3p6en4+eefMXLkSG2HonfCw8Px+eefw8TEhGNK8uHo0aM4fPgwrly5gqFDh2o7HCoA7M7QgJy+TY2ooAQGBsLCwoJjItTg6emJgwcPws3Njdcvj1JTUzFw4EAsXboUVlZW2g6HCghbIjTA3t4ekZGRKmUF8W1qRO8cOXIEixcvxunTp2FsbKztcPSOTCZDrVq1sHbtWpQrVw4vX76Era2ttsPSadOnT4eXlxdatWql7VCoALElQgO09W1qRMDb+y0gIACLFy/W+HvzPzXHjx9XmY1hYmICmUwGAwM+KnOzYcMG7NixA7a2trC1tcWGDRswZMgQDBkyRNuhkQaxJUID3v82tT59+hTYt6kRpaSkoHXr1mjXrh06dOiAV69eAQAsLCwgk8m0HJ3uq1ChAlasWAE3Nze0aNECkyZNQtOmTWFtba3t0HTeyZMnkZGRoVwfPXo0vL290bt3b+0FRRrH787QEG18m9qnSCaTISYmBs7OztoORS/s2LED7du3z1LOa5h3f/31F0aMGIH79++jWbNmWLJkCYoUKaLtsPRO79694efnxyTiE8ckQoMK+tvUiIiIChKTCCIiIlILRwsRERGRWphEEBERkVqYRBAREZFamEQQERGRWphEEBERkVqYRBAREZFamEQQERGRWphEEBERkVqYRBAREZFa/g84mFGIrc+84gAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\svm\\_base.py:299: ConvergenceWarning: Solver terminated early (max_iter=10000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
-      "  warnings.warn(\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "On the Linear SVM model, the train accuracy is 48.344%\n",
-      "The test accuracy score of Linear SVM is 46.500%\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\svm\\_base.py:299: ConvergenceWarning: Solver terminated early (max_iter=10000).  Consider pre-processing your data with StandardScaler or MinMaxScaler.\n",
-      "  warnings.warn(\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "On the RBF SVM model, the train accuracy is 100.000%\n",
-      "The test accuracy score of RBF SVM is 59.562%\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "On the Decision Tree model, the train accuracy is 74.719%\n",
-      "The test accuracy score of Decision Tree is 53.562%\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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s0GoMhbUxePBgnD17Fp999hkuXryI5s2bY+TIkVprPzU1FR9++CHCwsLQuHFjrFq1SuV6VVHAOGZMTAzi4+MLXOfevXs4cOCActzsVTdu3Mi3vF69evmWHz9+HNWrV8fp06fRo0cPHDx4ED179nxtnEIIHDhwQHl9rkwmQ/fu3bF8+XLcuXMH+/fvx+eff55vewWpW7cuLl68iLFjxyIjIwODBg1Cw4YNlWP4+cVx4cIFREdHF1hf0DEUdC4AoEOHDnneN+qOz2sSgzalpaXhypUrKpOqXncc+cXy+PFjHDhwAE+fPlWrTSsrK0RHR+OPP/6Ak5MTpk+fjipVquDatWtqba/uuSrss0RbXveeKOyzRC6X4+TJk3nWeXky29sKCQnBkSNH0LRpUxw5cgT16tXDr7/+qta2T548wc6dO/OUP3z4UDk3Ky0tTfn3nMvf3x+XLl1SmUdTkKSkJJVr8/Nrw8LCAm5ubir1RkZGkMvlMDY2Vpbt2bMH48aNw/Tp01GzZs08+7x16xYcHR1x7949VK5cGV27di2yeye8D7SeAJiamgJAgW+M181url69Oq5fvw4PDw/UqlULtWrVwoULFzBv3jyN4zAxMck3hsLaSE9Px/Dhw2FjY4Nhw4bhn3/+wZgxY1RuiqHOcb7Onj17kJCQgHXr1mHEiBFo3Lgxrly5oqx3cnJCmTJlsH//fmWZEALt27fH/PnzAQAffvghYmJikJKSolxn7ty5aN++PQwMDGBoaKg8nlyrVq3SKM7w8HCUKlUKGzZsQP/+/VGzZk1cuHBBWV+rVi0AUInz6tWr8PHxUZng07NnT1y4cAGBgYHw8PBAnTp1NIpj6tSpuHDhAnr16oX58+dj9erVOHr0qPL6+A8//FAlBgDo378/fvzxRwCAl5cXbty4oZycCGT/G8hkskJnJufKfd/kvmdq1aqFgwcPqj0RsFq1ajAzM0NERISy7PHjxzh58iS8vLzU2sebWLRoETIyMvDpp58CKPw4PvzwQ9y8eVPlQ3PdunVo2LAhMjIy1Gpz7dq1WLFiBdq3b49ffvkFp0+fRlpaGtauXavW9l5eXsjMzFT5Nz1w4AAyMjJUzpW2rpR4U4V9llSvXh2ZmZmQy+XKerlcjmnTpiknFb+tmzdvYvjw4ahevTpGjx6Nbdu2oVu3bnk+rwpy48YN+Pn5IS4uTlmWkJCA/fv3w9vbGwAwY8YM+Pn5qXzWXbx4EeXKlVN+zrzOkSNH0KZNG5VJzocOHcKlS5eUbXh5eSEuLk7lPXbo0CE8f/4c9evXB5A96fmzzz5Dly5d8OWXX+bb1oIFC9CvXz8ARZtYvze03aWQnJwsrKysxKRJk8ShQ4fEnDlzxN27d4UQ+XfRvTwEkJiYKOzs7ESHDh3Erl27xLJly4SDg4PGXcZCCNGwYUPRuXNncfDgQbFy5Upx4MABtduoWLGi+Oyzz8Tu3bvF9u3bxYcffihq1aqVpw1nZ2cxdOhQcejQIREWFibOnj2rVmwHDhwQAMT48ePF3r17xbBhw4SBgYEoW7ascp05c+YIuVwuJk6cKPbu3Su+/PJLYWxsrJzQeOPGDWFnZyeaNm0qduzYIcLCwoSdnZ2yWzQzM1M4OjqKb775Rrx48UJs2rRJuLm55TsEUND9EiZNmiSMjY3FypUrxebNm0XLli0FANG9e3flOp07d1aZBNi4cWNRoUIFkZaWprKvunXrCgBi8uTJap2jl/Xr10/UqFFDrF+/Xuzfv18EBAQIY2NjZbfypk2blJMAIyIixMSJE4VMJlPOl0hPTxdVqlQRNWrUEBs3bhSLFi0SdnZ2KuPahQ3pnDt3ThgZGYn+/fuLiIgIMW/ePGFqaiqmT5+u9nEEBQUJU1NTMWPGDLF9+3bRqFEjlUmAL6/3NkMA06ZNE5GRkSIwMFAYGhqqjOUWdhypqanC1dVV1KpVS2zevFmsXr1aODs75xm6e12cS5cuFTY2NmLJkiXi4MGDYvLkyQKA+Pfff/Osm9/7L3cSoLOzs1i1apVYtWqVcHZ2zjMJ8NUhsqIaAijo70Odz5KGDRuKatWqibVr14pt27aJ2rVrC09PzwKvuS9IQe/P1NRUYWdnJwYPHiwiIyPF+vXrRfny5UWHDh3U3nfz5s2Fu7u7+O2330RoaKhwdnYW9vb2ykmb165dE7a2tqJ9+/Zi165d4vfffxfm5uYq7/3z58/nO09CiOw5IFWrVhV169YV8+bNEyEhIcLe3l64ubmJlJQUIYQQ9+/fFw4ODuLTTz8Vu3btEkuXLhXOzs7Cx8dHuQ8PDw9RsmRJERkZqZwge+zYMeU+nj59Kr766ishRPYQn4ODg1iyZAmHAF5D6wmAEEJs3LhRuLu7C0NDQ+Hm5iZu374thCg8ARBCiJMnTwpfX19hamoqypQpI7799lu1Z5u+LD4+XjRo0ECYmJiIEiVKiC1btqjdRlxcnGjTpo2wt7cXlpaWomnTpiIuLi5PG1FRUaJWrVrCyMhIlC1bVqOJNz/99JNwcnISZmZmws/PT4SGhgoDAwNx+fJl5Tp//PGHcHNzE+bm5qJ+/fp55iKcOXNGNG3aVJiamory5cuLiRMnqkyK2bp1q3BzcxNWVlaiUaNG4uzZsxolAGlpaaJr167CyspK2Nvbi/79+4tBgwaJihUrKsdnnz59Kr755hvh6Oio/JC4cuVKnn3NnDlTGBgYiJs3b6p9jnIlJyeLAQMGiDJlyggTExPh6emZ5yqCdevWiWrVqglTU1NRo0YN5dh+rtu3b4vPPvtMmJubixIlSogxY8aojDGrM6dj9+7dwsvLSxgbGwsXF5fXzp3IT1ZWlpgyZYooW7asMDExES1atFCZmJjrbRMAAMLU1FTUrl073ytoCjuO69eviw4dOghzc3NRpkwZ8fXXX6tMtlMnzqlTpwp3d3dhamoqnJ2dxc8//5zvegW9/1JSUkS/fv2EjY2NsLGxEf3791eJQRcSACEK/yxJTEwUPXr0EDY2NsLW1lZ06dLljf4GXvf+PHTokGjUqJGwtrYWNjY2okOHDuLWrVtq7/vBgwciICBA+XfepUuXPO/LI0eOCB8fH2FhYSHc3d3FnDlzVOoLu5lSQkKCaN26tTA3NxdOTk6ib9++4s6dOyrrnDt3TnTo0EHY29sLGxsb0alTJ3Hv3j0hRPZ5zn1vv7rk/vusX79eHD58WLm/oUOHCjs7O04CfA2ZEOwnoaJz8eJF3Lt3D7/++itSUlKwdetWqUMiIiIUwbMAiF4WExODgIAAuLu7459//pE6HCIiysEeACIiIj3EZwEQERHpISYAREREeogJABERkR5iAkBERKSHmAAQERHpIckvAzQ0Lit1CMWWTOoAijFe+vJ25Ab87fCmCnpWB6kn4/mtot3/gyuFr6QmI0e3wleSkOQJABERkc7IypQ6gneGaTwREZEeYg8AERFRLqE/QzRMAIiIiHLp0RwNJgBEREQ5hB71AHAOABERkR5iDwAREVEuDgEQERHpIQ4BEBER0fuMPQBERES59OhGQEwAiIiIcnEIgIiIiN5n7AEgIiLKxasAiIiI9A9vBERERETvNfYAEBER5eIQABERkR7SoyEAJgBERES59Og+AJwDQEREpIfYA0BERJRLj4YA2ANARESUKytLe4uawsLCIJPJ8ixhYWGIjIyEh4cHHB0dMWPGDJXt1qxZg/Lly6NMmTJYvny5xofKBICIiEhC3bp1Q1JSknK5ceMGHB0d4eHhAX9/fwQEBCAqKgrh4eGIiIgAAMTGxqJ79+4YN24ctm/fjvHjxyM+Pl6jdmVCCFEUB6QuQ+OyUjZfrMmkDqAYk/RN/x6QG/C3w5vK0qPLzIpCxvNbRbp/RexOre3LpHrzN9ouODgYV69eRdWqVfHHH38gLi4OMpkM69evx+rVq7F06VIMHz4c58+fx7Zt2wAAs2bNQmJiIiZNmqR2O/wrJiIiyqXFIQCFQoGUlBSVRaFQvLb5Z8+eYdasWfjuu+8QHR0NX19fyGTZP/fq1auHEydOAACio6PRpEkT5XYv16mLCQAREVERCAkJgY2NjcoSEhLy2m2WLVuG+vXrw8XFBSkpKXB1dVXWWVtb4/bt2wDw2jp18SoAIiKiHEJo7z4AgYGBGDFihEqZiYnJa7eZN28eJkyYAAAwNDRUWd/U1BTp6emF1qmLCQAREVEuLV4GaGJiUugX/ssuXbqES5cuoXnz7LkD9vb2SExMVNanpqbC2Ni40Dp1cQiAiIhIB6xatQpt27aFkZERAMDLywtRUVHK+lOnTqFs2bKF1qmLCQAREVEuCe4DkGvbtm1o3Lix8rW/vz8OHjyIXbt2ISMjA1OnToWfnx8AoFOnTlixYgXOnDmDtLQ0zJ49W1mnLg4BEBER5ZLoToBPnz7FkSNHMH/+fGWZo6MjQkND0bp1a1haWsLW1hZhYWEAgJo1a+Lrr79G3bp1YWpqCnd3dwwZMkSjNtkDUAAHBztcjI9C+fLlpA6l2Nq0cSl69ewidRj0nnNwsEP8+YN5/lYLKqf8hc74ERnPbymXc3EHpA5JGlmZ2ls0YGZmBoVCgSpVqqiUDxo0CPHx8QgPD0dMTAycnJyUdT///DNOnTqFNWvW4NChQzAzM9OoTSYA+XBwsMOGf/+Cq6uz1KEUWwEBHeHn5yt1GMVOtWqVEXVoMxLvncWUkB+kDkfnOTjYYd3aMLi4OKtVTgWrU6cm2vn3hGMJDziW8IBXPc26k6nouLq6olWrVrC0tMxTV7VqVTRv3lzjCYAAE4B8LVv6O5avWCd1GMWWnZ0tpk4Zj/Pxl6QOpVgxNjbGv2vDcPLkGdT/qDU8PCrh817sQXmdpX/PwcqV/6pdTvmTy+WoWrUS9u8/jOTkFCQnpyAt7YnUYUlDZGlv0XFMAPIxcPBo/DZnsdRhFFu/TB2P9eu34eiRk1KHUqy0bOkLGxsrjBo9AVeuXMMP4yfjiz4BUoel0wYPGYM5c5eoXU75q1GjCgwMDHD82A6kJF/Cpo1L8cEHZaQOSxoSTgJ81944AUhOTsadO3fw8OFDSPw4Aa27evWG1CEUW40afQxf3wYYG6j+/agpW03Pqjhy5CSePn0GAIiJiYOHh7vEUem2gv5W+TesGQ+PSrhw4TL69Pkates0x4sXmfh97lSpw6IiptFVAH/++ScWLlyIuLg45V2IUlNT8fz5czRr1gxTpkzJM4HhZQqFIs99kIUQyvscU/FmYmKCuXOnYOiwQP3tPnwL1lZWSHjliyszMwu2tjZ4/DhZoqhIHyxfvg7Ll/837Dnsq0BcvHAYVlaWSE1NkzAyCRSDrnttUbsHYMyYMVizZg3mzJmDhw8f4t69e7h+/TqSkpIQGxuLkiVLonHjxkhKSipwH/ndF1lkpWrlQEh6338/HCeOn8bWrbulDqVYepH5As8Vz1XKnj1TwNxcs5m9RG/r/v2HkMvlKF3aqfCV3zccAshr4cKFmD17Njw9PfPUubq6YsGCBcjMzMThw4cL3EdgYCCSk5NVFpmB1ZtFTjqn6/86oF07PyTej0Pi/Th07doBv/4ajF9nB0sdWrHw6NFjOJZwUCmzsrLA8+fPC9iCSDsmh/yArl07KF97e9dBZmYmbtwo2kfvkrTUHgKoUKECpk2bhunTp8PU1DRP/Z9//omnT5+iTp06Be4jv/sis/v//eHb5FMYGsqVr6dMGY8jR07gr79WSRhV8XH8eDT6ftFN+drF5QOYmBjj0aPH0gVFeiHmTBwmTvgW9+49gFxugJkzJ2Hp0jXK+Sh6pRj8ctcWtROAxYsXw9/fHytXroS3tzdcXV1hYmKCxMREHDp0CKmpqVi+fDlKlixZlPGSDrt1647K6ydpT/DwQRIePix4WIj+s2//YVhbW+HzXl3w51+rMHbMMOzecwBZevSBRNJYtmwtqlathFUr5yMzMwvLlv2DH8ZNljosSWjzaYC6TiY0mML//PlzbNmyBTExMUhJSYGhoSHs7e3h5eWFhg0bQi6XF76TVxgaa/bwAvoP+07enK5et9K2bXOE/z0XT58+Q1ZWFpo2/wznzl2UOqw85Aa8gvhNMaF7OxnPi3ZY4um+MK3ty6xhb63tqyholAAUBSYAb44JwJvT1QQAAJycSqBObU8cPnISjx7pZu8JE4A3xwTg7RR5ArBXe/eAMWv8hdb2VRT4MCAiHXPvXiK28EoKImno0WWATACIiIhy6VEPDfvxiIiI9BB7AIiIiHJxCICIiEgPcQiAiIiI3mfsASAiIsrFIQAiIiI9xCEAIiIiep+xB4CIiCiXHvUAMAEgIiLKpUdzADgEQEREpIfYA0BERJSLQwBERER6SI+GAJgAEBER5dKjHgDOASAiItJD7AEgIiLKxSEAIiIiPcQhACIiInqfsQeAiIgolx71ADABICIiyiWE1BG8MxwCICIi0kPsASAiIsrFIQAiIiI9pEcJAIcAiIiI9BB7AIiIiHLxRkBERER6iEMAREREekgI7S1vYMyYMWjXrp3ydWxsLLy8vGBnZ4fRo0dDvLTfyMhIeHh4wNHRETNmzNC4LSYAREREOiAmJgZz587FrFmzAAAKhQLt2rVDnTp1cPz4ccTFxSEsLAwAkJiYCH9/fwQEBCAqKgrh4eGIiIjQqD0mAERERLmysrS3aNRsFgYMGIBvvvkGbm5uAICtW7ciOTkZM2bMQIUKFRAcHIxFixYBAMLDw1GmTBmMGzcO7u7uGD9+vLJOXUwAiIiIcmkxAVAoFEhJSVFZFApFvs3OmzcPZ86cgYuLCzZs2IDnz58jOjoa3t7eMDc3BwB4enoiLi4OABAdHQ1fX1/IZDIAQL169XDixAmNDpWTAIsxE0NjqUMgPWVvail1CMXW7bRHUodA70hISAgmTpyoUhYUFIQJEyaolKWlpSEoKAhubm64du0a/v77b0yaNAk+Pj5wdXVVrieTySCXy5GUlISUlBRUrVpVWWdtbY3bt29rFB8TACIiolxavAwwMDAQI0aMUCkzMTHJs97atWvx5MkTREREwNHRES9evECNGjWwePFi9OnTR2VdU1NTpKenw9DQUGVfueWaYAJARESUQ2Rp72FAJiYm+X7hv+rmzZvw9vaGo6MjAMDQ0BCenp44f/48EhMTVdZNTU2FsbEx7O3tVepyyzXBOQBEREQSKleuHJ4+fapSdu3aNcycORNRUVHKsoSEBCgUCtjb28PLy0ul7tSpUyhbtqxG7TIBICIiyiXBVQBt2rRBXFwc5s2bh5s3b2L27NmIjo7Gp59+ipSUFCxZsgQAEBwcjGbNmkEul8Pf3x8HDx7Erl27kJGRgalTp8LPz0+jQ+UQABERUS4JbgXs4OCALVu2YNSoURgxYgRKly6NVatW4YMPPsDChQsREBCA0aNHw8DAAHv37gUAODo6IjQ0FK1bt4alpSVsbW2V9whQl0yIN7xdkZYYGmvWZUH/MeVVACQRXgXw5ngVwNt58fxWke4//fdhWtuX+eBftbKfu3fv4sSJE/D29oaDg4NKXUJCAs6fPw8fHx9YWmr2d8keACIiolxanASoLaVKlUKbNm3yrXN1dVW5VFATTACIiIhy6dHDgJgAEBER5dKjBIBXARAREekh9gAQERHlknZe/DvFBICIiCgXhwCIiIjofcYeACIiolw6eBlgUWECQERElEuCOwFKhUMAREREeog9AERERLk4BEBERKR/BK8CICIiovcZewCIiIhycQiAiIhID+nRVQBMAIiIiHLpUQ8A5wAQERHpIfYAEBER5dKjqwCYABAREeXiEAARERG9z9gDQERElItXARAREekhDgEQERHR+4w9AERERDn4LAA9165dC1w4fwjP0q/h+LEdqFKlotQh6bQ2bZvjzNlIPE65iEOHN6Ny5QqvLSdVrztPDg52iI3bB2fnshJGqLsmhozF9UdnlMu+45sBAF17forDZ3Yi/uZRrNywGM7ly0kcqe7j516OLKG9RccxAXiFm1t5LFowA9/9EAJnlzq4ePEK5s+bJnVYOsvV1Rm/z5uKoHFTUaniR7h0MQG/zZ1cYDmpet15cnCww+p/FsHF5QOJo9RdNT6shs+7DEF1l49R3eVjtGrcGeVdyuHr0YPQr/tX8K3vj2tXb2D6nElSh6rT+Lmnn5gAvMKjiju++z4Ea9ZsxP37D/DHH3+hVq3qUoelsypXqYig8VOxdu1m3L//AAsXLEXNmtUKLCdVrztPYX/OxuqVGySOUHfJ5XJUqlIBR6KOIyUlFSkpqXiSlo5qnh44dTwGsTHncPvWXawKXwcXVyZRr8PPvZfoUQ8A5wC8YvOWXSqvK1WqgIuXEiSKRvdt27pH5bV7JTdcvnS1wHJS9brzNPTLQFy7dhO/TA+SIDLdV6WqOwxkBtgWuQalSpfE4UPHMXb4RFyMv4yPfeqhavXKuHHtFnp+0RX790ZJHa5O4+feS/ToMkD2ALyGkZERvhk+EPPn/y11KMWCkZERhn3VD4sWhatVTqpePU/Xrt2UOCLd5l65Aq5cuorhg79DC59OyHyRickzg3Ax/gq2bNiJbfvW4Oy1KNTxqolJ46dLHW6xofefe+wBKBoKhQIKhUKlTAgBmUz2LsNQ24SgkXiSno5Fi5dJHUqx8P0Pw5Ge/hRhS1aqVU6qeJ408++azfh3zWbl6+9HTcLB09tQ76M6aObXCP7Nu+HyhQQM+qoP/lw5F+2aBUgYbfHBzz398U4TgJCQEEycOFGlTGZgCZnc+l2GoRbfxp9g8KDe+MSnHV68eCF1ODqvUaOPMGBgTzRp/KnK+SqonFTxPL29hw8eQS6Xo9/gntiwbhtOnzgDAPjl51/R84v/oWr1yoiLjZc4St3Gzz1AFINf7tqidgJw/fp1tdZzdnYusC4wMBAjRoxQKbNzqKJuCO+Mi8sHWPr3HAz7+nucO3dR6nB0Xvny5bAkbDZGfBOE8+cvFVpOqnie3sx3E0fgbMx5rP9nCwCgtldNZGZmIulREhwd7ZXrWVpZwNTMFHK5XKpQiwV+7uVgApBX48aNce3aNQDZ3fb5kclkyMzMLHAfJiYmMDExybONLjE1NcX6f//Eho3b8e+/W2FhYQ4AePIkXeLIdJOpqQnW/LMImzfvxMYN25XnKzMzM99ynkdVBZ0/nqfCnYu9gNHfD8ODxIcwkBvgx8mB+GflRkTuOYQZcyahb0xPPLj/EF17forE+w9w7uwFqUPWWfzc008yUdC3+SsePHiAdu3aoXv37hg6dKjWAjA01q0bnLRr1wLr/lmSp7yCe32dm5RlamgsdQho07Y5Vq6an6f821ETMXVa3tnrVas0wPXrt95FaMVCQefv5fOUlp6gc+fN3tRS6hAAAGPGfY0eX3RBVmYW1q3ehCk/zcbT9Kf4atRAdO35KUo6lUD8uYv49qsgnD1zXupwAQC30x5JHUIexelz78Xzov07SB3aWmv7svpti9b2VRTUTgCA7CQgICAACxcuRPny5bUSgK4lAMWJLiQApJ90JQEojnQxAShOijwBGNJKa/uymrtVa/sqChpNAnR0dMTOnTuLKhYiIiJ6R3gjICIiolycBEhERKR/NBgVL/Z4J0AiIiI9xASAiIgol0S3Av7qq68gk8mUS8WK2Y9jjo2NhZeXF+zs7DB69GiVHorIyEh4eHjA0dERM2bM0PhQmQAQERHlkigBOH78ODZv3oykpCQkJSXh1KlTUCgUaNeuHerUqYPjx48jLi4OYWFhAIDExET4+/sjICAAUVFRCA8PR0REhEZtMgEgIiLKIbKE1haFQoGUlBSV5dXn4QDAixcvcPbsWTRs2BC2trawtbWFlZUVtm7diuTkZMyYMQMVKlRAcHAwFi1aBAAIDw9HmTJlMG7cOLi7u2P8+PHKOnUxASAiIioCISEhsLGxUVlCQkLyrHfmzBlkZWWhVq1aMDMzQ8uWLXH9+nVER0fD29sb5ubZd2b09PREXFwcACA6Ohq+vr7Ku+nWq1cPJ06c0Cg+JgBERES5tDgEEBgYiOTkZJUlMDAwT5NxcXGoXLky/v77b8TExMDQ0BADBgxASkoKXF1dlevJZDLI5XIkJSXlqbO2tsbt27c1OlReBkhERJQrS3u7yu/5N/np3r07unfvrnw9d+5cuLq6wsPDI8/2pqamSE9Ph6GhoUpdbrkm2ANARESkQ0qWLImsrCyUKlUKiYmJKnWpqakwNjaGvb29Sl1uuSaYABAREeXQ5iRAdY0ePRrLli1Tvo6KioKBgQFq1KiBqKgoZXlCQgIUCgXs7e3h5eWlUnfq1CmULavZs3WYABAREeWS4DLAmjVr4ocffsDu3buxY8cODBo0CL169UKLFi2QkpKCJUuyn9QYHByMZs2aQS6Xw9/fHwcPHsSuXbuQkZGBqVOnws/PT6ND5RwAIiIiCfXo0QNnz55Fp06dIJfL0aNHDwQHB8PQ0BALFy5EQEAARo8eDQMDA+zduxdA9sP5QkND0bp1a1haWsLW1lZ5jwB1afQ44KLAxwG/OT4OmKTCxwG/OT4O+O0U9eOAH//PV2v7sl2p2Y15CnL37l2cOHEC3t7ecHBwUKlLSEjA+fPn4ePjA0tLzf4u2QNARESUQ5Ox+3elVKlSaNOmTb51rq6uKpcDaoJzAIiIiPQQewCIiIhyafE+ALqOCQAREVEOXRwCKCpMAIiIiHLpUQ8A5wAQERHpIfYAEBER5RB61APABICIiCiXHiUAHAIgIiLSQ+wBICIiysEhACIiIn2kRwkAhwCIiIj0EHsAiIiIcnAIgIiISA8xASAiItJD+pQAcA4AERGRHmIPABERUS4hkzqCd0byBMBApj8nW9t47t6csVzyt36xVt/KTeoQiq0N6Y+lDoFeg0MARERE9F7jzyAiIqIcIkt/elaZABAREeXgEAARERG919gDQERElEPwKgAiIiL9wyEAIiIieq+xB4CIiCgHrwIgIiLSQ0JIHcG7wwSAiIgohz71AHAOABERkR5iDwAREVEOfeoBYAJARESUQ5/mAHAIgIiISA+xB4CIiCgHhwCIiIj0kD7dCphDAERERHqIPQBEREQ59OlZAEwAiIiIcmRxCICIiIjeZ0wAiIiIcggh09ryplq2bImwsDAAQGRkJDw8PODo6IgZM2aorLdmzRqUL18eZcqUwfLlyzVuhwkAERFRDpEl09ryJsLDw7F9+3YAQGJiIvz9/REQEICoqCiEh4cjIiICABAbG4vu3btj3Lhx2L59O8aPH4/4+HiN2mICQERElEMI7S0KhQIpKSkqi0KhKLDtR48eYeTIkahcuTKA7GSgTJkyGDduHNzd3TF+/HgsWrQIALBw4UL4+vqiX79+qFGjBoYOHYq///5bo2NlAkBERFQEQkJCYGNjo7KEhIQUuP7IkSPRsWNHeHt7AwCio6Ph6+sLmSy7N6FevXo4ceKEsq5JkybKbV+uUxevAiAiIsqhzTsBBgYGYsSIESplJiYm+a4bERGB3bt34+zZsxg2bBgAICUlBVWrVlWuY21tjdu3byvrXF1d861TFxMAIiKiHNq8DNDExKTAL/yXPXv2DAMHDsTvv/8OKysrZbmhoaHK9qampkhPTy+0Tl0cAiAiIpLQTz/9BC8vL7Rp00al3N7eHomJicrXqampMDY2LrROXewBICIiyiHFswCWLVuGxMRE2NraAgDS09OxatUqAMDHH3+sXO/UqVMoW7YsAMDLywtRUVHo27dvnjp1MQEgIiLKIcS7b3P//v148eKF8vWoUaPg7e2N3r1744MPPsCuXbvQqFEjTJ06FX5+fgCATp064ZNPPsHXX38NV1dXzJ49Gz169NCoXSYARDrA2sYKFd1dcfnSVSQ/TpE6HCJ6h8qVK6fy2tLSEo6OjnB0dERoaChat24NS0tL2NraKm8QVLNmTXz99deoW7cuTE1N4e7ujiFDhmjULucAvEbwz99h3dolUoeh81q3aYbo2L14lHwBB6I2oVLlCgCAqb+MR8qTK8rldMweiSPVTf4dWuLUmQjM/PVnxJzbB/8OLdG1W0c8SLmQZ+naraPU4dJ7xMHBDvHnD6J8+XJqleuDLCHT2vKmwsLC0Lt3bwDAoEGDEB8fj/DwcMTExMDJyUm53s8//4xTp05hzZo1OHToEMzMzDRqhz0ABahR3QMDB/ZCXa8WUoei01xdnfH7vKkY/vUPOHDgKH6ZFoTf5oSgRbMu+LB2DXz26Rc4cjj72tTMTD16zJaarKwtMXXGBLRr1R1xZ+PRtVtHTPjpW9Sv7Yctm3cp17OwMEfEgfU4HHVcwmi1y8rOCpM3TseErj8g8eZ9tbf75rfRSH74GIuDFrx1DH69WuOzr/4HxdNnmDfmN8QeOgMAMDU3xeBfhqFOUy9kvsjE1rBNWDEt/K3b0yUODnZYtzYMLi7OapXrCynmABTG1dVV5ZK/l1WtWlXlUkFNsAcgHzKZDHPnTsHs2QuRkHBd6nB0WuXKFRE0firWrd2CxPsPsGhhODxrVoNcLkcVj0o4eOAokpNTkZycirS0J1KHq3OsrCzxw9ifEXc2+xaeMdFxsLe3RUZGBlKSU5XL/wI6YsvGnbiacEPiiLXDys4KYxePQ8kPnApf+SUf+tZBVe/qWDF9mUbbNf6sCToP76pSVrPhh+j1fW/8ETgHs4eHYtCUobC0zb4E6/PxfWFsaowRzYdiav9gtOvfHp4NamrUpq5b+vccrFz5r9rl9P5hApCPAQN6onr1Krh67Qbatm0OIyMjqUPSWdu27UHYkhXK1+7ubrh8+SqqVa8MAwMZDkZtwr0HcVj77xKUK1dGwkh10+1bd7Fm1UYA2df1DvqyNzZv2qWyjomJMQYM7oXQ6fOkCLFIDP9tNA6s36fRNiZmJuj300Asm/oX0lPePpls0aMl9q6JwPGdR3HhxHkc23EU9Vp6QyaTwdBQjtlfz8D9G/dxNuoMLp2+CJdqbm/dpi4ZPGQM5szNO8RZULm+0OatgHWd1hKA69cL/6Wc332RhY6dJQsLc4wfNxIJCddR3rkcvhrWH3sj1sHU1FTq0HSekZERhn3VD4sXLkOVKu64eDEBA/qNxMf1W+PFi0zM/u1nqUPUWdWqV0HcpYNo2swHgd/+pFLXqXM7nDwejRvXb0kUnfb9MfY3bA3bpNE2nYd3haGxETJfZMGzQU3l7VEBoFajDzF9+yyExYRj0JShMDQufHTTpaorYg/FKF9fir6ACtUrQAiBOaNm42naUwCAgYEBSrmUxt2rdzSKV9ddvZp/b1JB5fpCF+YAvCtqJQDx8fHw8fGBpaUlPvzwQ8yfPx+ZmZnK+idPnhQ4PvGy/O6LnJWZ+ubRF4GOHVrBwsIczVt0xo8/TUer1gGwsrJA9+6dpA5N5333w3A8SU/Hn2ErsWrlejT2aY+jR0/h8uWrGDF8PHybNICVlaXUYeqks7Hn0bnDF7hy+Rpm/qqaKPXuG4CwxSsK2LJ4un9D/TF/AHAsWwKt+7TD/Rv34OTshO6Bn+PbBd9BJpOhVPlS+HbB99i8ZBPG+o9CxZru8B/YEYbGhgiLCUdYTDj6TRqEDoM7KV+XcikNM0sz3L9xT9nG07R02DnZ52m7YSdfZGVm4WTE+zP/ggqmC48DflfUmgQYEBAAd3d3/PTTTzh//jymTZuGefPmYfny5cqnFqnzSz6/+yI7OHq8QdhFp2zZ0jhy5CQePkwCAGRmZuLMmXOoWMFF2sB0XMNGH6H/gB5o6ttJ5XrWXImJDyCXy+FUqgRSU9MkiFD3RZ8+iy8HjcHx6F2wtrFCSnIqXN2c4ermjL17DkodnqQad2qC5AeP8WO3cchQZGDjgvX4/dAC1GhQExVruuNqXAL2rNgJANj+91Y06dIUa39djdGtvwEAeLf+GA6lHLB5cfZwy6O7D5H5IgsZzzOUbTxXZMDETPW2rbYl7dDr+96Y/93vePE87/uaqDhTKwE4c+YMtm/fjhIlSqBx48bo27cvxo8fj/r162Pu3Llo3769SndcQfK7L7I6271Lt27dgZmZane/s3M5RB3W7ClL+qR8+XJYHDYLo0YEIf78JQDATz+PRUx0HFav2gAAqFe/NjIzM3Hr5vvVjfq2Pv7ECy1a+mLCuKkAgOfPMyCEQFZW9hUT7Tu2xo5te/NNqvSJQ2kHxByMRoYi+wv72ZOnuJNwB6VcSsOhlANcq7kiLCZ7lr7cUI5nT54BgPLqgtRHKTA1N1W52iAtORXWDjbK12YWZniR8d95lslkGBb6DU7sOobDWw4V+TGSbigOXffaolYC4OzsjH379qFTp+xucCMjI4SEhKB58+bo1q0b9u3TbDKPLtuydTdCQ39C//49sGXLbnTo0AqenlUR0G2g1KHpJFNTE6xasxCbN+3Exg07YGFhDiC7S/uH8SNw//4DyOUG+GXaBCxftg5Pnz6TOGLdcvnSVfTq/T9cuXwNu3ZG4rtx3yBiz0GkpWZPcmvazAfLw9dKHKX0Ht55iLIV/7smXSaTwaG0Ax7dfQhLG0sc330Mf03KnrhmYGCQ55d8fi5HX0Kl2pURezB7HoBrNTc8uvtQWd99bC/YONhgSt9JWj4a0mW6NSutaKk1B2DGjBkYMGAAFi5cqFLepEkTREVFYf/+/UUSnBQePXoM//a90LNHZ5yN3YehQ79At+6DcJO/XPPVpKkPPKpWQp8vAnDnfqxyOXTwGNb+sxl/h8/F4iWzsGtXJEaNCJI6XJ1z714i+vQahgGDe+HgkS0wMzPFlwNGA8hOrmrXrYmjR05JHOW7Y2ZpBrmhPE951JaDqNu8Huq3+gj2pRzQbUxPyA3lOHMgGgc37IeHV1WUdimNjOcZaNW7DYZM+0pl+71r9mD1TNV5FIe3HIJfz9awd7KHjaMNmvyvGU7vyz7XDT/1RfNufvj1m1AYGBjA1NxUrYmFRMWJTKg5Df/KlSs4d+5cnqcVAdmPMtyxYwf8/f01DsDYRP/uNKUtpoaaPfmJ/mMs54f52/C1087cndXX1mPIJ/2VXfNzDsxH2I+LcGzHkTzr1m1WD/8b2Q1l3Mrg7tU7+CNwLi6czL5/Qq1GH6Lnd71R0rkULp2+gD8C56o1a39Y6HDUb5X9sJUzB6MxpW/2BMypW0Lh+splf3tX78acUbPf6ngBYMO9k2+9D32meFa0VykcKq29Cd8f3/lHa/sqCmonAEWFCcCbYwLw5pgAvB1tJQC6oIJnRZiYmyLucOw7aY8JwNsp6gTgYKnPtLavT+6u0dq+igI/BYlIr12OuSR1CESSYAJARESUQ5+eWMIEgIiIKIeA/lwGyGcBEBER6SH2ABAREeXI0qMbATABICIiypGlR0MATACIiIhycA4AERERvdfYA0BERJSDlwESERHpIQ4BEBER0XuNPQBEREQ5OARARESkh/QpAeAQABERkR5iDwAREVEOfZoEyASAiIgoR5b+fP9zCICIiEgfsQeAiIgoB58FQEREpIf06GGATACIiIhy8TJAIiIieq+xB4CIiChHloxzAIiIiPSOPs0B4BAAERGRHmIPABERUQ59mgTIBICIiCgH7wRIRERE79Tjx49x5MgRJCUlvZP2mAAQERHlyIJMa4smVq9eDRcXF/Tr1w/lypXD6tWrAQCxsbHw8vKCnZ0dRo8eDSH+m6YYGRkJDw8PODo6YsaMGRofKxMAIiKiHEKLi7qSk5MxZMgQ7Nu3D2fOnMGcOXMwevRoKBQKtGvXDnXq1MHx48cRFxeHsLAwAEBiYiL8/f0REBCAqKgohIeHIyIiQqNjZQJAREQkoZSUFMycOROenp4AgNq1a+Phw4fYunUrkpOTMWPGDFSoUAHBwcFYtGgRACA8PBxlypTBuHHj4O7ujvHjxyvr1MVJgMWYXMb87U2VNXeUOoRibdmJUKlDKLaqenSWOgR6DW1OAlQoFFAoFCplJiYmMDExUSn74IMP0L17dwBARkYGQkND0bFjR0RHR8Pb2xvm5uYAAE9PT8TFxQEAoqOj4evrC1nOjYvq1auHsWPHahQfv0GIiIhyZGlxCQkJgY2NjcoSEhJSYNvR0dEoVaoUtm3bhtmzZyMlJQWurq7KeplMBrlcjqSkpDx11tbWuH37tkbHygSAiIgohzbnAAQGBiI5OVllCQwMLLBtT09P7NixA+7u7ujXrx8MDQ3z9BaYmpoiPT09T11uuSaYABARERUBExMTWFtbqyyvfqG/TCaToU6dOvjzzz+xdu1a2NvbIzExUWWd1NRUGBsb56nLLdcEEwAiIqIcWTLtLeqKjIzE6NGjla+NjY0hk8ng4eGBqKgoZXlCQgIUCgXs7e3h5eWlUnfq1CmULVtWo2NlAkBERJRDm3MA1FWpUiXMnz8f8+fPx40bN/Ddd9+hRYsWaN26NVJSUrBkyRIAQHBwMJo1awa5XA5/f38cPHgQu3btQkZGBqZOnQo/Pz+NjpUJABERkYRKly6NNWvWYNasWahWrRrS09Px119/wdDQEAsXLsTQoUPh6OiI9evXY8qUKQAAR0dHhIaGonXr1nByckJ8fDx++OEHjdrlZYBEREQ5pHoYUPPmzXH27Nk85f7+/rh8+TJOnDgBb29vODg4KOsGDRoEPz8/nD9/Hj4+PrC0tNSoTSYAREREOYQOPgyoVKlSaNOmTb51rq6uKpcDaoJDAERERHqIPQBEREQ5pBoCkAITACIiohz6lABwCICIiEgPsQeAiIgohyaP8S3umAAQERHl0ObTAHUdEwAiIqIcnANARERE7zX2ABAREeXQpx4AJgBEREQ59GkSIIcAiIiI9BB7AIiIiHLwKgAiIiI9pE9zADgEQEREpIfYA0BERJRDnyYBMgEgIiLKkaVHKQCHAIiIiPQQewCIiIhy6NMkQCYAREREOfRnAIAJABERkZI+9QBwDgAREZEeYg8AERFRDn26EyB7AEgrrG2sUKduTdjYWksdChFpgUMJe3h+WA1m5qZSh/JOZUFobdF1TABeI/jn77Bu7RKpw9B57Tu2QszZSMyeE4yz8QfQvmMrAECrNs1w6sweJD4+j32HNqBS5QoSR6p72ndtg3/2LsX++O2Y/PtE2NrbKOts7W2w5egalPmglIQR0vvq067tcDHxRJ7l067t0HtgAHZErcWUXydgf/RW1PWuJXW4VASYABSgRnUPDBzYCyNGBkkdik6ztrbEtNCJaOMXgE/qt8HoERPw46QxcHF1xpzfJ2Ni0DRUrfQJLl26itm/BUsdrk6p71MXYyYNxy/jZ6Fzk16wsLJA6OIQANlf/r/+/QvKOpeROMqi8e/mnaj+Sas8y7+bd752u469BqusPz5k5lvHMuuPMHzcsjM69hqM+EsJyvLEB4/Qf/h3qO3rj09adcGKtZveui1dsvGfrahdoZFy8fFshUcPknDqWAwGfNUbrRt0RqsGnfHn/OUYPnaw1OG+M0KLi67jHIB8yGQyzJ07BbNnL0RCwnWpw9FpVlZW+O7bSTh7Nh4AEHP6LOzsbVG5cgVMDPoF/67dAgBYvHAZVq5ZIGWoOqddl1bYsHILDu87BgAI/fE3rNu3DNa2Vpgy70dsXbsTnnWqSxxl0WjTojGaNPxI+Tr96VN07jMUtWtWK3Cbp8+e4eatO9i3aTkMDbM/uoyNjdRuc86ipShbygkd2jRXlq36dwtWr9+KXycHISU1DaODQvBP2BwYGRkh8KdpKFOqJLatWoIT0bEYM3Eq6tepBdfy5d7giHVPRsYLZGSkKV93/6IzdmyJgNxQjh9G/Ix7dxMBAGdjzsOvbVOpwnzneBWAnhswoCeqV6+Cq9duoG3b5jAyUv9DRt/cunUHq1dtAAAYGhpi8NA+2LxxJ7Zvi8CfS1Yq13N3d8WVy1clilI32drb4M6te8rXmZnZHz1ZmVn4cdRkLFu0WqrQipyRkRGsrSyVy4atu9G04cdwLldwj8e5C5dRqYIr7O1slduZmpi8VRwr121G74BOqFOrOnx9vOHiXA7HT8ciNe0JSpV0RNC3w1CyhANaNWsEpxKOiL905a3a01XGJsb4vH8A5s1cjEvxV7Bn+z4AgJm5KXr07YKdWyIkjpCKwlsnACkpKUhLSyt8RQAKhQIpKSkqixC61VFiYWGO8eNGIiHhOso7l8NXw/pjb8Q6mJrq10QYTVWvXgXxl6PQtHlDjBn9o0qdkZERvhzWF0sWLZcoOt10LuYCGjb/BDJZ9rTj9v9rjdhTcUhLfYJb1+9IHN27o1A8x9LV69G/V9fXrhcbdwF3Ex/Ap83/8JHfZ/jxl1/x/PlzZf36rbvQ+n990aD1/zBzXlihny1CCFy8chX169RUltXwqIy4+IuwsrTApO9HQC6XAwBS057gwaNHKP/B+zkk49+pJaJPxuLWjf/ed42afYJDsdtR0qkE5kxfKGF07xYnAebjn3/+gaurK2xsbNCnTx+kpKSgc+fOsLOzg52dHdq2bYuHDx++dh8hISGwsbFRWbIyU9/6ILSpY4dWsLAwR/MWnfHjT9PRqnUArKws0L17J6lD02mxsefxafveuHL5KmbPCVGpC/z+a6Snp+OvsFUSRaeb/vp9GQxkMqzYuQR/bZqPvl/1wvJFa6QO653bvDMCnlUro2xpp9eul3D9Jmp7VsNfc6fjjxmTEHXsFP5a+S8A4PjpMwiaPAvfDuuPhbNCsGHrLmzaEYFrN27hI7/P8JHfZ1i0dBUmTZ+jfJ32JB1ZWVkq7VpamOP+g0d52v5zxVpUca8Aj0oVtXrsuqLr552w/M9/VMoORBzGwB7fAABG/jBUirAkoU9zANRKAB4/fozevXtjwoQJOHDgAGQyGTw8PJCYmIjLly/j6tWrcHR0xJdffvna/QQGBiI5OVllMZBbaeVAtKVs2dI4cuQkHj5MAgBkZmbizJlzqFjBRdrAioHo02cxeMC3aOffAtY22f+uPo280XdAD/T/YgRevHghcYS6JTUlDX06DMGoft/jwtmLuHLhKras3SF1WO/cqn+3oEuH1oWuF/TtMPwycSxcy5eDZ7UqGNSnG3ZEHAAAbNy2B00bfozGDbxRxd0N7Vo2wd4Dh1GmtBPWhM3BmrA56NK+Nb7s10P52sgo7zwCY2NjPHumUGn3wuUEhC37B2O/HqjFo9Ydzq7lUN71Axzce0SlPDMzE0cPncRP3/2Czt3bSxQdFSW1JgFeuHABbm5u+PzzzwEAf/zxB0qXLo3Q0FC4uLgAACZNmoTq1V8/YcnExAQmr4zZ5XZ/6opbt+7AzEy1u9/ZuRyiDp+QKCLd9nGDemjZ0hfjf5gCAMh4ngEhBESWgHP5cli4ZCa+HTEB8ecvSRuoDku89wBN2zTGj6OmICtLn6YgAddv3sb1m7fxUb3aGm/rYGeL+w8eAADuJT7A0ZPR+MjvMwDZE9wqVXCBkaGh8he+lZUl7GxsVH7xm5qY4FFSMiwtLAAA6enpysQAANKfPsO3QVPQp/tnqFnd442PU5e1bt8cETv2KxP01h2ao1RpJyz+fSkAICMjQzk/RR/oz5GqmQBUrlwZ169fx9mzZ1GtWjUYGRlhz5498PT0VK6zbds2lCtX/GfHbtm6G6GhP6F//x7YsmU3OnRoBU/Pqgjo9n5m/2/r8sUEfL7yD1y+fBW7duzD9+O/QcTuA8jIyMCKNQuwZfMubNq4AxYW5gCAJ0/SJY5Y9wT07YyEi9cQsW2f1KG8c9t270OjT+rDyLDwj6LuA77BtJ++Q2mnEgCA07HnUMapJADAqYQjOrdvjV7/6wgAePHiBbKyCu+ErVbFHdFnzysnH567cBkuztmfY0IIjAsORQlHewzu0+2Njq84aNjkY6xdsVH5OuHSNfwcOg43rt1C3JnzGDZqALZt2CVhhO9WcRi71xa1hgBsbGwwf/58+Pr6Yvny7IlcL3/5f/vttxg1ahRmzZpVNFG+Q48ePYZ/+17o2aMzzsbuw9ChX6Bb90G4eVN/JmVp4t69RHzeYygGDumNQ8e2wszcDIMGjIZvUx94eLijd5+uuHkvRrl84FxW6pB1ipWNFXoP6Y7pE3+VOhRJHDxyAl4f1lApS0lNQ2ZmZp51K7iWx49TZyPm7Hms37ITf65Yi/91bAMA8G/ZFBH7o/Dg4SPI5QaYPf9PzJ4fprL9l317qFwCCADNfRtg8dLVSHvyBFev38TOvQfwSf06AIB5S5bhdGwcfhw7HM+eKZCe/hQZGRlaPHrpmZiaoGbt6jh5NEZZdi72AsaPDEbgj99g/Z5luHXzDkKCQiWM8t3SpzkAMqHBNPzcmfuv/tLft28fKlWqhFKlNL9jmbFJ8e81kIqFEa9MeFPOliWlDqFYOx679K338UyhwEd+n+GfP+fCrfwHyvLqn7TCmiW/oUol1TtHpqSm4YfgGTh05CTs7WzwRY/O6NqxrbJ+/Zad+OPPFXjwMAnedWshaMxXcLCzfW0Mz58/x+BR4xF77gKeZ2SgU7uW+GFk9lymj1t2Rkqq6hVOg7/oji/79nir467q0fmtttd3FxOLdjj2G5fXX42iidCrK7S2r6KgUQJQFJgAvDkmAG+OCcDb0UYCoCuysrJwKiYOxsZGqFG1cpG3xwTg7RR1AvC1FhOAWTqeAPBOgESk1wwMDFCn1vt5x0XSnCgWnffawTsBEhER6SEmAERERDmytLhoYv369XBzc4OhoSFq1aqFc+fOAQBiY2Ph5eUFOzs7jB49WuUOl5GRkfDw8ICjoyNmzJih8bEyASAiIsohxa2AL1++jD59+mDy5Mm4desWKlWqhH79+kGhUKBdu3aoU6cOjh8/jri4OISFhQEAEhMT4e/vj4CAAERFRSE8PBwREZo9s4EJABERkYTOnTuHyZMno0uXLnBycsLgwYNx6tQpbN26FcnJyZgxYwYqVKiA4OBgLFq0CAAQHh6OMmXKYNy4cXB3d8f48eOVderiJEAiIqIc2pwCqFAooFCo3lo6vzvitm3bVuV1fHw83N3dER0dDW9vb5ibZ99IzdPTE3FxcQCA6Oho+Pr6Ku+mW69ePYwdO1aj+NgDQERElEObQwD5PQAvJCTkte0/f/4c06dPx6BBg5CSkgJXV1dlnUwmg1wuR1JSUp46a2tr3L59W6NjZQJARERUBPJ7AF5gYOBrtwkKCoKFhQX69esHQ0PDPL0FpqamSE9Pz1OXW64JDgEQERHl0ObDgPLr7n+dPXv2YM6cOTh8+DCMjIxgb2+P2NhYlXVSU1NhbGwMe3t7JCYm5inXBHsAiIiIcggt/qeJhIQEBAQEYM6cOahatSoAwMvLC1FRUSrrKBQK2Nvb56k7deoUypbV7FkrTACIiIhySHEfgKdPn6Jt27Zo3749OnbsiLS0NKSlpcHHxwcpKSlYsmQJACA4OBjNmjWDXC6Hv78/Dh48iF27diEjIwNTp06Fn5+fRsfKIQAiIiIJ7dixA3FxcYiLi8OCBQuU5QkJCVi4cCECAgIwevRoGBgYYO/evQAAR0dHhIaGonXr1rC0tIStra3yHgHqYgJARESUQ4pnAbRv3x4FPZfPxcUFly9fxokTJ+Dt7Q0HBwdl3aBBg+Dn54fz58/Dx8cHlpaWGrXLBICIiCiHNicBakupUqXQpk2bfOtcXV1VLgfUBOcAEBER6SH2ABAREeXIKqAr/n3EBICIiCiH/nz9cwiAiIhIL7EHgIiIKIcmj/Et7pgAEBER5ZDiMkCpcAiAiIhID7EHgIiIKIcu3gegqDABICIiysE5AERERHqIcwCIiIjovcYeACIiohycA0BERKSHCnoq3/uIQwBERER6iD0AREREOXgVABERkR7iHIB3SJ8evahtTzKeSR1CsXX+8Q2pQyjWvq37ndQhFFupGelSh0AEQAcSACIiIl2hT/cBYAJARESUQ5/mAPAqACIiIj3EHgAiIqIc+nQfACYAREREOXgVABERkR7Sp0mAnANARESkh9gDQERElEOfrgJgAkBERJRDnyYBcgiAiIhID7EHgIiIKAeHAIiIiPQQrwIgIiKi9xp7AIiIiHLo0xNqmQAQERHl0J+vfw4BEBER6SX2ABAREeXgVQBERER6iAkAERGRHuKdAImIiOi9xgSAiIgoRxaE1hZNPXjwAK6urrh69aqyLDY2Fl5eXrCzs8Po0aNVeigiIyPh4eEBR0dHzJgxQ+P2mAAQERHlEFr8TxMPHjxA27ZtVb78FQoF2rVrhzp16uD48eOIi4tDWFgYACAxMRH+/v4ICAhAVFQUwsPDERERoVGbTACIiIgk1rVrV3Tr1k2lbOvWrUhOTsaMGTNQoUIFBAcHY9GiRQCA8PBwlClTBuPGjYO7uzvGjx+vrFMXEwAiIqIcQgitLQqFAikpKSqLQqHIt90FCxbgq6++UimLjo6Gt7c3zM3NAQCenp6Ii4tT1vn6+kImkwEA6tWrhxMnTmh0rEwAiIiIcmhzDkBISAhsbGxUlpCQkHzbdXV1zVOWkpKiUi6TySCXy5GUlJSnztraGrdv39boWHkZIBERUREIDAzEiBEjVMpMTEzU3t7Q0DDP+qampkhPT89Tl1uuCSYAREREObR5HwATExONvvBfZW9vj9jYWJWy1NRUGBsbw97eHomJiXnKNcEhACIiohxSXgb4Ki8vL0RFRSlfJyQkQKFQwN7ePk/dqVOnULZsWY32zwSAiIhIBzVs2BApKSlYsmQJACA4OBjNmjWDXC6Hv78/Dh48iF27diEjIwNTp06Fn5+fRvvnEAAREVEOTa/fL0qGhoZYuHAhAgICMHr0aBgYGGDv3r0AAEdHR4SGhqJ169awtLSEra2t8h4Bau9f+yETEREVT1kSPwvg1TkI/v7+uHz5Mk6cOAFvb284ODgo6wYNGgQ/Pz+cP38ePj4+sLS01KgtDgEUwMHBDhfjo1C+fDmpQym2gn/+DuvWLpE6jGKlV68uOHliF+7djcVff/0GBwc7qUMiPbBszXz8r1sHlbI/Fs/Az1O/lyYgCUl1J8DXKVWqFNq0aaPy5Z/L1dUVrVq10vjLH2APQL4cHOyw4d+/4OrqLHUoxVaN6h4YOLAX6nq1kDqUYqNJkwaYMX0i/td1AC5cuIxfZwdj1aqFaNq0k9ShFYnqzeugw7hesC3jiLsXbuCvYbNx//Lrr2P+KKApWn7zGSzsrJBw8gL+HjobKYmP3yqOT3q2gN9Xn+L5UwVWjJmPS1FnAQDG5iYImDoIVZvWRtaLTOwL24at01e9VVu66NPObdGkmQ/Wr92iLGvavCE+buCFT7xaSxgZFTX2AORj2dLfsXzFOqnDKLZkMhnmzp2C2bMXIiHhutThFBvdu3fC33+vxu7d+3Hjxm2MDfwZDT6pBzs7W6lD0zoHZyd0/WUwNk1ZjgneQ5B45Q66Thn42m1c61ZGqxGdEf7NHPzk8xVkkMH/+x5qt+n1WSP4Df9MpaxyQ0/4f98Dq75bgKXD56DrlAEwt83+JdVhXC8YmRpjSvNRWDRgGhr3b4tKDWpofrA6zNbWBhMmfYuLF64oy8zNzTB5+ngE/xiKlORUCaOTRpYQWlt03VsnAEOHDsWjR4+0EYvOGDh4NH6bs1jqMIqtAQN6onr1Krh67Qbatm0OIyMjqUMqFhwd7HHjxi3l66zMTABAZs7/3ydOFcti85TlOL35MNIeJONg+E6Ureby2m1KuJbCqu8X4sLBWCTffYSja/YWuk1hPunRHMf/iUTszhO4evICYneeQA0/r+w7rhkZ4u/hv+HRzURciorD9ehLKPeW7emaCT9/i62bduPk8Whl2cgxX8LIyAgvXmSiYeOPlbea1Re6OARQVNQaAvjrr78KrAsLC4ObmxscHR3Rq1ev1+5HoVDkuQ+yEELn3mBXr96QOoRiy8LCHOPHjURCwnWUdy6H7t06IXDs12ja7DM8e/ZM6vB02qnTsWjVuhlCZ86HEAI9e3XGsWOnkZLy/v0Ki9tzUuV1SbcySLx697XbHF0d+dptqjSqiXaB3WFXxgHRW45gzfjFyHz+4rX7LONRHpvWH1S+vhZ9CRXqeeDIyggsH/W7slxmIINj+VKFxlicfOJTDw0aeqPRR+0QPPUHAEC5D8qg36CeiD4Vi/Iu5dB/cC/cuX0XvbsN1eoNckg3qJUALF++HNu3b0eVKlXg7e2t8kbIyMhAVFQUrKysCk0AQkJCMHHiRJUymYElZHLrNwiddFHHDq1gYWGO5i064+HDJMjlcpw6uQvdu3fCokXhUoen00JD/4CPjzeOHN6Kp0+fwdu7Dvp88bXUYRU5uZEcjfu1wd5FWwpfOYe5jQU+6tYUf3/9GwDAsbwT+s4fhTXjF+PykXPo8/s3aDKgHfbM34ifjv+R044hZAYyNPqiFQBghv/3MLU0w8Mb95X7VaQ+hbVT3omXXp0aQmRmIS7i1Nscqs4wMTHG1NCJGDvyRzxJ++/2sV0COiDx/gN0bt8HCsVz/P7bEhw/sxsNG3+EyIhDEkb87hSHrnttUSsB2Lp1K8LDwzFq1CiYmZlh6tSpsLCwAAD8+++/mD59OpydC58wl999ke0cqrxB2KSrypYtjSNHTuLhwyQA2d3XZ86cQ8UKLtIGVgwkJ6egadNOqODmgm++GQBbW2usWPGv1GEVuZbfdMbzpwocXrFH7W06/fQFrp64gPN7TwMAarX9CLfOXcORldnPQz+4dCfqdW6Mnb+twy+txwIAaraqD9vS9ohcvBUAkHz3EbJeZOLFS70EGYoMGJuq3k7VuoQt/L/rgdXfLyy0R6G4+Gb0YJw+eQa7dqj2qpQu44T9kVFQKJ4DAJ6kpSPh8jW4upXXmwSgOHTda4vaVwF0794drVu3xsiRI1GtWjXMmzcPLVu21Kix/O6LrGvd//R2bt26AzMzU5UyZ+dyiDqs2WMq9dntO3fRvn0rfPnlWGRlZUkdTpGq+FE1NOjZAjM7jkPWC/XmOnh1aoiKH1XDL63GKMtsSzugbFUXBMdkPw/dQC6HIj17yCnpZvb90p8kpcLEwlT5GgDSk5/A0v6/HkgTS1NkZvz3JS+TydA99Euc3X0S0VuOvPmB6phPO7eFg4Md4q9lH5OZmSnadWgJU1MTrF+7VbmeTCZD6TKlcOfOPalCpSKk0WWAdnZ2WLx4MSIiIjBo0CDUq1fvvZygRG9uy9bdCA39Cf3798CWLbvRoUMreHpWRUC318/wpv8MGdIH8RcuY8PG7VKHUqTsy5VAr9nD8M/4Jbh36VbhGwD4oIYbPp3QGwv7T0Pag2Rl+eM7D3F29wms/3kpAMDAwADGZoU/GOV69GW41HbHxUPZD1wpV80FyXeTlPVtxwTA0sEaC/v9osmh6bz2rXrA0FCufB3007c4cSwaJ0/EYPma+Wjj3xwnj8eg74AeMDIyxP69Ua/Z2/tFn4YA3ugqAF9fX8TExMDZ2RmOjo4wNOTtBCjbo0eP4d++F3r26IyzsfswdOgX6NZ9EG7evCN1aMWCra0NRo4YjDFjfpI6lCJlZGKE/ou/RezOE4jZfhTG5iYwNs/uHTSxNIPBS19OuSwdrNFv0Wjs+WMjbsRcVtnm1MYouHlVQQmXUshUZMCntx8Cfhmksv2xNZHYPnONSln01iP4pGdz2DjZwdLRBvW7+OL8vuwZ8XU/9cFH3ZohfMQcyAxkMDY3gdz4/fisu3P7Hm5cv61cnjxJx6NHSTgSdQKD+o3CiG+H4NCJbWjavCE+7zYU6elPpQ75ndGnqwBkQuKpnYbGmj29iP5jwOGTN8ahp7czpNQnb7V99eZ10HfB6DzlPzYYhqErxmPdj38idsdxlbqGfVqhY9Dnebb5xqUrgP+uAnBwLonrpy9h1XcL8UCNWfvdZ3wJz1b1AAAXD8Yqf+2P3ByCctVcVdY9uiZS5eqAN7H8cXThK1GB7j4+V6T7d3P8UGv7uvJAtyeNMgEoxpgAvDkmAG/nbRMAXfOBpxuMzU1x+XBckbfFBODtFHUC4OpQU2v7Snio2//W70d/FhHRW7gRc6XwlUgvZBWDrnttYQJARESUQ59ueMRnARAREekh9gAQERHl4BAAERGRHuIQABEREb3X2ANARESUQ5/uBMgEgIiIKEdxuIOftnAIgIiISA+xB4CIiCiHPk0CZAJARESUQ58uA+QQABERkR5iDwAREVEODgEQERHpIV4GSEREpIf0qQeAcwCIiIj0EHsAiIiIcujTVQBMAIiIiHJwCICIiIjea+wBICIiysGrAIiIiPQQHwZERERE7zX2ABAREeXgEAAREZEe4lUARERE9F5jDwAREVEOfZoEyASAiIgoB4cAiIiI9JAQQmuLJmJjY+Hl5QU7OzuMHj36nSQiTACIiIgkpFAo0K5dO9SpUwfHjx9HXFwcwsLCirxdJgBEREQ5hBYXhUKBlJQUlUWhUORpc+vWrUhOTsaMGTNQoUIFBAcHY9GiRUV9qICgfD179kwEBQWJZ8+eSR1KscTz9+Z47t4cz93b4fnTrqCgoDx5QVBQUJ71JkyYIFq1aqV8nZWVJezs7Io8PpkQejTjQQMpKSmwsbFBcnIyrK2tpQ6n2OH5e3M8d2+O5+7t8Pxpl0KhyPOL38TEBCYmJiplI0eOxLNnzzBnzhxlWYkSJXDhwgXY2dkVWXy8CoCIiKgI5Pdlnx9DQ8M865mamiI9Pb1IEwDOASAiIpKQvb09EhMTVcpSU1NhbGxcpO0yASAiIpKQl5cXoqKilK8TEhKgUChgb29fpO0yASiAiYkJgoKC1Oq+obx4/t4cz92b47l7Ozx/0mjYsCFSUlKwZMkSAEBwcDCaNWsGuVxepO1yEiAREZHENmzYgICAAJiZmcHAwAB79+5F1apVi7RNJgBEREQ64O7duzhx4gS8vb3h4OBQ5O0xASAiItJDnANARESkh5gAENF75fHjxzhy5AiSkpKkDoVIpzEByIcUT2V6nzx48ACurq64evWq1KEUO+vXr4ebmxsMDQ1Rq1YtnDt3TuqQipXVq1fDxcUF/fr1Q7ly5bB69WqpQyqWWrZs+U4eRkPSYgLwCqmeyvS+ePDgAdq2bcsv/zdw+fJl9OnTB5MnT8atW7dQqVIl9OvXT+qwio3k5GQMGTIE+/btw5kzZzBnzhyMHj1a6rCKnfDwcGzfvl3qMOgdYALwCsmeyvSe6Nq1K7p16yZ1GMXSuXPnMHnyZHTp0gVOTk4YPHgwTp06JXVYxUZKSgpmzpwJT09PAEDt2rXx8OFDiaMqXh49eoSRI0eicuXKUodC7wCfBfCK6OhoeHt7w9zcHADg6emJuLg4iaMqPhYsWABXV1d8/fXXUodS7LRt21bldXx8PNzd3SWKpvj54IMP0L17dwBARkYGQkND0bFjR4mjKl5GjhyJjh074unTp1KHQu8AE4BXpKSkwNXVVflaJpNBLpcjKSmpSB/K8L54+dzRm3v+/DmmT5+OESNGSB1KsRMdHY0mTZrA2NiYcyg0EBERgd27d+Ps2bMYNmyY1OHQO8AhgFe87qlMRO9KUFAQLCwsOAfgDXh6emLHjh1wd3fn+VPTs2fPMHDgQPz++++wsrKSOhx6R9gD8Ap7e3vExsaqlL2LpzIR5dqzZw/mzJmDw4cPw8jISOpwih2ZTIY6dergzz//RIUKFfD48WPY2tpKHZZO++mnn+Dl5YU2bdpIHQq9Q+wBeIVUT2UiArLfbwEBAZgzZ06R3wf8fRMZGaky69/Y2BgymQwGBvyYK8yyZcuwfv162NrawtbWFsuWLcOQIUMwZMgQqUOjIsQegFe8/FSmPn36vLOnMhE9ffoUbdu2Rfv27dGxY0ekpaUBACwsLCCTySSOTvdVqlQJ8+fPh7u7O1q1aoUffvgBLVq0gLW1tdSh6bz9+/fjxYsXytejRo2Ct7c3evfuLV1QVOT4LIB8SPFUpveNTCZDQkICXFxcpA6l2Fi/fj06dOiQp5znUX07d+7E8OHDcePGDfj5+WHu3LkoUaKE1GEVO71790bjxo2ZALznmAAU4F0/lYmIiOhdYgJARESkhzg7hoiISA8xASAiItJDTACIiIj0EBMAIiIiPcQEgIiISA8xASAiItJDTACIiIj0EBMAIiIiPcQEgIiISA/9H8SjfQ1UIV/xAAAAAElFTkSuQmCC",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "On the Random Forest model, the train accuracy is 64.203%\n",
-      "The test accuracy score of Random Forest is 59.875%\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "On the Neural Net model, the train accuracy is 61.953%\n",
-      "The test accuracy score of Neural Net is 59.375%\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "On the AdaBoost model, the train accuracy is 61.281%\n",
-      "The test accuracy score of AdaBoost is 60.375%\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "On the Naive Bayes model, the train accuracy is 51.297%\n",
-      "The test accuracy score of Naive Bayes is 50.187%\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "On the QDA model, the train accuracy is 60.734%\n",
-      "The test accuracy score of QDA is 51.875%\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "for i,(name,model) in enumerate(list(zip(names,models))):\n",
-    "    model.fit(X_train,y_train)\n",
-    "    print(f\"On the {name} model, the train accuracy is {model.score(X_train,y_train)*100:.3f}%\")\n",
-    "    \n",
-    "    y_pred=model.predict(X_test)\n",
-    "    print(f\"The test accuracy score of {name} is {accuracy_score(y_pred,y_test)*100:.3f}%\")\n",
-    "    sns.heatmap(confusion_matrix(y_test,y_pred),annot=True)\n",
-    "    plt.title(f\"the test accuracy score of {name} is {accuracy_score(y_pred,y_test)*100:.3f}%\")\n",
-    "    plt.show()"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.7"
-  },
-  "orig_nbformat": 4
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/2、幸福感数据分析/第2组--王瑞恒/Processdata.csv b/2、幸福感数据分析/第2组--王瑞恒/Processdata.csv
deleted file mode 100644
index 5e85d26..0000000
--- a/2、幸福感数据分析/第2组--王瑞恒/Processdata.csv
+++ /dev/null
@@ -1,8001 +0,0 @@
-,happiness,survey_type,province,city,county,gender,age,nationality,religion,religion_freq,edu,income,political,floor_area,height_cm,weight_jin,health,health_problem,depression,hukou,socialize,relax,learn,equity,class,work_exper,family_income,family_m,family_status,house,car,marital,status_peer,status_3_before,view,inc_ability
-0,4.0,1,12,32,59,1,4,1.0,1.0,1.0,11.0,3,1.0,45.0,176,155,3.0,2.0,5.0,5,2.0,4.0,3.0,3.0,3.0,1,2,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0
-1,4.0,2,18,52,85,1,1,1.0,1.0,1.0,12.0,3,1.0,110.0,170,110,5.0,4.0,3.0,1,2.0,4.0,3.0,3.0,6.0,1,2,3.0,4.0,1.0,2.0,1,1.0,1.0,4.0,2.0
-2,4.0,2,29,83,126,2,3,1.0,0.0,3.0,4.0,2,1.0,120.0,160,122,4.0,4.0,5.0,1,3.0,4.0,2.0,4.0,5.0,2,1,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0
-3,5.0,2,10,28,51,2,5,1.0,1.0,1.0,3.0,2,1.0,78.0,163,170,4.0,4.0,4.0,1,2.0,4.0,4.0,4.0,5.0,4,1,3.0,3.0,1.0,1.0,7,2.0,1.0,3.0,2.0
-4,4.0,1,7,18,36,2,1,1.0,1.0,1.0,12.0,1,2.0,70.0,165,110,5.0,5.0,3.0,2,4.0,3.0,4.0,2.0,1.0,6,2,4.0,3.0,1.0,1.0,1,3.0,2.0,3.0,2.0
-5,5.0,2,18,52,86,1,5,1.0,1.0,1.0,2.0,2,1.0,300.0,172,140,5.0,5.0,4.0,1,3.0,3.0,2.0,4.0,8.0,4,1,2.0,3.0,1.0,2.0,3,3.0,1.0,4.0,3.0
-6,4.0,1,10,27,49,1,3,1.0,1.0,1.0,4.0,4,4.0,89.0,160,120,2.0,2.0,2.0,2,1.0,3.0,1.0,4.0,2.0,1,2,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0
-7,4.0,1,11,31,54,1,4,1.0,0.0,8.0,4.0,4,1.0,130.0,176,140,3.0,5.0,5.0,2,3.0,3.0,3.0,4.0,2.0,5,2,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0
-8,4.0,2,28,81,122,1,4,1.0,1.0,1.0,3.0,2,1.0,36.0,175,95,2.0,2.0,2.0,1,2.0,2.0,1.0,4.0,3.0,2,1,1.0,2.0,1.0,2.0,1,3.0,2.0,3.0,3.0
-9,4.0,2,24,70,110,1,2,1.0,1.0,1.0,3.0,5,1.0,80.0,172,140,4.0,5.0,4.0,1,3.0,3.0,2.0,4.0,5.0,5,2,5.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0
-10,4.0,1,6,15,31,2,2,1.0,1.0,1.0,6.0,3,1.0,200.0,165,100,4.0,4.0,5.0,1,3.0,3.0,1.0,4.0,4.0,5,2,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0
-11,4.0,2,23,69,109,1,3,1.0,0.0,3.0,1.0,2,1.0,199.0,173,120,4.0,2.0,2.0,1,4.0,4.0,1.0,2.0,6.0,4,1,3.0,3.0,3.0,2.0,3,3.0,1.0,4.0,2.0
-12,4.0,1,21,64,100,1,3,1.0,1.0,3.0,10.0,4,4.0,80.0,171,120,4.0,5.0,4.0,2,2.0,3.0,3.0,3.0,4.0,1,2,2.0,2.0,1.0,2.0,3,2.0,1.0,5.0,2.0
-13,2.0,1,4,7,14,2,5,1.0,1.0,1.0,3.0,4,1.0,56.0,156,115,1.0,1.0,1.0,5,1.0,2.0,1.0,3.0,1.0,5,2,2.0,3.0,1.0,2.0,3,2.0,3.0,3.0,2.0
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-1945,4.0,1,28,81,121,1,3,1.0,1.0,1.0,4.0,3,1.0,80.0,170,150,4.0,2.0,4.0,1,4.0,2.0,1.0,4.0,4.0,1,2,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0
-1946,4.0,1,18,55,89,2,5,1.0,1.0,1.0,1.0,3,1.0,260.0,165,130,3.0,5.0,5.0,2,2.0,3.0,2.0,4.0,5.0,5,2,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0
-1947,4.0,1,1,1,3,1,3,1.0,1.0,1.0,6.0,4,2.0,33.0,168,156,1.0,1.0,3.0,2,4.0,4.0,1.0,4.0,5.0,5,2,3.0,3.0,1.0,2.0,3,3.0,2.0,3.0,3.0
-1948,4.0,1,4,7,16,1,4,1.0,1.0,1.0,13.0,5,4.0,100.0,180,160,5.0,5.0,4.0,2,2.0,3.0,4.0,4.0,6.0,1,3,2.0,4.0,1.0,1.0,3,2.0,2.0,3.0,2.0
-1949,3.0,2,31,87,132,1,4,1.0,1.0,1.0,3.0,2,1.0,120.0,170,55,4.0,4.0,3.0,1,3.0,4.0,1.0,2.0,2.0,3,2,5.0,2.0,1.0,2.0,3,2.0,3.0,3.0,3.0
-1950,4.0,1,1,1,3,1,4,1.0,1.0,1.0,6.0,4,1.0,35.0,175,150,4.0,4.0,3.0,2,5.0,4.0,2.0,2.0,6.0,5,2,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0
-1951,4.0,1,27,78,118,2,3,8.0,1.0,1.0,13.0,5,1.0,63.0,152,85,3.0,2.0,4.0,2,3.0,4.0,3.0,4.0,5.0,1,3,3.0,4.0,1.0,1.0,3,2.0,2.0,4.0,2.0
-1952,4.0,2,29,83,126,2,2,1.0,1.0,1.0,4.0,2,1.0,50.0,155,100,5.0,5.0,5.0,2,3.0,3.0,2.0,4.0,5.0,1,2,3.0,2.0,0.0,2.0,3,2.0,1.0,4.0,2.0
-1953,3.0,2,22,67,107,1,2,1.0,1.0,3.0,3.0,2,1.0,60.0,170,144,5.0,5.0,4.0,1,3.0,2.0,1.0,3.0,4.0,3,1,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0
-1954,5.0,1,12,34,63,1,3,1.0,1.0,1.0,4.0,3,1.0,80.0,170,130,4.0,4.0,4.0,2,3.0,3.0,3.0,2.0,5.0,5,4,1.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0
-1955,4.0,1,15,39,70,2,2,1.0,1.0,1.0,3.0,4,1.0,130.0,160,110,3.0,4.0,3.0,1,4.0,4.0,3.0,2.0,5.0,1,2,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0
-1956,3.0,1,22,67,107,1,5,1.0,1.0,1.0,7.0,3,4.0,65.0,159,100,3.0,4.0,2.0,4,2.0,4.0,4.0,2.0,3.0,5,2,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,4.0
-1957,4.0,1,1,1,3,1,4,1.0,1.0,1.0,7.0,4,4.0,44.2,167,106,4.0,5.0,5.0,2,3.0,3.0,2.0,4.0,5.0,2,2,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0
-1958,4.0,1,16,46,77,1,2,1.0,1.0,1.0,4.0,3,1.0,280.0,162,120,5.0,4.0,4.0,5,2.0,4.0,2.0,2.0,4.0,1,1,5.0,3.0,1.0,1.0,3,2.0,1.0,3.0,3.0
-1959,4.0,2,3,6,13,1,3,1.0,1.0,1.0,6.0,3,4.0,20.0,170,120,4.0,1.0,4.0,1,2.0,3.0,1.0,2.0,5.0,3,2,1.0,4.0,2.0,2.0,3,2.0,2.0,3.0,3.0
-1960,3.0,2,31,86,129,1,2,1.0,1.0,1.0,3.0,4,1.0,88.0,176,124,3.0,4.0,5.0,1,1.0,4.0,1.0,3.0,3.0,3,2,3.0,2.0,1.0,2.0,3,3.0,2.0,2.0,3.0
-1961,5.0,1,10,25,47,1,5,1.0,1.0,1.0,7.0,5,4.0,160.0,165,140,4.0,4.0,4.0,2,2.0,4.0,3.0,4.0,5.0,5,2,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0
-1962,2.0,1,12,33,62,2,3,1.0,0.0,6.0,1.0,2,1.0,50.0,158,115,3.0,2.0,2.0,1,3.0,2.0,1.0,1.0,3.0,1,2,7.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0
-1963,4.0,2,5,8,23,2,5,1.0,1.0,1.0,3.0,2,1.0,50.0,158,130,4.0,4.0,5.0,1,2.0,4.0,1.0,2.0,2.0,4,1,2.0,1.0,0.0,2.0,3,3.0,2.0,4.0,2.0
-1964,3.0,1,9,20,42,1,1,1.0,1.0,1.0,10.0,4,1.0,50.0,174,135,5.0,5.0,5.0,1,1.0,4.0,2.0,4.0,3.0,1,2,1.0,3.0,0.0,2.0,1,2.0,2.0,3.0,2.0
-1965,4.0,1,12,32,59,1,4,1.0,1.0,1.0,6.0,3,1.0,60.0,179,130,4.0,4.0,4.0,2,4.0,3.0,3.0,4.0,9.0,1,2,3.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0
-1966,4.0,2,10,28,51,2,3,1.0,1.0,1.0,6.0,1,1.0,120.0,158,120,4.0,4.0,4.0,1,4.0,4.0,2.0,3.0,7.0,5,2,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0
-1967,4.0,1,5,8,23,2,3,3.0,1.0,2.0,7.0,3,1.0,42.0,160,140,3.0,3.0,3.0,5,5.0,3.0,1.0,2.0,4.0,1,2,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,4.0
-1968,5.0,1,1,1,1,2,3,1.0,1.0,1.0,6.0,4,1.0,94.0,161,136,4.0,4.0,4.0,2,2.0,4.0,3.0,4.0,4.0,1,2,3.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0
-1969,4.0,2,9,23,45,2,2,1.0,0.0,3.0,3.0,1,1.0,270.0,155,120,3.0,5.0,4.0,1,3.0,5.0,1.0,3.0,1.0,6,2,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0
-1970,4.0,2,11,31,54,1,5,1.0,1.0,1.0,3.0,2,1.0,40.0,172,120,4.0,4.0,4.0,1,4.0,4.0,1.0,4.0,3.0,3,1,2.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0
-1971,2.0,1,26,76,116,2,1,1.0,0.0,1.0,9.0,4,1.0,120.0,175,160,2.0,3.0,3.0,2,1.0,1.0,3.0,3.0,1.0,5,2,4.0,1.0,1.0,2.0,3,2.0,2.0,3.0,2.0
-1972,4.0,2,6,14,30,2,3,1.0,1.0,1.0,6.0,1,4.0,150.0,165,110,4.0,4.0,4.0,1,3.0,3.0,3.0,4.0,6.0,3,2,2.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0
-1973,4.0,2,16,46,78,2,5,1.0,1.0,1.0,1.0,1,1.0,120.0,157,70,3.0,2.0,3.0,1,2.0,4.0,1.0,4.0,4.0,4,2,5.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0
-1974,3.0,2,5,9,25,2,5,1.0,1.0,1.0,3.0,2,1.0,65.0,165,110,3.0,4.0,4.0,1,2.0,2.0,1.0,3.0,4.0,4,1,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,2.0
-1975,4.0,1,16,46,78,2,3,1.0,1.0,1.0,4.0,3,1.0,150.0,159,100,4.0,4.0,4.0,2,4.0,4.0,2.0,4.0,5.0,1,2,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0
-1976,4.0,1,19,59,95,2,5,1.0,0.0,8.0,4.0,4,1.0,41.0,155,80,2.0,2.0,3.0,2,2.0,4.0,5.0,4.0,7.0,5,2,2.0,3.0,0.0,2.0,3,2.0,2.0,4.0,2.0
-1977,4.0,1,11,29,52,2,2,1.0,1.0,1.0,3.0,1,1.0,40.0,160,130,5.0,4.0,4.0,1,3.0,4.0,2.0,3.0,3.0,6,1,4.0,2.0,0.0,2.0,3,3.0,2.0,4.0,2.0
-1978,4.0,2,5,10,26,2,3,1.0,1.0,1.0,3.0,2,1.0,100.0,158,106,2.0,2.0,3.0,1,2.0,4.0,1.0,2.0,1.0,3,1,5.0,3.0,1.0,2.0,3,2.0,3.0,4.0,3.0
-1979,2.0,2,6,12,28,2,4,1.0,1.0,1.0,3.0,2,1.0,100.0,149,96,3.0,3.0,3.0,1,3.0,3.0,1.0,3.0,5.0,1,2,5.0,3.0,1.0,2.0,3,3.0,1.0,3.0,3.0
-1980,5.0,2,15,41,72,2,5,1.0,1.0,1.0,1.0,1,1.0,44.0,160,110,2.0,2.0,4.0,1,2.0,4.0,1.0,4.0,5.0,4,1,1.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0
-1981,4.0,1,7,18,40,1,2,1.0,1.0,1.0,9.0,5,1.0,60.0,180,146,5.0,5.0,5.0,4,4.0,3.0,2.0,4.0,4.0,1,2,2.0,3.0,4.0,2.0,3,3.0,1.0,4.0,2.0
-1982,4.0,1,7,18,36,1,4,1.0,1.0,1.0,4.0,5,4.0,101.0,174,135,5.0,5.0,4.0,2,3.0,3.0,3.0,4.0,5.0,5,2,2.0,4.0,1.0,2.0,3,1.0,2.0,4.0,2.0
-1983,4.0,1,19,56,90,1,3,1.0,1.0,1.0,9.0,5,1.0,130.0,162,125,4.0,5.0,3.0,5,3.0,4.0,4.0,3.0,6.0,1,3,3.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0
-1984,4.0,1,12,32,55,2,2,1.0,1.0,1.0,13.0,5,4.0,78.0,160,98,3.0,5.0,5.0,5,2.0,4.0,3.0,4.0,5.0,1,3,2.0,4.0,3.0,1.0,1,2.0,1.0,4.0,2.0
-1985,4.0,1,4,7,20,1,3,1.0,1.0,1.0,4.0,4,1.0,120.0,170,160,5.0,4.0,2.0,2,5.0,4.0,1.0,1.0,1.0,1,2,2.0,5.0,1.0,1.0,5,3.0,2.0,4.0,3.0
-1986,4.0,2,2,5,12,1,2,8.0,1.0,1.0,11.0,3,1.0,90.0,170,120,4.0,4.0,4.0,1,4.0,3.0,3.0,4.0,3.0,1,2,5.0,3.0,1.0,2.0,3,1.0,1.0,4.0,2.0
-1987,2.0,1,27,80,120,1,2,1.0,1.0,1.0,4.0,1,1.0,60.0,178,130,4.0,5.0,4.0,1,2.0,2.0,1.0,3.0,3.0,5,2,3.0,2.0,1.0,2.0,3,3.0,3.0,4.0,4.0
-1988,3.0,1,1,1,5,2,5,1.0,1.0,1.0,4.0,4,1.0,14.6,155,105,4.0,4.0,4.0,2,3.0,3.0,3.0,2.0,2.0,5,2,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,3.0
-1989,5.0,1,11,29,52,2,3,1.0,1.0,1.0,6.0,3,1.0,40.0,150,102,5.0,3.0,5.0,5,4.0,4.0,1.0,2.0,4.0,5,2,3.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0
-1990,5.0,1,19,57,91,1,5,1.0,1.0,1.0,10.0,5,1.0,79.0,168,150,4.0,5.0,5.0,5,4.0,3.0,3.0,4.0,7.0,5,2,2.0,4.0,1.0,2.0,3,1.0,1.0,3.0,2.0
-1991,2.0,1,15,43,74,1,2,1.0,1.0,1.0,10.0,4,1.0,35.0,172,120,5.0,4.0,4.0,4,2.0,3.0,2.0,4.0,3.0,1,2,2.0,3.0,1.0,2.0,1,2.0,2.0,4.0,3.0
-1992,4.0,1,1,1,4,2,5,1.0,1.0,1.0,3.0,3,1.0,45.0,160,150,4.0,5.0,5.0,2,2.0,3.0,1.0,3.0,5.0,5,2,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,2.0
-1993,3.0,2,22,65,103,2,5,1.0,1.0,1.0,1.0,1,1.0,90.0,150,78,2.0,3.0,3.0,1,2.0,1.0,1.0,2.0,2.0,4,1,1.0,1.0,1.0,2.0,3,3.0,2.0,3.0,2.0
-1994,4.0,1,4,7,19,2,2,1.0,1.0,2.0,12.0,5,1.0,80.0,160,160,4.0,5.0,4.0,5,4.0,4.0,3.0,3.0,5.0,1,3,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0
-1995,3.0,1,1,1,2,1,1,1.0,1.0,1.0,7.0,5,1.0,25.0,175,145,5.0,5.0,5.0,2,1.0,5.0,1.0,3.0,3.0,1,2,5.0,2.0,1.0,2.0,1,3.0,2.0,3.0,3.0
-1996,2.0,1,27,80,120,2,5,1.0,1.0,1.0,1.0,2,1.0,56.0,155,95,5.0,5.0,4.0,2,3.0,4.0,1.0,4.0,2.0,5,1,1.0,2.0,1.0,2.0,7,3.0,2.0,4.0,2.0
-1997,5.0,1,30,85,128,2,2,1.0,1.0,1.0,4.0,4,1.0,95.0,158,104,3.0,5.0,5.0,2,1.0,2.0,1.0,1.0,5.0,1,2,4.0,3.0,1.0,1.0,3,2.0,2.0,2.0,2.0
-1998,5.0,2,2,2,9,2,3,8.0,0.0,1.0,1.0,1,1.0,280.0,165,116,4.0,4.0,4.0,1,4.0,2.0,1.0,3.0,2.0,3,1,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0
-1999,5.0,1,1,1,8,1,4,1.0,1.0,1.0,5.0,3,1.0,43.0,175,130,4.0,5.0,5.0,2,3.0,2.0,1.0,2.0,5.0,1,2,2.0,1.0,1.0,2.0,3,3.0,2.0,4.0,3.0
-2000,3.0,2,24,72,112,2,5,1.0,1.0,3.0,4.0,1,1.0,40.0,150,90,3.0,4.0,3.0,1,4.0,5.0,1.0,2.0,3.0,4,1,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0
-2001,4.0,1,4,7,20,2,3,1.0,1.0,1.0,7.0,3,1.0,79.0,156,100,3.0,5.0,4.0,2,3.0,5.0,2.0,4.0,5.0,5,2,3.0,3.0,0.0,1.0,3,2.0,2.0,3.0,2.0
-2002,5.0,1,21,64,100,2,2,1.0,1.0,1.0,6.0,2,1.0,90.0,163,92,4.0,4.0,4.0,1,3.0,3.0,2.0,4.0,4.0,5,2,2.0,3.0,1.0,1.0,3,2.0,1.0,4.0,3.0
-2003,4.0,1,19,59,95,1,5,1.0,1.0,1.0,6.0,4,1.0,56.0,177,155,3.0,2.0,3.0,2,2.0,4.0,4.0,3.0,5.0,5,2,1.0,2.0,1.0,2.0,6,2.0,2.0,2.0,3.0
-2004,5.0,1,22,65,104,2,5,1.0,1.0,1.0,1.0,1,1.0,100.0,150,95,2.0,2.0,4.0,1,3.0,5.0,1.0,4.0,5.0,4,2,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0
-2005,3.0,1,4,7,15,2,3,1.0,1.0,3.0,4.0,3,1.0,58.0,158,170,2.0,1.0,3.0,4,3.0,2.0,1.0,2.0,1.0,5,2,2.0,2.0,0.0,2.0,3,3.0,2.0,3.0,3.0
-2006,4.0,1,16,45,76,1,4,1.0,1.0,1.0,4.0,3,1.0,100.0,168,140,4.0,4.0,4.0,4,4.0,4.0,2.0,5.0,7.0,1,2,6.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0
-2007,4.0,1,27,78,118,1,5,1.0,1.0,1.0,7.0,2,1.0,28.0,166,145,2.0,4.0,4.0,1,1.0,5.0,1.0,2.0,1.0,4,1,2.0,1.0,0.0,2.0,3,3.0,2.0,3.0,3.0
-2008,4.0,1,9,21,43,2,3,1.0,1.0,1.0,4.0,2,1.0,90.0,160,106,5.0,5.0,5.0,4,2.0,4.0,1.0,4.0,7.0,1,2,3.0,3.0,2.0,1.0,3,2.0,1.0,4.0,2.0
-2009,5.0,1,4,7,21,2,5,1.0,1.0,1.0,12.0,4,4.0,57.0,160,140,1.0,1.0,5.0,2,1.0,3.0,5.0,4.0,5.0,5,2,2.0,4.0,1.0,2.0,3,1.0,1.0,4.0,2.0
-2010,3.0,2,2,2,9,1,2,8.0,1.0,5.0,4.0,3,1.0,300.0,170,150,5.0,5.0,2.0,1,2.0,2.0,2.0,4.0,5.0,3,2,2.0,3.0,1.0,2.0,1,1.0,1.0,5.0,2.0
-2011,2.0,2,31,87,130,1,5,1.0,1.0,1.0,3.0,1,1.0,90.0,176,160,1.0,1.0,2.0,1,4.0,3.0,1.0,2.0,1.0,4,1,3.0,1.0,1.0,2.0,3,3.0,3.0,4.0,3.0
-2012,5.0,1,21,64,102,2,2,1.0,1.0,1.0,4.0,3,1.0,200.0,160,110,5.0,5.0,5.0,5,2.0,3.0,2.0,2.0,2.0,1,2,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0
-2013,4.0,2,21,62,98,1,4,1.0,1.0,1.0,4.0,2,1.0,110.0,155,107,2.0,2.0,2.0,1,3.0,3.0,1.0,4.0,1.0,4,2,4.0,1.0,1.0,2.0,3,3.0,3.0,2.0,2.0
-2014,5.0,1,7,18,38,1,4,1.0,1.0,1.0,12.0,5,4.0,130.0,169,140,3.0,4.0,4.0,2,1.0,4.0,2.0,4.0,6.0,5,1,2.0,3.0,2.0,1.0,4,2.0,3.0,4.0,2.0
-2015,5.0,1,4,7,21,2,2,1.0,1.0,1.0,12.0,4,1.0,40.0,170,135,3.0,4.0,4.0,5,2.0,3.0,3.0,1.0,5.0,1,2,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0
-2016,4.0,2,28,81,123,2,5,1.0,1.0,1.0,1.0,1,1.0,120.0,156,126,2.0,2.0,2.0,4,4.0,4.0,1.0,4.0,6.0,4,1,2.0,3.0,0.0,2.0,3,2.0,2.0,2.0,2.0
-2017,4.0,2,23,69,109,2,2,1.0,1.0,2.0,6.0,2,1.0,150.0,160,108,4.0,4.0,5.0,1,4.0,4.0,3.0,4.0,4.0,1,2,5.0,3.0,2.0,2.0,3,3.0,1.0,5.0,4.0
-2018,5.0,1,4,7,18,2,4,1.0,1.0,1.0,6.0,3,1.0,21.0,159,104,5.0,5.0,5.0,4,2.0,3.0,2.0,4.0,5.0,1,2,2.0,2.0,0.0,2.0,3,2.0,2.0,4.0,2.0
-2019,2.0,1,30,85,128,2,3,1.0,1.0,1.0,10.0,2,1.0,77.0,165,104,4.0,3.0,3.0,2,2.0,3.0,4.0,2.0,2.0,1,2,3.0,2.0,1.0,2.0,3,2.0,3.0,3.0,3.0
-2020,3.0,2,6,16,32,1,5,1.0,1.0,1.0,1.0,1,1.0,120.0,156,80,1.0,2.0,2.0,1,1.0,2.0,1.0,2.0,4.0,3,1,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0
-2021,4.0,2,5,8,24,2,2,1.0,1.0,1.0,4.0,2,1.0,84.0,160,110,3.0,4.0,4.0,1,2.0,3.0,1.0,4.0,5.0,4,2,6.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0
-2022,3.0,2,18,54,88,2,5,1.0,0.0,8.0,1.0,1,1.0,200.0,158,110,5.0,4.0,4.0,1,2.0,2.0,1.0,4.0,5.0,3,2,7.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0
-2023,4.0,1,9,23,45,1,4,1.0,1.0,1.0,10.0,4,4.0,135.0,170,135,4.0,4.0,4.0,4,4.0,4.0,4.0,4.0,5.0,1,3,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0
-2024,3.0,1,12,32,56,1,5,1.0,1.0,1.0,4.0,4,4.0,85.0,168,138,2.0,2.0,3.0,2,2.0,4.0,1.0,3.0,5.0,5,2,2.0,3.0,2.0,2.0,3,2.0,2.0,3.0,3.0
-2025,3.0,2,22,65,103,1,5,1.0,1.0,1.0,1.0,1,1.0,130.0,165,130,2.0,2.0,3.0,1,2.0,2.0,1.0,4.0,5.0,4,1,3.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0
-2026,4.0,2,18,55,89,2,5,1.0,1.0,1.0,1.0,1,1.0,320.0,150,110,3.0,2.0,4.0,1,2.0,4.0,1.0,3.0,4.0,3,2,3.0,3.0,1.0,2.0,7,2.0,1.0,3.0,2.0
-2027,4.0,1,16,45,76,2,5,1.0,0.0,1.0,1.0,2,1.0,120.0,153,90,2.0,4.0,4.0,1,4.0,4.0,1.0,4.0,5.0,4,1,1.0,3.0,1.0,2.0,7,3.0,1.0,2.0,2.0
-2028,4.0,2,6,17,33,2,5,1.0,1.0,1.0,1.0,1,1.0,140.0,150,90,2.0,2.0,4.0,1,3.0,4.0,1.0,4.0,4.0,4,2,1.0,3.0,1.0,2.0,7,3.0,2.0,4.0,2.0
-2029,4.0,2,16,46,77,1,5,1.0,1.0,1.0,1.0,2,1.0,300.0,165,100,3.0,3.0,4.0,1,4.0,3.0,3.0,4.0,4.0,4,2,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0
-2030,4.0,1,18,51,84,2,3,1.0,1.0,1.0,6.0,4,1.0,100.0,163,110,5.0,5.0,5.0,2,4.0,3.0,2.0,4.0,5.0,1,2,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0
-2031,5.0,1,19,57,91,1,4,1.0,0.0,1.0,7.0,5,4.0,59.0,168,176,2.0,5.0,5.0,5,3.0,4.0,1.0,4.0,5.0,1,2,2.0,4.0,4.0,1.0,3,1.0,1.0,3.0,2.0
-2032,4.0,2,6,13,29,2,5,1.0,1.0,1.0,1.0,2,1.0,200.0,165,100,3.0,3.0,4.0,1,3.0,3.0,1.0,3.0,6.0,3,1,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0
-2033,3.0,2,8,19,41,1,3,4.0,0.0,3.0,4.0,3,1.0,100.0,170,170,1.0,1.0,3.0,1,5.0,3.0,2.0,1.0,4.0,3,2,7.0,1.0,1.0,2.0,3,3.0,1.0,4.0,3.0
-2034,4.0,1,6,16,32,2,4,1.0,1.0,1.0,3.0,3,1.0,60.0,153,120,2.0,4.0,3.0,2,3.0,2.0,1.0,4.0,5.0,5,2,2.0,3.0,1.0,2.0,6,2.0,1.0,4.0,2.0
-2035,4.0,1,7,18,34,1,4,1.0,1.0,1.0,4.0,4,1.0,34.0,172,172,4.0,5.0,5.0,2,2.0,4.0,4.0,5.0,4.0,5,2,2.0,3.0,0.0,2.0,3,2.0,1.0,4.0,1.0
-2036,4.0,2,9,21,43,2,3,1.0,1.0,1.0,1.0,2,1.0,100.0,155,108,3.0,4.0,3.0,1,3.0,2.0,1.0,2.0,2.0,3,2,3.0,3.0,2.0,2.0,3,2.0,2.0,3.0,2.0
-2037,3.0,2,13,36,66,1,3,8.0,1.0,1.0,4.0,2,1.0,140.0,162,110,2.0,2.0,4.0,1,3.0,3.0,1.0,2.0,3.0,3,1,3.0,2.0,1.0,2.0,3,3.0,1.0,5.0,3.0
-2038,4.0,2,26,74,114,1,3,1.0,1.0,1.0,3.0,2,1.0,120.0,160,100,2.0,1.0,2.0,1,2.0,1.0,1.0,2.0,3.0,4,2,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0
-2039,4.0,2,5,10,26,1,4,1.0,1.0,1.0,3.0,2,4.0,120.0,171,145,4.0,2.0,4.0,1,3.0,3.0,2.0,2.0,1.0,3,1,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,4.0
-2040,4.0,2,9,21,43,1,5,1.0,1.0,1.0,4.0,2,1.0,200.0,153,123,2.0,2.0,2.0,1,4.0,4.0,1.0,4.0,6.0,3,1,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0
-2041,2.0,1,7,18,37,1,4,1.0,1.0,1.0,4.0,4,1.0,48.0,180,150,2.0,2.0,3.0,2,2.0,1.0,1.0,2.0,4.0,5,2,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0
-2042,5.0,1,10,24,46,2,5,1.0,1.0,1.0,3.0,1,1.0,70.0,155,90,2.0,2.0,3.0,1,2.0,1.0,1.0,4.0,5.0,3,1,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0
-2043,4.0,1,26,74,114,1,3,1.0,1.0,1.0,9.0,4,4.0,60.0,160,130,5.0,4.0,4.0,4,3.0,3.0,3.0,4.0,1.0,1,2,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0
-2044,4.0,1,7,18,35,2,4,1.0,1.0,1.0,6.0,3,4.0,40.0,155,120,3.0,5.0,5.0,5,4.0,4.0,1.0,3.0,5.0,5,2,1.0,3.0,0.0,2.0,3,2.0,2.0,4.0,2.0
-2045,4.0,1,4,7,21,2,3,1.0,1.0,1.0,6.0,2,1.0,53.0,158,120,2.0,4.0,5.0,5,2.0,3.0,2.0,2.0,1.0,5,2,3.0,1.0,0.0,2.0,4,3.0,2.0,3.0,2.0
-2046,4.0,2,19,57,93,1,3,1.0,1.0,1.0,3.0,5,1.0,400.0,175,135,4.0,4.0,4.0,1,4.0,4.0,1.0,4.0,6.0,1,2,7.0,4.0,1.0,1.0,3,1.0,1.0,4.0,2.0
-2047,2.0,1,7,18,35,2,4,4.0,0.0,1.0,4.0,2,1.0,18.0,163,120,2.0,2.0,3.0,2,2.0,4.0,1.0,2.0,2.0,5,1,1.0,1.0,1.0,2.0,7,3.0,2.0,4.0,4.0
-2048,4.0,1,19,59,95,1,4,1.0,1.0,1.0,3.0,5,1.0,110.0,172,120,4.0,5.0,5.0,1,4.0,4.0,2.0,3.0,4.0,1,2,3.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0
-2049,4.0,2,18,55,89,2,2,1.0,1.0,1.0,3.0,3,1.0,200.0,160,110,5.0,4.0,4.0,1,3.0,3.0,1.0,4.0,2.0,1,2,4.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0
-2050,5.0,1,12,32,56,1,5,1.0,1.0,1.0,9.0,5,1.0,67.0,170,134,4.0,4.0,5.0,5,1.0,4.0,1.0,4.0,6.0,1,2,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0
-2051,4.0,1,21,64,102,1,1,1.0,1.0,1.0,5.0,2,1.0,240.0,178,138,4.0,5.0,3.0,2,5.0,4.0,2.0,4.0,4.0,1,2,3.0,2.0,1.0,2.0,1,3.0,3.0,4.0,2.0
-2052,5.0,1,19,57,93,1,3,1.0,1.0,1.0,4.0,5,1.0,70.0,170,130,2.0,4.0,3.0,1,2.0,3.0,2.0,1.0,5.0,1,2,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0
-2053,3.0,2,31,87,132,1,5,1.0,1.0,1.0,3.0,1,1.0,70.0,170,120,1.0,1.0,2.0,1,3.0,1.0,1.0,2.0,1.0,5,1,2.0,1.0,1.0,2.0,3,3.0,2.0,3.0,2.0
-2054,4.0,2,2,2,9,2,3,8.0,1.0,1.0,3.0,2,1.0,200.0,155,100,3.0,4.0,4.0,1,4.0,3.0,1.0,4.0,2.0,3,1,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0
-2055,4.0,2,5,11,27,2,3,1.0,1.0,1.0,4.0,3,1.0,110.0,163,135,4.0,5.0,5.0,1,2.0,4.0,2.0,4.0,5.0,1,2,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0
-2056,4.0,1,21,61,97,1,5,1.0,1.0,1.0,3.0,2,1.0,300.0,169,144,2.0,4.0,5.0,2,2.0,4.0,1.0,4.0,5.0,3,2,6.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0
-2057,4.0,1,10,27,49,2,5,1.0,0.0,9.0,1.0,1,1.0,149.0,163,95,4.0,4.0,4.0,2,4.0,4.0,3.0,4.0,5.0,5,2,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0
-2058,4.0,2,22,66,105,2,3,1.0,1.0,1.0,3.0,3,1.0,300.0,160,120,4.0,5.0,4.0,1,5.0,2.0,1.0,2.0,5.0,5,2,4.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0
-2059,4.0,2,10,24,46,2,4,4.0,0.0,8.0,1.0,2,1.0,80.0,158,105,3.0,3.0,4.0,1,4.0,3.0,1.0,5.0,5.0,3,1,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0
-2060,4.0,1,18,51,84,2,3,1.0,1.0,1.0,4.0,3,1.0,50.0,162,120,4.0,5.0,5.0,1,2.0,3.0,1.0,2.0,5.0,1,2,2.0,3.0,1.0,2.0,3,1.0,1.0,3.0,3.0
-2061,5.0,1,17,48,80,2,2,1.0,1.0,1.0,11.0,3,1.0,80.0,163,110,5.0,5.0,4.0,4,3.0,3.0,4.0,4.0,6.0,1,2,3.0,3.0,2.0,1.0,3,2.0,1.0,3.0,3.0
-2062,4.0,1,16,45,76,1,3,1.0,1.0,1.0,4.0,3,1.0,75.0,175,170,3.0,5.0,4.0,1,3.0,3.0,2.0,1.0,6.0,1,2,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0
-2063,4.0,2,17,50,83,2,5,1.0,0.0,1.0,3.0,1,1.0,400.0,155,120,2.0,1.0,5.0,1,4.0,5.0,1.0,4.0,3.0,4,1,2.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0
-2064,4.0,2,21,64,100,2,4,1.0,1.0,1.0,1.0,2,1.0,200.0,160,92,4.0,5.0,5.0,1,5.0,4.0,1.0,4.0,2.0,4,2,5.0,1.0,1.0,2.0,3,2.0,1.0,3.0,2.0
-2065,4.0,1,12,33,62,1,5,1.0,1.0,1.0,3.0,1,1.0,60.0,165,100,2.0,2.0,3.0,1,3.0,4.0,1.0,2.0,4.0,4,2,6.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0
-2066,4.0,1,24,70,110,2,2,1.0,1.0,1.0,5.0,3,1.0,78.0,160,98,5.0,5.0,3.0,1,2.0,4.0,2.0,3.0,4.0,5,2,3.0,3.0,1.0,2.0,3,2.0,1.0,5.0,3.0
-2067,5.0,1,4,7,14,1,5,1.0,1.0,1.0,2.0,4,4.0,68.0,177,120,1.0,1.0,3.0,5,1.0,4.0,2.0,3.0,5.0,5,2,1.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0
-2068,2.0,1,28,81,123,2,5,1.0,1.0,1.0,7.0,4,1.0,113.0,152,110,2.0,3.0,3.0,2,4.0,4.0,3.0,4.0,5.0,5,2,2.0,4.0,1.0,2.0,4,1.0,1.0,3.0,2.0
-2069,3.0,2,11,31,54,2,3,1.0,1.0,1.0,3.0,1,1.0,200.0,160,112,4.0,4.0,4.0,1,4.0,3.0,2.0,2.0,2.0,6,1,3.0,3.0,1.0,2.0,3,3.0,3.0,2.0,2.0
-2070,4.0,2,13,35,65,1,2,6.0,0.0,1.0,4.0,3,1.0,100.0,173,150,5.0,5.0,4.0,1,5.0,4.0,3.0,4.0,3.0,2,2,1.0,2.0,1.0,1.0,4,3.0,1.0,3.0,4.0
-2071,5.0,1,27,78,118,2,5,1.0,0.0,1.0,7.0,4,4.0,60.0,155,120,4.0,4.0,4.0,2,2.0,4.0,5.0,4.0,8.0,5,2,2.0,3.0,1.0,1.0,3,2.0,1.0,5.0,1.0
-2072,5.0,2,31,87,132,1,5,1.0,1.0,1.0,3.0,3,1.0,40.0,168,140,4.0,5.0,5.0,2,3.0,3.0,1.0,5.0,5.0,5,1,2.0,3.0,1.0,2.0,4,3.0,1.0,3.0,3.0
-2073,3.0,2,22,65,104,1,3,1.0,1.0,1.0,4.0,2,1.0,120.0,170,120,2.0,2.0,5.0,1,3.0,3.0,1.0,3.0,5.0,4,1,2.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0
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-4145,3.0,2,10,25,47,1,3,1.0,1.0,1.0,4.0,4,1.0,150.0,172,140,4.0,5.0,5.0,1,2.0,1.0,1.0,3.0,5.0,4,2,4.0,3.0,1.0,2.0,3,2.0,3.0,4.0,2.0
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-4153,4.0,2,23,69,109,1,3,1.0,1.0,1.0,3.0,2,1.0,80.0,165,108,3.0,5.0,4.0,1,2.0,2.0,1.0,4.0,5.0,2,1,1.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0
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-4156,4.0,1,6,17,33,2,4,1.0,1.0,1.0,1.0,3,1.0,47.5,158,80,3.0,3.0,3.0,5,2.0,4.0,1.0,3.0,5.0,5,2,1.0,3.0,0.0,2.0,7,2.0,2.0,3.0,2.0
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-4158,3.0,1,18,53,87,2,3,1.0,1.0,1.0,6.0,2,1.0,300.0,156,110,4.0,4.0,4.0,2,2.0,1.0,1.0,2.0,5.0,5,1,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0
-4159,5.0,2,27,80,120,1,3,3.0,0.0,8.0,3.0,3,1.0,70.0,175,150,4.0,4.0,5.0,1,5.0,5.0,1.0,3.0,3.0,3,2,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0
-4160,4.0,1,1,1,4,1,4,1.0,1.0,1.0,6.0,2,1.0,59.5,176,180,3.0,4.0,4.0,2,3.0,3.0,3.0,4.0,5.0,5,2,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0
-4161,4.0,1,2,2,9,2,3,8.0,1.0,1.0,4.0,4,1.0,168.0,160,110,4.0,3.0,3.0,2,4.0,3.0,2.0,4.0,3.0,1,2,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0
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-4171,3.0,1,19,59,95,2,3,1.0,1.0,1.0,4.0,4,1.0,50.0,161,118,4.0,4.0,5.0,2,3.0,4.0,3.0,4.0,6.0,1,2,1.0,3.0,2.0,2.0,6,2.0,1.0,3.0,2.0
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-4173,5.0,1,18,53,87,2,3,1.0,1.0,1.0,12.0,4,1.0,126.0,162,134,4.0,4.0,4.0,2,2.0,3.0,4.0,2.0,7.0,1,2,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,3.0
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-4175,4.0,1,5,11,27,2,1,1.0,1.0,2.0,6.0,1,2.0,40.0,163,110,4.0,5.0,3.0,2,3.0,3.0,3.0,4.0,5.0,6,2,2.0,3.0,2.0,2.0,1,2.0,2.0,4.0,2.0
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-4177,4.0,1,16,44,75,2,5,1.0,1.0,1.0,3.0,3,1.0,85.0,150,100,4.0,4.0,5.0,2,4.0,4.0,3.0,4.0,4.0,5,2,1.0,2.0,1.0,2.0,7,2.0,3.0,4.0,2.0
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-4181,2.0,1,12,33,62,2,5,1.0,1.0,1.0,1.0,2,1.0,160.0,157,116,3.0,4.0,3.0,1,3.0,2.0,1.0,1.0,4.0,1,1,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,3.0
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-7138,4.0,1,2,4,11,2,1,1.0,1.0,4.0,7.0,2,1.0,150.0,160,95,5.0,5.0,4.0,1,4.0,4.0,4.0,4.0,2.0,6,2,4.0,2.0,1.0,2.0,1,3.0,2.0,4.0,2.0
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-7143,4.0,2,28,81,122,1,3,1.0,1.0,1.0,4.0,3,1.0,120.0,168,120,5.0,4.0,4.0,1,4.0,3.0,1.0,4.0,4.0,3,2,1.0,3.0,1.0,1.0,3,2.0,3.0,4.0,2.0
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-7145,5.0,1,23,68,108,2,3,1.0,1.0,2.0,4.0,3,1.0,100.0,160,90,2.0,2.0,3.0,2,4.0,3.0,2.0,4.0,7.0,1,2,2.0,3.0,1.0,2.0,3,3.0,2.0,5.0,1.0
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-7147,4.0,2,9,20,42,1,3,1.0,1.0,1.0,3.0,4,1.0,120.0,169,160,3.0,5.0,4.0,1,2.0,2.0,1.0,4.0,2.0,1,2,4.0,2.0,1.0,1.0,3,2.0,2.0,4.0,2.0
-7148,4.0,2,22,66,105,2,5,1.0,1.0,3.0,3.0,2,1.0,160.0,155,86,4.0,4.0,3.0,1,2.0,5.0,1.0,4.0,5.0,3,1,2.0,3.0,1.0,1.0,3,3.0,1.0,3.0,2.0
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-7153,2.0,1,28,81,122,2,4,1.0,1.0,1.0,3.0,1,1.0,98.5,165,70,2.0,4.0,3.0,1,3.0,4.0,1.0,4.0,5.0,4,2,5.0,2.0,2.0,2.0,3,3.0,2.0,2.0,2.0
-7154,5.0,2,22,66,106,2,5,1.0,0.0,3.0,3.0,2,1.0,150.0,158,100,4.0,4.0,4.0,1,2.0,3.0,1.0,4.0,6.0,3,2,3.0,3.0,0.0,2.0,7,2.0,1.0,4.0,2.0
-7155,4.0,1,5,8,24,2,3,1.0,0.0,1.0,4.0,2,1.0,93.0,163,120,5.0,5.0,5.0,2,2.0,2.0,2.0,2.0,3.0,5,1,6.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0
-7156,4.0,2,11,31,54,2,5,1.0,1.0,2.0,3.0,1,1.0,200.0,157,120,5.0,3.0,3.0,1,4.0,3.0,2.0,1.0,5.0,4,1,6.0,3.0,1.0,2.0,3,2.0,3.0,3.0,4.0
-7157,4.0,2,17,49,82,2,4,1.0,1.0,1.0,3.0,1,1.0,300.0,164,145,3.0,2.0,2.0,1,3.0,4.0,1.0,3.0,5.0,3,1,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0
-7158,4.0,1,16,44,75,1,1,1.0,1.0,1.0,12.0,1,2.0,80.0,168,97,3.0,5.0,3.0,5,3.0,3.0,3.0,4.0,6.0,1,2,3.0,3.0,1.0,2.0,1,3.0,2.0,3.0,3.0
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-7161,4.0,2,19,57,92,1,3,1.0,1.0,1.0,3.0,5,1.0,200.0,168,130,5.0,5.0,5.0,1,4.0,4.0,2.0,2.0,6.0,1,3,5.0,4.0,1.0,1.0,3,2.0,1.0,5.0,2.0
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-7166,5.0,2,21,64,102,2,4,1.0,1.0,1.0,3.0,2,1.0,360.0,154,100,2.0,2.0,3.0,1,4.0,4.0,2.0,4.0,7.0,4,2,5.0,4.0,1.0,2.0,3,2.0,1.0,4.0,3.0
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-7185,4.0,1,12,32,60,2,1,1.0,1.0,1.0,7.0,4,1.0,45.0,172,180,3.0,3.0,3.0,4,3.0,3.0,2.0,3.0,5.0,1,2,4.0,2.0,2.0,2.0,1,2.0,1.0,4.0,2.0
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-7187,3.0,1,26,76,116,1,3,1.0,1.0,1.0,4.0,4,1.0,110.0,172,150,5.0,4.0,4.0,2,2.0,3.0,2.0,3.0,4.0,1,2,5.0,3.0,1.0,1.0,4,2.0,2.0,3.0,2.0
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-7189,4.0,1,1,1,1,2,4,1.0,1.0,1.0,12.0,5,4.0,100.0,158,112,3.0,4.0,4.0,2,2.0,3.0,2.0,4.0,5.0,5,3,3.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0
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-7964,4.0,2,17,48,81,1,4,1.0,1.0,1.0,4.0,2,1.0,60.0,170,108,3.0,3.0,3.0,1,3.0,4.0,3.0,1.0,3.0,1,1,2.0,2.0,2.0,1.0,3,2.0,2.0,4.0,2.0
-7965,5.0,1,4,7,22,2,3,1.0,1.0,1.0,4.0,2,1.0,92.0,160,126,3.0,5.0,3.0,2,3.0,3.0,1.0,2.0,4.0,1,2,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0
-7966,2.0,2,31,87,130,2,5,1.0,1.0,1.0,1.0,2,1.0,50.0,153,100,4.0,4.0,4.0,1,3.0,4.0,1.0,4.0,3.0,4,1,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,2.0
-7967,3.0,2,22,65,103,2,4,1.0,1.0,1.0,1.0,2,1.0,100.0,155,110,3.0,3.0,3.0,1,3.0,3.0,1.0,3.0,2.0,3,1,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0
-7968,4.0,1,19,57,91,2,2,1.0,1.0,1.0,12.0,5,2.0,60.0,158,115,4.0,4.0,4.0,2,3.0,4.0,2.0,3.0,5.0,1,2,4.0,3.0,2.0,2.0,3,2.0,1.0,3.0,2.0
-7969,4.0,1,12,32,57,1,2,1.0,1.0,1.0,4.0,3,1.0,100.0,168,134,5.0,4.0,4.0,1,2.0,3.0,2.0,2.0,5.0,1,2,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0
-7970,3.0,2,28,81,122,1,4,1.0,1.0,1.0,3.0,2,1.0,60.0,160,110,3.0,3.0,3.0,1,2.0,2.0,3.0,3.0,4.0,3,2,2.0,3.0,5.0,2.0,3,3.0,2.0,4.0,2.0
-7971,4.0,1,10,27,49,2,1,1.0,1.0,1.0,10.0,1,1.0,90.0,155,94,3.0,4.0,3.0,2,3.0,4.0,2.0,3.0,3.0,6,2,3.0,3.0,1.0,2.0,1,3.0,2.0,4.0,2.0
-7972,4.0,1,4,7,20,2,2,1.0,1.0,1.0,10.0,5,1.0,30.0,160,135,4.0,4.0,4.0,2,4.0,4.0,4.0,3.0,6.0,1,3,4.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0
-7973,5.0,1,18,51,84,2,2,1.0,1.0,1.0,3.0,1,1.0,120.0,168,130,4.0,3.0,4.0,1,4.0,4.0,1.0,2.0,5.0,5,2,3.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0
-7974,4.0,1,9,23,45,1,3,1.0,1.0,1.0,4.0,3,1.0,30.0,168,120,4.0,4.0,5.0,1,4.0,3.0,1.0,2.0,3.0,1,2,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0
-7975,3.0,1,13,37,68,1,3,1.0,1.0,1.0,4.0,2,1.0,50.0,160,108,3.0,5.0,4.0,2,3.0,3.0,2.0,3.0,3.0,1,2,4.0,2.0,0.0,2.0,3,3.0,1.0,3.0,3.0
-7976,5.0,2,9,21,43,1,4,1.0,1.0,1.0,3.0,3,1.0,280.0,170,120,5.0,4.0,4.0,1,2.0,2.0,3.0,5.0,5.0,3,1,3.0,4.0,1.0,2.0,3,1.0,1.0,5.0,2.0
-7977,4.0,1,22,65,104,1,5,1.0,1.0,1.0,3.0,4,4.0,55.0,166,140,4.0,4.0,4.0,4,3.0,4.0,2.0,4.0,4.0,5,2,2.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0
-7978,3.0,1,12,33,62,1,2,1.0,1.0,1.0,3.0,3,1.0,60.0,172,110,4.0,4.0,3.0,1,2.0,2.0,1.0,2.0,4.0,1,2,4.0,3.0,1.0,2.0,3,3.0,1.0,2.0,2.0
-7979,4.0,1,9,23,45,2,2,1.0,1.0,1.0,6.0,3,2.0,140.0,157,108,4.0,5.0,4.0,5,2.0,3.0,2.0,4.0,6.0,1,2,4.0,2.0,3.0,2.0,3,2.0,2.0,4.0,2.0
-7980,3.0,2,9,22,44,2,4,1.0,1.0,1.0,1.0,1,1.0,120.0,147,90,2.0,1.0,1.0,1,3.0,4.0,1.0,4.0,6.0,4,1,5.0,1.0,1.0,2.0,3,3.0,2.0,3.0,2.0
-7981,4.0,2,2,2,9,2,5,8.0,1.0,1.0,3.0,1,1.0,300.0,160,120,2.0,1.0,4.0,1,4.0,4.0,1.0,1.0,5.0,3,2,6.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0
-7982,4.0,1,26,75,115,2,3,8.0,0.0,1.0,3.0,4,1.0,60.0,150,100,5.0,5.0,5.0,1,1.0,5.0,1.0,2.0,5.0,5,2,3.0,3.0,0.0,2.0,3,2.0,2.0,5.0,2.0
-7983,5.0,1,1,1,2,2,4,1.0,1.0,1.0,4.0,4,1.0,103.0,150,120,3.0,3.0,5.0,2,1.0,4.0,1.0,2.0,7.0,5,2,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0
-7984,4.0,1,21,62,98,2,5,8.0,1.0,1.0,7.0,2,1.0,230.0,162,70,4.0,4.0,4.0,2,3.0,3.0,3.0,4.0,5.0,4,2,4.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0
-7985,4.0,1,1,1,1,1,3,1.0,1.0,1.0,9.0,5,4.0,118.0,183,160,4.0,5.0,5.0,2,3.0,3.0,3.0,4.0,5.0,1,3,3.0,3.0,1.0,1.0,3,2.0,3.0,3.0,3.0
-7986,3.0,1,2,4,11,1,2,1.0,1.0,1.0,4.0,5,1.0,110.0,173,128,5.0,5.0,4.0,1,3.0,2.0,2.0,2.0,5.0,1,2,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0
-7987,3.0,2,2,5,12,1,3,1.0,1.0,1.0,3.0,2,1.0,120.0,170,120,2.0,2.0,3.0,1,3.0,3.0,1.0,4.0,4.0,3,2,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0
-7988,4.0,1,1,1,6,1,3,1.0,1.0,1.0,6.0,4,4.0,41.7,172,100,4.0,4.0,4.0,2,3.0,3.0,3.0,3.0,4.0,1,5,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0
-7989,4.0,1,22,65,104,1,5,1.0,1.0,1.0,10.0,4,4.0,75.0,175,106,4.0,5.0,5.0,5,2.0,4.0,4.0,2.0,3.0,5,2,2.0,2.0,2.0,2.0,3,3.0,2.0,3.0,3.0
-7990,4.0,1,27,79,119,1,1,1.0,1.0,1.0,4.0,4,2.0,50.0,170,160,4.0,5.0,4.0,1,5.0,5.0,2.0,3.0,2.0,1,2,1.0,1.0,1.0,2.0,1,3.0,1.0,4.0,2.0
-7991,4.0,2,29,83,126,2,3,1.0,1.0,1.0,4.0,3,1.0,140.0,166,118,4.0,4.0,4.0,1,3.0,3.0,2.0,3.0,6.0,1,2,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0
-7992,5.0,2,4,7,22,2,3,1.0,1.0,1.0,4.0,3,1.0,170.0,155,110,5.0,5.0,5.0,1,2.0,5.0,1.0,4.0,5.0,1,2,3.0,2.0,1.0,1.0,3,3.0,1.0,4.0,2.0
-7993,4.0,1,21,62,98,1,4,8.0,1.0,1.0,6.0,3,4.0,600.0,161,128,4.0,4.0,5.0,2,4.0,5.0,4.0,3.0,7.0,5,2,8.0,4.0,1.0,1.0,3,2.0,2.0,4.0,2.0
-7994,4.0,1,15,39,70,2,2,1.0,1.0,1.0,4.0,1,1.0,300.0,158,130,4.0,3.0,3.0,1,4.0,4.0,2.0,3.0,4.0,3,2,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0
-7995,2.0,2,29,82,124,1,2,1.0,1.0,1.0,4.0,3,1.0,260.0,176,150,5.0,4.0,3.0,1,4.0,4.0,4.0,3.0,5.0,4,2,1.0,3.0,0.0,1.0,3,1.0,2.0,2.0,3.0
-7996,3.0,1,12,32,61,2,5,1.0,1.0,1.0,1.0,3,1.0,320.0,152,90,3.0,3.0,3.0,1,4.0,4.0,1.0,4.0,3.0,4,1,1.0,2.0,1.0,2.0,7,2.0,1.0,5.0,2.0
-7997,4.0,1,16,46,78,2,3,1.0,1.0,1.0,3.0,1,1.0,120.0,148,83,3.0,3.0,3.0,2,3.0,3.0,2.0,4.0,5.0,5,2,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0
-7998,3.0,1,1,1,8,2,2,1.0,1.0,1.0,12.0,5,1.0,137.0,170,121,3.0,4.0,4.0,2,3.0,4.0,4.0,3.0,6.0,1,3,1.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0
-7999,4.0,1,1,1,3,2,1,1.0,1.0,1.0,10.0,4,1.0,58.0,160,120,4.0,5.0,5.0,5,3.0,4.0,2.0,4.0,6.0,1,2,1.0,3.0,1.0,2.0,1,2.0,2.0,3.0,3.0
diff --git a/2、幸福感数据分析/第2组--王瑞恒/Processed.csv b/2、幸福感数据分析/第2组--王瑞恒/Processed.csv
new file mode 100644
index 0000000..c7e43e2
--- /dev/null
+++ b/2、幸福感数据分析/第2组--王瑞恒/Processed.csv
@@ -0,0 +1,8001 @@
+,happiness,survey_type,province,city,county,survey_time,gender,birth,nationality,religion,religion_freq,edu,income,political,floor_area,height_cm,weight_jin,health,health_problem,depression,hukou,socialize,relax,learn,equity,class,work_exper,family_income,family_m,family_status,house,car,marital,status_peer,status_3_before,view,inc_ability,Age,income_cut
+0,4.0,1,12,32,59,2015,1,1959,1.0,1.0,1.0,11.0,20000.0,1.0,45.0,176,155,3.0,2.0,5.0,5,2.0,4.0,3.0,3.0,3.0,1,60000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,3
+1,4.0,2,18,52,85,2015,1,1992,1.0,1.0,1.0,12.0,20000.0,1.0,110.0,170,110,5.0,4.0,3.0,1,2.0,4.0,3.0,3.0,6.0,1,40000.0,3.0,4.0,1.0,2.0,1,1.0,1.0,4.0,2.0,1,3
+2,4.0,2,29,83,126,2015,2,1967,1.0,0.0,3.0,4.0,2000.0,1.0,120.0,160,122,4.0,4.0,5.0,1,3.0,4.0,2.0,4.0,5.0,2,8000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,2
+3,5.0,2,10,28,51,2015,2,1943,1.0,1.0,1.0,3.0,6420.0,1.0,78.0,163,170,4.0,4.0,4.0,1,2.0,4.0,4.0,4.0,5.0,4,12000.0,3.0,3.0,1.0,1.0,7,2.0,1.0,3.0,2.0,4,2
+4,4.0,1,7,18,36,2015,2,1994,1.0,1.0,1.0,12.0,518.0,2.0,70.0,165,110,5.0,5.0,3.0,2,4.0,3.0,4.0,2.0,1.0,6,90956.0,4.0,3.0,1.0,1.0,1,3.0,2.0,3.0,2.0,1,1
+5,5.0,2,18,52,86,2015,1,1946,1.0,1.0,1.0,2.0,5000.0,1.0,300.0,172,140,5.0,5.0,4.0,1,3.0,3.0,2.0,4.0,8.0,4,5000.0,2.0,3.0,1.0,2.0,3,3.0,1.0,4.0,3.0,4,2
+6,4.0,1,10,27,49,2015,1,1963,1.0,1.0,1.0,4.0,46449.0,4.0,89.0,160,120,2.0,2.0,2.0,2,1.0,3.0,1.0,4.0,2.0,1,122490.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,5
+7,4.0,1,11,31,54,2015,1,1959,1.0,0.0,8.0,4.0,34214.0,1.0,130.0,176,140,3.0,5.0,5.0,2,3.0,3.0,3.0,4.0,2.0,5,93436.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+8,4.0,2,28,81,122,2015,1,1952,1.0,1.0,1.0,3.0,1600.0,1.0,36.0,175,95,2.0,2.0,2.0,1,2.0,2.0,1.0,4.0,3.0,2,1600.0,1.0,2.0,1.0,2.0,1,3.0,2.0,3.0,3.0,3,2
+9,4.0,2,24,70,110,2015,1,1985,1.0,1.0,1.0,3.0,60000.0,1.0,80.0,172,140,4.0,5.0,4.0,1,3.0,3.0,2.0,4.0,5.0,5,60000.0,5.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,1,5
+10,4.0,1,6,15,31,2015,2,1988,1.0,1.0,1.0,6.0,24000.0,1.0,200.0,165,100,4.0,4.0,5.0,1,3.0,3.0,1.0,4.0,4.0,5,60000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,4
+11,4.0,2,23,69,109,2015,1,1968,1.0,0.0,3.0,1.0,8000.0,1.0,199.0,173,120,4.0,2.0,2.0,1,4.0,4.0,1.0,2.0,6.0,4,16500.0,3.0,3.0,3.0,2.0,3,3.0,1.0,4.0,2.0,2,2
+12,4.0,1,21,64,100,2015,1,1964,1.0,1.0,3.0,10.0,36000.0,4.0,80.0,171,120,4.0,5.0,4.0,2,2.0,3.0,3.0,3.0,4.0,1,36000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,5.0,2.0,3,4
+13,2.0,1,4,7,14,2015,2,1939,1.0,1.0,1.0,3.0,40000.0,1.0,56.0,156,115,1.0,1.0,1.0,5,1.0,2.0,1.0,3.0,1.0,5,90000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,3.0,2.0,4,5
+14,4.0,2,15,41,72,2015,2,1935,1.0,0.0,4.0,1.0,1000.0,1.0,40.0,136,65,1.0,2.0,2.0,1,3.0,1.0,1.0,5.0,2.0,4,30000.0,4.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,1
+15,4.0,2,29,82,124,2015,1,1983,1.0,1.0,1.0,4.0,45000.0,1.0,120.0,185,185,4.0,5.0,3.0,1,3.0,4.0,1.0,4.0,6.0,1,50000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,1,5
+16,4.0,1,6,16,32,2015,2,1974,1.0,0.0,4.0,4.0,0.0,2.0,63.0,162,120,2.0,3.0,3.0,1,2.0,4.0,2.0,2.0,5.0,5,36000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,1
+17,4.0,2,31,87,131,2015,2,1962,1.0,0.0,8.0,6.0,0.0,1.0,90.0,155,90,2.0,2.0,3.0,1,3.0,4.0,2.0,2.0,1.0,3,20000.0,1.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,1
+18,4.0,1,4,7,16,2015,1,1976,1.0,1.0,1.0,7.0,100000.0,1.0,77.0,170,135,5.0,5.0,5.0,4,3.0,3.0,3.0,4.0,6.0,1,200000.0,5.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,5
+19,5.0,1,4,7,22,2015,1,1965,1.0,1.0,1.0,4.0,100000.0,4.0,91.0,175,160,5.0,5.0,5.0,2,4.0,4.0,4.0,4.0,6.0,1,100000.0,4.0,3.0,2.0,1.0,3,2.0,1.0,3.0,2.0,3,5
+20,4.0,1,27,79,119,2015,1,1951,3.0,1.0,1.0,4.0,25000.0,1.0,71.0,165,130,2.0,2.0,3.0,2,3.0,4.0,1.0,2.0,3.0,5,80000.0,5.0,2.0,1.0,2.0,3,2.0,2.0,5.0,2.0,3,4
+21,5.0,2,9,21,43,2015,2,1948,1.0,1.0,1.0,1.0,2000.0,1.0,100.0,160,120,1.0,2.0,2.0,1,2.0,3.0,1.0,4.0,1.0,4,20000.0,6.0,3.0,1.0,1.0,3,3.0,3.0,4.0,2.0,4,2
+22,4.0,1,21,62,98,2015,2,1980,1.0,1.0,1.0,3.0,5000.0,1.0,220.0,154,90,4.0,4.0,3.0,1,4.0,3.0,1.0,4.0,5.0,4,40000.0,5.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,2
+23,4.0,1,19,57,92,2015,1,1942,1.0,1.0,1.0,6.0,48000.0,1.0,80.0,172,120,3.0,3.0,3.0,4,2.0,4.0,1.0,4.0,7.0,5,48000.0,1.0,3.0,0.0,2.0,3,1.0,1.0,3.0,2.0,4,5
+24,4.0,1,12,32,58,2015,1,1956,1.0,1.0,1.0,6.0,60857.0,1.0,63.0,165,65,4.0,5.0,5.0,2,2.0,4.0,4.0,1.0,4.0,5,90000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+25,4.0,1,26,76,116,2015,2,1970,1.0,1.0,1.0,4.0,20000.0,1.0,80.0,156,100,4.0,4.0,4.0,2,3.0,3.0,3.0,4.0,3.0,1,60000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+26,5.0,1,17,48,80,2015,2,1966,1.0,1.0,1.0,4.0,19200.0,1.0,117.0,161,126,4.0,5.0,3.0,1,3.0,4.0,2.0,4.0,6.0,5,100000.0,1.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+27,4.0,1,31,88,133,2015,2,1963,1.0,1.0,1.0,4.0,10000.0,1.0,79.0,158,140,3.0,3.0,3.0,2,3.0,3.0,1.0,4.0,5.0,5,20000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,3
+28,3.0,1,4,7,19,2015,1,1992,1.0,1.0,1.0,10.0,40000.0,2.0,140.0,183,135,4.0,4.0,3.0,1,4.0,4.0,4.0,2.0,4.0,1,40000.0,1.0,2.0,0.0,2.0,1,2.0,1.0,2.0,2.0,1,5
+29,5.0,2,18,53,87,2015,1,1947,1.0,1.0,1.0,1.0,3000.0,1.0,80.0,168,110,2.0,2.0,3.0,1,4.0,4.0,1.0,4.0,4.0,3,40000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,4,2
+30,4.0,1,4,7,21,2015,1,1979,1.0,1.0,2.0,11.0,80000.0,1.0,57.0,171,146,4.0,4.0,3.0,2,2.0,3.0,3.0,4.0,6.0,1,170000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,3.0,3.0,2,5
+31,4.0,1,27,80,120,2015,2,1965,1.0,1.0,1.0,4.0,20000.0,1.0,90.0,175,100,4.0,4.0,4.0,2,2.0,2.0,2.0,4.0,5.0,1,40000.0,2.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+32,4.0,1,4,7,20,2015,1,1926,1.0,1.0,1.0,12.0,100000.0,1.0,70.0,170,120,2.0,2.0,2.0,2,1.0,5.0,1.0,4.0,10.0,5,150000.0,3.0,4.0,1.0,2.0,3,1.0,2.0,3.0,2.0,5,5
+33,4.0,1,16,46,77,2015,2,1987,1.0,1.0,1.0,4.0,150000.0,1.0,240.0,168,98,5.0,4.0,4.0,1,3.0,3.0,3.0,3.0,5.0,1,150000.0,2.0,2.0,0.0,2.0,3,2.0,1.0,3.0,2.0,1,5
+34,4.0,2,9,21,43,2015,2,1937,1.0,0.0,3.0,1.0,660.0,4.0,40.0,150,80,2.0,3.0,3.0,1,2.0,3.0,1.0,4.0,4.0,4,10000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,1
+35,4.0,1,15,39,70,2015,1,1957,1.0,1.0,1.0,4.0,20000.0,1.0,25.0,172,150,4.0,3.0,3.0,1,3.0,4.0,1.0,4.0,2.0,1,30000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+36,4.0,1,5,8,23,2015,2,1969,1.0,0.0,1.0,6.0,60000.0,1.0,70.0,165,105,5.0,4.0,4.0,2,3.0,3.0,3.0,2.0,6.0,1,80000.0,2.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+37,3.0,1,26,75,115,2015,1,1960,1.0,1.0,1.0,6.0,15600.0,1.0,24.2,173,135,4.0,4.0,4.0,2,3.0,3.0,2.0,2.0,4.0,1,15600.0,1.0,2.0,1.0,2.0,6,3.0,2.0,4.0,2.0,3,3
+38,5.0,1,27,77,117,2015,2,1971,1.0,1.0,1.0,10.0,18364.0,1.0,180.0,160,120,4.0,5.0,5.0,5,4.0,4.0,3.0,4.0,8.0,5,76737.0,4.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,3
+39,4.0,1,28,81,123,2015,2,1960,1.0,1.0,1.0,3.0,15000.0,1.0,180.0,160,105,5.0,4.0,4.0,5,2.0,4.0,4.0,4.0,4.0,1,35000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+40,4.0,2,2,2,9,2015,2,1973,8.0,0.0,3.0,4.0,12000.0,1.0,300.0,169,120,4.0,3.0,3.0,1,3.0,3.0,3.0,4.0,6.0,1,35000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+41,4.0,2,24,70,110,2015,1,1959,1.0,1.0,3.0,4.0,10000.0,1.0,15.0,160,122,3.0,3.0,3.0,1,3.0,3.0,2.0,4.0,4.0,3,10000.0,2.0,2.0,1.0,2.0,7,2.0,3.0,3.0,2.0,3,3
+42,4.0,2,10,28,51,2015,2,1969,1.0,1.0,1.0,4.0,20000.0,1.0,90.0,162,115,3.0,3.0,4.0,1,4.0,5.0,1.0,4.0,4.0,2,30000.0,4.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+43,5.0,1,4,7,21,2015,2,1984,1.0,1.0,1.0,4.0,10000.0,1.0,56.0,159,115,3.0,5.0,5.0,2,1.0,5.0,1.0,1.0,5.0,1,20000.0,4.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,3
+44,5.0,1,29,82,125,2015,2,1997,1.0,1.0,1.0,6.0,0.0,2.0,126.0,160,112,5.0,5.0,5.0,1,4.0,4.0,3.0,1.0,4.0,6,60000.0,4.0,3.0,1.0,1.0,1,2.0,2.0,2.0,2.0,1,1
+45,4.0,1,11,31,54,2015,2,1993,1.0,1.0,1.0,12.0,3000.0,2.0,200.0,167,120,4.0,3.0,3.0,2,3.0,3.0,4.0,3.0,3.0,6,70000.0,4.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,2
+46,4.0,2,17,50,83,2015,1,1993,1.0,1.0,1.0,4.0,55000.0,2.0,200.0,170,125,5.0,5.0,4.0,1,3.0,3.0,4.0,4.0,3.0,1,80000.0,3.0,2.0,1.0,2.0,1,3.0,1.0,2.0,2.0,1,5
+47,4.0,2,5,8,24,2015,2,1955,1.0,1.0,1.0,1.0,5000.0,1.0,65.0,160,125,4.0,4.0,4.0,1,4.0,4.0,2.0,4.0,5.0,2,10000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,2
+48,5.0,1,17,48,80,2015,1,1951,1.0,1.0,1.0,3.0,20000.0,1.0,97.0,175,125,5.0,5.0,5.0,1,2.0,3.0,3.0,4.0,4.0,1,110000.0,5.0,3.0,1.0,2.0,3,1.0,1.0,4.0,2.0,3,3
+49,3.0,1,15,39,70,2015,1,1961,1.0,1.0,1.0,4.0,15000.0,1.0,50.0,170,130,5.0,4.0,4.0,2,2.0,3.0,2.0,1.0,5.0,1,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,3
+50,4.0,1,12,32,56,2015,2,1933,1.0,1.0,1.0,1.0,48000.0,1.0,100.0,155,100,4.0,4.0,5.0,5,4.0,5.0,1.0,4.0,5.0,5,41729.0,2.0,3.0,10.0,2.0,7,3.0,1.0,4.0,2.0,5,5
+51,5.0,1,10,24,46,2015,1,1984,1.0,1.0,3.0,4.0,30000.0,1.0,160.0,186,170,4.0,5.0,4.0,1,1.0,4.0,1.0,5.0,1.0,1,60000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,4
+52,5.0,1,4,7,20,2015,1,1997,1.0,1.0,1.0,6.0,0.0,2.0,60.0,170,120,4.0,4.0,4.0,2,4.0,5.0,5.0,2.0,10.0,6,88202.0,3.0,5.0,0.0,1.0,1,1.0,2.0,3.0,2.0,1,1
+53,4.0,1,5,8,23,2015,1,1985,1.0,1.0,1.0,10.0,80000.0,1.0,90.0,180,150,4.0,5.0,5.0,2,2.0,3.0,3.0,4.0,5.0,1,100000.0,5.0,4.0,1.0,1.0,3,2.0,1.0,3.0,2.0,1,5
+54,4.0,1,31,89,134,2015,2,1944,1.0,1.0,1.0,4.0,12000.0,1.0,34.0,160,140,3.0,4.0,5.0,2,1.0,5.0,1.0,3.0,5.0,5,30000.0,2.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,4,3
+55,4.0,1,5,11,27,2015,1,1950,1.0,0.0,1.0,4.0,30000.0,1.0,40.0,170,160,3.0,5.0,5.0,2,2.0,4.0,2.0,3.0,5.0,5,600000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,1.0,4,4
+56,4.0,1,7,18,38,2015,2,1954,1.0,1.0,1.0,10.0,24000.0,4.0,57.0,160,130,4.0,4.0,4.0,2,1.0,4.0,2.0,3.0,6.0,5,63600.0,2.0,3.0,1.0,2.0,3,1.0,1.0,4.0,3.0,3,4
+57,4.0,1,15,42,73,2015,2,1965,1.0,1.0,1.0,4.0,3600.0,1.0,100.0,158,125,4.0,5.0,5.0,1,5.0,5.0,1.0,2.0,6.0,2,75000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,2
+58,4.0,2,23,69,109,2015,2,1982,1.0,0.0,3.0,3.0,2500.0,1.0,333.0,157,130,2.0,3.0,3.0,1,1.0,4.0,2.0,3.0,3.0,3,5000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,2,2
+59,4.0,2,18,55,89,2015,1,1969,1.0,0.0,4.0,4.0,35000.0,4.0,120.0,175,175,5.0,5.0,5.0,1,4.0,3.0,3.0,2.0,5.0,2,50000.0,5.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+60,4.0,2,2,3,10,2015,1,1996,4.0,0.0,2.0,6.0,5000.0,4.0,300.0,180,120,5.0,5.0,5.0,6,2.0,2.0,2.0,4.0,5.0,1,1000000.0,3.0,4.0,30.0,1.0,1,2.0,2.0,4.0,2.0,1,2
+61,4.0,2,21,64,102,2015,2,1954,1.0,0.0,9.0,3.0,0.0,1.0,234.0,156,130,2.0,3.0,4.0,1,2.0,3.0,1.0,3.0,5.0,4,100000.0,4.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0,3,1
+62,3.0,1,13,36,67,2015,1,1960,1.0,1.0,1.0,8.0,5000.0,1.0,100.0,176,154,4.0,5.0,5.0,5,2.0,3.0,2.0,2.0,5.0,1,10000.0,3.0,2.0,1.0,1.0,3,2.0,2.0,5.0,2.0,3,2
+63,4.0,1,4,7,16,2015,2,1945,4.0,0.0,4.0,6.0,38000.0,1.0,115.0,162,122,2.0,5.0,2.0,2,3.0,4.0,4.0,4.0,4.0,5,90000.0,2.0,3.0,2.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+64,3.0,2,6,13,29,2015,1,1944,1.0,1.0,1.0,1.0,20000.0,1.0,180.0,168,118,3.0,3.0,3.0,1,2.0,3.0,1.0,3.0,4.0,3,20000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,3
+65,4.0,1,1,1,4,2015,2,1922,4.0,0.0,2.0,4.0,39600.0,1.0,79.0,150,85,1.0,1.0,3.0,2,1.0,3.0,1.0,4.0,4.0,5,150000.0,4.0,2.0,1.0,2.0,7,3.0,2.0,3.0,3.0,5,4
+66,1.0,2,31,87,132,2015,2,1943,1.0,1.0,1.0,3.0,10660.0,1.0,80.0,165,100,1.0,5.0,1.0,1,4.0,4.0,1.0,5.0,10.0,3,21320.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,4,3
+67,4.0,1,12,32,57,2015,1,1983,1.0,1.0,1.0,6.0,0.0,1.0,110.0,178,120,3.0,4.0,4.0,5,3.0,3.0,3.0,4.0,4.0,1,0.0,4.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,1,1
+68,4.0,2,9,21,43,2015,2,1962,1.0,1.0,1.0,4.0,20000.0,1.0,200.0,160,110,3.0,2.0,3.0,1,4.0,4.0,1.0,4.0,5.0,2,20000.0,1.0,1.0,1.0,2.0,7,2.0,3.0,5.0,2.0,3,3
+69,4.0,2,29,83,126,2015,2,1996,1.0,0.0,1.0,12.0,0.0,2.0,120.0,158,140,4.0,5.0,4.0,1,3.0,2.0,2.0,4.0,4.0,6,20000.0,4.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,1
+70,4.0,2,18,52,86,2015,2,1968,1.0,1.0,1.0,1.0,0.0,1.0,200.0,158,124,5.0,5.0,5.0,1,2.0,3.0,2.0,2.0,5.0,4,50000.0,3.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+71,5.0,1,4,7,21,2015,1,1954,1.0,1.0,1.0,7.0,50000.0,1.0,64.0,169,130,3.0,4.0,5.0,2,2.0,3.0,1.0,1.0,4.0,5,80000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,3.0,3.0,3,5
+72,5.0,1,1,1,6,2015,2,1947,1.0,1.0,1.0,10.0,44400.0,1.0,60.0,160,98,4.0,4.0,4.0,5,2.0,3.0,2.0,4.0,3.0,5,91200.0,1.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,5
+73,4.0,2,2,2,9,2015,2,1968,8.0,1.0,1.0,4.0,10000.0,1.0,266.0,165,100,4.0,4.0,4.0,1,2.0,3.0,2.0,4.0,6.0,3,85000.0,4.0,3.0,2.0,1.0,3,2.0,1.0,3.0,2.0,2,3
+74,4.0,1,24,70,110,2015,1,1971,1.0,1.0,1.0,12.0,100000.0,1.0,100.0,170,150,5.0,5.0,5.0,4,3.0,4.0,4.0,4.0,6.0,1,250000.0,5.0,4.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+75,3.0,1,6,12,28,2015,1,1968,1.0,1.0,1.0,4.0,22243.0,1.0,105.0,173,125,3.0,4.0,4.0,2,2.0,3.0,2.0,1.0,4.0,5,61051.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,3
+76,5.0,2,19,57,93,2015,1,1968,1.0,1.0,1.0,3.0,200000.0,1.0,96.0,160,130,2.0,2.0,2.0,1,4.0,4.0,5.0,3.0,4.0,1,200000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,2,5
+77,4.0,2,16,44,75,2015,1,1949,1.0,1.0,1.0,4.0,40000.0,2.0,60.0,168,140,4.0,4.0,4.0,4,2.0,3.0,3.0,4.0,4.0,5,40000.0,2.0,3.0,0.0,2.0,3,1.0,1.0,4.0,2.0,4,5
+78,3.0,2,13,35,65,2015,1,1977,6.0,1.0,1.0,4.0,10000.0,1.0,128.0,160,130,4.0,3.0,3.0,1,3.0,4.0,1.0,2.0,3.0,2,20000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,4.0,4.0,2,3
+79,1.0,2,22,67,107,2015,1,1969,1.0,1.0,1.0,3.0,20000.0,1.0,85.0,173,126,3.0,3.0,2.0,1,3.0,3.0,1.0,4.0,4.0,3,20000.0,1.0,1.0,1.0,2.0,7,3.0,1.0,3.0,2.0,2,3
+80,4.0,1,4,7,14,2015,1,1987,1.0,1.0,1.0,8.0,120000.0,1.0,57.0,170,135,4.0,4.0,5.0,1,2.0,4.0,2.0,2.0,6.0,1,120000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,5
+81,4.0,2,6,17,33,2015,2,1947,1.0,1.0,1.0,3.0,2000.0,1.0,120.0,155,120,4.0,4.0,4.0,1,3.0,2.0,1.0,2.0,5.0,3,3000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,2
+82,3.0,1,31,86,129,2015,1,1974,1.0,1.0,1.0,4.0,1400.0,1.0,40.0,166,105,2.0,2.0,3.0,2,2.0,2.0,1.0,4.0,1.0,5,5000.0,3.0,1.0,0.0,2.0,3,3.0,1.0,4.0,3.0,2,2
+83,4.0,1,16,46,77,2015,2,1992,1.0,1.0,1.0,10.0,30000.0,1.0,900.0,162,95,4.0,4.0,4.0,1,4.0,4.0,4.0,4.0,4.0,5,10000.0,4.0,3.0,2.0,2.0,1,2.0,1.0,3.0,2.0,1,4
+84,5.0,2,31,88,133,2015,1,1955,1.0,1.0,1.0,4.0,20000.0,4.0,40.0,164,110,4.0,4.0,3.0,1,2.0,4.0,4.0,3.0,7.0,2,40000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+85,1.0,2,9,21,43,2015,2,1954,1.0,1.0,1.0,6.0,0.0,1.0,200.0,150,90,1.0,2.0,2.0,1,1.0,3.0,1.0,2.0,3.0,3,10000.0,2.0,1.0,1.0,2.0,3,3.0,3.0,3.0,2.0,3,1
+86,4.0,2,15,40,71,2015,1,1952,1.0,1.0,1.0,3.0,25000.0,1.0,200.0,168,125,3.0,5.0,4.0,4,4.0,4.0,1.0,3.0,5.0,5,60000.0,4.0,1.0,2.0,2.0,3,2.0,2.0,2.0,3.0,3,4
+87,2.0,1,19,57,91,2015,1,1960,1.0,1.0,1.0,4.0,20000.0,1.0,38.0,170,115,4.0,5.0,5.0,5,2.0,4.0,2.0,3.0,2.0,5,50000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,5.0,4.0,3,3
+88,4.0,1,9,20,42,2015,1,1954,1.0,1.0,1.0,4.0,30000.0,1.0,208.0,165,130,4.0,5.0,5.0,1,2.0,3.0,2.0,4.0,5.0,1,60000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+89,5.0,2,2,3,10,2015,2,1970,4.0,0.0,4.0,3.0,5000.0,1.0,150.0,150,130,2.0,3.0,5.0,1,2.0,2.0,1.0,4.0,4.0,4,12000.0,3.0,3.0,2.0,2.0,3,3.0,1.0,4.0,2.0,2,2
+90,4.0,2,29,84,127,2015,2,1977,1.0,1.0,1.0,4.0,0.0,1.0,20.0,155,110,3.0,5.0,3.0,1,3.0,1.0,2.0,4.0,5.0,2,15000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,2.0,2.0,2,1
+91,2.0,2,31,87,132,2015,2,1979,1.0,1.0,1.0,4.0,10000.0,1.0,50.0,164,98,1.0,2.0,3.0,1,3.0,1.0,1.0,2.0,3.0,3,10000.0,4.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,3
+92,3.0,2,6,14,30,2015,1,1965,1.0,1.0,1.0,3.0,5000.0,1.0,100.0,168,130,2.0,3.0,3.0,1,2.0,3.0,1.0,4.0,4.0,2,5000.0,2.0,2.0,1.0,2.0,1,2.0,2.0,3.0,2.0,3,2
+93,1.0,1,21,64,102,2015,1,1941,1.0,1.0,1.0,3.0,900.0,1.0,60.0,165,98,2.0,4.0,4.0,1,2.0,4.0,3.0,4.0,5.0,5,800.0,1.0,1.0,1.0,2.0,7,3.0,2.0,2.0,4.0,4,1
+94,4.0,1,7,18,39,2015,1,1970,1.0,1.0,1.0,6.0,50000.0,4.0,67.0,183,160,5.0,5.0,5.0,2,1.0,3.0,2.0,4.0,5.0,1,80000.0,3.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+95,3.0,2,9,20,42,2015,1,1963,1.0,1.0,1.0,3.0,8000.0,1.0,80.0,170,120,3.0,2.0,3.0,1,2.0,2.0,1.0,3.0,2.0,2,8000.0,2.0,1.0,1.0,2.0,1,3.0,2.0,4.0,2.0,3,2
+96,3.0,1,8,19,41,2015,2,1980,4.0,0.0,9.0,3.0,0.0,1.0,200.0,152,117,1.0,2.0,1.0,1,3.0,2.0,1.0,2.0,5.0,1,80000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,1
+97,4.0,1,23,69,109,2015,2,1987,1.0,1.0,1.0,4.0,60000.0,1.0,60.0,163,120,5.0,5.0,4.0,1,5.0,4.0,2.0,4.0,4.0,1,65000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,2.0,3.0,1,5
+98,4.0,2,22,66,105,2015,1,1995,1.0,1.0,1.0,4.0,30000.0,1.0,90.0,172,105,4.0,5.0,5.0,1,2.0,3.0,1.0,2.0,5.0,1,30000.0,6.0,3.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,4
+99,3.0,1,4,7,14,2015,1,1962,1.0,1.0,1.0,6.0,60000.0,1.0,58.0,175,130,4.0,5.0,5.0,2,5.0,4.0,1.0,2.0,1.0,1,80000.0,4.0,1.0,1.0,1.0,3,3.0,2.0,3.0,2.0,3,5
+100,4.0,2,24,72,112,2015,1,1951,1.0,1.0,4.0,3.0,1000.0,1.0,120.0,164,110,3.0,4.0,4.0,1,4.0,4.0,1.0,4.0,3.0,3,26379.0,1.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+101,5.0,2,17,49,82,2015,2,1982,1.0,1.0,1.0,4.0,10000.0,1.0,306.0,156,110,5.0,5.0,5.0,1,4.0,4.0,4.0,4.0,7.0,2,30000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+102,5.0,1,12,32,56,2015,2,1949,1.0,1.0,3.0,3.0,36000.0,1.0,55.0,160,134,4.0,5.0,5.0,5,4.0,5.0,1.0,3.0,5.0,5,150000.0,3.0,3.0,2.0,1.0,7,2.0,1.0,4.0,2.0,4,4
+103,4.0,1,18,54,88,2015,2,1952,1.0,1.0,1.0,3.0,0.0,1.0,200.0,159,120,2.0,2.0,3.0,2,4.0,2.0,2.0,4.0,5.0,6,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,1
+104,4.0,1,22,65,103,2015,2,1975,1.0,1.0,3.0,4.0,3600.0,1.0,75.0,149,110,3.0,5.0,5.0,5,5.0,5.0,1.0,3.0,5.0,5,6000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,4.0,3.0,2,2
+105,4.0,1,12,32,60,2015,2,1978,1.0,1.0,1.0,4.0,15000.0,1.0,64.0,156,108,3.0,4.0,4.0,4,4.0,4.0,2.0,4.0,5.0,3,30000.0,3.0,3.0,2.0,2.0,3,2.0,1.0,3.0,2.0,2,3
+106,3.0,1,26,76,116,2015,1,1995,1.0,1.0,1.0,12.0,0.0,1.0,60.0,168,104,4.0,4.0,3.0,2,3.0,3.0,2.0,3.0,4.0,1,50000.0,1.0,3.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,1
+107,3.0,1,13,36,67,2015,1,1988,6.0,1.0,1.0,12.0,30000.0,1.0,70.0,170,130,4.0,3.0,3.0,2,5.0,3.0,3.0,4.0,2.0,1,90000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,1,4
+108,4.0,1,31,87,132,2015,2,1963,1.0,0.0,6.0,13.0,18000.0,1.0,63.0,165,150,4.0,5.0,3.0,2,2.0,3.0,1.0,4.0,1.0,1,50000.0,2.0,2.0,2.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+109,4.0,2,21,64,101,2015,2,1966,1.0,1.0,1.0,3.0,10000.0,1.0,100.0,165,100,3.0,3.0,4.0,1,4.0,3.0,1.0,4.0,4.0,3,20000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,3
+110,4.0,1,6,17,33,2015,1,1962,1.0,0.0,1.0,6.0,40000.0,1.0,108.0,167,160,3.0,4.0,5.0,2,3.0,2.0,2.0,4.0,5.0,1,60000.0,1.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,5
+111,4.0,2,16,46,78,2015,2,1936,1.0,1.0,3.0,1.0,0.0,1.0,230.0,150,100,5.0,4.0,5.0,1,4.0,4.0,2.0,4.0,3.0,4,1000.0,1.0,1.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,1
+112,3.0,1,26,75,115,2015,1,1975,1.0,1.0,1.0,4.0,15000.0,1.0,50.0,160,100,5.0,5.0,3.0,2,2.0,5.0,1.0,3.0,1.0,1,15000.0,2.0,2.0,1.0,2.0,1,3.0,2.0,3.0,2.0,2,3
+113,4.0,2,22,66,106,2015,1,1978,1.0,1.0,1.0,9.0,80000.0,1.0,450.0,169,144,4.0,5.0,5.0,2,3.0,3.0,4.0,4.0,4.0,1,10000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,5
+114,4.0,1,21,64,101,2015,2,1965,1.0,1.0,1.0,4.0,8000.0,1.0,59.0,158,108,5.0,5.0,5.0,2,4.0,4.0,1.0,3.0,2.0,5,15000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,3.0,3,2
+115,3.0,2,24,72,112,2015,2,1963,1.0,1.0,3.0,1.0,6000.0,1.0,120.0,150,85,3.0,4.0,4.0,1,4.0,4.0,1.0,2.0,4.0,3,18470.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,2
+116,4.0,1,28,81,121,2015,2,1965,1.0,1.0,1.0,4.0,10000.0,1.0,15.0,161,124,2.0,2.0,2.0,4,2.0,2.0,1.0,4.0,5.0,1,25000.0,2.0,2.0,0.0,2.0,3,3.0,2.0,3.0,4.0,3,3
+117,4.0,1,15,40,71,2015,1,1980,1.0,1.0,1.0,4.0,40168.0,1.0,85.0,172,152,5.0,5.0,3.0,1,2.0,3.0,2.0,2.0,2.0,1,100000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,2.0,4.0,2,5
+118,3.0,1,1,1,2,2015,2,1948,1.0,1.0,1.0,6.0,33600.0,1.0,28.0,150,95,4.0,5.0,5.0,2,2.0,5.0,2.0,3.0,3.0,5,33600.0,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,3.0,4,4
+119,3.0,2,29,83,126,2015,1,1973,1.0,1.0,2.0,3.0,3000.0,1.0,200.0,173,140,3.0,4.0,3.0,1,2.0,1.0,1.0,2.0,4.0,3,3000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,2
+120,4.0,2,9,20,42,2015,1,1954,1.0,1.0,1.0,4.0,25000.0,1.0,70.0,162,130,5.0,4.0,4.0,1,4.0,3.0,1.0,4.0,4.0,2,30000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,3,4
+121,4.0,1,15,43,74,2015,1,1971,1.0,1.0,1.0,12.0,50000.0,4.0,140.0,173,180,4.0,4.0,4.0,5,3.0,3.0,3.0,4.0,5.0,1,100000.0,2.0,3.0,2.0,1.0,3,2.0,3.0,4.0,3.0,2,5
+122,4.0,1,1,1,3,2015,2,1987,1.0,1.0,1.0,6.0,30000.0,1.0,35.7,160,170,4.0,4.0,5.0,2,3.0,3.0,2.0,4.0,3.0,1,74400.0,2.0,2.0,1.0,2.0,1,3.0,2.0,3.0,2.0,1,4
+123,5.0,1,26,74,114,2015,1,1988,1.0,1.0,1.0,6.0,50000.0,2.0,200.0,173,130,4.0,4.0,5.0,1,4.0,4.0,4.0,3.0,2.0,1,60000.0,1.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,5
+124,4.0,1,16,46,77,2015,1,1992,1.0,1.0,1.0,12.0,0.0,2.0,120.0,168,120,4.0,4.0,4.0,1,3.0,4.0,4.0,4.0,6.0,6,40000.0,3.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,1
+125,4.0,2,10,24,46,2015,2,1965,1.0,1.0,1.0,4.0,2000.0,1.0,66.0,160,132,4.0,4.0,4.0,1,2.0,3.0,1.0,3.0,6.0,3,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,2
+126,5.0,2,11,30,53,2015,2,1984,1.0,1.0,1.0,5.0,4564.0,1.0,200.0,160,110,4.0,4.0,5.0,1,3.0,3.0,3.0,4.0,4.0,5,32255.0,11.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,2
+127,2.0,2,21,62,98,2015,2,1978,3.0,1.0,1.0,3.0,24000.0,1.0,120.0,170,120,4.0,5.0,5.0,1,3.0,3.0,2.0,2.0,3.0,1,30000.0,3.0,3.0,1.0,2.0,6,3.0,2.0,3.0,2.0,2,4
+128,5.0,1,1,1,8,2015,1,1956,1.0,1.0,3.0,9.0,93600.0,4.0,70.0,176,169,3.0,3.0,4.0,2,3.0,3.0,4.0,4.0,7.0,1,150000.0,2.0,4.0,4.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+129,3.0,2,31,87,131,2015,2,1961,1.0,1.0,1.0,3.0,7000.0,1.0,70.0,160,130,4.0,4.0,4.0,1,4.0,4.0,1.0,1.0,3.0,3,30000.0,5.0,3.0,1.0,2.0,3,3.0,1.0,3.0,3.0,3,2
+130,4.0,1,11,31,54,2015,1,1983,1.0,1.0,1.0,12.0,30000.0,1.0,150.0,178,145,4.0,3.0,4.0,1,2.0,3.0,2.0,3.0,3.0,1,50000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,4
+131,4.0,1,11,29,52,2015,1,1971,1.0,1.0,1.0,4.0,60000.0,1.0,120.0,178,159,2.0,3.0,3.0,1,2.0,3.0,2.0,2.0,4.0,1,110000.0,2.0,3.0,2.0,2.0,3,2.0,2.0,3.0,3.0,2,5
+132,5.0,1,15,40,71,2015,2,1991,1.0,0.0,2.0,12.0,40000.0,4.0,70.0,156,98,4.0,5.0,5.0,2,1.0,5.0,3.0,2.0,5.0,1,100000.0,3.0,2.0,1.0,2.0,1,3.0,1.0,4.0,2.0,1,5
+133,3.0,1,16,46,77,2015,1,1974,1.0,1.0,1.0,6.0,120000.0,2.0,100.0,165,120,4.0,4.0,4.0,1,3.0,3.0,4.0,1.0,6.0,1,150000.0,6.0,2.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,5
+134,4.0,1,12,32,61,2015,2,1977,1.0,1.0,1.0,6.0,30000.0,1.0,300.0,158,120,4.0,3.0,4.0,4,4.0,3.0,2.0,2.0,4.0,1,80000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,4
+135,3.0,2,21,64,100,2015,2,1966,1.0,1.0,1.0,4.0,10000.0,1.0,260.0,163,130,4.0,4.0,3.0,2,2.0,4.0,1.0,4.0,5.0,3,50000.0,4.0,4.0,1.0,2.0,3,2.0,1.0,5.0,2.0,3,3
+136,4.0,2,18,52,85,2015,1,1992,1.0,1.0,1.0,12.0,0.0,2.0,250.0,174,114,2.0,2.0,3.0,1,1.0,4.0,3.0,4.0,5.0,1,10000.0,3.0,2.0,1.0,2.0,1,3.0,2.0,3.0,3.0,1,1
+137,5.0,1,21,61,97,2015,2,1947,1.0,0.0,9.0,3.0,24000.0,1.0,174.0,156,120,5.0,5.0,5.0,2,4.0,4.0,2.0,4.0,7.0,5,24000.0,2.0,4.0,1.0,2.0,7,1.0,1.0,4.0,2.0,4,4
+138,4.0,2,18,54,88,2015,2,1936,1.0,0.0,4.0,1.0,0.0,1.0,200.0,155,80,4.0,3.0,2.0,1,3.0,2.0,1.0,4.0,6.0,4,26686.0,3.0,3.0,1.0,2.0,3,3.0,1.0,5.0,2.0,4,1
+139,3.0,1,27,80,120,2015,1,1957,1.0,1.0,1.0,6.0,40000.0,4.0,94.0,178,140,5.0,4.0,3.0,5,3.0,4.0,1.0,4.0,2.0,1,50000.0,2.0,2.0,0.0,2.0,3,3.0,3.0,4.0,2.0,3,5
+140,4.0,1,22,67,107,2015,2,1996,1.0,1.0,1.0,12.0,0.0,2.0,100.0,160,96,4.0,5.0,3.0,2,3.0,4.0,3.0,3.0,5.0,6,50000.0,3.0,3.0,1.0,1.0,1,2.0,1.0,3.0,2.0,1,1
+141,4.0,2,11,30,53,2015,2,1997,1.0,1.0,1.0,6.0,0.0,2.0,160.0,170,98,5.0,5.0,3.0,1,2.0,3.0,5.0,4.0,2.0,6,10000.0,5.0,3.0,1.0,2.0,1,2.0,2.0,5.0,2.0,1,1
+142,4.0,2,26,74,114,2015,2,1993,1.0,1.0,1.0,11.0,3153.0,1.0,150.0,150,80,5.0,5.0,4.0,1,4.0,2.0,4.0,3.0,5.0,6,30000.0,2.0,2.0,1.0,2.0,1,3.0,1.0,2.0,2.0,1,2
+143,5.0,2,10,24,46,2015,2,1944,4.0,0.0,7.0,3.0,5935.0,1.0,40.0,150,110,2.0,2.0,3.0,1,4.0,4.0,1.0,5.0,3.0,4,10905.0,1.0,2.0,1.0,2.0,7,3.0,3.0,4.0,2.0,4,2
+144,4.0,2,27,77,117,2015,1,1983,1.0,1.0,1.0,4.0,24644.0,1.0,70.0,170,120,3.0,3.0,3.0,1,1.0,3.0,1.0,4.0,3.0,2,37623.0,2.0,2.0,1.0,2.0,1,3.0,3.0,5.0,3.0,1,4
+145,5.0,2,8,19,41,2015,2,1994,4.0,0.0,1.0,4.0,0.0,1.0,30.0,165,110,4.0,5.0,5.0,1,5.0,4.0,3.0,3.0,4.0,3,80000.0,3.0,3.0,2.0,2.0,3,2.0,3.0,4.0,2.0,1,1
+146,4.0,2,6,15,31,2015,1,1948,1.0,1.0,1.0,3.0,20000.0,1.0,400.0,160,140,4.0,4.0,3.0,1,2.0,2.0,1.0,4.0,5.0,3,30000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,3
+147,4.0,2,13,35,65,2015,1,1960,6.0,0.0,2.0,4.0,15000.0,1.0,270.0,167,124,4.0,3.0,4.0,1,4.0,4.0,1.0,4.0,6.0,2,28000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+148,4.0,1,27,80,120,2015,1,1996,1.0,1.0,1.0,10.0,3000.0,1.0,85.0,170,135,4.0,5.0,5.0,2,4.0,5.0,3.0,4.0,7.0,5,80000.0,3.0,3.0,2.0,2.0,1,2.0,3.0,2.0,2.0,1,2
+149,2.0,2,6,17,33,2015,1,1969,1.0,1.0,1.0,1.0,1200.0,1.0,50.0,172,140,1.0,1.0,2.0,1,2.0,4.0,1.0,3.0,3.0,5,1200.0,1.0,2.0,1.0,2.0,1,3.0,3.0,3.0,3.0,2,2
+150,3.0,1,13,37,68,2015,2,1966,1.0,1.0,1.0,6.0,24000.0,1.0,90.0,150,85,4.0,4.0,3.0,5,3.0,2.0,1.0,4.0,3.0,5,24000.0,3.0,3.0,1.0,2.0,7,2.0,1.0,3.0,2.0,3,4
+151,4.0,1,19,57,93,2015,1,1954,1.0,1.0,1.0,4.0,30000.0,4.0,20.0,170,135,4.0,5.0,4.0,5,2.0,4.0,1.0,2.0,5.0,5,70000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,4
+152,4.0,2,10,28,51,2015,2,1990,1.0,1.0,1.0,11.0,0.0,4.0,230.0,163,108,5.0,5.0,4.0,1,2.0,4.0,2.0,4.0,2.0,1,297203.0,3.0,2.0,1.0,2.0,1,2.0,1.0,5.0,3.0,1,1
+153,4.0,2,18,52,86,2015,2,1948,1.0,1.0,1.0,1.0,1000.0,1.0,200.0,158,144,4.0,4.0,4.0,1,1.0,1.0,1.0,3.0,5.0,3,5000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,1
+154,3.0,1,16,45,76,2015,2,1966,1.0,1.0,1.0,4.0,25000.0,1.0,150.0,146,78,3.0,4.0,4.0,1,3.0,1.0,1.0,4.0,5.0,3,30000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,2.0,2.0,3,4
+155,5.0,2,16,47,79,2015,2,1953,1.0,1.0,1.0,3.0,0.0,1.0,120.0,155,115,1.0,1.0,1.0,1,2.0,5.0,1.0,3.0,5.0,4,60000.0,7.0,3.0,1.0,1.0,3,3.0,1.0,3.0,2.0,3,1
+156,5.0,1,17,48,80,2015,1,1953,1.0,1.0,1.0,10.0,15000.0,4.0,117.0,170,130,4.0,5.0,5.0,4,1.0,4.0,2.0,4.0,5.0,5,20000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,3
+157,2.0,1,12,33,62,2015,2,1961,1.0,0.0,6.0,6.0,0.0,1.0,100.0,151,63,2.0,2.0,3.0,1,2.0,4.0,1.0,1.0,5.0,5,77961.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,3,1
+158,3.0,1,24,70,110,2015,1,1973,1.0,1.0,3.0,3.0,50000.0,1.0,10.0,167,120,4.0,3.0,4.0,1,2.0,3.0,1.0,2.0,3.0,1,50000.0,1.0,2.0,1.0,2.0,7,3.0,3.0,3.0,2.0,2,5
+159,3.0,2,31,86,129,2015,1,1962,1.0,1.0,1.0,4.0,11000.0,1.0,70.0,164,120,2.0,1.0,3.0,1,4.0,3.0,2.0,5.0,4.0,4,11000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,3,3
+160,4.0,2,24,71,111,2015,1,1970,1.0,1.0,1.0,4.0,36000.0,1.0,200.0,170,120,4.0,4.0,4.0,1,4.0,1.0,1.0,3.0,6.0,1,75139.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+161,5.0,1,12,32,57,2015,2,1956,1.0,1.0,1.0,6.0,12000.0,1.0,95.0,150,100,3.0,5.0,5.0,1,4.0,4.0,1.0,4.0,5.0,4,300000.0,5.0,2.0,1.0,2.0,3,1.0,2.0,4.0,2.0,3,3
+162,5.0,1,31,87,131,2015,1,1952,1.0,0.0,1.0,4.0,660.0,1.0,90.0,168,156,5.0,5.0,3.0,1,2.0,4.0,1.0,4.0,3.0,4,15000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+163,5.0,2,18,54,88,2015,2,1951,1.0,1.0,1.0,1.0,1000.0,1.0,200.0,165,110,5.0,3.0,2.0,1,1.0,1.0,1.0,5.0,6.0,4,1000.0,7.0,3.0,1.0,2.0,3,2.0,2.0,5.0,1.0,3,1
+164,4.0,1,4,7,16,2015,2,1982,1.0,1.0,1.0,13.0,60000.0,4.0,93.0,162,104,4.0,5.0,5.0,2,2.0,3.0,3.0,3.0,5.0,1,120000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,3.0,3.0,2,5
+165,4.0,1,10,27,50,2015,2,1987,1.0,1.0,1.0,1.0,20946.0,1.0,120.0,160,110,3.0,4.0,4.0,1,4.0,4.0,2.0,4.0,3.0,1,72350.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,1,3
+166,4.0,1,12,32,56,2015,1,1974,1.0,1.0,1.0,6.0,40000.0,1.0,50.0,173,110,4.0,4.0,3.0,2,2.0,3.0,2.0,4.0,4.0,1,30000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,2.0,2.0,2,5
+167,4.0,1,22,66,106,2015,1,1970,1.0,1.0,1.0,1.0,20000.0,1.0,50.0,173,140,4.0,4.0,4.0,1,2.0,2.0,1.0,2.0,3.0,1,20000.0,3.0,3.0,0.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+168,4.0,1,10,25,47,2015,2,1980,1.0,1.0,1.0,6.0,15000.0,1.0,140.0,159,115,4.0,5.0,2.0,2,4.0,5.0,4.0,3.0,4.0,1,75000.0,3.0,3.0,2.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+169,4.0,2,22,66,105,2015,2,1951,1.0,1.0,1.0,3.0,20000.0,1.0,100.0,162,114,2.0,5.0,5.0,1,5.0,4.0,1.0,4.0,5.0,5,20000.0,6.0,3.0,2.0,2.0,3,3.0,2.0,4.0,2.0,3,3
+170,2.0,2,2,4,11,2015,1,1968,1.0,1.0,1.0,3.0,6000.0,1.0,60.0,160,110,2.0,3.0,2.0,1,2.0,2.0,1.0,4.0,3.0,3,5000.0,2.0,2.0,1.0,2.0,7,3.0,2.0,3.0,3.0,2,2
+171,2.0,2,9,23,45,2015,2,1977,1.0,1.0,1.0,1.0,10000.0,1.0,160.0,150,120,4.0,4.0,5.0,1,2.0,3.0,1.0,4.0,4.0,6,10000.0,3.0,3.0,1.0,2.0,2,3.0,2.0,3.0,3.0,2,3
+172,4.0,1,12,33,62,2015,2,1970,1.0,0.0,6.0,3.0,0.0,1.0,120.0,150,120,3.0,3.0,3.0,1,2.0,3.0,1.0,4.0,5.0,1,73882.0,1.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,1
+173,5.0,1,30,85,128,2015,1,1937,1.0,0.0,4.0,4.0,37500.0,4.0,68.9,176,140,4.0,4.0,4.0,2,1.0,3.0,2.0,4.0,5.0,5,72600.0,3.0,3.0,1.0,2.0,3,2.0,2.0,5.0,1.0,4,4
+174,3.0,2,21,64,101,2015,2,1964,1.0,1.0,3.0,1.0,20000.0,1.0,120.0,158,132,2.0,2.0,3.0,1,4.0,4.0,2.0,2.0,4.0,2,40000.0,3.0,3.0,1.0,2.0,3,3.0,1.0,3.0,3.0,3,3
+175,4.0,2,4,7,22,2015,1,1988,1.0,0.0,1.0,3.0,40000.0,1.0,40.0,167,104,3.0,3.0,4.0,1,2.0,3.0,4.0,3.0,1.0,1,40000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,5
+176,3.0,2,18,52,85,2015,1,1963,1.0,1.0,1.0,4.0,8000.0,1.0,300.0,174,130,3.0,3.0,4.0,1,5.0,3.0,1.0,4.0,4.0,2,13000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,3,2
+177,4.0,1,11,29,52,2015,2,1989,1.0,1.0,1.0,13.0,0.0,4.0,24.0,165,110,5.0,4.0,5.0,5,3.0,4.0,4.0,3.0,4.0,6,76754.0,3.0,2.0,0.0,2.0,1,2.0,1.0,3.0,2.0,1,1
+178,4.0,2,21,64,100,2015,1,1950,1.0,1.0,1.0,3.0,20000.0,1.0,134.0,168,120,3.0,3.0,3.0,1,4.0,3.0,1.0,4.0,5.0,3,20000.0,1.0,3.0,1.0,2.0,4,2.0,2.0,4.0,2.0,4,3
+179,5.0,1,30,85,128,2015,1,1991,1.0,1.0,2.0,12.0,800.0,2.0,115.0,180,145,4.0,3.0,4.0,2,3.0,3.0,3.0,4.0,4.0,1,60000.0,4.0,3.0,2.0,1.0,1,3.0,2.0,4.0,3.0,1,1
+180,2.0,2,19,57,92,2015,1,1975,1.0,1.0,1.0,3.0,12500.0,1.0,600.0,170,130,4.0,3.0,3.0,2,4.0,2.0,1.0,2.0,1.0,1,30000.0,4.0,1.0,1.0,2.0,3,3.0,3.0,4.0,2.0,2,3
+181,4.0,2,2,2,9,2015,2,1993,8.0,1.0,1.0,4.0,0.0,1.0,200.0,158,100,3.0,4.0,4.0,1,2.0,4.0,1.0,3.0,6.0,4,37682.0,7.0,4.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,1
+182,2.0,2,8,19,41,2015,1,1985,4.0,0.0,1.0,4.0,500.0,1.0,60.0,170,118,1.0,1.0,3.0,1,3.0,3.0,1.0,4.0,2.0,2,12000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,1,1
+183,4.0,2,31,89,134,2015,2,1963,1.0,1.0,1.0,3.0,0.0,1.0,60.0,158,95,4.0,4.0,5.0,1,2.0,3.0,1.0,4.0,7.0,4,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+184,5.0,2,16,45,76,2015,1,1992,1.0,1.0,1.0,12.0,15000.0,2.0,115.0,174,114,2.0,5.0,3.0,1,2.0,3.0,3.0,4.0,5.0,1,130000.0,4.0,3.0,1.0,2.0,1,2.0,2.0,3.0,4.0,1,3
+185,5.0,2,9,23,45,2015,2,1995,1.0,1.0,1.0,4.0,24000.0,1.0,320.0,163,102,5.0,5.0,5.0,1,2.0,3.0,1.0,2.0,5.0,5,100000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,4
+186,4.0,2,28,81,121,2015,1,1982,1.0,1.0,1.0,6.0,30000.0,1.0,180.0,168,100,4.0,3.0,4.0,1,2.0,3.0,2.0,3.0,4.0,1,60000.0,5.0,2.0,2.0,2.0,3,2.0,1.0,3.0,2.0,2,4
+187,4.0,2,15,43,74,2015,2,1957,1.0,1.0,1.0,1.0,2000.0,1.0,200.0,160,125,4.0,4.0,4.0,1,4.0,2.0,1.0,4.0,5.0,3,100000.0,6.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+188,3.0,1,31,89,134,2015,1,1939,1.0,1.0,1.0,4.0,2000.0,1.0,60.0,165,110,2.0,3.0,2.0,1,2.0,4.0,1.0,4.0,2.0,4,4000.0,2.0,1.0,0.0,2.0,3,3.0,2.0,4.0,3.0,4,2
+189,4.0,1,10,25,47,2015,2,1974,1.0,1.0,1.0,12.0,40000.0,1.0,110.0,158,110,4.0,4.0,4.0,2,2.0,3.0,3.0,4.0,5.0,1,100000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+190,4.0,1,7,18,38,2015,1,1974,1.0,1.0,1.0,12.0,60000.0,4.0,70.0,165,160,4.0,5.0,5.0,2,3.0,4.0,3.0,4.0,6.0,1,80000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,3.0,2,5
+191,4.0,2,16,45,76,2015,1,1963,1.0,1.0,1.0,4.0,80000.0,1.0,100.0,175,65,4.0,4.0,4.0,1,3.0,3.0,2.0,4.0,6.0,3,100000.0,3.0,4.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,5
+192,4.0,2,10,24,46,2015,2,1934,4.0,0.0,2.0,1.0,3000.0,1.0,100.0,150,120,5.0,4.0,4.0,1,3.0,4.0,1.0,5.0,4.0,5,3000.0,1.0,3.0,1.0,2.0,7,3.0,2.0,5.0,2.0,5,2
+193,4.0,1,13,36,67,2015,2,1991,1.0,1.0,1.0,9.0,42201.0,2.0,30.0,165,107,5.0,5.0,5.0,1,4.0,4.0,3.0,4.0,4.0,1,90000.0,3.0,3.0,2.0,2.0,1,1.0,1.0,4.0,1.0,1,5
+194,4.0,2,23,68,108,2015,1,1964,1.0,1.0,1.0,3.0,1000.0,1.0,200.0,167,140,4.0,5.0,4.0,1,4.0,5.0,1.0,4.0,2.0,3,4000.0,3.0,1.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,1
+195,2.0,2,29,84,127,2015,2,1970,1.0,1.0,1.0,3.0,6500.0,1.0,80.0,156,100,4.0,3.0,3.0,1,3.0,4.0,1.0,2.0,6.0,3,14000.0,2.0,4.0,1.0,2.0,3,3.0,1.0,5.0,3.0,2,2
+196,5.0,1,19,57,91,2015,2,1927,1.0,0.0,9.0,3.0,24000.0,1.0,40.0,150,93,3.0,2.0,5.0,5,3.0,4.0,1.0,4.0,5.0,5,24000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,5,4
+197,4.0,1,1,1,6,2015,1,1947,1.0,1.0,1.0,6.0,42000.0,1.0,63.5,158,130,4.0,4.0,5.0,5,2.0,4.0,2.0,4.0,6.0,5,90000.0,1.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,5
+198,5.0,1,19,57,93,2015,1,1987,1.0,1.0,1.0,3.0,20000.0,1.0,140.0,178,120,2.0,3.0,4.0,1,1.0,4.0,4.0,4.0,2.0,1,30000.0,9.0,1.0,0.0,2.0,3,2.0,1.0,4.0,2.0,1,3
+199,4.0,1,27,80,120,2015,1,1962,1.0,1.0,1.0,6.0,5000.0,1.0,45.0,172,150,3.0,3.0,5.0,2,1.0,5.0,1.0,4.0,1.0,5,8000.0,2.0,2.0,0.0,2.0,3,2.0,3.0,3.0,2.0,3,2
+200,3.0,2,31,88,133,2015,2,1958,1.0,1.0,1.0,4.0,3000.0,1.0,60.0,154,108,2.0,3.0,3.0,1,2.0,2.0,1.0,3.0,2.0,5,20000.0,4.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,2
+201,4.0,1,1,1,5,2015,1,1972,1.0,1.0,1.0,10.0,50000.0,1.0,80.0,172,120,3.0,5.0,4.0,2,3.0,3.0,3.0,3.0,6.0,1,80000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,5
+202,4.0,2,9,20,42,2015,2,1989,1.0,1.0,1.0,4.0,60000.0,1.0,140.0,165,100,5.0,3.0,3.0,1,3.0,3.0,3.0,4.0,6.0,1,95000.0,2.0,3.0,1.0,2.0,3,3.0,3.0,4.0,2.0,1,5
+203,2.0,1,31,87,130,2015,2,1958,1.0,1.0,1.0,3.0,0.0,1.0,30.0,156,110,1.0,1.0,3.0,1,2.0,4.0,1.0,3.0,1.0,4,26550.0,3.0,1.0,0.0,2.0,3,3.0,3.0,4.0,3.0,3,1
+204,3.0,2,13,37,68,2015,1,1953,1.0,1.0,1.0,4.0,500.0,1.0,240.0,160,150,3.0,2.0,2.0,1,2.0,4.0,1.0,2.0,5.0,2,25000.0,5.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,1
+205,4.0,1,1,1,8,2015,1,1954,1.0,1.0,1.0,4.0,48000.0,4.0,12.0,180,163,4.0,5.0,5.0,2,2.0,3.0,3.0,4.0,5.0,5,84000.0,2.0,3.0,0.0,2.0,3,3.0,2.0,3.0,3.0,3,5
+206,5.0,2,8,19,41,2015,2,1958,4.0,0.0,8.0,1.0,20000.0,1.0,68.0,156,120,4.0,5.0,5.0,1,2.0,3.0,2.0,5.0,3.0,4,20000.0,2.0,3.0,0.0,2.0,3,2.0,1.0,3.0,2.0,3,3
+207,2.0,1,13,37,68,2015,2,1978,1.0,1.0,1.0,3.0,0.0,1.0,109.0,153,122,2.0,3.0,3.0,1,3.0,3.0,5.0,2.0,3.0,5,60719.0,3.0,2.0,1.0,2.0,3,3.0,3.0,3.0,2.0,2,1
+208,4.0,2,5,9,25,2015,2,1963,1.0,1.0,1.0,3.0,10000.0,1.0,70.0,160,130,3.0,5.0,5.0,1,2.0,2.0,1.0,4.0,5.0,3,30000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+209,4.0,1,9,23,45,2015,1,1942,1.0,1.0,1.0,3.0,1700.0,1.0,124.0,168,130,4.0,5.0,4.0,2,3.0,4.0,1.0,4.0,2.0,5,50000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,4,2
+210,4.0,1,5,8,24,2015,2,1957,1.0,0.0,1.0,6.0,20000.0,1.0,40.0,163,120,2.0,3.0,3.0,2,3.0,4.0,4.0,4.0,1.0,5,40000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,2.0,2.0,3,3
+211,4.0,1,6,15,31,2015,1,1969,1.0,1.0,1.0,6.0,120000.0,1.0,120.0,160,120,3.0,3.0,3.0,1,2.0,2.0,2.0,4.0,3.0,3,120000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+212,4.0,1,31,86,129,2015,2,1968,1.0,1.0,1.0,3.0,30000.0,1.0,55.0,152,110,4.0,5.0,5.0,1,2.0,1.0,1.0,4.0,3.0,1,50000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,4
+213,3.0,1,13,37,68,2015,1,1985,1.0,1.0,1.0,3.0,59755.0,1.0,110.0,171,120,5.0,5.0,3.0,1,2.0,4.0,1.0,3.0,3.0,1,131266.0,2.0,2.0,1.0,1.0,1,3.0,2.0,3.0,3.0,1,5
+214,4.0,2,26,74,114,2015,2,1958,1.0,1.0,1.0,3.0,3802.0,1.0,160.0,155,90,4.0,5.0,5.0,1,4.0,3.0,1.0,1.0,3.0,3,5000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,2
+215,5.0,1,24,71,111,2015,1,1977,1.0,0.0,3.0,12.0,60000.0,1.0,100.0,165,100,5.0,5.0,3.0,2,2.0,3.0,1.0,4.0,3.0,1,200000.0,1.0,4.0,3.0,2.0,3,3.0,2.0,5.0,2.0,2,5
+216,3.0,2,18,52,85,2015,2,1990,1.0,1.0,1.0,3.0,5000.0,1.0,100.0,145,80,4.0,4.0,4.0,1,3.0,4.0,1.0,2.0,4.0,2,20000.0,5.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,1,2
+217,5.0,1,6,16,32,2015,1,1973,1.0,1.0,1.0,4.0,25000.0,1.0,90.0,168,130,4.0,4.0,4.0,4,2.0,2.0,2.0,4.0,4.0,1,60000.0,4.0,3.0,1.0,2.0,3,2.0,3.0,4.0,3.0,2,4
+218,3.0,1,1,1,5,2015,2,1975,1.0,1.0,1.0,6.0,25000.0,1.0,27.0,156,115,4.0,4.0,4.0,2,3.0,3.0,3.0,1.0,6.0,1,60000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,2,4
+219,4.0,1,7,18,39,2015,2,1966,1.0,1.0,1.0,4.0,14000.0,1.0,70.0,165,150,4.0,5.0,5.0,4,2.0,2.0,1.0,2.0,5.0,1,54800.0,2.0,2.0,2.0,2.0,3,2.0,2.0,4.0,3.0,3,3
+220,5.0,1,21,61,97,2015,1,1954,1.0,1.0,1.0,6.0,20000.0,1.0,200.0,170,158,2.0,4.0,5.0,5,3.0,3.0,3.0,4.0,5.0,1,100000.0,2.0,4.0,3.0,1.0,3,2.0,2.0,4.0,1.0,3,3
+221,4.0,2,10,28,51,2015,1,1957,1.0,1.0,1.0,6.0,20000.0,1.0,110.0,180,158,4.0,5.0,4.0,1,3.0,3.0,3.0,4.0,5.0,3,60000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,3
+222,4.0,2,9,21,43,2015,2,1971,1.0,1.0,1.0,1.0,13906.0,1.0,100.0,155,106,2.0,3.0,2.0,1,3.0,2.0,1.0,2.0,5.0,5,10000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,3
+223,4.0,2,2,5,12,2015,1,1991,8.0,1.0,1.0,4.0,4000.0,1.0,120.0,170,120,4.0,4.0,4.0,1,4.0,4.0,1.0,4.0,3.0,3,4000.0,1.0,2.0,1.0,2.0,1,3.0,2.0,4.0,2.0,1,2
+224,4.0,1,26,75,115,2015,1,1955,1.0,1.0,1.0,3.0,24000.0,1.0,80.0,170,110,4.0,3.0,3.0,1,3.0,3.0,3.0,2.0,5.0,5,72000.0,2.0,3.0,2.0,2.0,3,2.0,1.0,2.0,2.0,3,4
+225,4.0,1,31,86,129,2015,2,1948,1.0,1.0,1.0,4.0,12000.0,1.0,60.0,155,140,4.0,5.0,4.0,2,1.0,5.0,1.0,4.0,5.0,5,50522.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,3
+226,4.0,2,2,5,12,2015,2,1953,1.0,0.0,4.0,1.0,4883.0,1.0,120.0,160,90,4.0,4.0,5.0,1,3.0,4.0,1.0,4.0,3.0,3,21611.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+227,4.0,1,21,63,99,2015,2,1953,1.0,1.0,1.0,3.0,17000.0,1.0,67.0,167,130,2.0,2.0,3.0,4,2.0,2.0,2.0,4.0,3.0,1,57000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+228,4.0,2,29,82,124,2015,1,1960,1.0,1.0,1.0,4.0,10000.0,1.0,40.0,161,100,2.0,2.0,3.0,1,2.0,3.0,1.0,4.0,2.0,3,20000.0,5.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,3,3
+229,4.0,1,1,1,4,2015,1,1960,1.0,1.0,1.0,10.0,120000.0,1.0,107.0,178,190,3.0,5.0,5.0,2,4.0,4.0,4.0,4.0,7.0,1,150000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+230,4.0,1,11,31,54,2015,1,1993,1.0,1.0,1.0,12.0,2000.0,2.0,230.0,182,145,5.0,4.0,3.0,1,2.0,3.0,4.0,4.0,3.0,6,40000.0,4.0,3.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,2
+231,4.0,1,12,32,58,2015,2,1979,1.0,1.0,1.0,7.0,90000.0,1.0,56.0,157,108,4.0,5.0,5.0,5,3.0,5.0,2.0,4.0,6.0,1,130000.0,4.0,3.0,2.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+232,5.0,1,1,1,4,2015,1,1949,1.0,1.0,1.0,4.0,37200.0,1.0,52.7,174,144,5.0,5.0,5.0,2,3.0,3.0,1.0,4.0,5.0,5,66000.0,2.0,3.0,0.0,2.0,3,2.0,2.0,3.0,3.0,4,4
+233,5.0,2,8,19,41,2015,1,1964,4.0,0.0,1.0,4.0,10000.0,1.0,130.0,175,190,2.0,3.0,5.0,1,2.0,4.0,3.0,4.0,1.0,3,12000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,2.0,3,3
+234,3.0,2,29,84,127,2015,2,1987,1.0,1.0,1.0,4.0,20000.0,1.0,25.0,163,114,5.0,5.0,4.0,1,2.0,2.0,3.0,4.0,2.0,1,40000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,1,3
+235,4.0,2,10,28,51,2015,1,1958,1.0,1.0,1.0,4.0,20000.0,4.0,50.0,179,170,4.0,5.0,4.0,1,3.0,3.0,4.0,2.0,3.0,3,40000.0,2.0,2.0,2.0,2.0,3,2.0,2.0,3.0,3.0,3,3
+236,5.0,1,31,88,133,2015,1,1997,1.0,1.0,1.0,6.0,0.0,2.0,63.0,183,155,5.0,5.0,3.0,2,3.0,3.0,3.0,2.0,3.0,6,44400.0,3.0,2.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,1
+237,5.0,1,10,24,46,2015,2,1996,1.0,1.0,1.0,7.0,10000.0,1.0,100.0,160,110,4.0,5.0,5.0,1,4.0,4.0,4.0,1.0,6.0,1,10000.0,2.0,3.0,0.0,2.0,1,2.0,2.0,4.0,2.0,1,3
+238,2.0,2,10,24,46,2015,1,1956,1.0,1.0,1.0,4.0,8000.0,4.0,150.0,173,140,3.0,2.0,2.0,5,2.0,4.0,3.0,4.0,2.0,2,8000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,2
+239,4.0,1,28,81,123,2015,2,1982,1.0,1.0,1.0,4.0,24000.0,1.0,130.0,160,110,4.0,5.0,5.0,4,1.0,4.0,1.0,4.0,5.0,1,160251.0,3.0,3.0,0.0,2.0,3,2.0,1.0,4.0,2.0,2,4
+240,4.0,2,18,52,85,2015,1,1973,1.0,1.0,1.0,4.0,10000.0,1.0,200.0,173,140,5.0,5.0,4.0,1,3.0,3.0,1.0,4.0,3.0,2,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+241,4.0,1,22,65,104,2015,2,1938,1.0,1.0,1.0,2.0,1900.0,1.0,60.0,155,148,3.0,3.0,5.0,2,2.0,4.0,1.0,2.0,5.0,5,1900.0,1.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,2
+242,4.0,1,15,39,70,2015,1,1990,1.0,1.0,1.0,10.0,60000.0,2.0,200.0,172,125,4.0,4.0,4.0,1,4.0,3.0,3.0,4.0,5.0,1,180000.0,4.0,3.0,1.0,1.0,1,2.0,2.0,3.0,2.0,1,5
+243,4.0,2,19,56,90,2015,1,1970,1.0,1.0,1.0,4.0,20000.0,1.0,80.0,166,140,3.0,5.0,5.0,1,3.0,3.0,2.0,4.0,4.0,1,40000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,5.0,3.0,2,3
+244,3.0,2,28,81,122,2015,1,1976,1.0,1.0,2.0,3.0,10000.0,1.0,240.0,162,140,3.0,3.0,4.0,1,3.0,2.0,1.0,2.0,5.0,3,23000.0,4.0,3.0,2.0,2.0,3,2.0,1.0,3.0,3.0,2,3
+245,3.0,1,12,32,58,2015,1,1964,1.0,1.0,4.0,6.0,87721.0,1.0,50.0,173,79,3.0,4.0,4.0,5,2.0,3.0,1.0,2.0,3.0,1,60000.0,3.0,2.0,0.0,2.0,3,2.0,1.0,3.0,4.0,3,5
+246,5.0,1,1,1,4,2015,2,1952,1.0,1.0,1.0,10.0,69600.0,4.0,68.3,165,110,3.0,3.0,5.0,2,3.0,1.0,1.0,3.0,5.0,5,40800.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+247,4.0,1,24,70,110,2015,2,1938,1.0,0.0,1.0,3.0,6000.0,1.0,53.0,158,100,2.0,5.0,5.0,2,5.0,5.0,1.0,3.0,2.0,6,6000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,4.0,3.0,4,2
+248,4.0,2,26,74,114,2015,1,1972,1.0,1.0,3.0,1.0,4000.0,1.0,80.0,150,87,5.0,4.0,5.0,1,1.0,2.0,1.0,2.0,2.0,4,4000.0,2.0,2.0,1.0,2.0,6,3.0,2.0,3.0,2.0,2,2
+249,5.0,1,11,30,53,2015,2,1988,1.0,1.0,1.0,10.0,24000.0,2.0,100.0,164,120,4.0,4.0,4.0,2,3.0,3.0,5.0,4.0,5.0,1,70000.0,4.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,4
+250,4.0,1,10,26,48,2015,2,1954,1.0,1.0,1.0,6.0,2000.0,1.0,67.0,155,120,5.0,4.0,4.0,2,5.0,5.0,3.0,4.0,6.0,1,15000.0,2.0,3.0,1.0,2.0,4,3.0,1.0,4.0,2.0,3,2
+251,4.0,1,30,85,128,2015,1,1981,1.0,1.0,1.0,4.0,25000.0,1.0,97.0,172,160,3.0,5.0,5.0,2,2.0,2.0,2.0,1.0,7.0,1,25000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,5.0,2.0,2,4
+252,4.0,2,18,54,88,2015,1,1935,1.0,1.0,1.0,3.0,700.0,1.0,75.0,165,100,4.0,4.0,5.0,1,2.0,3.0,2.0,4.0,5.0,3,1000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,1
+253,5.0,2,8,19,41,2015,1,1975,4.0,0.0,4.0,3.0,20000.0,1.0,154.0,175,130,5.0,5.0,4.0,4,4.0,2.0,1.0,5.0,10.0,2,40000.0,5.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+254,4.0,1,15,39,70,2015,1,1951,1.0,1.0,1.0,4.0,38000.0,1.0,54.0,172,160,3.0,4.0,4.0,5,3.0,2.0,2.0,4.0,5.0,5,78000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+255,4.0,1,1,1,8,2015,2,1954,1.0,0.0,4.0,4.0,36000.0,1.0,98.0,157,117,4.0,4.0,4.0,2,3.0,4.0,3.0,3.0,6.0,1,80000.0,2.0,3.0,2.0,2.0,3,2.0,3.0,3.0,2.0,3,4
+256,4.0,2,29,82,124,2015,1,1956,1.0,1.0,1.0,1.0,7000.0,1.0,70.0,178,145,3.0,3.0,4.0,1,3.0,2.0,1.0,3.0,3.0,3,14000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,2
+257,3.0,1,16,46,78,2015,2,1980,1.0,1.0,1.0,4.0,11000.0,1.0,17.0,156,120,3.0,3.0,3.0,1,2.0,3.0,3.0,4.0,3.0,1,80000.0,1.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,3
+258,4.0,1,12,32,55,2015,1,1994,1.0,0.0,8.0,12.0,24000.0,4.0,80.0,176,160,4.0,5.0,5.0,8,3.0,4.0,4.0,4.0,2.0,1,240000.0,1.0,3.0,0.0,2.0,1,2.0,1.0,4.0,2.0,1,4
+259,4.0,2,22,66,106,2015,2,1954,1.0,1.0,1.0,1.0,10000.0,1.0,300.0,150,120,4.0,4.0,4.0,1,4.0,2.0,1.0,4.0,5.0,3,20000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,3
+260,4.0,2,29,82,124,2015,1,1991,1.0,1.0,1.0,9.0,10000.0,2.0,120.0,177,120,4.0,5.0,5.0,1,3.0,3.0,4.0,3.0,4.0,2,30000.0,3.0,2.0,1.0,2.0,1,3.0,2.0,4.0,2.0,1,3
+261,4.0,1,10,26,48,2015,1,1970,1.0,1.0,1.0,13.0,60000.0,4.0,70.0,175,150,4.0,4.0,4.0,2,3.0,3.0,4.0,4.0,5.0,1,100000.0,3.0,4.0,2.0,1.0,3,1.0,3.0,4.0,3.0,2,5
+262,4.0,1,22,67,107,2015,2,1996,1.0,1.0,3.0,12.0,0.0,2.0,130.0,168,110,4.0,4.0,3.0,2,2.0,3.0,3.0,2.0,6.0,6,200000.0,3.0,4.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,1
+263,3.0,1,12,32,58,2015,1,1973,1.0,1.0,1.0,3.0,0.0,1.0,57.0,160,115,3.0,1.0,1.0,5,3.0,4.0,1.0,2.0,1.0,5,30000.0,6.0,2.0,1.0,1.0,3,3.0,2.0,4.0,2.0,2,1
+264,3.0,1,30,85,128,2015,2,1956,5.0,0.0,1.0,3.0,0.0,1.0,60.0,165,130,4.0,4.0,3.0,2,3.0,4.0,2.0,2.0,3.0,4,50000.0,5.0,2.0,2.0,1.0,3,3.0,2.0,1.0,2.0,3,1
+265,2.0,2,28,81,121,2015,2,1949,1.0,1.0,1.0,1.0,10000.0,1.0,300.0,155,80,2.0,3.0,3.0,1,2.0,2.0,1.0,4.0,2.0,3,20000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,3
+266,5.0,1,27,77,117,2015,2,1975,1.0,1.0,1.0,4.0,40000.0,1.0,62.0,159,102,4.0,5.0,5.0,1,2.0,5.0,2.0,4.0,5.0,1,600000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,2,5
+267,4.0,1,13,35,65,2015,1,1955,6.0,1.0,1.0,3.0,10000.0,1.0,200.0,168,115,4.0,4.0,4.0,1,3.0,4.0,1.0,4.0,4.0,1,15000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,3
+268,4.0,1,4,7,18,2015,1,1939,1.0,1.0,1.0,4.0,42000.0,1.0,40.0,164,114,3.0,3.0,4.0,4,2.0,5.0,5.0,2.0,4.0,5,42000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,5
+269,4.0,1,16,47,79,2015,2,1986,1.0,1.0,1.0,4.0,0.0,1.0,97.0,157,105,4.0,4.0,4.0,1,4.0,4.0,1.0,2.0,4.0,6,30000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,1
+270,4.0,1,27,79,119,2015,2,1943,1.0,1.0,1.0,3.0,6060.0,1.0,56.0,158,120,5.0,5.0,5.0,2,1.0,4.0,1.0,4.0,1.0,4,6060.0,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,2.0,4,2
+271,3.0,1,6,14,30,2015,1,1972,1.0,1.0,1.0,3.0,5000.0,1.0,200.0,165,120,4.0,4.0,3.0,1,4.0,3.0,1.0,3.0,5.0,4,10000.0,4.0,3.0,2.0,2.0,3,2.0,1.0,5.0,3.0,2,2
+272,5.0,1,11,29,52,2015,1,1966,1.0,1.0,1.0,6.0,10000.0,1.0,105.0,174,135,2.0,5.0,4.0,5,2.0,3.0,3.0,3.0,5.0,1,20000.0,3.0,3.0,0.0,1.0,3,2.0,1.0,4.0,2.0,3,3
+273,5.0,1,4,7,20,2015,2,1981,2.0,1.0,1.0,7.0,0.0,1.0,60.0,164,90,4.0,5.0,5.0,2,2.0,3.0,4.0,4.0,4.0,5,80000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,1
+274,4.0,2,10,25,47,2015,2,1992,1.0,1.0,1.0,11.0,0.0,2.0,200.0,165,96,3.0,4.0,4.0,1,3.0,3.0,3.0,2.0,5.0,6,70000.0,3.0,2.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,1
+275,5.0,2,5,10,26,2015,2,1997,1.0,1.0,1.0,4.0,10000.0,1.0,60.0,163,104,5.0,4.0,4.0,1,2.0,2.0,2.0,4.0,4.0,5,30000.0,3.0,2.0,1.0,2.0,1,3.0,2.0,3.0,2.0,1,3
+276,4.0,1,19,57,91,2015,2,1986,1.0,1.0,1.0,10.0,50000.0,1.0,50.0,163,98,4.0,4.0,3.0,5,3.0,4.0,4.0,3.0,5.0,1,50000.0,1.0,3.0,0.0,2.0,1,2.0,2.0,4.0,3.0,1,5
+277,5.0,1,16,44,75,2015,2,1993,1.0,1.0,1.0,12.0,5000.0,2.0,100.0,165,106,4.0,5.0,5.0,5,1.0,4.0,3.0,1.0,7.0,1,5000.0,1.0,3.0,0.0,2.0,1,2.0,1.0,4.0,4.0,1,2
+278,4.0,2,9,22,44,2015,2,1962,1.0,1.0,1.0,1.0,1500.0,1.0,220.0,167,193,3.0,3.0,3.0,1,2.0,3.0,2.0,2.0,3.0,3,10000.0,2.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+279,4.0,1,18,51,84,2015,2,1939,1.0,1.0,1.0,2.0,30000.0,1.0,90.0,158,108,4.0,4.0,4.0,2,4.0,4.0,1.0,4.0,5.0,5,30000.0,2.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0,4,4
+280,4.0,1,7,18,39,2015,2,1959,1.0,1.0,1.0,6.0,31200.0,1.0,70.0,155,100,5.0,5.0,5.0,2,2.0,3.0,1.0,4.0,6.0,5,31200.0,2.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,3,4
+281,4.0,1,12,32,60,2015,1,1993,1.0,1.0,1.0,12.0,0.0,2.0,180.0,174,112,4.0,4.0,4.0,4,3.0,2.0,4.0,3.0,5.0,6,100000.0,3.0,3.0,2.0,1.0,1,2.0,2.0,4.0,2.0,1,1
+282,2.0,2,13,36,66,2015,2,1970,8.0,0.0,1.0,1.0,3000.0,1.0,180.0,150,80,3.0,4.0,4.0,1,1.0,4.0,1.0,4.0,3.0,2,13000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,2
+283,5.0,1,4,7,21,2015,1,1941,1.0,1.0,1.0,7.0,43000.0,1.0,36.0,165,145,4.0,5.0,5.0,2,3.0,5.0,4.0,4.0,6.0,5,63575.0,4.0,3.0,3.0,1.0,7,2.0,1.0,5.0,1.0,4,5
+284,4.0,1,21,64,101,2015,1,1970,1.0,1.0,1.0,4.0,20000.0,1.0,120.0,168,164,3.0,4.0,3.0,4,4.0,4.0,2.0,2.0,4.0,5,20000.0,3.0,2.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,3
+285,4.0,1,1,1,8,2015,1,1960,1.0,1.0,2.0,6.0,26400.0,1.0,27.0,175,145,4.0,4.0,4.0,2,3.0,3.0,3.0,4.0,5.0,1,70000.0,2.0,3.0,2.0,2.0,3,3.0,2.0,3.0,3.0,3,4
+286,4.0,1,26,76,116,2015,1,1970,1.0,1.0,1.0,5.0,100000.0,1.0,90.0,170,150,4.0,4.0,4.0,1,2.0,2.0,2.0,4.0,5.0,1,150000.0,1.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,2,5
+287,5.0,2,16,45,76,2015,2,1960,1.0,1.0,1.0,1.0,3000.0,1.0,100.0,155,90,5.0,4.0,4.0,1,5.0,3.0,1.0,4.0,1.0,4,6000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,2
+288,4.0,2,22,66,106,2015,2,1976,1.0,1.0,1.0,3.0,30000.0,1.0,200.0,165,140,4.0,4.0,4.0,1,4.0,3.0,2.0,2.0,4.0,1,50000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+289,4.0,1,16,46,78,2015,2,1943,1.0,1.0,4.0,3.0,0.0,1.0,150.0,165,84,4.0,4.0,4.0,1,4.0,3.0,2.0,4.0,6.0,4,90000.0,5.0,3.0,1.0,2.0,7,2.0,2.0,4.0,3.0,4,1
+290,4.0,1,19,57,93,2015,2,1951,1.0,0.0,8.0,4.0,36000.0,1.0,77.0,167,160,3.0,3.0,3.0,5,4.0,5.0,4.0,2.0,6.0,5,96000.0,2.0,3.0,0.0,2.0,3,2.0,2.0,4.0,3.0,3,4
+291,4.0,2,10,27,50,2015,1,1987,1.0,1.0,1.0,6.0,50000.0,1.0,150.0,177,200,4.0,4.0,4.0,1,5.0,3.0,2.0,1.0,8.0,1,80000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,5
+292,3.0,1,16,46,77,2015,1,1969,1.0,1.0,1.0,3.0,60000.0,1.0,90.0,165,110,5.0,4.0,4.0,1,3.0,2.0,2.0,3.0,3.0,3,100000.0,4.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+293,4.0,2,22,66,106,2015,2,1995,1.0,1.0,1.0,9.0,20000.0,2.0,240.0,160,100,3.0,5.0,4.0,1,2.0,4.0,2.0,3.0,6.0,5,100000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,3
+294,4.0,1,6,12,28,2015,1,1933,1.0,1.0,1.0,1.0,30000.0,1.0,143.0,169,120,4.0,5.0,5.0,2,4.0,3.0,1.0,4.0,7.0,5,60000.0,2.0,4.0,0.0,2.0,3,1.0,2.0,4.0,2.0,5,4
+295,4.0,2,13,36,66,2015,2,1964,6.0,1.0,1.0,4.0,2000.0,1.0,200.0,150,90,2.0,3.0,5.0,1,3.0,4.0,1.0,4.0,6.0,3,10000.0,3.0,4.0,1.0,2.0,3,2.0,1.0,5.0,2.0,3,2
+296,4.0,1,29,82,125,2015,1,1982,1.0,1.0,1.0,3.0,30000.0,1.0,30.0,165,130,5.0,5.0,4.0,1,2.0,2.0,2.0,2.0,5.0,1,30000.0,4.0,2.0,0.0,2.0,3,3.0,2.0,5.0,2.0,2,4
+297,4.0,2,2,5,12,2015,1,1969,8.0,1.0,1.0,1.0,1000.0,1.0,30.0,150,84,2.0,3.0,3.0,1,3.0,2.0,1.0,4.0,2.0,3,5000.0,2.0,1.0,1.0,2.0,7,3.0,1.0,4.0,3.0,2,1
+298,4.0,1,27,80,120,2015,2,1950,1.0,1.0,1.0,1.0,0.0,1.0,98.4,153,90,3.0,4.0,3.0,1,1.0,3.0,1.0,4.0,3.0,4,53495.0,3.0,2.0,1.0,1.0,7,2.0,1.0,4.0,2.0,4,1
+299,4.0,1,12,32,59,2015,1,1954,1.0,0.0,1.0,6.0,20000.0,1.0,13.0,175,170,4.0,5.0,4.0,5,2.0,1.0,1.0,2.0,4.0,5,80000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,3
+300,3.0,1,6,13,29,2015,2,1948,1.0,1.0,1.0,4.0,10000.0,1.0,120.0,150,90,4.0,3.0,3.0,1,3.0,3.0,3.0,4.0,4.0,1,25000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,3
+301,3.0,1,12,32,59,2015,2,1983,1.0,0.0,1.0,4.0,30000.0,1.0,50.0,158,100,4.0,4.0,4.0,1,2.0,3.0,2.0,2.0,3.0,1,60000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,4
+302,4.0,1,19,57,93,2015,1,1972,1.0,1.0,1.0,6.0,30000.0,1.0,80.0,170,124,3.0,4.0,5.0,4,4.0,2.0,4.0,4.0,5.0,1,50000.0,3.0,2.0,3.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+303,5.0,1,16,45,76,2015,2,1996,1.0,1.0,1.0,6.0,20000.0,2.0,100.0,162,110,5.0,5.0,5.0,2,3.0,3.0,2.0,4.0,5.0,1,50000.0,4.0,3.0,1.0,1.0,2,2.0,2.0,4.0,2.0,1,3
+304,5.0,1,16,46,77,2015,2,1987,1.0,1.0,1.0,3.0,50000.0,1.0,120.0,165,110,2.0,3.0,4.0,1,4.0,4.0,4.0,1.0,5.0,1,50000.0,7.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,1,5
+305,5.0,2,17,48,81,2015,1,1956,1.0,1.0,1.0,4.0,40000.0,1.0,240.0,165,130,5.0,5.0,5.0,1,2.0,1.0,1.0,3.0,4.0,1,40000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+306,4.0,1,5,8,24,2015,1,1995,1.0,1.0,1.0,12.0,0.0,2.0,70.0,173,110,5.0,5.0,5.0,4,4.0,4.0,4.0,4.0,4.0,6,100000.0,3.0,3.0,1.0,2.0,1,2.0,2.0,5.0,2.0,1,1
+307,5.0,1,4,7,21,2015,2,1977,1.0,1.0,3.0,12.0,80000.0,1.0,60.0,165,110,2.0,3.0,2.0,2,2.0,3.0,4.0,4.0,6.0,1,300000.0,3.0,4.0,1.0,1.0,4,1.0,1.0,3.0,2.0,2,5
+308,5.0,2,10,24,46,2015,2,1953,4.0,0.0,7.0,1.0,24000.0,1.0,150.0,160,150,4.0,4.0,5.0,2,3.0,4.0,1.0,4.0,5.0,5,50000.0,2.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,4
+309,4.0,2,9,21,43,2015,2,1976,1.0,1.0,1.0,4.0,0.0,1.0,170.0,157,120,3.0,4.0,4.0,1,5.0,4.0,1.0,4.0,6.0,4,20000.0,3.0,3.0,1.0,2.0,3,2.0,3.0,4.0,2.0,2,1
+310,3.0,2,6,14,30,2015,2,1944,1.0,1.0,1.0,2.0,5286.0,1.0,120.0,150,100,2.0,3.0,3.0,1,3.0,2.0,1.0,3.0,5.0,4,17660.0,1.0,2.0,1.0,2.0,3,2.0,1.0,5.0,2.0,4,2
+311,4.0,1,27,80,120,2015,2,1975,1.0,1.0,1.0,6.0,0.0,1.0,90.0,164,115,4.0,5.0,5.0,2,4.0,4.0,2.0,4.0,5.0,5,50000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,1
+312,4.0,2,5,8,24,2015,1,1950,1.0,1.0,1.0,4.0,10241.0,1.0,75.0,172,120,3.0,3.0,4.0,1,2.0,2.0,1.0,3.0,3.0,3,23024.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,3
+313,4.0,2,19,57,92,2015,2,1963,1.0,0.0,5.0,4.0,30000.0,1.0,110.0,152,110,3.0,3.0,5.0,1,4.0,4.0,2.0,2.0,5.0,1,140000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,3,4
+314,5.0,2,24,72,112,2015,1,1963,1.0,0.0,4.0,6.0,50000.0,1.0,90.0,175,150,2.0,3.0,3.0,1,3.0,2.0,1.0,2.0,5.0,1,100000.0,2.0,4.0,2.0,2.0,3,2.0,1.0,3.0,3.0,3,5
+315,3.0,1,1,1,5,2015,2,1981,1.0,0.0,7.0,11.0,100000.0,1.0,60.0,160,125,3.0,4.0,4.0,2,4.0,4.0,3.0,3.0,5.0,1,100000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,3.0,3.0,2,5
+316,4.0,2,18,55,89,2015,1,1976,1.0,0.0,8.0,4.0,30000.0,1.0,200.0,173,130,3.0,3.0,4.0,1,4.0,5.0,1.0,4.0,4.0,3,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,4
+317,4.0,2,18,54,88,2015,2,1967,1.0,1.0,1.0,3.0,0.0,1.0,160.0,165,150,2.0,2.0,2.0,1,4.0,3.0,1.0,4.0,5.0,2,52000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,1
+318,4.0,2,31,89,134,2015,2,1969,1.0,1.0,1.0,3.0,10000.0,1.0,66.0,160,120,4.0,5.0,4.0,1,1.0,4.0,1.0,4.0,2.0,4,10000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+319,4.0,1,15,41,72,2015,1,1985,1.0,1.0,1.0,5.0,40000.0,4.0,107.0,180,160,5.0,5.0,4.0,1,4.0,4.0,3.0,1.0,6.0,1,100000.0,3.0,4.0,2.0,2.0,3,2.0,1.0,4.0,2.0,1,5
+320,4.0,1,12,32,60,2015,1,1945,1.0,1.0,1.0,3.0,20000.0,1.0,64.0,166,115,3.0,5.0,5.0,4,1.0,3.0,1.0,5.0,2.0,1,30000.0,6.0,3.0,1.0,2.0,3,2.0,3.0,3.0,2.0,4,3
+321,4.0,2,29,83,126,2015,2,1964,1.0,0.0,1.0,3.0,0.0,1.0,80.0,160,108,4.0,4.0,4.0,1,4.0,4.0,2.0,3.0,5.0,4,90000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0,3,1
+322,4.0,1,9,20,42,2015,1,1980,1.0,1.0,1.0,10.0,50000.0,1.0,50.0,169,115,4.0,4.0,4.0,1,2.0,3.0,3.0,4.0,3.0,1,50000.0,3.0,3.0,0.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+323,5.0,2,15,43,74,2015,1,1966,1.0,1.0,1.0,3.0,50000.0,1.0,260.0,170,150,4.0,4.0,4.0,1,4.0,3.0,3.0,4.0,5.0,3,70000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+324,2.0,1,27,80,120,2015,2,1972,1.0,1.0,1.0,11.0,48000.0,4.0,100.0,154,96,4.0,4.0,2.0,2,2.0,4.0,3.0,2.0,4.0,1,84000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,5
+325,3.0,2,15,42,73,2015,2,1963,1.0,1.0,1.0,4.0,15000.0,1.0,100.0,165,100,5.0,5.0,4.0,1,3.0,3.0,1.0,3.0,5.0,1,60000.0,1.0,3.0,1.0,2.0,3,3.0,1.0,3.0,2.0,3,3
+326,4.0,1,10,26,48,2015,1,1950,1.0,1.0,3.0,4.0,36000.0,1.0,87.0,167,130,4.0,4.0,4.0,2,3.0,4.0,2.0,4.0,7.0,5,60000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+327,4.0,2,26,76,116,2015,2,1966,1.0,1.0,1.0,3.0,9000.0,1.0,170.0,155,120,4.0,5.0,5.0,1,4.0,3.0,1.0,4.0,5.0,3,10000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+328,3.0,2,9,22,44,2015,2,1992,1.0,1.0,1.0,4.0,6997.0,1.0,300.0,158,126,5.0,5.0,5.0,1,3.0,3.0,1.0,3.0,1.0,5,20000.0,4.0,2.0,1.0,2.0,3,3.0,3.0,3.0,3.0,1,2
+329,5.0,1,17,48,80,2015,2,1978,1.0,1.0,1.0,12.0,24000.0,4.0,78.8,152,101,5.0,5.0,5.0,2,3.0,3.0,3.0,3.0,5.0,1,40000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,5.0,2.0,2,4
+330,4.0,2,27,77,117,2015,1,1985,1.0,1.0,1.0,4.0,10000.0,1.0,150.0,167,102,5.0,5.0,5.0,1,2.0,5.0,2.0,3.0,4.0,1,20000.0,3.0,2.0,1.0,2.0,1,3.0,1.0,3.0,2.0,1,3
+331,1.0,2,8,19,41,2015,2,1962,4.0,0.0,8.0,1.0,1000.0,1.0,59.0,162,116,2.0,2.0,3.0,1,1.0,4.0,1.0,1.0,5.0,3,4000.0,4.0,1.0,1.0,2.0,3,2.0,1.0,3.0,3.0,3,1
+332,4.0,1,6,16,32,2015,1,1992,1.0,1.0,1.0,12.0,7605.0,4.0,60.0,174,120,4.0,5.0,5.0,1,3.0,3.0,4.0,4.0,3.0,6,30000.0,4.0,2.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,2
+333,5.0,2,5,9,25,2015,2,1987,1.0,1.0,1.0,3.0,30000.0,1.0,80.0,160,130,5.0,5.0,5.0,1,2.0,1.0,1.0,4.0,5.0,4,30000.0,5.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,1,4
+334,4.0,1,5,11,27,2015,1,1949,1.0,0.0,1.0,4.0,24000.0,4.0,60.0,170,120,3.0,5.0,5.0,2,2.0,3.0,2.0,3.0,5.0,5,40000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,3.0,3.0,4,4
+335,4.0,2,15,42,73,2015,1,1945,1.0,1.0,1.0,1.0,15000.0,1.0,200.0,168,130,4.0,4.0,4.0,1,1.0,1.0,1.0,3.0,5.0,4,0.0,2.0,1.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,3
+336,5.0,1,5,11,27,2015,2,1955,1.0,1.0,1.0,6.0,30000.0,1.0,130.0,170,140,4.0,4.0,4.0,2,3.0,2.0,2.0,4.0,6.0,5,500000.0,3.0,3.0,2.0,2.0,2,2.0,2.0,3.0,2.0,3,4
+337,5.0,2,17,49,82,2015,2,1956,1.0,1.0,1.0,4.0,3000.0,1.0,100.0,160,140,3.0,3.0,4.0,1,2.0,3.0,1.0,3.0,5.0,4,20000.0,5.0,3.0,3.0,1.0,3,2.0,1.0,3.0,2.0,3,2
+338,4.0,1,10,27,49,2015,1,1950,1.0,1.0,1.0,3.0,30000.0,1.0,55.0,170,150,2.0,2.0,4.0,2,3.0,4.0,1.0,4.0,5.0,5,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+339,4.0,2,29,83,126,2015,1,1989,1.0,1.0,1.0,6.0,0.0,2.0,100.0,170,130,5.0,4.0,3.0,1,1.0,3.0,2.0,3.0,5.0,5,2200.0,5.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,1
+340,4.0,1,19,56,90,2015,2,1944,1.0,1.0,1.0,1.0,5940.0,1.0,150.0,165,120,2.0,3.0,4.0,1,2.0,4.0,1.0,4.0,5.0,4,41940.0,2.0,3.0,0.0,2.0,3,3.0,2.0,3.0,3.0,4,2
+341,4.0,1,7,18,36,2015,1,1967,1.0,1.0,1.0,6.0,60000.0,1.0,69.0,173,153,4.0,5.0,4.0,2,2.0,2.0,1.0,4.0,3.0,1,80000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+342,4.0,1,15,43,74,2015,2,1990,1.0,1.0,1.0,12.0,0.0,1.0,69.0,170,130,4.0,4.0,4.0,1,4.0,4.0,3.0,4.0,7.0,5,150000.0,3.0,4.0,1.0,1.0,3,2.0,2.0,3.0,2.0,1,1
+343,4.0,2,15,41,72,2015,2,1978,1.0,1.0,1.0,6.0,20000.0,1.0,500.0,166,124,5.0,5.0,5.0,1,3.0,3.0,1.0,2.0,4.0,1,30000.0,2.0,3.0,2.0,2.0,3,2.0,1.0,3.0,3.0,2,3
+344,4.0,1,5,11,27,2015,1,1935,1.0,1.0,1.0,12.0,38000.0,1.0,72.1,170,100,4.0,4.0,3.0,2,3.0,4.0,2.0,4.0,5.0,5,38000.0,1.0,2.0,1.0,2.0,6,3.0,2.0,3.0,4.0,4,4
+345,5.0,1,12,34,63,2015,1,1981,1.0,1.0,1.0,13.0,300000.0,1.0,75.0,170,130,5.0,5.0,3.0,2,3.0,3.0,4.0,2.0,6.0,1,400000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+346,5.0,2,19,57,93,2015,1,1968,1.0,1.0,1.0,4.0,40661.0,1.0,110.0,167,106,4.0,4.0,5.0,1,3.0,5.0,1.0,4.0,5.0,1,70000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,2,5
+347,4.0,2,2,5,12,2015,1,1996,8.0,1.0,1.0,6.0,0.0,2.0,130.0,170,108,4.0,4.0,4.0,1,2.0,3.0,1.0,4.0,2.0,6,8000.0,4.0,2.0,1.0,2.0,1,3.0,2.0,3.0,2.0,1,1
+348,2.0,2,9,22,44,2015,1,1982,1.0,1.0,1.0,4.0,10000.0,1.0,200.0,170,120,4.0,4.0,4.0,1,2.0,4.0,1.0,2.0,2.0,5,20000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,3
+349,4.0,2,6,14,30,2015,1,1974,1.0,1.0,1.0,4.0,14000.0,1.0,120.0,169,170,2.0,3.0,3.0,1,2.0,2.0,1.0,3.0,3.0,2,15000.0,2.0,2.0,1.0,2.0,1,2.0,2.0,3.0,2.0,2,3
+350,4.0,1,18,55,89,2015,1,1972,1.0,1.0,1.0,6.0,25000.0,1.0,93.0,172,130,4.0,4.0,4.0,2,2.0,4.0,2.0,4.0,5.0,1,50000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,4
+351,5.0,1,11,30,53,2015,2,1984,1.0,1.0,1.0,11.0,27000.0,2.0,95.0,160,105,4.0,4.0,3.0,1,3.0,4.0,3.0,2.0,5.0,1,81470.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,1,4
+352,4.0,1,1,1,4,2015,2,1988,1.0,1.0,1.0,10.0,84000.0,2.0,68.7,171,140,4.0,5.0,5.0,2,2.0,5.0,5.0,4.0,5.0,1,168000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,5
+353,3.0,1,21,61,97,2015,2,1961,1.0,1.0,1.0,3.0,6500.0,1.0,320.0,153,115,4.0,5.0,3.0,4,4.0,4.0,1.0,1.0,4.0,4,13000.0,5.0,1.0,2.0,2.0,3,3.0,2.0,3.0,2.0,3,2
+354,4.0,1,12,32,58,2015,2,1987,1.0,1.0,1.0,12.0,70000.0,1.0,100.0,157,130,4.0,5.0,5.0,4,3.0,4.0,2.0,2.0,6.0,1,250000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,1,5
+355,4.0,2,10,27,50,2015,1,1952,1.0,1.0,1.0,6.0,0.0,1.0,130.0,170,140,4.0,4.0,4.0,1,2.0,3.0,1.0,4.0,5.0,5,50000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+356,2.0,2,31,89,134,2015,1,1952,1.0,1.0,1.0,3.0,20000.0,1.0,40.0,175,150,2.0,2.0,3.0,1,1.0,3.0,2.0,3.0,5.0,3,20000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,5.0,2.0,3,3
+357,3.0,2,30,85,128,2015,2,1988,1.0,1.0,1.0,4.0,0.0,1.0,310.0,158,110,4.0,5.0,5.0,1,3.0,4.0,2.0,2.0,2.0,1,20000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,5.0,2.0,1,1
+358,4.0,1,27,78,118,2015,1,1977,1.0,1.0,1.0,4.0,40000.0,1.0,50.0,173,150,5.0,5.0,4.0,2,2.0,3.0,1.0,4.0,6.0,1,40000.0,3.0,3.0,1.0,2.0,3,2.0,3.0,4.0,2.0,2,5
+359,3.0,2,2,2,9,2015,1,1964,8.0,0.0,4.0,4.0,20000.0,1.0,300.0,167,120,2.0,3.0,3.0,1,3.0,3.0,1.0,4.0,2.0,3,50000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,3
+360,2.0,2,2,4,11,2015,2,1964,1.0,1.0,2.0,1.0,0.0,1.0,90.0,160,130,2.0,3.0,3.0,1,1.0,1.0,1.0,2.0,2.0,3,10000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,1
+361,4.0,2,18,53,87,2015,1,1955,1.0,1.0,1.0,4.0,35000.0,1.0,80.0,146,110,4.0,4.0,5.0,1,2.0,4.0,2.0,4.0,5.0,3,55000.0,1.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0,3,4
+362,3.0,1,22,66,106,2015,1,1976,1.0,1.0,1.0,7.0,50306.0,1.0,100.0,164,100,4.0,4.0,4.0,1,2.0,2.0,2.0,4.0,5.0,1,90089.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+363,4.0,1,16,46,78,2015,1,1992,1.0,1.0,1.0,11.0,50000.0,4.0,120.0,168,120,5.0,5.0,5.0,1,3.0,3.0,3.0,3.0,5.0,1,50000.0,1.0,3.0,1.0,2.0,1,2.0,1.0,3.0,3.0,1,5
+364,4.0,1,26,75,115,2015,2,1986,1.0,1.0,1.0,7.0,40000.0,2.0,74.0,150,90,5.0,4.0,4.0,2,4.0,4.0,3.0,3.0,3.0,1,40000.0,2.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,5
+365,5.0,2,5,9,25,2015,2,1949,1.0,1.0,1.0,3.0,2000.0,1.0,70.0,160,104,3.0,4.0,5.0,1,4.0,2.0,1.0,4.0,4.0,3,6000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,4,2
+366,5.0,2,8,19,41,2015,2,1958,4.0,0.0,4.0,1.0,10000.0,1.0,148.0,160,120,3.0,5.0,5.0,1,1.0,4.0,1.0,3.0,4.0,4,40000.0,3.0,3.0,1.0,2.0,7,2.0,1.0,3.0,1.0,3,3
+367,4.0,2,5,10,26,2015,2,1968,1.0,1.0,1.0,3.0,30000.0,1.0,84.0,155,110,5.0,5.0,5.0,1,4.0,4.0,1.0,4.0,1.0,3,30000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,4
+368,3.0,1,22,66,105,2015,1,1990,1.0,1.0,1.0,6.0,30000.0,1.0,80.0,173,132,4.0,5.0,4.0,1,3.0,4.0,1.0,1.0,2.0,1,52628.0,1.0,4.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,4
+369,4.0,2,16,44,75,2015,1,1980,1.0,1.0,1.0,10.0,60000.0,1.0,500.0,173,110,4.0,5.0,5.0,1,3.0,4.0,4.0,4.0,5.0,1,200000.0,6.0,4.0,1.0,1.0,3,1.0,1.0,3.0,2.0,2,5
+370,5.0,1,28,81,121,2015,1,1951,1.0,1.0,1.0,2.0,30000.0,1.0,120.0,160,120,3.0,4.0,4.0,1,2.0,2.0,1.0,4.0,4.0,1,60000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+371,3.0,1,22,67,107,2015,1,1977,8.0,1.0,3.0,7.0,40000.0,1.0,110.0,175,120,4.0,5.0,4.0,2,1.0,3.0,3.0,4.0,4.0,1,150000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+372,4.0,2,9,23,45,2015,2,1970,1.0,1.0,3.0,1.0,13000.0,1.0,120.0,160,138,3.0,4.0,4.0,1,2.0,3.0,1.0,4.0,5.0,3,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,2,3
+373,3.0,2,29,82,124,2015,1,1948,1.0,1.0,1.0,3.0,10000.0,1.0,170.0,170,120,3.0,3.0,3.0,1,2.0,3.0,1.0,3.0,4.0,3,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,3
+374,4.0,2,15,43,74,2015,1,1964,1.0,1.0,1.0,4.0,30000.0,1.0,200.0,172,140,4.0,4.0,4.0,1,2.0,3.0,2.0,2.0,5.0,1,60000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+375,5.0,1,4,7,20,2015,2,1949,1.0,1.0,1.0,10.0,50000.0,4.0,69.7,156,134,3.0,4.0,5.0,2,2.0,5.0,2.0,4.0,5.0,5,120000.0,3.0,3.0,2.0,1.0,3,1.0,1.0,5.0,2.0,4,5
+376,2.0,2,13,37,68,2015,1,1949,1.0,0.0,3.0,3.0,2600.0,1.0,120.0,168,120,3.0,2.0,2.0,1,2.0,3.0,1.0,2.0,3.0,3,12000.0,3.0,1.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,2
+377,1.0,1,4,7,14,2015,2,1956,1.0,1.0,1.0,3.0,16800.0,1.0,45.0,170,150,3.0,3.0,2.0,2,2.0,2.0,2.0,2.0,1.0,1,60000.0,3.0,1.0,0.0,2.0,3,3.0,2.0,3.0,3.0,3,3
+378,4.0,2,26,74,114,2015,2,1988,1.0,1.0,1.0,4.0,0.0,1.0,100.0,150,100,4.0,4.0,4.0,1,4.0,3.0,3.0,3.0,5.0,3,5000.0,6.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,1,1
+379,4.0,1,4,7,20,2015,2,1978,1.0,1.0,1.0,12.0,99000.0,1.0,54.0,165,120,4.0,3.0,3.0,4,3.0,3.0,3.0,3.0,4.0,1,200000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+380,5.0,2,9,21,43,2015,1,1967,1.0,1.0,1.0,4.0,10000.0,1.0,240.0,167,100,3.0,5.0,4.0,1,4.0,4.0,1.0,3.0,5.0,2,80000.0,3.0,4.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,3
+381,4.0,1,1,1,8,2015,2,1956,1.0,1.0,1.0,6.0,36000.0,1.0,34.0,160,115,4.0,4.0,4.0,2,1.0,1.0,1.0,4.0,5.0,5,15600.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+382,4.0,1,6,15,31,2015,1,1954,1.0,1.0,1.0,4.0,12000.0,1.0,120.0,160,144,3.0,3.0,3.0,2,2.0,2.0,1.0,4.0,4.0,5,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,3
+383,4.0,2,23,69,109,2015,2,1992,1.0,1.0,1.0,4.0,28000.0,1.0,90.0,156,90,4.0,3.0,4.0,1,2.0,4.0,1.0,3.0,2.0,2,26649.0,5.0,3.0,1.0,2.0,3,3.0,3.0,4.0,2.0,1,4
+384,4.0,1,24,72,112,2015,2,1997,1.0,1.0,1.0,6.0,3868.0,2.0,130.0,167,88,5.0,3.0,3.0,1,4.0,4.0,5.0,2.0,6.0,6,120000.0,3.0,3.0,2.0,2.0,1,3.0,3.0,4.0,2.0,1,2
+385,2.0,2,13,37,68,2015,2,1964,1.0,1.0,1.0,3.0,6000.0,1.0,120.0,168,140,2.0,2.0,3.0,1,2.0,4.0,1.0,2.0,5.0,1,6000.0,7.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,3,2
+386,5.0,2,4,7,22,2015,1,1988,1.0,1.0,1.0,7.0,80000.0,1.0,108.0,172,120,3.0,5.0,5.0,1,3.0,2.0,2.0,4.0,4.0,1,100000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,1,5
+387,5.0,1,12,32,58,2015,1,1964,1.0,1.0,1.0,4.0,93101.0,1.0,60.0,180,160,4.0,5.0,5.0,5,3.0,4.0,2.0,2.0,5.0,1,88715.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,3,5
+388,4.0,1,31,87,130,2015,1,1954,1.0,1.0,1.0,6.0,19000.0,1.0,58.0,166,150,4.0,5.0,5.0,2,3.0,4.0,2.0,4.0,4.0,5,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+389,3.0,1,31,88,133,2015,2,1970,1.0,1.0,1.0,7.0,8000.0,1.0,40.0,165,120,3.0,3.0,3.0,2,3.0,4.0,3.0,2.0,1.0,1,30000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,2
+390,3.0,1,21,61,97,2015,1,1988,1.0,1.0,1.0,9.0,30000.0,1.0,300.0,180,110,3.0,5.0,3.0,4,4.0,4.0,3.0,3.0,5.0,1,10000.0,6.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,4
+391,3.0,1,12,33,62,2015,1,1955,1.0,1.0,1.0,4.0,12969.0,1.0,108.0,159,110,2.0,3.0,3.0,1,3.0,4.0,1.0,2.0,3.0,4,37231.0,5.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,3,3
+392,2.0,1,5,8,24,2015,1,1965,1.0,1.0,1.0,3.0,20000.0,1.0,40.0,180,160,2.0,3.0,3.0,1,3.0,3.0,2.0,4.0,3.0,5,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,3
+393,4.0,1,29,82,125,2015,2,1989,1.0,1.0,1.0,10.0,20000.0,1.0,96.0,162,110,5.0,4.0,4.0,4,3.0,2.0,2.0,3.0,4.0,1,60000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,3
+394,4.0,2,29,84,127,2015,2,1958,1.0,1.0,1.0,1.0,1000.0,1.0,150.0,160,90,3.0,2.0,3.0,1,2.0,4.0,1.0,2.0,3.0,2,2000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,1
+395,3.0,2,2,4,11,2015,2,1954,1.0,1.0,1.0,1.0,2000.0,1.0,90.0,155,100,2.0,2.0,2.0,1,1.0,3.0,1.0,3.0,2.0,3,10000.0,2.0,1.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,2
+396,2.0,2,29,84,127,2015,2,1993,1.0,1.0,1.0,6.0,0.0,1.0,130.0,165,100,4.0,4.0,3.0,1,2.0,4.0,2.0,2.0,5.0,1,10000.0,2.0,2.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,1
+397,4.0,1,6,16,32,2015,2,1957,1.0,1.0,1.0,4.0,18000.0,1.0,63.0,162,120,4.0,4.0,4.0,4,3.0,3.0,1.0,4.0,4.0,5,50000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,3
+398,3.0,1,1,1,2,2015,1,1967,1.0,1.0,1.0,7.0,100000.0,1.0,140.0,173,140,4.0,4.0,5.0,2,2.0,3.0,2.0,3.0,5.0,1,100000.0,1.0,3.0,1.0,1.0,1,2.0,2.0,3.0,2.0,2,5
+399,3.0,1,21,62,98,2015,1,1990,1.0,1.0,1.0,4.0,0.0,1.0,360.0,170,145,3.0,4.0,2.0,1,2.0,4.0,1.0,2.0,2.0,6,70639.0,1.0,2.0,1.0,2.0,1,2.0,3.0,2.0,2.0,1,1
+400,4.0,2,5,9,25,2015,2,1923,1.0,1.0,1.0,1.0,0.0,1.0,100.0,160,100,4.0,4.0,4.0,1,2.0,5.0,1.0,5.0,8.0,4,40000.0,4.0,3.0,1.0,2.0,7,1.0,1.0,4.0,2.0,5,1
+401,5.0,1,17,50,83,2015,1,1987,1.0,1.0,1.0,4.0,0.0,1.0,100.0,170,109,5.0,4.0,4.0,2,3.0,4.0,2.0,4.0,5.0,5,65797.0,3.0,3.0,2.0,2.0,1,2.0,1.0,3.0,2.0,1,1
+402,3.0,2,9,20,42,2015,1,1935,1.0,1.0,1.0,1.0,1000.0,1.0,90.0,177,135,2.0,2.0,3.0,1,2.0,3.0,1.0,4.0,4.0,4,3000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,1
+403,4.0,1,27,80,120,2015,2,1965,1.0,1.0,1.0,4.0,12000.0,1.0,30.0,160,130,3.0,3.0,4.0,4,1.0,3.0,2.0,4.0,1.0,5,12000.0,1.0,1.0,1.0,2.0,1,3.0,1.0,3.0,2.0,3,3
+404,3.0,1,24,71,111,2015,2,1951,1.0,0.0,5.0,3.0,21600.0,1.0,270.0,150,110,4.0,4.0,3.0,2,4.0,4.0,2.0,4.0,5.0,5,92143.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,3,3
+405,4.0,1,12,32,57,2015,1,1979,1.0,1.0,1.0,12.0,130000.0,4.0,113.0,180,160,4.0,5.0,5.0,4,3.0,4.0,3.0,3.0,6.0,1,260000.0,5.0,4.0,1.0,1.0,3,2.0,2.0,4.0,3.0,2,5
+406,4.0,1,22,66,105,2015,2,1933,1.0,1.0,1.0,3.0,20000.0,1.0,220.0,156,120,2.0,3.0,4.0,5,4.0,4.0,1.0,4.0,5.0,5,50000.0,5.0,3.0,1.0,2.0,7,2.0,1.0,3.0,2.0,5,3
+407,4.0,2,17,49,82,2015,1,1960,1.0,1.0,1.0,4.0,15000.0,1.0,120.0,170,130,4.0,5.0,5.0,1,3.0,3.0,3.0,4.0,3.0,3,15000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,3
+408,4.0,1,1,1,1,2015,2,1957,1.0,1.0,1.0,4.0,18000.0,1.0,127.0,160,100,2.0,2.0,4.0,1,3.0,3.0,3.0,3.0,5.0,4,36000.0,3.0,2.0,2.0,1.0,3,2.0,1.0,3.0,3.0,3,3
+409,5.0,2,18,51,84,2015,2,1950,1.0,1.0,1.0,3.0,3000.0,1.0,150.0,158,120,5.0,4.0,4.0,1,2.0,4.0,2.0,4.0,5.0,4,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,2
+410,4.0,2,9,22,44,2015,2,1948,1.0,1.0,1.0,1.0,1500.0,1.0,60.0,160,145,4.0,4.0,4.0,1,4.0,3.0,1.0,4.0,5.0,3,14000.0,3.0,2.0,0.0,2.0,3,2.0,1.0,4.0,2.0,4,2
+411,3.0,1,1,1,3,2015,1,1973,1.0,1.0,1.0,11.0,200000.0,1.0,49.8,178,140,4.0,4.0,3.0,2,2.0,3.0,4.0,2.0,7.0,1,200000.0,2.0,4.0,1.0,1.0,6,2.0,2.0,4.0,3.0,2,5
+412,4.0,1,17,48,80,2015,2,1977,1.0,1.0,1.0,7.0,0.0,1.0,95.0,170,135,4.0,5.0,4.0,4,2.0,3.0,2.0,4.0,6.0,6,300000.0,4.0,3.0,2.0,1.0,3,3.0,2.0,4.0,3.0,2,1
+413,4.0,2,18,53,87,2015,1,1940,1.0,1.0,2.0,4.0,1700.0,1.0,250.0,160,100,4.0,4.0,4.0,1,3.0,2.0,1.0,3.0,5.0,3,2500.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,2
+414,4.0,2,6,13,29,2015,1,1963,1.0,1.0,4.0,6.0,50000.0,4.0,70.0,165,136,2.0,2.0,4.0,1,3.0,3.0,3.0,4.0,4.0,2,50000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,5
+415,5.0,1,7,18,38,2015,1,1948,1.0,1.0,1.0,3.0,20000.0,1.0,45.0,176,142,4.0,5.0,5.0,2,1.0,4.0,1.0,4.0,5.0,5,20000.0,1.0,3.0,1.0,2.0,7,3.0,1.0,4.0,2.0,4,3
+416,3.0,2,19,56,90,2015,1,1950,1.0,1.0,1.0,3.0,0.0,1.0,90.0,170,108,4.0,3.0,4.0,1,4.0,4.0,1.0,2.0,3.0,4,10000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,1
+417,4.0,1,1,1,7,2015,1,1947,1.0,1.0,1.0,7.0,39600.0,1.0,29.0,172,120,3.0,5.0,3.0,2,3.0,4.0,3.0,3.0,7.0,5,120000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,4,4
+418,2.0,1,29,82,124,2015,2,1982,1.0,1.0,1.0,4.0,40000.0,1.0,80.0,160,125,5.0,5.0,3.0,4,4.0,4.0,1.0,2.0,2.0,5,40000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,5
+419,5.0,2,31,86,129,2015,2,1974,1.0,1.0,1.0,3.0,0.0,1.0,70.0,155,110,4.0,5.0,5.0,1,4.0,4.0,1.0,4.0,5.0,4,20000.0,3.0,1.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,1
+420,5.0,2,22,66,105,2015,2,1937,1.0,1.0,1.0,3.0,0.0,1.0,400.0,145,120,4.0,4.0,4.0,3,2.0,4.0,1.0,4.0,5.0,4,3000.0,2.0,4.0,1.0,2.0,3,1.0,1.0,3.0,2.0,4,1
+421,4.0,1,12,32,55,2015,2,1987,1.0,1.0,1.0,12.0,156162.0,1.0,100.0,160,50,4.0,4.0,4.0,5,2.0,3.0,3.0,2.0,4.0,1,60000.0,2.0,3.0,2.0,2.0,1,2.0,2.0,4.0,3.0,1,5
+422,1.0,1,23,68,108,2015,2,1985,1.0,1.0,1.0,4.0,10000.0,1.0,97.0,160,110,3.0,4.0,2.0,1,1.0,2.0,1.0,4.0,3.0,5,77680.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,3.0,1,3
+423,3.0,1,21,64,101,2015,1,1982,1.0,1.0,1.0,10.0,70000.0,1.0,200.0,163,122,4.0,5.0,4.0,1,4.0,3.0,4.0,2.0,5.0,1,100000.0,2.0,3.0,2.0,1.0,3,2.0,3.0,4.0,3.0,2,5
+424,2.0,2,13,37,68,2015,2,1962,1.0,1.0,1.0,4.0,9600.0,1.0,100.0,156,95,3.0,4.0,3.0,1,2.0,2.0,1.0,2.0,3.0,1,20000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,2
+425,5.0,1,15,41,72,2015,1,1957,1.0,1.0,1.0,10.0,70000.0,4.0,155.0,173,128,5.0,5.0,5.0,2,1.0,3.0,4.0,4.0,5.0,1,70000.0,2.0,3.0,1.0,2.0,3,1.0,2.0,4.0,2.0,3,5
+426,4.0,2,16,44,75,2015,1,1965,1.0,0.0,8.0,1.0,0.0,1.0,110.0,158,120,2.0,3.0,3.0,1,3.0,4.0,1.0,1.0,5.0,6,12000.0,2.0,1.0,1.0,2.0,3,3.0,2.0,2.0,3.0,3,1
+427,5.0,1,24,70,110,2015,2,1968,1.0,0.0,3.0,3.0,40000.0,1.0,10.0,154,150,2.0,4.0,4.0,1,2.0,2.0,1.0,4.0,6.0,1,80000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+428,3.0,2,22,65,104,2015,2,1964,1.0,1.0,1.0,5.0,0.0,1.0,200.0,152,130,4.0,4.0,4.0,1,4.0,3.0,1.0,2.0,5.0,4,5000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,1
+429,4.0,2,15,43,74,2015,1,1950,1.0,1.0,1.0,3.0,20000.0,1.0,240.0,175,130,3.0,3.0,4.0,1,5.0,5.0,1.0,4.0,5.0,1,24000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,3
+430,4.0,1,4,7,21,2015,2,1929,1.0,1.0,1.0,4.0,45000.0,4.0,120.0,160,95,1.0,1.0,5.0,5,1.0,3.0,5.0,4.0,5.0,5,948000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,2.0,1.0,5,5
+431,4.0,1,21,63,99,2015,1,1965,1.0,1.0,1.0,11.0,100000.0,1.0,86.0,166,130,4.0,4.0,4.0,2,2.0,3.0,3.0,2.0,5.0,1,150000.0,3.0,4.0,2.0,1.0,3,2.0,2.0,4.0,2.0,3,5
+432,4.0,2,22,66,106,2015,1,1938,1.0,1.0,1.0,3.0,8000.0,4.0,300.0,173,120,3.0,4.0,4.0,1,2.0,3.0,1.0,4.0,4.0,4,192000.0,4.0,3.0,2.0,2.0,3,2.0,2.0,3.0,2.0,4,2
+433,4.0,1,10,26,48,2015,2,1975,1.0,1.0,3.0,4.0,0.0,1.0,75.0,168,120,4.0,4.0,4.0,1,2.0,3.0,2.0,4.0,5.0,5,36000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+434,4.0,1,21,61,97,2015,1,1967,1.0,1.0,1.0,4.0,25000.0,1.0,89.0,170,120,4.0,3.0,4.0,2,1.0,1.0,1.0,4.0,3.0,1,65000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,4
+435,4.0,2,15,42,73,2015,2,1986,1.0,1.0,1.0,3.0,0.0,1.0,150.0,158,120,5.0,4.0,4.0,1,2.0,4.0,2.0,2.0,5.0,5,30000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,1
+436,5.0,2,3,6,13,2015,2,1930,2.0,1.0,1.0,1.0,0.0,1.0,23.0,150,90,4.0,4.0,4.0,1,1.0,3.0,1.0,5.0,2.0,4,20000.0,1.0,2.0,1.0,2.0,7,2.0,2.0,4.0,2.0,5,1
+437,4.0,2,5,9,25,2015,2,1992,1.0,1.0,1.0,12.0,2952.0,2.0,80.0,167,110,4.0,4.0,4.0,1,3.0,3.0,5.0,3.0,4.0,6,10000.0,6.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,2
+438,4.0,2,24,70,110,2015,2,1954,1.0,0.0,6.0,1.0,3000.0,1.0,220.0,162,115,3.0,3.0,2.0,1,3.0,3.0,1.0,2.0,3.0,3,40000.0,6.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,2
+439,4.0,2,6,14,30,2015,1,1958,1.0,1.0,1.0,3.0,1000.0,1.0,300.0,162,120,2.0,3.0,3.0,1,2.0,2.0,2.0,4.0,5.0,2,20000.0,1.0,2.0,1.0,2.0,3,2.0,3.0,4.0,3.0,3,1
+440,5.0,2,5,10,26,2015,2,1979,1.0,1.0,1.0,4.0,10000.0,1.0,100.0,158,120,5.0,5.0,5.0,1,3.0,3.0,2.0,4.0,6.0,3,50000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,3
+441,4.0,2,19,56,90,2015,1,1957,1.0,1.0,1.0,11.0,100000.0,4.0,280.0,170,143,5.0,3.0,5.0,4,5.0,1.0,3.0,3.0,8.0,1,200000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,3,5
+442,2.0,1,24,72,112,2015,2,1964,1.0,1.0,1.0,3.0,8000.0,1.0,300.0,160,100,2.0,2.0,3.0,1,2.0,3.0,1.0,2.0,2.0,1,33200.0,4.0,2.0,1.0,2.0,3,3.0,3.0,4.0,4.0,3,2
+443,3.0,2,28,81,121,2015,1,1962,1.0,1.0,1.0,2.0,20000.0,1.0,82.0,167,95,5.0,4.0,4.0,1,2.0,3.0,1.0,4.0,1.0,1,30000.0,4.0,1.0,1.0,2.0,4,3.0,3.0,3.0,2.0,3,3
+444,4.0,1,10,26,48,2015,2,1943,1.0,1.0,3.0,3.0,24000.0,1.0,70.0,172,130,2.0,2.0,2.0,2,3.0,5.0,2.0,3.0,5.0,5,60000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+445,4.0,1,7,18,40,2015,2,1957,1.0,1.0,1.0,6.0,20000.0,1.0,20.0,160,90,3.0,4.0,3.0,2,2.0,3.0,3.0,4.0,5.0,5,50000.0,2.0,3.0,1.0,2.0,3,3.0,3.0,4.0,2.0,3,3
+446,4.0,1,4,7,21,2015,2,1991,1.0,1.0,1.0,13.0,0.0,1.0,116.0,172,120,4.0,5.0,5.0,5,2.0,4.0,4.0,4.0,8.0,6,150000.0,3.0,4.0,1.0,1.0,1,3.0,2.0,3.0,2.0,1,1
+447,4.0,2,24,72,112,2015,2,1984,1.0,1.0,1.0,4.0,500.0,1.0,120.0,150,90,4.0,4.0,4.0,1,3.0,3.0,2.0,4.0,4.0,1,40000.0,6.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,1,1
+448,4.0,2,5,9,25,2015,1,1981,1.0,1.0,1.0,4.0,15000.0,1.0,100.0,170,160,4.0,4.0,4.0,1,2.0,2.0,2.0,4.0,5.0,1,30000.0,6.0,3.0,3.0,1.0,3,1.0,1.0,4.0,3.0,2,3
+449,4.0,2,2,2,9,2015,2,1986,8.0,0.0,3.0,4.0,10000.0,1.0,110.0,162,108,5.0,5.0,5.0,1,4.0,4.0,3.0,3.0,2.0,5,80000.0,5.0,3.0,1.0,2.0,3,2.0,3.0,4.0,3.0,1,3
+450,3.0,1,6,16,32,2015,1,1969,1.0,1.0,1.0,3.0,30000.0,1.0,70.0,163,110,4.0,4.0,3.0,1,2.0,2.0,1.0,3.0,6.0,1,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,2,4
+451,4.0,2,31,89,134,2015,1,1942,1.0,1.0,1.0,3.0,5360.0,1.0,43.0,167,170,2.0,4.0,5.0,1,4.0,5.0,1.0,4.0,3.0,4,5900.0,2.0,2.0,1.0,2.0,3,3.0,2.0,5.0,2.0,4,2
+452,4.0,1,22,66,106,2015,2,1975,1.0,1.0,1.0,4.0,12000.0,1.0,100.0,160,120,4.0,4.0,4.0,1,3.0,3.0,2.0,4.0,4.0,1,120000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+453,5.0,2,15,42,73,2015,1,1922,1.0,1.0,1.0,6.0,1000.0,1.0,180.0,175,122,5.0,5.0,5.0,1,4.0,4.0,1.0,4.0,2.0,4,2000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,5,1
+454,5.0,1,29,82,125,2015,2,1977,1.0,1.0,1.0,7.0,40000.0,1.0,110.0,162,110,5.0,4.0,3.0,4,3.0,3.0,1.0,2.0,5.0,1,100000.0,3.0,3.0,1.0,1.0,3,3.0,1.0,4.0,3.0,2,5
+455,4.0,1,18,51,84,2015,2,1978,1.0,0.0,7.0,3.0,0.0,1.0,120.0,167,140,4.0,4.0,4.0,1,4.0,3.0,1.0,3.0,5.0,5,0.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,1
+456,4.0,1,16,46,78,2015,2,1947,1.0,0.0,5.0,1.0,2000.0,1.0,100.0,150,90,4.0,4.0,4.0,1,3.0,3.0,2.0,4.0,4.0,5,14000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,4,2
+457,4.0,2,27,77,117,2015,1,1972,1.0,1.0,1.0,3.0,3000.0,1.0,80.0,160,110,3.0,5.0,5.0,1,5.0,5.0,1.0,3.0,2.0,2,3000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,2
+458,4.0,2,18,54,88,2015,2,1994,1.0,1.0,1.0,12.0,240.0,2.0,105.0,160,92,5.0,5.0,4.0,1,3.0,3.0,3.0,3.0,4.0,5,24000.0,4.0,3.0,1.0,2.0,1,3.0,2.0,3.0,3.0,1,1
+459,4.0,1,4,7,17,2015,2,1948,1.0,1.0,1.0,3.0,0.0,1.0,86.0,153,150,4.0,4.0,3.0,2,2.0,4.0,2.0,4.0,3.0,4,70000.0,4.0,3.0,0.0,2.0,3,3.0,3.0,4.0,2.0,4,1
+460,4.0,1,22,66,106,2015,2,1945,1.0,1.0,1.0,6.0,0.0,1.0,500.0,150,130,4.0,3.0,3.0,2,3.0,3.0,2.0,2.0,5.0,1,100000.0,4.0,3.0,1.0,1.0,7,2.0,1.0,3.0,2.0,4,1
+461,4.0,2,15,41,72,2015,2,1977,1.0,0.0,8.0,4.0,10000.0,1.0,70.0,158,108,2.0,5.0,4.0,1,2.0,2.0,2.0,3.0,4.0,5,50000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,3
+462,4.0,1,4,7,17,2015,1,1982,1.0,1.0,1.0,11.0,80000.0,1.0,60.0,172,155,3.0,5.0,5.0,2,3.0,1.0,3.0,4.0,4.0,1,120000.0,3.0,2.0,1.0,1.0,3,3.0,3.0,4.0,3.0,2,5
+463,4.0,2,18,52,85,2015,2,1954,1.0,1.0,1.0,3.0,6000.0,1.0,300.0,157,120,2.0,2.0,3.0,1,5.0,4.0,1.0,2.0,4.0,2,20000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,2
+464,4.0,1,1,1,4,2015,1,1983,1.0,1.0,1.0,11.0,90000.0,1.0,110.0,180,150,4.0,4.0,4.0,2,3.0,3.0,3.0,3.0,5.0,1,90000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,5
+465,4.0,2,6,12,28,2015,2,1973,1.0,1.0,1.0,3.0,0.0,1.0,100.0,155,120,2.0,3.0,3.0,1,2.0,4.0,2.0,4.0,2.0,5,20000.0,3.0,3.0,1.0,2.0,3,3.0,3.0,4.0,3.0,2,1
+466,2.0,1,1,1,4,2015,2,1962,1.0,1.0,1.0,6.0,37200.0,1.0,64.6,162,130,3.0,5.0,4.0,2,4.0,4.0,2.0,3.0,5.0,5,37200.0,1.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,3,4
+467,3.0,2,13,36,67,2015,2,1964,1.0,1.0,1.0,3.0,3000.0,1.0,200.0,160,125,2.0,3.0,3.0,1,3.0,2.0,1.0,4.0,2.0,3,10000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,2
+468,4.0,1,22,65,103,2015,2,1975,1.0,1.0,2.0,4.0,40000.0,1.0,60.0,155,110,3.0,5.0,5.0,2,3.0,4.0,2.0,2.0,2.0,1,40000.0,2.0,2.0,1.0,1.0,6,3.0,2.0,4.0,2.0,2,5
+469,4.0,2,5,10,26,2015,2,1976,1.0,1.0,2.0,4.0,20000.0,1.0,80.0,162,160,4.0,4.0,5.0,1,2.0,3.0,1.0,4.0,5.0,3,50000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+470,4.0,2,17,48,81,2015,2,1965,3.0,1.0,1.0,6.0,10000.0,1.0,82.5,155,130,4.0,5.0,5.0,1,2.0,3.0,2.0,4.0,6.0,3,35000.0,5.0,3.0,1.0,1.0,3,2.0,2.0,5.0,2.0,3,3
+471,4.0,2,6,14,30,2015,2,1958,1.0,1.0,1.0,1.0,3000.0,1.0,100.0,155,125,3.0,3.0,3.0,1,3.0,2.0,2.0,3.0,2.0,4,3000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,2
+472,4.0,1,9,22,44,2015,2,1959,1.0,1.0,1.0,1.0,10000.0,1.0,100.0,175,130,4.0,4.0,3.0,1,3.0,4.0,1.0,2.0,4.0,1,20000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,3
+473,3.0,2,17,48,80,2015,2,1966,1.0,1.0,1.0,3.0,0.0,1.0,98.0,150,110,5.0,5.0,5.0,1,4.0,4.0,1.0,3.0,2.0,5,5000.0,3.0,2.0,1.0,2.0,3,2.0,3.0,3.0,2.0,3,1
+474,3.0,2,27,80,120,2015,1,1969,1.0,1.0,1.0,4.0,36000.0,1.0,100.0,162,126,3.0,5.0,5.0,1,2.0,4.0,3.0,4.0,1.0,4,24868.0,2.0,3.0,1.0,2.0,3,2.0,3.0,2.0,3.0,2,4
+475,4.0,1,27,78,118,2015,2,1979,1.0,1.0,1.0,6.0,90000.0,1.0,70.0,165,100,5.0,4.0,4.0,2,2.0,2.0,3.0,4.0,6.0,1,90000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+476,4.0,2,10,26,48,2015,1,1948,1.0,1.0,1.0,4.0,0.0,1.0,130.0,168,163,4.0,4.0,4.0,1,1.0,4.0,1.0,4.0,4.0,1,250000.0,6.0,3.0,0.0,2.0,3,2.0,2.0,3.0,2.0,4,1
+477,5.0,1,4,7,17,2015,2,1978,1.0,1.0,1.0,7.0,30000.0,1.0,70.0,160,120,5.0,5.0,1.0,4,2.0,4.0,4.0,4.0,4.0,1,50000.0,6.0,2.0,2.0,1.0,3,2.0,1.0,2.0,2.0,2,4
+478,4.0,1,31,87,132,2015,1,1997,1.0,1.0,1.0,6.0,0.0,2.0,50.0,178,120,5.0,5.0,3.0,2,2.0,4.0,4.0,4.0,3.0,6,314626.0,3.0,3.0,1.0,1.0,1,2.0,2.0,4.0,2.0,1,1
+479,4.0,1,29,82,125,2015,2,1997,1.0,1.0,1.0,4.0,0.0,1.0,20.0,156,150,5.0,4.0,4.0,1,3.0,3.0,4.0,4.0,5.0,6,30000.0,3.0,3.0,1.0,2.0,1,3.0,3.0,4.0,2.0,1,1
+480,3.0,2,31,87,130,2015,2,1993,1.0,1.0,1.0,4.0,20000.0,1.0,80.0,165,100,3.0,4.0,2.0,1,3.0,3.0,2.0,3.0,4.0,3,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,3
+481,5.0,1,31,87,132,2015,2,1975,1.0,1.0,1.0,6.0,100000.0,1.0,109.0,165,110,4.0,4.0,4.0,2,2.0,3.0,2.0,3.0,7.0,1,300000.0,6.0,4.0,2.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+482,4.0,2,10,28,51,2015,1,1949,1.0,1.0,1.0,3.0,2000.0,4.0,60.0,176,120,3.0,3.0,4.0,1,5.0,4.0,1.0,4.0,5.0,3,3000.0,2.0,3.0,2.0,1.0,3,2.0,2.0,5.0,2.0,4,2
+483,4.0,2,10,24,46,2015,2,1943,1.0,1.0,1.0,3.0,0.0,1.0,40.0,155,90,2.0,2.0,3.0,1,4.0,3.0,2.0,4.0,3.0,4,0.0,1.0,1.0,1.0,2.0,7,3.0,3.0,2.0,3.0,4,1
+484,4.0,2,2,5,12,2015,2,1975,8.0,1.0,1.0,1.0,2000.0,1.0,55.0,165,100,4.0,4.0,4.0,1,3.0,2.0,1.0,4.0,3.0,3,4000.0,4.0,1.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,2
+485,4.0,1,26,75,115,2015,2,1967,1.0,0.0,1.0,4.0,100000.0,1.0,80.0,155,90,4.0,3.0,3.0,5,2.0,4.0,5.0,2.0,4.0,1,110000.0,3.0,3.0,2.0,2.0,3,3.0,2.0,2.0,2.0,2,5
+486,5.0,2,17,49,82,2015,1,1991,1.0,1.0,1.0,4.0,15000.0,2.0,140.0,175,162,3.0,3.0,5.0,1,4.0,4.0,3.0,4.0,5.0,1,50000.0,4.0,2.0,1.0,1.0,3,3.0,1.0,4.0,3.0,1,3
+487,5.0,1,10,27,49,2015,2,1941,1.0,1.0,1.0,1.0,10680.0,1.0,60.0,150,105,4.0,3.0,4.0,2,2.0,4.0,1.0,4.0,4.0,6,10680.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,3
+488,4.0,2,29,84,127,2015,2,1975,1.0,1.0,1.0,4.0,5000.0,1.0,30.0,160,100,4.0,4.0,3.0,1,2.0,3.0,1.0,4.0,1.0,1,25000.0,4.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,2,2
+489,5.0,2,17,50,83,2015,1,1989,1.0,1.0,1.0,6.0,30000.0,1.0,220.0,185,200,4.0,4.0,5.0,1,4.0,4.0,1.0,2.0,5.0,1,10000.0,4.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,4
+490,4.0,2,21,61,97,2015,2,1935,1.0,1.0,1.0,1.0,0.0,1.0,240.0,153,96,2.0,2.0,3.0,1,4.0,4.0,1.0,4.0,3.0,4,80000.0,1.0,2.0,3.0,2.0,7,3.0,1.0,5.0,2.0,4,1
+491,5.0,1,31,87,130,2015,2,1951,1.0,1.0,1.0,4.0,15000.0,1.0,100.0,157,124,4.0,4.0,4.0,2,3.0,4.0,2.0,4.0,6.0,1,30000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,3
+492,5.0,1,19,59,95,2015,1,1979,1.0,1.0,1.0,4.0,100000.0,1.0,60.0,175,150,5.0,5.0,4.0,1,3.0,3.0,2.0,4.0,6.0,1,200000.0,50.0,4.0,3.0,1.0,3,1.0,1.0,4.0,2.0,2,5
+493,2.0,1,21,63,99,2015,2,1969,1.0,1.0,1.0,3.0,30000.0,1.0,90.0,161,122,4.0,3.0,4.0,2,3.0,2.0,2.0,1.0,5.0,1,50000.0,5.0,2.0,1.0,1.0,3,3.0,2.0,4.0,3.0,2,4
+494,4.0,2,16,46,77,2015,2,1976,1.0,1.0,1.0,3.0,30000.0,1.0,350.0,161,100,4.0,4.0,4.0,1,3.0,3.0,2.0,4.0,5.0,1,100000.0,6.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+495,4.0,1,4,7,18,2015,1,1971,1.0,1.0,1.0,4.0,100000.0,1.0,20.0,180,140,2.0,4.0,3.0,1,4.0,5.0,2.0,4.0,3.0,1,110000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,5
+496,4.0,2,19,56,90,2015,1,1982,1.0,1.0,1.0,4.0,15000.0,1.0,40.0,170,150,4.0,5.0,5.0,1,2.0,3.0,1.0,3.0,2.0,1,30000.0,3.0,1.0,1.0,2.0,3,3.0,2.0,5.0,2.0,2,3
+497,4.0,1,31,86,129,2015,2,1987,1.0,1.0,1.0,4.0,0.0,1.0,57.0,165,150,5.0,4.0,4.0,1,3.0,4.0,2.0,2.0,5.0,5,35000.0,4.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,1,1
+498,3.0,2,21,62,98,2015,1,1949,1.0,1.0,1.0,3.0,10000.0,1.0,210.0,155,101,2.0,2.0,3.0,1,4.0,4.0,1.0,2.0,4.0,4,41764.0,5.0,2.0,1.0,2.0,3,3.0,1.0,4.0,4.0,4,3
+499,4.0,2,6,17,33,2015,2,1965,1.0,1.0,1.0,3.0,6406.0,1.0,140.0,159,120,3.0,3.0,4.0,1,3.0,2.0,1.0,4.0,3.0,3,4000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,2
+500,4.0,1,7,18,39,2015,1,1972,3.0,1.0,1.0,7.0,40000.0,1.0,69.0,173,160,5.0,5.0,5.0,5,2.0,3.0,3.0,4.0,4.0,1,80000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,5
+501,3.0,1,19,56,90,2015,1,1970,1.0,1.0,1.0,3.0,50000.0,1.0,80.0,175,150,5.0,4.0,4.0,4,3.0,4.0,1.0,3.0,4.0,1,50000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,5
+502,3.0,1,31,87,131,2015,1,1950,1.0,1.0,1.0,4.0,10000.0,1.0,69.0,183,140,5.0,5.0,3.0,1,2.0,3.0,1.0,2.0,1.0,2,20000.0,6.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,3
+503,4.0,1,16,46,78,2015,1,1993,1.0,1.0,1.0,6.0,0.0,1.0,125.0,178,120,4.0,4.0,4.0,1,5.0,4.0,3.0,4.0,4.0,6,30000.0,4.0,2.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,1
+504,4.0,1,12,34,63,2015,2,1994,1.0,1.0,1.0,12.0,30014.0,4.0,40.0,167,100,3.0,3.0,3.0,1,4.0,4.0,4.0,4.0,6.0,1,200000.0,2.0,3.0,1.0,2.0,1,2.0,2.0,5.0,2.0,1,4
+505,5.0,2,10,24,46,2015,2,1965,4.0,0.0,8.0,4.0,20000.0,1.0,225.0,160,140,5.0,4.0,5.0,1,4.0,3.0,3.0,4.0,7.0,1,50000.0,2.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+506,5.0,2,23,69,109,2015,1,1951,1.0,1.0,3.0,3.0,4300.0,1.0,44.0,156,100,4.0,4.0,2.0,1,1.0,5.0,1.0,3.0,1.0,3,10000.0,1.0,1.0,1.0,2.0,7,3.0,1.0,5.0,4.0,3,2
+507,4.0,1,2,4,11,2015,2,1997,1.0,1.0,1.0,6.0,2840.0,2.0,171.0,158,88,5.0,5.0,5.0,4,2.0,2.0,5.0,4.0,5.0,6,60000.0,4.0,2.0,1.0,1.0,1,2.0,2.0,5.0,2.0,1,2
+508,4.0,1,10,27,50,2015,1,1967,1.0,1.0,1.0,6.0,90000.0,1.0,160.0,167,140,5.0,5.0,4.0,1,2.0,2.0,4.0,3.0,5.0,1,14000.0,3.0,3.0,1.0,1.0,3,1.0,2.0,4.0,2.0,2,5
+509,4.0,2,4,7,22,2015,1,1986,1.0,1.0,1.0,3.0,50000.0,1.0,20.0,170,150,4.0,5.0,3.0,1,4.0,2.0,2.0,1.0,5.0,1,80000.0,4.0,2.0,2.0,1.0,3,2.0,2.0,1.0,2.0,1,5
+510,4.0,2,29,84,127,2015,1,1944,1.0,1.0,1.0,1.0,3000.0,4.0,100.0,160,120,2.0,3.0,2.0,1,3.0,4.0,1.0,4.0,5.0,3,13000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,4.0,2.0,4,2
+511,4.0,1,18,52,86,2015,1,1990,1.0,1.0,1.0,12.0,10000.0,2.0,140.0,170,140,5.0,5.0,5.0,2,3.0,3.0,4.0,4.0,8.0,1,80000.0,5.0,3.0,1.0,2.0,1,2.0,1.0,5.0,2.0,1,3
+512,4.0,1,4,7,15,2015,2,1996,1.0,1.0,1.0,10.0,0.0,1.0,10.0,166,108,4.0,4.0,4.0,1,2.0,4.0,1.0,4.0,2.0,1,124752.0,1.0,3.0,1.0,2.0,1,2.0,1.0,2.0,3.0,1,1
+513,4.0,1,27,77,117,2015,1,1977,4.0,0.0,1.0,12.0,36000.0,4.0,96.0,173,156,5.0,4.0,4.0,4,3.0,3.0,4.0,4.0,6.0,1,100000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,2,4
+514,4.0,1,7,18,36,2015,1,1977,1.0,1.0,1.0,12.0,60000.0,1.0,45.0,170,130,4.0,3.0,4.0,5,2.0,4.0,4.0,3.0,4.0,1,110000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+515,4.0,1,17,48,80,2015,1,1982,1.0,1.0,1.0,8.0,50000.0,1.0,83.0,180,180,5.0,5.0,5.0,1,2.0,4.0,1.0,2.0,4.0,1,80000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,5
+516,4.0,1,12,33,62,2015,1,1968,1.0,1.0,1.0,3.0,36000.0,1.0,800.0,172,123,3.0,5.0,4.0,1,2.0,4.0,1.0,4.0,6.0,1,150000.0,2.0,4.0,1.0,2.0,3,1.0,1.0,1.0,2.0,2,4
+517,3.0,2,18,51,84,2015,1,1968,1.0,1.0,1.0,3.0,30000.0,1.0,100.0,175,110,4.0,4.0,4.0,1,3.0,3.0,1.0,4.0,5.0,1,35000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,4
+518,3.0,2,31,86,129,2015,2,1951,1.0,1.0,1.0,3.0,700.0,1.0,72.0,165,90,2.0,1.0,3.0,1,3.0,5.0,1.0,4.0,5.0,4,7000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,5.0,2.0,3,1
+519,4.0,1,15,39,70,2015,1,1991,1.0,1.0,1.0,10.0,100000.0,2.0,60.0,183,145,5.0,4.0,4.0,1,3.0,4.0,3.0,4.0,5.0,1,200000.0,2.0,3.0,2.0,2.0,3,2.0,1.0,3.0,2.0,1,5
+520,4.0,1,8,19,41,2015,2,1969,4.0,0.0,1.0,1.0,0.0,1.0,80.0,160,120,3.0,3.0,3.0,1,3.0,2.0,1.0,1.0,5.0,4,30000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,1
+521,4.0,1,22,65,103,2015,1,1978,1.0,1.0,1.0,8.0,10000.0,1.0,100.0,180,120,5.0,5.0,5.0,2,2.0,2.0,3.0,4.0,3.0,1,60000.0,2.0,3.0,1.0,2.0,1,3.0,2.0,4.0,3.0,2,3
+522,4.0,1,31,87,132,2015,1,1986,1.0,0.0,2.0,4.0,40000.0,1.0,72.0,179,165,3.0,3.0,4.0,2,4.0,3.0,3.0,4.0,6.0,1,100000.0,3.0,3.0,1.0,2.0,1,3.0,2.0,4.0,2.0,1,5
+523,4.0,1,19,57,92,2015,2,1966,1.0,1.0,1.0,3.0,0.0,1.0,60.0,149,100,2.0,3.0,3.0,1,3.0,2.0,1.0,3.0,6.0,5,90000.0,5.0,3.0,0.0,1.0,3,3.0,1.0,3.0,2.0,3,1
+524,5.0,1,27,79,119,2015,2,1971,1.0,1.0,1.0,11.0,19764.0,4.0,57.0,165,140,5.0,4.0,4.0,2,2.0,4.0,4.0,4.0,8.0,1,49886.0,2.0,3.0,2.0,1.0,3,2.0,1.0,3.0,2.0,2,3
+525,4.0,2,5,10,26,2015,1,1961,1.0,1.0,1.0,6.0,70000.0,1.0,160.0,170,140,4.0,4.0,4.0,1,5.0,4.0,2.0,4.0,2.0,4,100000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,3,5
+526,3.0,1,13,36,66,2015,2,1981,8.0,1.0,1.0,3.0,12000.0,1.0,100.0,158,109,4.0,5.0,3.0,1,5.0,2.0,1.0,2.0,3.0,1,85141.0,8.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,3
+527,4.0,1,4,7,22,2015,1,1949,1.0,1.0,1.0,4.0,21600.0,1.0,120.0,170,150,3.0,5.0,3.0,4,2.0,4.0,1.0,3.0,5.0,5,30000.0,3.0,3.0,4.0,2.0,3,2.0,2.0,4.0,2.0,4,3
+528,4.0,1,12,34,63,2015,2,1985,1.0,1.0,1.0,12.0,52895.0,1.0,99.0,156,99,4.0,4.0,4.0,2,4.0,3.0,4.0,3.0,7.0,1,204975.0,4.0,4.0,4.0,1.0,3,2.0,1.0,3.0,2.0,1,5
+529,4.0,1,12,33,62,2015,1,1964,1.0,0.0,6.0,3.0,35515.0,1.0,70.0,168,110,3.0,2.0,4.0,1,3.0,3.0,1.0,3.0,4.0,1,84000.0,3.0,2.0,0.0,2.0,3,3.0,3.0,4.0,3.0,3,4
+530,4.0,1,21,64,102,2015,2,1953,1.0,1.0,1.0,4.0,10000.0,1.0,400.0,158,100,4.0,4.0,4.0,1,1.0,4.0,1.0,3.0,5.0,3,20000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+531,4.0,2,5,10,26,2015,1,1953,1.0,1.0,1.0,3.0,1500.0,1.0,120.0,175,140,5.0,5.0,5.0,1,3.0,4.0,1.0,4.0,1.0,3,22000.0,4.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+532,4.0,1,2,4,11,2015,2,1996,1.0,1.0,1.0,6.0,0.0,2.0,170.0,165,130,5.0,4.0,4.0,5,2.0,3.0,2.0,4.0,5.0,6,80000.0,3.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,1
+533,5.0,1,12,33,62,2015,2,1975,1.0,0.0,6.0,4.0,0.0,1.0,90.0,155,100,4.0,5.0,4.0,1,3.0,4.0,2.0,2.0,5.0,6,53594.0,5.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,2,1
+534,4.0,1,21,63,99,2015,1,1962,1.0,1.0,1.0,7.0,25000.0,1.0,53.0,168,120,4.0,5.0,2.0,4,4.0,2.0,2.0,4.0,4.0,1,40000.0,2.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,4
+535,4.0,1,13,36,67,2015,1,1956,1.0,1.0,1.0,7.0,25000.0,4.0,70.0,159,122,3.0,2.0,4.0,2,4.0,4.0,4.0,4.0,3.0,5,55000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,3,4
+536,4.0,2,18,55,89,2015,1,1975,1.0,1.0,1.0,4.0,38421.0,1.0,130.0,180,200,5.0,5.0,5.0,1,3.0,3.0,2.0,4.0,6.0,3,50000.0,5.0,3.0,2.0,2.0,3,2.0,1.0,5.0,2.0,2,4
+537,4.0,2,31,87,132,2015,1,1979,1.0,1.0,1.0,11.0,28000.0,4.0,50.0,172,132,4.0,3.0,5.0,2,3.0,3.0,4.0,4.0,5.0,1,56000.0,3.0,4.0,1.0,1.0,3,3.0,1.0,4.0,3.0,2,4
+538,3.0,2,31,87,130,2015,2,1949,1.0,1.0,1.0,3.0,2000.0,1.0,80.0,150,90,5.0,4.0,2.0,1,4.0,4.0,1.0,3.0,4.0,4,15000.0,2.0,2.0,1.0,2.0,7,3.0,2.0,4.0,3.0,4,2
+539,5.0,2,5,10,26,2015,2,1972,1.0,1.0,1.0,3.0,40000.0,1.0,120.0,165,130,5.0,5.0,5.0,1,3.0,4.0,1.0,4.0,2.0,3,60000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+540,3.0,1,6,15,31,2015,2,1965,1.0,1.0,1.0,4.0,50000.0,1.0,105.0,150,80,3.0,3.0,3.0,1,2.0,4.0,2.0,3.0,4.0,3,150000.0,4.0,3.0,0.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+541,4.0,2,31,87,131,2015,1,1975,1.0,1.0,1.0,4.0,10000.0,1.0,35.0,170,130,3.0,3.0,5.0,1,3.0,4.0,1.0,4.0,4.0,3,12000.0,1.0,1.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,3
+542,4.0,1,1,1,4,2015,2,1952,1.0,1.0,1.0,7.0,37200.0,1.0,68.0,156,125,4.0,4.0,5.0,2,4.0,4.0,2.0,2.0,4.0,5,85200.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,4
+543,4.0,2,18,55,89,2015,2,1955,1.0,1.0,1.0,1.0,2000.0,1.0,150.0,160,90,2.0,2.0,3.0,1,2.0,3.0,1.0,4.0,1.0,4,2000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,4.0,3.0,3,2
+544,5.0,2,18,52,85,2015,2,1993,1.0,1.0,1.0,12.0,0.0,2.0,100.0,160,110,5.0,5.0,4.0,1,2.0,3.0,3.0,4.0,3.0,6,10000.0,2.0,2.0,1.0,2.0,1,3.0,2.0,4.0,2.0,1,1
+545,4.0,1,12,32,55,2015,1,1973,1.0,1.0,1.0,5.0,30000.0,1.0,20.0,170,140,5.0,4.0,4.0,1,2.0,2.0,1.0,3.0,1.0,1,30000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,2.0,2.0,2,4
+546,1.0,1,15,42,73,2015,1,1965,1.0,1.0,1.0,4.0,0.0,1.0,10.0,163,140,4.0,4.0,3.0,1,2.0,4.0,1.0,2.0,4.0,5,0.0,1.0,1.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,1
+547,3.0,1,1,1,4,2015,1,1956,1.0,1.0,1.0,6.0,13200.0,1.0,71.0,173,142,2.0,4.0,4.0,2,2.0,2.0,2.0,3.0,4.0,5,42000.0,3.0,2.0,2.0,2.0,3,3.0,2.0,3.0,2.0,3,3
+548,4.0,1,1,1,4,2015,2,1970,1.0,1.0,1.0,4.0,30000.0,1.0,86.0,169,135,4.0,4.0,4.0,1,2.0,2.0,2.0,4.0,5.0,1,56400.0,4.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,4
+549,4.0,2,23,69,109,2015,1,1960,1.0,1.0,1.0,4.0,2000.0,1.0,80.0,170,115,2.0,2.0,4.0,1,3.0,2.0,1.0,2.0,3.0,4,80000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,5.0,2.0,3,2
+550,4.0,1,27,78,118,2015,1,1934,1.0,1.0,1.0,1.0,70000.0,4.0,103.0,174,142,4.0,4.0,4.0,5,2.0,3.0,4.0,4.0,7.0,5,100000.0,3.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,5,5
+551,4.0,1,10,27,49,2015,1,1963,1.0,1.0,2.0,12.0,50000.0,4.0,130.0,178,150,4.0,4.0,4.0,2,4.0,1.0,1.0,4.0,6.0,5,140000.0,3.0,4.0,3.0,1.0,3,2.0,1.0,3.0,2.0,3,5
+552,4.0,2,15,42,73,2015,2,1946,1.0,1.0,1.0,4.0,5000.0,1.0,160.0,158,136,3.0,3.0,4.0,1,2.0,2.0,2.0,3.0,4.0,2,29000.0,2.0,2.0,1.0,2.0,3,1.0,1.0,4.0,3.0,4,2
+553,3.0,2,28,81,123,2015,1,1940,1.0,0.0,3.0,2.0,1500.0,1.0,300.0,170,95,3.0,5.0,4.0,1,3.0,4.0,1.0,4.0,5.0,5,60000.0,4.0,4.0,1.0,2.0,7,2.0,3.0,3.0,2.0,4,2
+554,4.0,1,4,7,18,2015,2,1968,1.0,1.0,1.0,9.0,75000.0,1.0,72.0,165,140,4.0,5.0,5.0,5,1.0,3.0,5.0,2.0,4.0,1,80000.0,3.0,3.0,1.0,1.0,3,2.0,3.0,4.0,3.0,2,5
+555,2.0,1,7,18,34,2015,1,1986,1.0,1.0,1.0,9.0,60000.0,1.0,60.0,170,130,3.0,4.0,2.0,4,4.0,4.0,1.0,2.0,3.0,1,60000.0,3.0,1.0,1.0,2.0,3,3.0,2.0,3.0,3.0,1,5
+556,4.0,1,21,64,102,2015,1,1964,1.0,1.0,1.0,4.0,10000.0,1.0,200.0,164,140,4.0,4.0,4.0,1,5.0,3.0,1.0,4.0,5.0,2,30000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+557,4.0,1,31,87,130,2015,2,1965,1.0,0.0,1.0,4.0,500.0,1.0,36.0,162,117,1.0,2.0,2.0,2,3.0,4.0,1.0,4.0,6.0,5,10000.0,2.0,2.0,1.0,2.0,6,3.0,2.0,4.0,3.0,3,1
+558,4.0,1,10,27,50,2015,2,1995,1.0,1.0,1.0,10.0,0.0,2.0,180.0,170,104,5.0,5.0,4.0,4,4.0,4.0,4.0,4.0,6.0,6,60000.0,3.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,1
+559,4.0,1,19,57,91,2015,2,1968,1.0,1.0,3.0,10.0,100000.0,4.0,90.0,165,120,4.0,3.0,4.0,5,1.0,3.0,2.0,4.0,5.0,1,500000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,2.0,2.0,2,5
+560,5.0,1,4,7,16,2015,2,1985,1.0,1.0,1.0,13.0,110000.0,4.0,90.0,163,120,4.0,5.0,5.0,5,4.0,4.0,4.0,4.0,7.0,1,300000.0,4.0,4.0,1.0,1.0,3,1.0,1.0,4.0,2.0,1,5
+561,4.0,2,18,52,85,2015,2,1942,1.0,1.0,1.0,1.0,0.0,1.0,200.0,157,120,3.0,3.0,4.0,1,2.0,5.0,1.0,4.0,3.0,5,0.0,6.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,1
+562,4.0,1,27,77,117,2015,2,1981,1.0,1.0,1.0,12.0,30000.0,1.0,110.0,160,125,5.0,4.0,5.0,5,4.0,3.0,2.0,4.0,4.0,1,60000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,4
+563,4.0,2,6,14,30,2015,2,1992,1.0,1.0,1.0,12.0,27971.0,2.0,110.0,161,95,4.0,5.0,4.0,1,4.0,4.0,4.0,4.0,7.0,1,30000.0,4.0,3.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,4
+564,4.0,2,5,9,25,2015,2,1952,1.0,1.0,1.0,1.0,0.0,1.0,100.0,160,110,4.0,5.0,5.0,1,2.0,3.0,1.0,2.0,2.0,4,30000.0,5.0,2.0,1.0,2.0,3,3.0,3.0,2.0,3.0,3,1
+565,4.0,1,4,7,16,2015,1,1945,1.0,1.0,1.0,4.0,10000.0,1.0,150.0,170,147,2.0,3.0,2.0,2,1.0,5.0,1.0,4.0,5.0,1,20000.0,4.0,3.0,1.0,2.0,2,2.0,2.0,4.0,2.0,4,3
+566,4.0,2,17,49,82,2015,1,1970,1.0,1.0,1.0,4.0,0.0,1.0,80.0,158,100,3.0,5.0,4.0,1,5.0,4.0,3.0,3.0,4.0,1,35000.0,3.0,2.0,2.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+567,4.0,1,15,39,70,2015,2,1991,1.0,0.0,8.0,8.0,0.0,2.0,110.0,160,110,4.0,4.0,4.0,1,2.0,2.0,2.0,4.0,4.0,6,50000.0,5.0,2.0,1.0,1.0,3,3.0,1.0,3.0,3.0,1,1
+568,3.0,2,21,61,97,2015,1,1952,1.0,1.0,1.0,3.0,4500.0,1.0,100.0,170,100,3.0,5.0,5.0,1,1.0,1.0,1.0,1.0,1.0,3,4500.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,3,2
+569,4.0,1,15,39,70,2015,2,1954,1.0,1.0,1.0,1.0,3000.0,1.0,250.0,158,160,3.0,3.0,4.0,1,3.0,2.0,1.0,4.0,5.0,4,3000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+570,4.0,1,12,34,64,2015,1,1972,1.0,1.0,1.0,11.0,400000.0,1.0,82.0,175,130,4.0,5.0,4.0,2,2.0,4.0,2.0,2.0,5.0,1,500000.0,3.0,4.0,1.0,1.0,3,1.0,2.0,2.0,4.0,2,5
+571,4.0,2,17,49,82,2015,1,1973,1.0,1.0,1.0,6.0,30000.0,4.0,120.0,175,144,5.0,5.0,5.0,1,2.0,2.0,4.0,3.0,1.0,1,50000.0,4.0,1.0,2.0,2.0,3,3.0,3.0,3.0,4.0,2,4
+572,4.0,2,17,49,82,2015,1,1993,1.0,1.0,1.0,12.0,600.0,2.0,600.0,180,150,5.0,5.0,4.0,1,4.0,4.0,2.0,2.0,5.0,5,129445.0,3.0,3.0,1.0,2.0,1,2.0,1.0,2.0,2.0,1,1
+573,4.0,2,13,36,66,2015,1,1970,8.0,1.0,1.0,4.0,33294.0,1.0,400.0,170,130,4.0,4.0,4.0,1,4.0,4.0,2.0,4.0,4.0,2,10000.0,2.0,2.0,1.0,2.0,3,2.0,3.0,4.0,2.0,2,4
+574,3.0,2,6,12,28,2015,1,1967,1.0,1.0,1.0,6.0,60000.0,1.0,300.0,165,120,2.0,3.0,4.0,1,4.0,3.0,2.0,4.0,7.0,1,80000.0,4.0,4.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,5
+575,5.0,1,15,40,71,2015,1,1980,1.0,1.0,1.0,7.0,30000.0,1.0,87.0,181,160,5.0,3.0,4.0,5,3.0,3.0,3.0,4.0,5.0,1,50000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,4
+576,5.0,1,27,80,120,2015,2,1970,1.0,0.0,4.0,4.0,40000.0,1.0,60.0,158,128,4.0,4.0,4.0,5,3.0,4.0,3.0,4.0,5.0,1,80000.0,4.0,3.0,1.0,2.0,6,2.0,1.0,4.0,2.0,2,5
+577,4.0,1,31,87,132,2015,1,1933,1.0,1.0,1.0,3.0,24000.0,1.0,42.0,160,90,3.0,3.0,4.0,2,1.0,4.0,1.0,4.0,5.0,5,24000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,5,4
+578,4.0,2,31,87,130,2015,1,1943,3.0,1.0,1.0,4.0,0.0,1.0,100.0,167,130,3.0,5.0,4.0,1,4.0,5.0,1.0,4.0,4.0,4,10000.0,4.0,4.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,1
+579,5.0,2,27,80,120,2015,2,1938,1.0,1.0,1.0,3.0,5000.0,1.0,100.0,160,126,2.0,3.0,4.0,1,5.0,3.0,1.0,4.0,5.0,6,40000.0,3.0,3.0,2.0,2.0,7,2.0,1.0,4.0,2.0,4,2
+580,4.0,2,21,64,101,2015,1,1973,1.0,1.0,1.0,4.0,25000.0,1.0,100.0,170,132,4.0,5.0,5.0,1,4.0,4.0,3.0,4.0,2.0,1,25000.0,4.0,2.0,1.0,2.0,6,2.0,2.0,4.0,2.0,2,4
+581,4.0,1,31,86,129,2015,2,1953,1.0,1.0,1.0,4.0,10000.0,1.0,58.0,160,101,3.0,5.0,4.0,2,2.0,4.0,4.0,4.0,3.0,5,10000.0,1.0,3.0,1.0,2.0,7,2.0,1.0,3.0,2.0,3,3
+582,3.0,1,6,15,31,2015,1,1961,1.0,1.0,4.0,1.0,10000.0,1.0,100.0,171,130,3.0,3.0,3.0,1,3.0,3.0,3.0,2.0,2.0,1,40000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+583,4.0,2,3,6,13,2015,2,1959,1.0,1.0,1.0,4.0,7000.0,1.0,140.0,160,97,4.0,2.0,3.0,1,1.0,4.0,1.0,3.0,3.0,3,12000.0,2.0,3.0,2.0,2.0,3,2.0,1.0,3.0,3.0,3,2
+584,4.0,1,31,87,131,2015,1,1961,1.0,1.0,1.0,3.0,2000.0,1.0,100.0,175,160,5.0,5.0,5.0,2,2.0,4.0,1.0,2.0,1.0,5,4000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,2
+585,3.0,1,31,87,132,2015,2,1951,1.0,1.0,1.0,3.0,10000.0,1.0,36.0,165,124,2.0,5.0,2.0,2,1.0,3.0,1.0,1.0,3.0,5,23000.0,1.0,2.0,1.0,2.0,7,2.0,2.0,4.0,4.0,3,3
+586,4.0,2,6,17,33,2015,2,1948,1.0,1.0,1.0,3.0,2000.0,1.0,220.0,150,85,3.0,3.0,5.0,1,4.0,4.0,1.0,4.0,4.0,3,4000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,4,2
+587,4.0,2,31,87,130,2015,1,1939,1.0,1.0,1.0,1.0,6000.0,1.0,50.0,170,130,3.0,3.0,4.0,1,2.0,4.0,2.0,4.0,5.0,4,6000.0,1.0,2.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,2
+588,5.0,1,1,1,6,2015,2,1975,1.0,1.0,1.0,12.0,72000.0,1.0,84.0,162,120,4.0,4.0,4.0,7,3.0,3.0,3.0,4.0,5.0,1,145000.0,2.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+589,5.0,2,15,40,71,2015,1,1992,1.0,1.0,1.0,4.0,20000.0,1.0,20.0,173,130,4.0,5.0,4.0,1,3.0,3.0,2.0,2.0,2.0,5,100000.0,2.0,3.0,1.0,1.0,1,3.0,1.0,5.0,2.0,1,3
+590,4.0,2,18,54,88,2015,2,1965,1.0,1.0,1.0,4.0,3000.0,1.0,200.0,165,110,5.0,5.0,4.0,1,2.0,3.0,1.0,3.0,7.0,3,6000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+591,5.0,1,12,32,55,2015,1,1968,1.0,0.0,4.0,4.0,100000.0,1.0,54.0,165,150,5.0,3.0,4.0,1,3.0,4.0,1.0,4.0,5.0,1,100000.0,5.0,2.0,1.0,1.0,3,2.0,2.0,2.0,2.0,2,5
+592,4.0,1,29,82,124,2015,2,1973,1.0,1.0,1.0,3.0,3497.0,1.0,20.0,165,120,3.0,4.0,3.0,1,2.0,5.0,2.0,3.0,6.0,6,40000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0,2,2
+593,4.0,2,21,64,101,2015,2,1966,1.0,1.0,1.0,4.0,0.0,1.0,160.0,164,130,2.0,2.0,3.0,1,5.0,4.0,1.0,2.0,3.0,4,30000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,3,1
+594,4.0,1,1,1,8,2015,2,1996,1.0,1.0,1.0,12.0,0.0,2.0,25.5,164,104,5.0,5.0,5.0,2,1.0,3.0,4.0,4.0,6.0,6,120000.0,3.0,3.0,0.0,2.0,1,2.0,2.0,3.0,2.0,1,1
+595,4.0,2,6,16,32,2015,2,1943,1.0,1.0,1.0,3.0,14000.0,1.0,160.0,145,108,3.0,4.0,4.0,2,4.0,4.0,1.0,4.0,5.0,4,20000.0,2.0,2.0,2.0,2.0,7,3.0,2.0,3.0,2.0,4,3
+596,4.0,1,4,7,19,2015,2,1963,1.0,1.0,1.0,4.0,45542.0,1.0,7.0,162,103,5.0,5.0,5.0,1,2.0,3.0,2.0,2.0,1.0,1,95918.0,2.0,1.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,5
+597,4.0,1,21,64,100,2015,1,1961,1.0,1.0,1.0,7.0,40000.0,4.0,75.0,170,140,4.0,4.0,4.0,5,4.0,4.0,4.0,4.0,6.0,1,60000.0,3.0,4.0,2.0,2.0,3,2.0,1.0,4.0,2.0,3,5
+598,4.0,1,26,76,116,2015,1,1997,1.0,1.0,1.0,10.0,1000.0,1.0,100.0,180,130,4.0,4.0,3.0,2,2.0,3.0,3.0,4.0,3.0,6,100000.0,2.0,3.0,1.0,2.0,1,3.0,2.0,3.0,2.0,1,1
+599,4.0,1,21,62,98,2015,2,1962,8.0,1.0,1.0,9.0,30000.0,4.0,120.0,162,120,3.0,4.0,5.0,2,2.0,4.0,3.0,4.0,4.0,1,45000.0,1.0,2.0,2.0,2.0,3,1.0,2.0,4.0,2.0,3,4
+600,3.0,2,2,4,11,2015,2,1928,1.0,1.0,1.0,1.0,0.0,1.0,90.0,145,80,3.0,2.0,3.0,1,1.0,1.0,1.0,4.0,4.0,4,2000.0,3.0,2.0,1.0,2.0,7,3.0,2.0,4.0,2.0,5,1
+601,3.0,1,1,1,3,2015,2,1945,1.0,0.0,1.0,4.0,30000.0,1.0,49.9,158,120,2.0,3.0,2.0,2,4.0,4.0,1.0,2.0,3.0,5,30000.0,1.0,2.0,0.0,2.0,7,3.0,3.0,4.0,3.0,4,4
+602,2.0,2,9,22,44,2015,2,1947,1.0,1.0,1.0,3.0,1660.0,1.0,50.0,165,130,1.0,1.0,2.0,1,2.0,1.0,1.0,4.0,3.0,5,5000.0,2.0,2.0,0.0,2.0,3,3.0,2.0,4.0,3.0,4,2
+603,4.0,2,16,47,79,2015,1,1967,1.0,0.0,1.0,3.0,20000.0,1.0,360.0,172,165,4.0,3.0,3.0,1,3.0,3.0,1.0,3.0,3.0,3,55000.0,7.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,3
+604,4.0,2,18,53,87,2015,2,1945,1.0,1.0,1.0,1.0,0.0,1.0,220.0,159,120,3.0,3.0,3.0,1,3.0,3.0,2.0,4.0,4.0,4,10000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,1
+605,4.0,2,28,81,122,2015,1,1939,1.0,1.0,1.0,1.0,1300.0,1.0,50.0,165,100,4.0,3.0,4.0,1,4.0,4.0,2.0,4.0,1.0,4,1300.0,1.0,1.0,1.0,2.0,1,3.0,2.0,1.0,2.0,4,2
+606,4.0,1,6,12,28,2015,2,1993,5.0,1.0,1.0,12.0,0.0,1.0,138.0,168,125,5.0,5.0,4.0,1,4.0,4.0,3.0,4.0,3.0,6,500000.0,3.0,4.0,2.0,1.0,1,2.0,2.0,4.0,2.0,1,1
+607,4.0,1,21,64,102,2015,1,1973,1.0,1.0,1.0,6.0,20000.0,1.0,70.0,178,140,3.0,1.0,4.0,5,1.0,3.0,2.0,4.0,3.0,1,50000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,3
+608,2.0,1,4,7,18,2015,2,1942,1.0,1.0,1.0,4.0,50000.0,1.0,42.0,155,140,2.0,2.0,4.0,5,3.0,4.0,3.0,2.0,4.0,5,80000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,5
+609,3.0,1,12,34,64,2015,2,1975,1.0,1.0,1.0,10.0,84476.0,4.0,95.0,160,95,5.0,5.0,5.0,4,3.0,3.0,3.0,3.0,5.0,1,200000.0,6.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+610,3.0,1,6,15,31,2015,1,1969,1.0,1.0,1.0,3.0,30000.0,1.0,85.0,165,140,3.0,4.0,4.0,1,2.0,3.0,2.0,3.0,4.0,1,70000.0,4.0,2.0,1.0,2.0,4,2.0,1.0,3.0,3.0,2,4
+611,4.0,1,15,42,73,2015,2,1975,1.0,1.0,1.0,3.0,30000.0,1.0,92.0,167,103,5.0,5.0,5.0,1,4.0,4.0,2.0,3.0,5.0,1,100000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,4
+612,3.0,1,17,48,80,2015,2,1986,1.0,1.0,1.0,4.0,20000.0,1.0,98.0,168,98,3.0,3.0,3.0,1,2.0,4.0,2.0,3.0,5.0,1,100000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,1,3
+613,4.0,1,10,27,49,2015,2,1989,1.0,1.0,1.0,12.0,36000.0,2.0,70.0,165,120,4.0,4.0,4.0,2,3.0,4.0,3.0,3.0,4.0,1,36000.0,1.0,3.0,2.0,2.0,1,2.0,2.0,4.0,2.0,1,4
+614,4.0,1,31,87,132,2015,2,1960,1.0,1.0,1.0,4.0,15600.0,1.0,38.0,156,120,4.0,4.0,4.0,2,2.0,2.0,2.0,2.0,4.0,5,50000.0,5.0,2.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,3
+615,4.0,1,12,32,55,2015,1,1942,1.0,1.0,1.0,12.0,960000.0,1.0,110.0,165,63,3.0,4.0,5.0,2,3.0,3.0,2.0,3.0,5.0,5,150000.0,2.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,4,5
+616,4.0,2,13,35,65,2015,1,1966,6.0,0.0,3.0,3.0,60000.0,1.0,230.0,165,150,5.0,4.0,4.0,1,4.0,5.0,1.0,4.0,6.0,4,80000.0,1.0,4.0,2.0,1.0,3,2.0,1.0,5.0,2.0,3,5
+617,5.0,2,9,22,44,2015,1,1948,1.0,1.0,1.0,3.0,1000.0,1.0,60.0,160,118,5.0,3.0,3.0,1,1.0,4.0,1.0,4.0,10.0,5,3000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,1
+618,4.0,1,19,57,91,2015,1,1946,1.0,1.0,1.0,9.0,40800.0,1.0,72.0,171,136,3.0,4.0,5.0,2,2.0,5.0,1.0,2.0,3.0,5,70800.0,2.0,2.0,1.0,2.0,3,3.0,2.0,5.0,2.0,4,5
+619,2.0,2,6,14,30,2015,1,1955,1.0,1.0,1.0,4.0,2500.0,1.0,100.0,160,110,2.0,2.0,3.0,1,2.0,2.0,1.0,3.0,3.0,2,20000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,2
+620,5.0,2,6,12,28,2015,2,1958,1.0,1.0,1.0,3.0,2000.0,2.0,120.0,157,90,2.0,3.0,4.0,1,4.0,3.0,1.0,4.0,5.0,2,2000.0,1.0,2.0,1.0,2.0,7,3.0,1.0,3.0,2.0,3,2
+621,4.0,2,28,81,121,2015,1,1949,1.0,1.0,1.0,3.0,1000.0,1.0,96.0,167,130,4.0,3.0,4.0,1,2.0,4.0,2.0,4.0,2.0,5,30000.0,5.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,1
+622,4.0,1,1,1,4,2015,1,1989,1.0,1.0,1.0,12.0,120000.0,1.0,74.0,178,130,4.0,4.0,4.0,5,3.0,4.0,4.0,4.0,7.0,1,180000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,5
+623,5.0,2,31,87,131,2015,1,1956,1.0,1.0,1.0,3.0,10000.0,1.0,78.0,160,130,4.0,5.0,5.0,1,2.0,3.0,1.0,5.0,4.0,4,20000.0,2.0,3.0,2.0,2.0,3,2.0,3.0,4.0,2.0,3,3
+624,3.0,1,22,67,107,2015,1,1971,1.0,1.0,3.0,7.0,30000.0,4.0,130.0,167,130,2.0,2.0,3.0,5,2.0,3.0,2.0,2.0,4.0,1,36000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,4
+625,1.0,2,3,6,13,2015,2,1968,1.0,1.0,1.0,3.0,30000.0,1.0,60.0,154,122,2.0,3.0,2.0,1,3.0,4.0,1.0,1.0,2.0,3,35000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,4
+626,4.0,2,4,7,22,2015,1,1986,1.0,1.0,1.0,10.0,48000.0,1.0,13.0,170,126,4.0,5.0,5.0,1,4.0,3.0,4.0,4.0,5.0,1,60000.0,3.0,2.0,2.0,2.0,1,2.0,2.0,3.0,2.0,1,5
+627,4.0,2,3,6,13,2015,1,1953,1.0,1.0,1.0,6.0,50000.0,4.0,35.0,170,120,4.0,5.0,3.0,1,2.0,3.0,1.0,3.0,7.0,3,60000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+628,4.0,1,10,25,47,2015,1,1973,1.0,1.0,1.0,4.0,60000.0,1.0,200.0,173,150,4.0,4.0,4.0,1,3.0,4.0,2.0,3.0,5.0,1,150000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+629,3.0,1,10,24,46,2015,1,1982,1.0,1.0,2.0,4.0,30000.0,2.0,87.0,170,130,5.0,5.0,5.0,2,4.0,4.0,3.0,3.0,3.0,1,30000.0,1.0,2.0,1.0,2.0,1,3.0,2.0,4.0,3.0,2,4
+630,4.0,2,6,16,32,2015,2,1957,1.0,1.0,1.0,1.0,5000.0,1.0,100.0,155,120,4.0,4.0,4.0,1,3.0,3.0,1.0,3.0,6.0,1,41006.0,4.0,3.0,1.0,2.0,4,2.0,2.0,5.0,2.0,3,2
+631,4.0,1,12,32,61,2015,1,1997,1.0,1.0,1.0,8.0,12738.0,2.0,750.0,175,110,5.0,5.0,4.0,4,2.0,4.0,2.0,3.0,4.0,6,100000.0,4.0,3.0,0.0,1.0,1,3.0,1.0,4.0,2.0,1,3
+632,4.0,2,17,50,83,2015,2,1954,1.0,1.0,1.0,1.0,1000.0,3.0,200.0,169,120,3.0,1.0,3.0,1,2.0,5.0,1.0,4.0,5.0,1,7000.0,2.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,1
+633,4.0,2,29,83,126,2015,1,1967,1.0,0.0,1.0,6.0,2000.0,2.0,120.0,160,108,2.0,3.0,3.0,1,4.0,4.0,4.0,4.0,1.0,4,10000.0,1.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,2
+634,5.0,1,11,30,53,2015,1,1958,1.0,1.0,1.0,4.0,3450.0,1.0,28.0,170,150,5.0,5.0,5.0,1,1.0,4.0,1.0,1.0,3.0,1,5500.0,2.0,2.0,1.0,2.0,3,3.0,2.0,5.0,2.0,3,2
+635,4.0,1,15,40,71,2015,1,1985,1.0,1.0,1.0,7.0,0.0,1.0,106.0,170,130,3.0,5.0,4.0,2,2.0,2.0,1.0,3.0,4.0,1,35000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,1,1
+636,4.0,2,22,66,105,2015,2,1953,1.0,1.0,4.0,4.0,20000.0,1.0,245.0,160,104,4.0,4.0,3.0,1,2.0,3.0,2.0,3.0,4.0,2,20000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,3
+637,3.0,1,6,15,31,2015,2,1987,1.0,1.0,1.0,7.0,50000.0,1.0,80.0,157,98,4.0,4.0,4.0,1,3.0,3.0,3.0,4.0,4.0,1,100000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,1,5
+638,4.0,2,5,9,25,2015,2,1951,1.0,1.0,1.0,1.0,10000.0,1.0,89.0,156,150,4.0,5.0,3.0,1,3.0,4.0,1.0,4.0,2.0,3,14000.0,5.0,2.0,1.0,2.0,3,2.0,2.0,2.0,2.0,3,3
+639,4.0,1,19,56,90,2015,2,1962,1.0,1.0,1.0,4.0,25000.0,1.0,70.0,168,130,4.0,5.0,5.0,1,3.0,2.0,1.0,4.0,3.0,1,50000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,5.0,3.0,3,4
+640,4.0,2,5,8,24,2015,1,1940,1.0,1.0,1.0,1.0,12000.0,1.0,65.0,172,59,4.0,4.0,5.0,1,3.0,3.0,2.0,3.0,1.0,4,30000.0,1.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0,4,3
+641,4.0,1,6,15,31,2015,2,1968,1.0,1.0,1.0,4.0,3000.0,1.0,200.0,159,110,4.0,4.0,4.0,1,2.0,2.0,1.0,3.0,4.0,3,10000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,2
+642,5.0,2,3,6,13,2015,1,1945,1.0,1.0,1.0,1.0,20000.0,1.0,90.0,165,146,2.0,4.0,3.0,1,4.0,3.0,1.0,2.0,3.0,3,20000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,3
+643,4.0,1,2,3,10,2015,1,1960,1.0,1.0,1.0,4.0,30000.0,2.0,400.0,167,132,4.0,5.0,5.0,1,4.0,3.0,2.0,4.0,4.0,3,60000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+644,4.0,1,7,18,40,2015,1,1994,1.0,1.0,1.0,5.0,36000.0,1.0,40.0,180,130,4.0,4.0,5.0,5,4.0,4.0,3.0,2.0,7.0,1,110000.0,3.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,4
+645,1.0,1,16,47,79,2015,2,1976,1.0,0.0,1.0,3.0,11144.0,1.0,160.0,150,128,3.0,5.0,2.0,4,2.0,3.0,1.0,2.0,5.0,5,95075.0,5.0,2.0,1.0,2.0,3,3.0,2.0,2.0,2.0,2,3
+646,5.0,2,2,4,11,2015,1,1967,1.0,1.0,1.0,3.0,8000.0,1.0,100.0,168,150,5.0,4.0,4.0,1,2.0,2.0,1.0,3.0,6.0,3,10000.0,3.0,1.0,1.0,2.0,6,3.0,2.0,4.0,2.0,2,2
+647,4.0,1,21,64,100,2015,2,1981,1.0,1.0,1.0,4.0,0.0,1.0,35.0,165,50,4.0,4.0,4.0,2,4.0,4.0,2.0,4.0,5.0,5,100000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,1
+648,4.0,1,2,5,12,2015,2,1970,1.0,1.0,1.0,4.0,12000.0,1.0,80.0,158,120,4.0,4.0,4.0,4,1.0,4.0,1.0,4.0,3.0,1,12000.0,3.0,2.0,1.0,2.0,7,2.0,2.0,3.0,2.0,2,3
+649,2.0,2,31,89,134,2015,2,1969,1.0,1.0,1.0,4.0,0.0,1.0,100.0,166,90,3.0,4.0,3.0,1,4.0,5.0,1.0,4.0,3.0,4,3000.0,3.0,1.0,1.0,2.0,3,3.0,3.0,5.0,4.0,2,1
+650,5.0,1,23,69,109,2015,2,1937,1.0,1.0,1.0,1.0,0.0,1.0,80.0,160,120,4.0,4.0,4.0,1,1.0,5.0,1.0,5.0,5.0,4,30000.0,5.0,4.0,2.0,1.0,7,2.0,1.0,4.0,2.0,4,1
+651,5.0,2,6,14,30,2015,1,1957,1.0,1.0,1.0,3.0,12000.0,1.0,200.0,165,125,5.0,3.0,3.0,1,2.0,2.0,2.0,1.0,6.0,3,20000.0,4.0,4.0,1.0,2.0,3,1.0,3.0,4.0,3.0,3,3
+652,5.0,1,4,7,21,2015,2,1991,1.0,1.0,1.0,6.0,0.0,2.0,98.0,158,100,5.0,5.0,5.0,1,3.0,4.0,2.0,4.0,7.0,5,60000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,4.0,3.0,1,1
+653,4.0,1,29,82,125,2015,2,1960,1.0,1.0,1.0,3.0,30000.0,1.0,110.0,165,150,3.0,3.0,2.0,2,4.0,4.0,1.0,2.0,2.0,1,60000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+654,4.0,2,4,7,22,2015,1,1987,1.0,1.0,1.0,4.0,30000.0,1.0,20.0,177,200,5.0,5.0,5.0,1,2.0,2.0,1.0,2.0,3.0,1,70000.0,6.0,2.0,3.0,2.0,3,2.0,2.0,3.0,2.0,1,4
+655,5.0,1,30,85,128,2015,2,1950,1.0,1.0,1.0,3.0,13080.0,1.0,56.6,163,160,3.0,5.0,5.0,2,2.0,4.0,1.0,4.0,5.0,5,40000.0,3.0,2.0,1.0,2.0,7,1.0,1.0,5.0,3.0,4,3
+656,4.0,2,6,14,30,2015,1,1950,1.0,1.0,1.0,3.0,6000.0,1.0,150.0,165,100,4.0,4.0,4.0,1,4.0,3.0,1.0,5.0,6.0,3,40000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,2
+657,4.0,2,11,31,54,2015,2,1977,1.0,1.0,1.0,4.0,20000.0,1.0,40.0,166,140,4.0,5.0,5.0,1,2.0,3.0,2.0,4.0,2.0,1,30000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,3
+658,5.0,1,5,11,27,2015,1,1936,1.0,1.0,1.0,4.0,32000.0,4.0,138.0,171,146,4.0,4.0,4.0,2,3.0,4.0,2.0,4.0,5.0,5,53000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+659,3.0,1,27,79,119,2015,1,1960,1.0,1.0,1.0,3.0,20000.0,1.0,80.0,169,120,4.0,5.0,3.0,1,1.0,2.0,2.0,3.0,4.0,4,20000.0,1.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0,3,3
+660,4.0,1,26,76,116,2015,1,1986,1.0,1.0,1.0,10.0,13500.0,1.0,120.0,182,130,4.0,4.0,4.0,1,2.0,1.0,1.0,3.0,6.0,1,85000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,3
+661,5.0,2,19,57,92,2015,1,1981,1.0,1.0,1.0,3.0,150000.0,1.0,660.0,175,150,5.0,3.0,4.0,1,3.0,4.0,1.0,4.0,8.0,1,250000.0,4.0,4.0,2.0,1.0,3,1.0,1.0,4.0,2.0,2,5
+662,5.0,1,4,7,14,2015,2,1941,1.0,0.0,1.0,7.0,45000.0,4.0,43.0,162,143,3.0,3.0,5.0,2,2.0,3.0,4.0,4.0,5.0,5,45000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,3.0,3.0,4,5
+663,5.0,1,2,3,10,2015,1,1975,4.0,0.0,5.0,3.0,10000.0,1.0,240.0,175,140,4.0,4.0,5.0,1,2.0,3.0,1.0,4.0,4.0,2,20000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+664,5.0,2,31,88,133,2015,1,1978,1.0,1.0,1.0,4.0,13000.0,4.0,96.0,175,180,5.0,5.0,5.0,1,3.0,3.0,2.0,2.0,5.0,3,50000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,3
+665,4.0,1,16,44,75,2015,2,1958,1.0,1.0,1.0,1.0,5000.0,1.0,130.0,155,98,4.0,5.0,5.0,1,1.0,4.0,1.0,1.0,5.0,1,5000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+666,4.0,1,1,1,6,2015,2,1958,1.0,1.0,1.0,7.0,30000.0,1.0,51.0,162,150,3.0,4.0,5.0,2,3.0,3.0,3.0,2.0,5.0,5,30000.0,1.0,3.0,1.0,2.0,6,2.0,2.0,4.0,3.0,3,4
+667,3.0,2,27,80,120,2015,2,1961,1.0,1.0,1.0,6.0,20000.0,1.0,72.0,163,130,4.0,5.0,4.0,1,3.0,3.0,1.0,4.0,5.0,1,30000.0,4.0,2.0,1.0,2.0,3,3.0,3.0,3.0,3.0,3,3
+668,2.0,2,21,62,98,2015,2,1958,1.0,1.0,1.0,1.0,2000.0,1.0,50.0,155,130,1.0,2.0,2.0,1,2.0,2.0,1.0,3.0,1.0,2,5000.0,1.0,1.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,2
+669,3.0,2,2,2,9,2015,1,1953,8.0,1.0,1.0,4.0,0.0,4.0,200.0,168,92,2.0,3.0,3.0,1,2.0,4.0,1.0,4.0,4.0,4,50000.0,2.0,2.0,1.0,2.0,3,1.0,2.0,4.0,2.0,3,1
+670,4.0,2,18,54,88,2015,2,1958,1.0,1.0,1.0,1.0,3300.0,1.0,150.0,162,100,2.0,2.0,3.0,1,5.0,3.0,1.0,5.0,4.0,3,10000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,2
+671,4.0,1,13,36,67,2015,1,1992,6.0,1.0,1.0,10.0,4000.0,2.0,80.0,174,96,4.0,4.0,4.0,2,3.0,2.0,3.0,4.0,1.0,5,105453.0,4.0,2.0,1.0,2.0,1,3.0,1.0,3.0,2.0,1,2
+672,5.0,1,12,32,57,2015,2,1983,1.0,0.0,4.0,4.0,40000.0,1.0,90.0,160,106,5.0,5.0,5.0,1,3.0,4.0,3.0,2.0,4.0,1,83572.0,2.0,3.0,1.0,2.0,3,2.0,3.0,3.0,3.0,1,5
+673,4.0,2,18,52,86,2015,2,1973,1.0,1.0,1.0,1.0,8000.0,1.0,200.0,158,160,3.0,4.0,4.0,1,4.0,1.0,3.0,4.0,4.0,3,40000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,2.0,2,2
+674,4.0,1,1,1,8,2015,2,1982,1.0,1.0,1.0,12.0,240000.0,1.0,119.0,165,100,5.0,5.0,5.0,2,1.0,3.0,4.0,4.0,7.0,1,240000.0,1.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,2,5
+675,3.0,1,31,88,133,2015,2,1952,1.0,1.0,1.0,3.0,20000.0,1.0,35.0,174,150,2.0,4.0,5.0,2,2.0,4.0,2.0,3.0,3.0,4,30000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,3
+676,4.0,2,21,62,98,2015,2,1964,8.0,0.0,2.0,3.0,3000.0,1.0,200.0,155,100,3.0,3.0,4.0,1,3.0,3.0,1.0,3.0,2.0,4,30000.0,5.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,2
+677,3.0,1,2,5,12,2015,1,1955,8.0,1.0,1.0,3.0,0.0,1.0,160.0,170,120,3.0,4.0,4.0,1,2.0,2.0,1.0,2.0,4.0,4,40000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,1
+678,4.0,2,29,84,127,2015,2,1975,1.0,1.0,1.0,3.0,3000.0,1.0,150.0,158,90,3.0,5.0,4.0,1,2.0,3.0,1.0,4.0,8.0,3,20000.0,5.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,2
+679,4.0,2,10,27,50,2015,2,1955,1.0,1.0,1.0,1.0,0.0,1.0,80.0,160,120,4.0,5.0,5.0,1,2.0,3.0,1.0,4.0,5.0,3,2000.0,2.0,2.0,1.0,2.0,7,3.0,2.0,3.0,2.0,3,1
+680,3.0,2,2,4,11,2015,1,1956,1.0,1.0,3.0,3.0,4000.0,1.0,100.0,165,100,4.0,4.0,4.0,1,3.0,3.0,1.0,3.0,2.0,3,6000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,4.0,3.0,3,2
+681,3.0,1,6,15,31,2015,1,1970,1.0,1.0,1.0,4.0,110000.0,1.0,400.0,160,90,3.0,3.0,3.0,2,2.0,4.0,2.0,4.0,5.0,1,200000.0,2.0,3.0,0.0,1.0,3,2.0,2.0,3.0,2.0,2,5
+682,5.0,2,2,4,11,2015,1,1966,1.0,1.0,1.0,1.0,30000.0,1.0,90.0,158,140,3.0,2.0,3.0,1,2.0,1.0,1.0,4.0,6.0,1,30000.0,3.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,3,4
+683,4.0,1,9,21,43,2015,2,1947,1.0,1.0,1.0,1.0,3580.0,1.0,200.0,150,110,4.0,4.0,4.0,1,3.0,3.0,1.0,2.0,6.0,3,10000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,2
+684,3.0,2,19,57,92,2015,2,1972,1.0,1.0,1.0,7.0,50000.0,1.0,200.0,152,130,5.0,5.0,3.0,1,4.0,4.0,3.0,4.0,4.0,1,300000.0,4.0,3.0,1.0,2.0,3,2.0,3.0,5.0,2.0,2,5
+685,4.0,1,15,42,73,2015,1,1967,1.0,1.0,1.0,3.0,48000.0,1.0,200.0,172,130,5.0,4.0,4.0,1,4.0,4.0,2.0,2.0,4.0,1,100000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,5
+686,3.0,1,4,7,22,2015,2,1993,1.0,1.0,1.0,12.0,0.0,2.0,90.0,160,100,4.0,3.0,3.0,1,3.0,4.0,3.0,2.0,3.0,1,0.0,1.0,2.0,1.0,1.0,1,3.0,1.0,3.0,2.0,1,1
+687,4.0,1,6,17,33,2015,2,1958,1.0,1.0,1.0,3.0,24000.0,1.0,80.0,159,126,4.0,4.0,4.0,4,3.0,2.0,1.0,4.0,4.0,5,50000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,4
+688,4.0,1,22,66,105,2015,2,1929,1.0,1.0,1.0,1.0,0.0,1.0,400.0,158,90,2.0,3.0,4.0,1,2.0,2.0,3.0,3.0,5.0,4,0.0,1.0,2.0,1.0,2.0,7,3.0,3.0,4.0,2.0,5,1
+689,4.0,2,5,10,26,2015,1,1994,1.0,1.0,1.0,4.0,80000.0,1.0,135.0,182,160,5.0,5.0,5.0,1,3.0,2.0,1.0,2.0,5.0,3,100000.0,6.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,5
+690,4.0,2,26,76,116,2015,1,1949,1.0,1.0,1.0,4.0,10000.0,1.0,400.0,160,120,3.0,5.0,3.0,1,4.0,3.0,3.0,5.0,4.0,3,50000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,3
+691,4.0,2,21,64,101,2015,2,1975,1.0,1.0,1.0,4.0,2000.0,1.0,80.0,160,100,5.0,4.0,4.0,1,2.0,3.0,1.0,3.0,4.0,1,30000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,2
+692,3.0,1,21,61,97,2015,2,1983,1.0,1.0,1.0,4.0,15000.0,1.0,200.0,163,116,3.0,5.0,5.0,4,5.0,5.0,1.0,4.0,5.0,1,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,3
+693,5.0,1,27,77,117,2015,1,1930,1.0,1.0,1.0,1.0,0.0,1.0,70.0,170,140,2.0,3.0,4.0,4,2.0,3.0,2.0,4.0,5.0,4,60000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,5,1
+694,4.0,1,16,46,77,2015,2,1994,1.0,1.0,1.0,12.0,0.0,2.0,100.0,170,110,4.0,4.0,4.0,2,3.0,3.0,3.0,3.0,5.0,6,100000.0,3.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,1
+695,3.0,1,6,13,29,2015,2,1967,1.0,1.0,1.0,3.0,1000.0,1.0,100.0,155,90,4.0,3.0,3.0,1,2.0,1.0,1.0,3.0,4.0,5,10000.0,1.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,2,1
+696,4.0,2,3,6,13,2015,2,1940,1.0,0.0,2.0,3.0,1680.0,1.0,16.0,162,120,4.0,3.0,3.0,1,2.0,2.0,1.0,4.0,3.0,3,10000.0,2.0,2.0,1.0,2.0,4,3.0,1.0,4.0,2.0,4,2
+697,4.0,2,29,82,124,2015,1,1963,1.0,1.0,1.0,4.0,10000.0,1.0,24.0,175,128,3.0,3.0,2.0,1,3.0,2.0,2.0,4.0,5.0,3,20000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,3
+698,4.0,1,21,63,99,2015,2,1987,1.0,1.0,1.0,6.0,36000.0,1.0,78.0,160,120,5.0,3.0,4.0,5,3.0,4.0,2.0,3.0,4.0,1,66000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,1,4
+699,4.0,2,9,20,42,2015,2,1962,1.0,1.0,1.0,3.0,6000.0,1.0,180.0,155,92,3.0,2.0,3.0,1,2.0,2.0,1.0,4.0,5.0,3,50000.0,4.0,3.0,2.0,2.0,3,2.0,2.0,4.0,3.0,3,2
+700,4.0,1,12,34,64,2015,2,1966,1.0,1.0,1.0,12.0,70000.0,1.0,105.0,160,120,5.0,5.0,4.0,2,3.0,2.0,2.0,4.0,5.0,1,150000.0,2.0,3.0,1.0,2.0,3,1.0,2.0,5.0,2.0,3,5
+701,4.0,1,5,11,27,2015,1,1947,1.0,1.0,1.0,3.0,40000.0,1.0,60.0,172,150,4.0,5.0,4.0,2,4.0,3.0,3.0,4.0,5.0,5,90000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,5
+702,4.0,1,12,32,61,2015,2,1955,1.0,1.0,1.0,3.0,7500.0,1.0,120.0,155,120,3.0,3.0,3.0,1,4.0,4.0,1.0,3.0,3.0,4,15000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,2
+703,4.0,2,29,82,124,2015,2,1990,1.0,1.0,1.0,4.0,80000.0,1.0,25.0,170,120,5.0,4.0,4.0,1,4.0,4.0,2.0,4.0,4.0,3,80000.0,4.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,1,5
+704,4.0,1,18,51,84,2015,2,1957,1.0,1.0,1.0,4.0,5000.0,1.0,100.0,157,137,4.0,3.0,4.0,4,3.0,4.0,1.0,2.0,4.0,4,27000.0,2.0,3.0,1.0,2.0,4,2.0,1.0,4.0,3.0,3,2
+705,5.0,2,5,8,24,2015,1,1951,1.0,1.0,2.0,4.0,50000.0,4.0,78.0,160,124,4.0,4.0,4.0,1,4.0,4.0,1.0,4.0,5.0,2,50000.0,2.0,3.0,2.0,1.0,3,2.0,1.0,5.0,2.0,3,5
+706,5.0,1,4,7,21,2015,1,1985,1.0,1.0,1.0,6.0,100000.0,1.0,10.0,178,140,3.0,4.0,5.0,1,2.0,4.0,2.0,4.0,3.0,1,500000.0,1.0,3.0,2.0,2.0,1,2.0,2.0,3.0,2.0,1,5
+707,3.0,1,1,1,4,2015,1,1931,1.0,1.0,1.0,3.0,36000.0,1.0,70.0,173,120,2.0,4.0,4.0,2,2.0,2.0,2.0,3.0,6.0,5,72000.0,2.0,2.0,0.0,2.0,3,2.0,2.0,3.0,2.0,5,4
+708,4.0,1,22,65,103,2015,1,1946,1.0,1.0,1.0,10.0,40000.0,1.0,72.0,167,124,4.0,5.0,4.0,2,3.0,4.0,3.0,4.0,4.0,1,40000.0,2.0,3.0,0.0,2.0,3,1.0,3.0,4.0,2.0,4,5
+709,4.0,1,27,77,117,2015,1,1975,1.0,1.0,1.0,3.0,10000.0,1.0,53.0,174,186,5.0,4.0,3.0,1,3.0,4.0,1.0,4.0,3.0,1,30000.0,2.0,2.0,1.0,1.0,3,3.0,2.0,3.0,3.0,2,3
+710,5.0,2,17,49,82,2015,2,1936,1.0,1.0,1.0,1.0,50.0,1.0,120.0,160,80,1.0,1.0,5.0,1,1.0,4.0,1.0,4.0,6.0,4,20000.0,4.0,3.0,1.0,1.0,7,2.0,1.0,4.0,2.0,4,1
+711,2.0,2,8,19,41,2015,2,1966,4.0,0.0,7.0,3.0,15000.0,1.0,120.0,156,126,1.0,1.0,3.0,2,2.0,2.0,1.0,2.0,2.0,5,15000.0,5.0,1.0,1.0,2.0,7,3.0,3.0,4.0,2.0,3,3
+712,1.0,1,1,1,2,2015,1,1953,1.0,1.0,1.0,3.0,30000.0,1.0,36.0,170,130,2.0,2.0,2.0,2,1.0,3.0,1.0,1.0,3.0,4,30000.0,1.0,1.0,1.0,2.0,7,3.0,2.0,2.0,4.0,3,4
+713,4.0,1,27,78,118,2015,2,1957,1.0,1.0,1.0,4.0,22000.0,4.0,60.0,158,95,4.0,4.0,4.0,2,1.0,3.0,2.0,4.0,5.0,5,42000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,3
+714,3.0,1,27,79,119,2015,1,1974,1.0,1.0,1.0,4.0,10000.0,1.0,50.0,170,120,2.0,3.0,4.0,2,2.0,3.0,2.0,2.0,2.0,1,20000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,3
+715,4.0,2,16,44,75,2015,1,1944,1.0,1.0,1.0,3.0,12660.0,1.0,100.0,163,105,3.0,4.0,4.0,1,3.0,2.0,2.0,3.0,5.0,2,30000.0,4.0,3.0,0.0,2.0,3,2.0,2.0,4.0,2.0,4,3
+716,4.0,1,31,87,131,2015,2,1972,1.0,1.0,1.0,3.0,50000.0,1.0,70.0,160,130,3.0,4.0,5.0,1,3.0,4.0,1.0,2.0,4.0,1,100000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0,2,5
+717,4.0,1,7,18,38,2015,1,1959,1.0,1.0,1.0,4.0,10000.0,1.0,80.0,175,120,4.0,4.0,4.0,4,4.0,3.0,4.0,4.0,5.0,1,50000.0,4.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,3,3
+718,2.0,2,31,87,132,2015,1,1955,1.0,1.0,1.0,1.0,500.0,1.0,30.0,170,110,1.0,1.0,2.0,1,1.0,3.0,1.0,3.0,1.0,4,500.0,2.0,1.0,1.0,2.0,3,3.0,3.0,3.0,2.0,3,1
+719,4.0,1,15,43,74,2015,1,1940,1.0,0.0,9.0,1.0,25000.0,1.0,73.0,168,126,3.0,4.0,4.0,2,2.0,2.0,1.0,3.0,5.0,5,50000.0,2.0,3.0,0.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+720,5.0,1,4,7,15,2015,2,1992,1.0,1.0,1.0,10.0,60000.0,2.0,70.0,155,98,5.0,4.0,4.0,1,4.0,4.0,3.0,3.0,5.0,1,100000.0,2.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,5
+721,4.0,1,22,66,105,2015,2,1992,1.0,1.0,1.0,6.0,18000.0,1.0,120.0,162,100,4.0,4.0,4.0,1,4.0,2.0,3.0,4.0,5.0,1,110000.0,4.0,3.0,1.0,2.0,1,3.0,1.0,4.0,3.0,1,3
+722,4.0,1,11,29,52,2015,2,1955,1.0,1.0,1.0,1.0,20000.0,1.0,200.0,155,100,4.0,4.0,5.0,1,4.0,2.0,1.0,3.0,2.0,4,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,3
+723,2.0,1,31,89,134,2015,2,1978,1.0,1.0,9.0,4.0,6587.0,1.0,67.0,158,100,4.0,4.0,5.0,2,2.0,3.0,1.0,1.0,4.0,6,35653.0,2.0,2.0,0.0,2.0,6,2.0,2.0,3.0,2.0,2,2
+724,4.0,1,12,32,60,2015,1,1995,1.0,1.0,1.0,7.0,0.0,1.0,192.0,165,120,3.0,5.0,2.0,5,4.0,5.0,1.0,2.0,5.0,5,100000.0,3.0,4.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,1
+725,5.0,1,1,1,2,2015,2,1990,1.0,1.0,1.0,10.0,28000.0,2.0,58.6,162,140,5.0,5.0,5.0,2,4.0,4.0,4.0,3.0,7.0,1,101100.0,3.0,3.0,1.0,2.0,1,3.0,3.0,2.0,4.0,1,4
+726,3.0,2,22,67,107,2015,2,1971,8.0,1.0,3.0,3.0,3000.0,1.0,140.0,147,97,3.0,3.0,3.0,1,4.0,2.0,1.0,4.0,3.0,1,10000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,2
+727,4.0,1,9,21,43,2015,1,1982,1.0,1.0,1.0,6.0,10000.0,1.0,150.0,178,150,4.0,4.0,4.0,1,3.0,3.0,1.0,2.0,3.0,3,20000.0,4.0,3.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,3
+728,1.0,1,22,67,107,2015,2,1944,1.0,1.0,1.0,6.0,20000.0,1.0,70.0,161,100,3.0,3.0,3.0,2,3.0,3.0,2.0,3.0,4.0,5,20000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,4.0,2.0,4,3
+729,5.0,2,28,81,121,2015,2,1969,1.0,1.0,1.0,1.0,6000.0,1.0,200.0,155,105,3.0,2.0,3.0,1,2.0,4.0,2.0,4.0,3.0,4,45000.0,2.0,2.0,1.0,2.0,3,2.0,3.0,4.0,2.0,2,2
+730,4.0,1,10,27,50,2015,2,1986,1.0,1.0,1.0,6.0,40000.0,2.0,300.0,163,110,4.0,3.0,3.0,2,2.0,3.0,3.0,4.0,7.0,1,100000.0,9.0,4.0,1.0,1.0,3,2.0,1.0,4.0,2.0,1,5
+731,4.0,1,18,52,85,2015,1,1975,4.0,0.0,8.0,6.0,20000.0,1.0,230.0,178,170,4.0,4.0,4.0,1,2.0,2.0,1.0,4.0,6.0,1,73300.0,3.0,3.0,1.0,2.0,3,1.0,1.0,4.0,2.0,2,3
+732,4.0,2,28,81,123,2015,2,1974,1.0,1.0,1.0,1.0,800.0,1.0,230.0,148,115,4.0,3.0,3.0,1,3.0,2.0,1.0,2.0,2.0,3,20000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,1
+733,4.0,2,18,52,85,2015,1,1966,1.0,1.0,1.0,10.0,6000.0,1.0,240.0,170,150,5.0,5.0,4.0,1,4.0,3.0,4.0,4.0,6.0,3,9000.0,2.0,4.0,1.0,2.0,3,1.0,2.0,3.0,2.0,3,2
+734,2.0,1,28,81,122,2015,1,1941,1.0,1.0,1.0,1.0,0.0,1.0,97.0,155,112,3.0,3.0,3.0,1,3.0,4.0,1.0,3.0,2.0,4,30000.0,5.0,2.0,1.0,2.0,7,3.0,2.0,3.0,3.0,4,1
+735,4.0,2,15,40,71,2015,1,1986,1.0,1.0,1.0,6.0,90000.0,1.0,90.0,170,150,5.0,5.0,3.0,2,4.0,4.0,2.0,4.0,6.0,1,90000.0,3.0,2.0,0.0,2.0,3,3.0,2.0,2.0,2.0,1,5
+736,4.0,1,5,8,23,2015,1,1986,1.0,1.0,1.0,12.0,60000.0,1.0,55.0,180,130,5.0,5.0,4.0,1,4.0,4.0,5.0,2.0,5.0,1,60000.0,1.0,4.0,0.0,2.0,1,2.0,1.0,2.0,2.0,1,5
+737,4.0,1,26,76,116,2015,1,1997,1.0,1.0,4.0,12.0,18000.0,2.0,100.0,172,125,5.0,5.0,5.0,5,5.0,5.0,5.0,3.0,5.0,6,474399.0,2.0,3.0,2.0,1.0,1,2.0,2.0,3.0,2.0,1,3
+738,4.0,2,16,46,78,2015,2,1981,1.0,1.0,1.0,7.0,12000.0,1.0,80.0,150,80,3.0,4.0,4.0,1,3.0,4.0,3.0,4.0,4.0,1,30000.0,4.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,3
+739,4.0,1,22,66,106,2015,1,1978,1.0,1.0,1.0,6.0,30000.0,1.0,20.0,172,140,5.0,4.0,4.0,1,4.0,3.0,2.0,2.0,3.0,1,50000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,2,4
+740,5.0,1,29,82,125,2015,2,1989,1.0,1.0,1.0,4.0,20000.0,1.0,30.0,150,90,4.0,4.0,3.0,2,2.0,5.0,2.0,3.0,6.0,1,50000.0,3.0,2.0,0.0,2.0,3,2.0,1.0,4.0,2.0,1,3
+741,4.0,2,22,65,104,2015,2,1950,8.0,1.0,1.0,2.0,3000.0,1.0,100.0,158,98,3.0,3.0,3.0,1,3.0,3.0,1.0,4.0,2.0,1,30000.0,2.0,2.0,1.0,2.0,7,3.0,2.0,3.0,2.0,4,2
+742,3.0,1,21,64,102,2015,2,1969,1.0,1.0,1.0,3.0,15000.0,1.0,102.0,170,170,2.0,1.0,1.0,1,1.0,5.0,1.0,3.0,3.0,4,30000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,2.0,4.0,2,3
+743,4.0,1,6,12,28,2015,2,1964,1.0,1.0,1.0,1.0,20000.0,1.0,20.0,156,110,4.0,4.0,3.0,2,4.0,3.0,2.0,2.0,3.0,1,21000.0,2.0,2.0,1.0,2.0,7,3.0,2.0,4.0,3.0,3,3
+744,4.0,2,23,69,109,2015,2,1948,1.0,1.0,1.0,4.0,720.0,1.0,80.0,150,85,2.0,3.0,3.0,1,3.0,2.0,1.0,4.0,1.0,4,4320.0,2.0,2.0,1.0,2.0,7,3.0,2.0,4.0,2.0,4,1
+745,4.0,1,27,79,119,2015,2,1996,1.0,1.0,1.0,6.0,0.0,2.0,50.0,168,110,5.0,5.0,5.0,2,2.0,2.0,5.0,4.0,4.0,5,50000.0,3.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,1
+746,4.0,1,21,63,99,2015,2,1940,1.0,1.0,1.0,1.0,30000.0,1.0,80.0,165,102,5.0,5.0,4.0,5,4.0,4.0,2.0,4.0,5.0,5,150000.0,4.0,4.0,1.0,2.0,3,1.0,2.0,4.0,2.0,4,4
+747,4.0,2,10,24,46,2015,1,1956,4.0,0.0,8.0,1.0,10000.0,4.0,80.0,170,140,4.0,4.0,4.0,1,3.0,2.0,1.0,4.0,6.0,3,10000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+748,4.0,2,5,10,26,2015,1,1982,1.0,1.0,1.0,4.0,10000.0,1.0,90.0,170,140,3.0,2.0,3.0,1,2.0,4.0,3.0,3.0,5.0,4,20000.0,5.0,3.0,1.0,2.0,3,3.0,1.0,3.0,2.0,2,3
+749,4.0,1,7,18,40,2015,1,1952,1.0,1.0,1.0,4.0,25000.0,4.0,34.0,167,130,4.0,4.0,4.0,2,2.0,5.0,3.0,3.0,1.0,5,60000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,4
+750,5.0,1,11,30,53,2015,2,1933,1.0,1.0,1.0,1.0,600.0,1.0,100.0,160,90,4.0,3.0,5.0,1,4.0,4.0,1.0,4.0,4.0,3,8000.0,3.0,2.0,1.0,2.0,7,3.0,1.0,4.0,2.0,5,1
+751,5.0,1,4,7,17,2015,2,1958,1.0,1.0,1.0,4.0,20000.0,1.0,90.0,163,136,2.0,2.0,5.0,2,3.0,3.0,4.0,4.0,1.0,5,30000.0,2.0,2.0,2.0,2.0,3,3.0,1.0,5.0,2.0,3,3
+752,3.0,1,12,33,62,2015,2,1953,1.0,1.0,2.0,1.0,11681.0,1.0,160.0,155,110,5.0,2.0,4.0,1,2.0,1.0,1.0,2.0,3.0,5,36709.0,2.0,3.0,1.0,2.0,3,3.0,1.0,3.0,2.0,3,3
+753,4.0,1,17,48,80,2015,1,1970,1.0,1.0,1.0,12.0,60208.0,4.0,116.0,170,160,5.0,5.0,3.0,4,3.0,3.0,3.0,3.0,5.0,1,99405.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+754,4.0,1,1,1,3,2015,1,1980,1.0,1.0,1.0,5.0,100000.0,1.0,40.0,168,110,4.0,5.0,5.0,2,3.0,4.0,2.0,3.0,5.0,1,120000.0,3.0,3.0,3.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+755,4.0,2,16,46,78,2015,2,1976,1.0,1.0,1.0,3.0,20000.0,1.0,120.0,160,102,4.0,3.0,3.0,1,5.0,4.0,2.0,4.0,4.0,1,60000.0,5.0,3.0,3.0,1.0,3,2.0,1.0,4.0,3.0,2,3
+756,4.0,1,22,67,107,2015,2,1995,1.0,1.0,1.0,12.0,800.0,4.0,100.0,161,95,5.0,5.0,4.0,5,4.0,3.0,5.0,3.0,6.0,6,70000.0,1.0,4.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,1
+757,4.0,2,5,9,25,2015,2,1938,1.0,1.0,1.0,1.0,0.0,1.0,80.0,160,80,5.0,5.0,5.0,1,2.0,4.0,1.0,4.0,2.0,4,50000.0,3.0,3.0,1.0,1.0,7,2.0,1.0,3.0,2.0,4,1
+758,4.0,1,4,7,17,2015,1,1972,1.0,1.0,1.0,4.0,60000.0,1.0,95.0,164,134,4.0,5.0,3.0,1,2.0,4.0,2.0,3.0,3.0,1,90000.0,3.0,2.0,2.0,2.0,3,3.0,1.0,4.0,2.0,2,5
+759,3.0,2,9,23,45,2015,1,1945,1.0,0.0,1.0,3.0,0.0,1.0,160.0,162,90,4.0,5.0,3.0,1,4.0,4.0,1.0,4.0,3.0,5,40000.0,3.0,3.0,1.0,1.0,7,2.0,3.0,4.0,2.0,4,1
+760,1.0,1,21,62,98,2015,1,1963,1.0,1.0,1.0,3.0,25000.0,1.0,360.0,160,100,3.0,4.0,3.0,1,2.0,2.0,1.0,5.0,2.0,1,75000.0,3.0,2.0,0.0,2.0,3,3.0,3.0,3.0,2.0,3,4
+761,4.0,1,7,18,39,2015,2,1988,1.0,1.0,1.0,12.0,10000.0,4.0,67.4,162,106,5.0,5.0,5.0,1,1.0,3.0,1.0,4.0,5.0,5,500000.0,3.0,3.0,0.0,2.0,3,2.0,2.0,4.0,2.0,1,3
+762,4.0,2,29,84,127,2015,1,1963,1.0,1.0,1.0,4.0,2500.0,1.0,200.0,172,116,4.0,5.0,3.0,1,4.0,4.0,2.0,4.0,1.0,3,20000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,2
+763,4.0,1,16,44,75,2015,2,1984,1.0,0.0,4.0,4.0,30000.0,1.0,80.0,158,100,4.0,4.0,4.0,1,2.0,4.0,1.0,2.0,3.0,1,80000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,4.0,3.0,1,4
+764,4.0,1,12,32,57,2015,1,1985,1.0,1.0,2.0,12.0,200000.0,4.0,69.0,174,148,4.0,5.0,5.0,4,4.0,4.0,4.0,3.0,5.0,1,200000.0,1.0,4.0,1.0,1.0,1,2.0,2.0,4.0,2.0,1,5
+765,5.0,1,24,71,111,2015,1,1975,1.0,1.0,3.0,9.0,100000.0,1.0,150.0,171,120,5.0,5.0,5.0,2,4.0,4.0,4.0,4.0,6.0,1,120000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+766,5.0,2,16,45,76,2015,2,1966,1.0,1.0,1.0,4.0,60000.0,1.0,70.0,155,110,4.0,5.0,5.0,1,4.0,4.0,1.0,3.0,4.0,3,60000.0,4.0,3.0,3.0,2.0,3,2.0,1.0,4.0,2.0,3,5
+767,5.0,1,1,1,6,2015,2,1941,1.0,1.0,1.0,6.0,32400.0,1.0,86.6,160,98,4.0,4.0,4.0,5,2.0,3.0,3.0,4.0,5.0,5,116400.0,1.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+768,4.0,1,22,66,106,2015,2,1973,1.0,1.0,1.0,4.0,0.0,1.0,130.0,162,130,4.0,4.0,4.0,2,4.0,4.0,2.0,3.0,4.0,5,30000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,1
+769,4.0,2,6,13,29,2015,1,1941,1.0,1.0,1.0,3.0,780.0,1.0,120.0,155,120,4.0,4.0,4.0,1,3.0,1.0,1.0,4.0,3.0,4,1560.0,4.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,1
+770,5.0,1,1,1,8,2015,2,1952,1.0,1.0,3.0,4.0,40800.0,1.0,60.0,160,102,4.0,4.0,4.0,2,4.0,4.0,3.0,4.0,6.0,5,40000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,5
+771,5.0,1,7,18,36,2015,2,1957,1.0,1.0,1.0,4.0,26000.0,1.0,53.0,160,130,3.0,5.0,3.0,5,3.0,4.0,3.0,4.0,6.0,5,70000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+772,3.0,1,19,57,91,2015,2,1954,1.0,1.0,1.0,4.0,30000.0,1.0,40.0,159,150,2.0,1.0,4.0,5,2.0,2.0,2.0,1.0,5.0,5,50000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,4
+773,3.0,2,10,24,46,2015,1,1962,1.0,1.0,1.0,4.0,7000.0,1.0,50.0,175,120,5.0,5.0,5.0,1,4.0,4.0,1.0,4.0,3.0,3,8000.0,2.0,2.0,1.0,2.0,3,2.0,3.0,4.0,2.0,3,2
+774,4.0,1,15,39,70,2015,1,1972,1.0,1.0,1.0,4.0,100000.0,1.0,90.0,165,130,3.0,5.0,3.0,1,2.0,1.0,1.0,1.0,5.0,1,100000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+775,4.0,1,4,7,16,2015,1,1937,1.0,1.0,1.0,10.0,80000.0,4.0,151.0,176,160,3.0,4.0,4.0,2,1.0,4.0,1.0,2.0,6.0,5,120000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,4,5
+776,3.0,1,19,57,92,2015,2,1970,1.0,1.0,1.0,6.0,50000.0,1.0,63.0,155,98,4.0,3.0,2.0,1,3.0,5.0,3.0,1.0,4.0,1,150000.0,2.0,2.0,1.0,1.0,3,3.0,3.0,3.0,3.0,2,5
+777,4.0,1,16,46,77,2015,2,1970,1.0,1.0,1.0,3.0,54165.0,1.0,98.0,160,120,5.0,4.0,4.0,5,3.0,3.0,2.0,2.0,5.0,1,60000.0,4.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,5
+778,5.0,2,11,31,54,2015,1,1989,1.0,1.0,1.0,4.0,12000.0,1.0,170.0,175,160,4.0,3.0,4.0,1,2.0,3.0,2.0,2.0,3.0,1,20000.0,5.0,2.0,1.0,2.0,3,2.0,3.0,4.0,2.0,1,3
+779,3.0,1,1,1,1,2015,1,1990,1.0,1.0,1.0,13.0,48000.0,1.0,67.0,189,160,4.0,4.0,4.0,5,2.0,3.0,3.0,3.0,7.0,1,70000.0,2.0,3.0,1.0,2.0,1,3.0,1.0,3.0,3.0,1,5
+780,4.0,1,28,81,123,2015,2,1963,1.0,1.0,1.0,1.0,0.0,1.0,90.0,160,120,2.0,2.0,3.0,4,4.0,3.0,1.0,2.0,5.0,4,6000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,1
+781,5.0,1,31,87,132,2015,1,1954,1.0,1.0,1.0,7.0,48000.0,1.0,40.0,168,120,4.0,5.0,4.0,2,2.0,4.0,1.0,3.0,4.0,1,60000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,3,5
+782,4.0,1,26,76,116,2015,2,1956,1.0,1.0,1.0,6.0,0.0,4.0,145.0,155,100,4.0,4.0,4.0,1,1.0,2.0,2.0,1.0,3.0,5,1000000.0,2.0,3.0,1.0,2.0,5,3.0,3.0,3.0,3.0,3,1
+783,3.0,1,6,12,28,2015,2,1954,1.0,1.0,1.0,4.0,24000.0,1.0,110.0,160,120,2.0,4.0,3.0,5,4.0,4.0,1.0,2.0,5.0,5,50000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,5.0,3.0,3,4
+784,5.0,1,4,7,20,2015,2,1945,1.0,1.0,1.0,6.0,34632.0,1.0,160.0,158,130,2.0,3.0,4.0,2,2.0,4.0,4.0,3.0,5.0,5,60000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,4
+785,4.0,2,6,14,30,2015,1,1964,1.0,1.0,1.0,4.0,6000.0,4.0,150.0,165,115,4.0,4.0,4.0,1,4.0,3.0,2.0,4.0,6.0,2,10000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,2
+786,4.0,1,31,87,131,2015,1,1963,1.0,1.0,1.0,4.0,0.0,1.0,70.0,183,180,2.0,1.0,5.0,2,2.0,4.0,1.0,1.0,1.0,5,40000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,1
+787,4.0,1,7,18,38,2015,2,1941,1.0,1.0,1.0,7.0,36000.0,4.0,60.0,160,132,3.0,4.0,4.0,2,1.0,4.0,2.0,4.0,5.0,5,70000.0,2.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,4
+788,5.0,1,11,30,53,2015,2,1954,1.0,1.0,1.0,10.0,36000.0,1.0,80.0,160,140,4.0,4.0,4.0,2,3.0,3.0,3.0,4.0,5.0,5,71724.0,3.0,4.0,1.0,2.0,3,1.0,2.0,4.0,2.0,3,4
+789,3.0,2,31,87,131,2015,2,1992,1.0,1.0,1.0,4.0,15000.0,1.0,60.0,163,110,4.0,5.0,5.0,1,3.0,3.0,1.0,3.0,5.0,3,70000.0,3.0,4.0,1.0,2.0,3,2.0,2.0,4.0,3.0,1,3
+790,3.0,2,10,28,51,2015,1,1949,1.0,1.0,1.0,4.0,35000.0,4.0,60.0,170,126,3.0,3.0,3.0,1,2.0,2.0,2.0,1.0,4.0,1,35000.0,2.0,2.0,0.0,2.0,3,3.0,1.0,4.0,3.0,4,4
+791,4.0,2,26,74,114,2015,2,1961,1.0,1.0,1.0,4.0,1000.0,1.0,450.0,155,98,4.0,4.0,4.0,1,4.0,2.0,1.0,4.0,5.0,3,40000.0,2.0,3.0,2.0,1.0,3,2.0,3.0,4.0,2.0,3,1
+792,3.0,2,13,36,66,2015,2,1954,8.0,1.0,1.0,1.0,0.0,1.0,180.0,155,130,1.0,2.0,2.0,1,2.0,1.0,1.0,3.0,1.0,3,27065.0,4.0,1.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,1
+793,4.0,1,13,36,66,2015,2,1976,8.0,1.0,1.0,9.0,12000.0,1.0,70.0,150,102,4.0,4.0,4.0,2,4.0,3.0,2.0,3.0,2.0,1,107708.0,5.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,2,3
+794,5.0,1,11,31,54,2015,1,1955,1.0,1.0,1.0,6.0,14000.0,1.0,90.0,179,130,5.0,4.0,4.0,2,2.0,3.0,3.0,4.0,6.0,1,100000.0,2.0,3.0,1.0,2.0,3,1.0,2.0,4.0,2.0,3,3
+795,3.0,2,18,54,88,2015,2,1953,1.0,1.0,1.0,1.0,1000.0,1.0,60.0,158,106,3.0,4.0,4.0,1,4.0,3.0,1.0,3.0,4.0,3,1220.0,1.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,1
+796,4.0,2,9,22,44,2015,1,1975,1.0,1.0,1.0,4.0,20000.0,1.0,90.0,165,136,5.0,5.0,5.0,1,3.0,3.0,2.0,5.0,5.0,3,30000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+797,2.0,1,22,65,103,2015,1,1964,1.0,1.0,3.0,6.0,30000.0,4.0,80.0,170,116,4.0,5.0,4.0,2,3.0,3.0,2.0,2.0,5.0,1,30000.0,2.0,2.0,0.0,2.0,3,3.0,1.0,2.0,2.0,3,4
+798,3.0,1,12,32,55,2015,2,1963,1.0,1.0,1.0,6.0,0.0,1.0,12.0,157,130,3.0,3.0,2.0,5,2.0,3.0,4.0,4.0,3.0,5,70000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,1
+799,4.0,1,21,64,100,2015,1,1955,1.0,1.0,1.0,3.0,15000.0,4.0,50.0,167,105,4.0,4.0,4.0,2,3.0,4.0,4.0,2.0,5.0,5,25000.0,3.0,3.0,2.0,1.0,3,1.0,2.0,3.0,2.0,3,3
+800,2.0,1,21,63,99,2015,1,1957,1.0,1.0,1.0,3.0,10000.0,1.0,200.0,174,140,5.0,5.0,4.0,5,1.0,5.0,4.0,1.0,3.0,1,60000.0,5.0,1.0,1.0,2.0,3,2.0,1.0,2.0,4.0,3,3
+801,4.0,1,13,36,67,2015,1,1941,6.0,1.0,1.0,5.0,24000.0,1.0,65.0,162,120,2.0,2.0,4.0,2,4.0,4.0,1.0,4.0,5.0,5,40000.0,2.0,3.0,1.0,2.0,3,1.0,2.0,4.0,2.0,4,4
+802,5.0,2,23,69,109,2015,2,1949,1.0,1.0,1.0,3.0,2132.0,1.0,90.0,154,90,1.0,2.0,3.0,1,3.0,2.0,1.0,5.0,2.0,6,30000.0,4.0,1.0,1.0,2.0,3,3.0,1.0,3.0,2.0,4,2
+803,4.0,1,10,26,48,2015,2,1937,1.0,1.0,3.0,1.0,7200.0,1.0,54.0,156,110,4.0,4.0,4.0,4,3.0,3.0,2.0,4.0,2.0,5,7200.0,1.0,1.0,1.0,2.0,7,3.0,3.0,4.0,2.0,4,2
+804,4.0,1,4,7,14,2015,2,1954,1.0,0.0,3.0,9.0,60000.0,4.0,74.0,158,120,5.0,5.0,5.0,5,4.0,4.0,4.0,4.0,8.0,5,120000.0,2.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,3,5
+805,3.0,1,1,1,1,2015,2,1945,1.0,1.0,1.0,3.0,36000.0,1.0,79.0,160,95,4.0,4.0,4.0,2,2.0,4.0,2.0,2.0,5.0,5,72000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,4,4
+806,5.0,2,31,86,129,2015,2,1948,1.0,1.0,1.0,3.0,0.0,1.0,84.0,160,100,3.0,5.0,5.0,1,1.0,4.0,1.0,1.0,1.0,4,0.0,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,4.0,4,1
+807,4.0,2,5,10,26,2015,2,1973,1.0,1.0,1.0,4.0,8000.0,1.0,100.0,160,160,3.0,3.0,4.0,1,4.0,2.0,2.0,2.0,7.0,3,15000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,2
+808,4.0,1,21,64,100,2015,2,1985,1.0,1.0,1.0,6.0,20000.0,1.0,91.0,162,96,5.0,4.0,4.0,2,4.0,4.0,3.0,4.0,1.0,1,100000.0,3.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,1,3
+809,4.0,2,24,72,112,2015,2,1964,1.0,0.0,3.0,1.0,24000.0,1.0,70.0,168,140,5.0,5.0,4.0,1,1.0,2.0,1.0,3.0,4.0,1,24000.0,1.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,3,4
+810,4.0,1,9,20,42,2015,1,1981,1.0,1.0,1.0,11.0,30000.0,4.0,220.0,175,130,4.0,3.0,3.0,2,3.0,3.0,4.0,4.0,5.0,1,50000.0,5.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,4
+811,4.0,1,21,64,100,2015,2,1965,1.0,1.0,1.0,4.0,15000.0,1.0,140.0,165,128,4.0,4.0,3.0,5,4.0,4.0,2.0,2.0,4.0,5,30000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,3
+812,3.0,2,13,35,65,2015,1,1964,6.0,0.0,3.0,3.0,8000.0,1.0,200.0,165,160,4.0,4.0,3.0,1,3.0,3.0,1.0,4.0,4.0,2,30000.0,6.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,3,2
+813,5.0,2,18,53,87,2015,1,1951,1.0,1.0,1.0,6.0,4000.0,4.0,140.0,171,135,4.0,4.0,4.0,1,4.0,3.0,3.0,4.0,1.0,2,8000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,2
+814,4.0,2,31,88,133,2015,1,1955,1.0,1.0,1.0,3.0,40000.0,1.0,88.0,170,110,3.0,5.0,5.0,1,4.0,4.0,2.0,4.0,5.0,4,40000.0,2.0,2.0,2.0,2.0,3,2.0,1.0,4.0,2.0,3,5
+815,4.0,1,27,79,119,2015,2,1983,1.0,1.0,1.0,9.0,25000.0,4.0,87.0,160,100,4.0,4.0,4.0,5,4.0,3.0,2.0,2.0,2.0,1,45000.0,2.0,3.0,1.0,2.0,1,3.0,2.0,4.0,3.0,1,4
+816,4.0,2,2,4,11,2015,1,1948,1.0,1.0,2.0,1.0,0.0,1.0,80.0,160,104,4.0,3.0,3.0,1,4.0,1.0,1.0,3.0,2.0,2,5000.0,1.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,1
+817,4.0,2,21,61,97,2015,1,1956,1.0,1.0,1.0,4.0,10000.0,1.0,200.0,178,120,4.0,5.0,5.0,1,3.0,3.0,1.0,4.0,3.0,1,40000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+818,1.0,2,23,68,108,2015,1,1960,1.0,1.0,1.0,1.0,4000.0,1.0,70.0,170,110,1.0,2.0,2.0,1,1.0,3.0,1.0,1.0,1.0,3,11000.0,2.0,1.0,1.0,2.0,3,3.0,1.0,4.0,4.0,3,2
+819,4.0,1,15,43,74,2015,1,1983,1.0,1.0,1.0,4.0,30000.0,1.0,100.0,169,120,4.0,4.0,4.0,2,2.0,2.0,1.0,4.0,5.0,1,60000.0,4.0,3.0,1.0,2.0,3,3.0,1.0,3.0,2.0,1,4
+820,2.0,2,17,48,81,2015,1,1971,1.0,1.0,1.0,4.0,4000.0,1.0,60.0,170,130,2.0,2.0,2.0,1,2.0,4.0,2.0,2.0,1.0,3,5000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,2
+821,3.0,2,18,52,86,2015,1,1976,1.0,1.0,3.0,3.0,17000.0,1.0,140.0,169,160,4.0,4.0,3.0,1,2.0,3.0,1.0,3.0,4.0,2,30000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,2,3
+822,1.0,2,21,64,102,2015,2,1962,1.0,1.0,1.0,4.0,10000.0,1.0,150.0,163,120,4.0,4.0,4.0,1,4.0,4.0,1.0,1.0,1.0,1,20000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,3
+823,4.0,1,15,39,70,2015,2,1956,1.0,1.0,1.0,1.0,2000.0,1.0,100.0,165,125,3.0,4.0,4.0,1,4.0,4.0,1.0,1.0,1.0,3,60000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+824,4.0,2,18,51,84,2015,1,1961,1.0,1.0,1.0,4.0,20000.0,1.0,100.0,167,130,5.0,5.0,4.0,1,2.0,1.0,1.0,4.0,5.0,2,20000.0,3.0,3.0,1.0,2.0,3,2.0,3.0,4.0,2.0,3,3
+825,4.0,1,6,12,28,2015,1,1970,1.0,1.0,1.0,4.0,24000.0,4.0,90.0,170,135,3.0,5.0,5.0,2,2.0,4.0,3.0,3.0,5.0,1,60000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,4
+826,4.0,1,9,21,43,2015,1,1955,1.0,1.0,1.0,10.0,24000.0,4.0,240.0,177,160,4.0,4.0,4.0,2,3.0,3.0,4.0,5.0,7.0,1,24000.0,4.0,4.0,1.0,2.0,3,1.0,1.0,4.0,2.0,3,4
+827,4.0,2,19,56,90,2015,2,1944,1.0,1.0,1.0,3.0,0.0,1.0,160.0,155,80,5.0,5.0,5.0,1,2.0,2.0,2.0,4.0,7.0,3,5000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,1
+828,3.0,2,26,74,114,2015,2,1980,1.0,1.0,1.0,4.0,10000.0,1.0,100.0,155,98,4.0,4.0,4.0,1,4.0,3.0,3.0,2.0,4.0,4,20000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+829,3.0,1,6,13,29,2015,2,1995,1.0,1.0,1.0,6.0,30380.0,2.0,400.0,160,110,5.0,5.0,4.0,1,2.0,3.0,3.0,4.0,5.0,1,80000.0,2.0,3.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,4
+830,4.0,1,10,25,47,2015,2,1940,1.0,0.0,2.0,1.0,0.0,1.0,100.0,145,126,2.0,1.0,2.0,1,3.0,4.0,1.0,4.0,4.0,4,20000.0,3.0,2.0,3.0,2.0,7,3.0,3.0,4.0,2.0,4,1
+831,4.0,2,9,23,45,2015,1,1962,1.0,1.0,1.0,4.0,30000.0,1.0,200.0,165,130,3.0,2.0,4.0,1,2.0,3.0,1.0,4.0,5.0,1,40000.0,6.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,3,4
+832,4.0,1,22,67,107,2015,2,1991,1.0,1.0,1.0,10.0,28000.0,1.0,149.0,164,108,4.0,5.0,5.0,1,4.0,3.0,3.0,4.0,5.0,1,112520.0,3.0,3.0,1.0,2.0,1,2.0,1.0,5.0,2.0,1,4
+833,5.0,1,4,7,14,2015,2,1947,1.0,1.0,1.0,4.0,48000.0,1.0,57.0,165,120,3.0,4.0,4.0,4,4.0,4.0,4.0,4.0,5.0,5,100000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,4,5
+834,5.0,1,11,30,53,2015,1,1991,1.0,1.0,1.0,12.0,30000.0,3.0,130.0,180,140,5.0,4.0,5.0,2,4.0,3.0,3.0,4.0,8.0,1,50000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,1,4
+835,4.0,1,12,33,62,2015,1,1936,1.0,1.0,1.0,3.0,12000.0,2.0,40.0,162,105,5.0,5.0,5.0,1,4.0,3.0,1.0,4.0,8.0,2,12000.0,1.0,4.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,3
+836,1.0,1,11,29,52,2015,2,1971,1.0,1.0,1.0,1.0,0.0,1.0,100.0,150,150,1.0,1.0,1.0,5,2.0,2.0,1.0,1.0,2.0,5,96089.0,4.0,1.0,1.0,2.0,1,3.0,2.0,2.0,3.0,2,1
+837,5.0,1,9,23,45,2015,2,1980,1.0,1.0,1.0,6.0,24000.0,1.0,200.0,157,94,5.0,4.0,4.0,2,1.0,2.0,1.0,4.0,5.0,1,100000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,2,4
+838,5.0,1,6,17,33,2015,1,1942,1.0,1.0,1.0,6.0,18000.0,1.0,85.0,168,130,2.0,2.0,3.0,2,5.0,4.0,3.0,4.0,5.0,5,40000.0,2.0,3.0,2.0,2.0,3,2.0,1.0,3.0,2.0,4,3
+839,4.0,1,19,59,95,2015,2,1955,1.0,1.0,1.0,3.0,40000.0,1.0,35.0,160,100,5.0,5.0,5.0,5,3.0,4.0,2.0,4.0,5.0,5,100000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+840,4.0,2,31,88,133,2015,2,1971,1.0,0.0,4.0,3.0,10000.0,1.0,130.0,154,96,2.0,1.0,2.0,1,2.0,2.0,1.0,1.0,1.0,1,30000.0,3.0,1.0,1.0,2.0,3,3.0,2.0,2.0,3.0,2,3
+841,3.0,1,1,1,3,2015,1,1933,1.0,1.0,1.0,4.0,80400.0,4.0,38.5,170,140,2.0,2.0,3.0,2,1.0,4.0,1.0,3.0,6.0,5,135600.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,5,5
+842,4.0,2,22,67,107,2015,2,1962,8.0,1.0,1.0,7.0,10000.0,1.0,300.0,156,124,4.0,4.0,3.0,4,3.0,4.0,4.0,3.0,5.0,5,55351.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+843,3.0,2,18,55,89,2015,1,1980,1.0,1.0,1.0,6.0,10000.0,1.0,150.0,172,130,5.0,5.0,5.0,1,2.0,2.0,2.0,2.0,3.0,2,30000.0,6.0,2.0,1.0,2.0,3,3.0,2.0,4.0,4.0,2,3
+844,4.0,1,12,32,60,2015,1,1960,1.0,1.0,1.0,3.0,80000.0,1.0,64.0,173,168,3.0,3.0,5.0,4,1.0,3.0,1.0,2.0,6.0,1,100000.0,4.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+845,4.0,1,19,59,95,2015,2,1987,1.0,1.0,1.0,12.0,70000.0,1.0,100.0,168,110,4.0,5.0,5.0,2,2.0,3.0,3.0,3.0,7.0,5,96597.0,4.0,4.0,1.0,1.0,1,2.0,2.0,3.0,2.0,1,5
+846,2.0,1,13,36,66,2015,2,1961,8.0,1.0,1.0,1.0,5882.0,1.0,200.0,155,120,4.0,4.0,3.0,1,5.0,4.0,1.0,4.0,2.0,5,44104.0,4.0,1.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,2
+847,3.0,1,22,65,103,2015,1,1948,1.0,1.0,1.0,1.0,20000.0,4.0,40.0,165,120,4.0,4.0,4.0,4,2.0,4.0,2.0,4.0,4.0,5,30000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,3
+848,2.0,2,21,62,98,2015,2,1968,1.0,1.0,1.0,3.0,0.0,1.0,288.0,150,102,4.0,3.0,3.0,1,4.0,4.0,1.0,2.0,3.0,5,24000.0,4.0,2.0,1.0,2.0,3,3.0,3.0,3.0,2.0,2,1
+849,3.0,1,6,16,32,2015,1,1926,1.0,1.0,1.0,3.0,12085.0,4.0,60.0,160,80,2.0,3.0,4.0,1,2.0,2.0,2.0,4.0,3.0,5,56808.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,5,3
+850,4.0,2,6,15,31,2015,1,1980,1.0,1.0,1.0,4.0,50000.0,1.0,580.0,170,140,4.0,4.0,4.0,1,2.0,2.0,1.0,4.0,5.0,1,80000.0,6.0,3.0,1.0,2.0,4,2.0,2.0,4.0,2.0,2,5
+851,4.0,1,22,67,107,2015,1,1945,1.0,1.0,1.0,7.0,24000.0,4.0,113.0,169,130,2.0,2.0,3.0,4,2.0,4.0,4.0,4.0,5.0,5,42000.0,3.0,3.0,2.0,2.0,3,2.0,3.0,5.0,2.0,4,4
+852,4.0,1,10,26,48,2015,1,1985,1.0,1.0,1.0,5.0,36000.0,1.0,60.0,175,140,4.0,5.0,4.0,1,2.0,4.0,2.0,3.0,4.0,1,60000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,1,4
+853,4.0,2,15,43,74,2015,1,1948,1.0,1.0,1.0,3.0,400000.0,1.0,48.0,174,110,4.0,4.0,4.0,2,4.0,3.0,1.0,3.0,6.0,1,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,5
+854,4.0,2,31,86,129,2015,2,1958,1.0,1.0,1.0,3.0,0.0,1.0,40.0,160,85,1.0,1.0,1.0,1,2.0,3.0,1.0,3.0,5.0,4,22000.0,7.0,1.0,1.0,2.0,3,2.0,2.0,1.0,1.0,3,1
+855,2.0,1,11,30,53,2015,2,1953,1.0,1.0,1.0,3.0,5000.0,1.0,120.0,156,96,5.0,4.0,2.0,1,4.0,4.0,1.0,2.0,1.0,4,5000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+856,4.0,1,4,7,21,2015,2,1960,1.0,1.0,1.0,9.0,45000.0,1.0,90.0,166,130,3.0,4.0,3.0,2,2.0,4.0,2.0,3.0,6.0,5,100000.0,2.0,3.0,2.0,1.0,3,2.0,2.0,3.0,2.0,3,5
+857,4.0,2,19,56,90,2015,2,1943,1.0,1.0,1.0,1.0,9000.0,1.0,40.0,145,80,2.0,3.0,5.0,1,3.0,5.0,1.0,4.0,5.0,4,22200.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,2
+858,4.0,1,6,12,28,2015,1,1997,1.0,1.0,1.0,6.0,0.0,1.0,180.0,170,110,4.0,5.0,5.0,1,2.0,4.0,5.0,3.0,4.0,6,149761.0,1.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,1
+859,4.0,1,19,59,95,2015,2,1957,1.0,1.0,1.0,6.0,50000.0,1.0,40.0,153,106,4.0,4.0,4.0,2,2.0,2.0,2.0,2.0,6.0,5,150000.0,4.0,3.0,1.0,2.0,6,2.0,2.0,4.0,2.0,3,5
+860,4.0,2,21,62,98,2015,2,1970,8.0,1.0,1.0,4.0,70000.0,1.0,200.0,155,120,4.0,4.0,4.0,1,3.0,3.0,3.0,2.0,5.0,4,20000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,5
+861,2.0,2,6,13,29,2015,2,1946,1.0,1.0,1.0,1.0,3548.0,1.0,75.0,150,78,3.0,3.0,4.0,1,3.0,2.0,3.0,3.0,5.0,4,13903.0,1.0,2.0,1.0,2.0,7,2.0,3.0,3.0,2.0,4,2
+862,3.0,1,13,37,68,2015,1,1951,1.0,1.0,1.0,4.0,22000.0,1.0,29.0,168,120,3.0,5.0,2.0,2,3.0,5.0,1.0,2.0,5.0,5,48147.0,1.0,3.0,1.0,2.0,4,2.0,2.0,4.0,3.0,3,3
+863,3.0,2,28,81,121,2015,1,1942,1.0,1.0,1.0,3.0,5000.0,1.0,150.0,158,90,2.0,3.0,3.0,1,2.0,3.0,1.0,4.0,2.0,3,40000.0,1.0,2.0,1.0,2.0,7,3.0,1.0,3.0,2.0,4,2
+864,4.0,2,28,81,121,2015,1,1950,1.0,1.0,1.0,3.0,8000.0,1.0,120.0,165,120,2.0,3.0,3.0,4,2.0,2.0,2.0,4.0,5.0,3,50000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,4,2
+865,4.0,1,21,64,100,2015,1,1978,1.0,1.0,2.0,10.0,50000.0,4.0,100.0,170,130,4.0,4.0,4.0,2,3.0,3.0,3.0,2.0,5.0,1,70000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+866,5.0,2,31,86,129,2015,1,1945,1.0,1.0,1.0,3.0,4309.0,1.0,62.0,168,130,1.0,3.0,3.0,1,3.0,2.0,1.0,1.0,1.0,4,20000.0,3.0,1.0,1.0,2.0,7,2.0,1.0,3.0,2.0,4,2
+867,4.0,1,16,47,79,2015,1,1975,1.0,1.0,1.0,3.0,50000.0,1.0,150.0,160,98,4.0,4.0,4.0,1,4.0,3.0,2.0,4.0,5.0,1,85000.0,5.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,5
+868,4.0,2,3,6,13,2015,2,1972,2.0,1.0,1.0,3.0,8000.0,1.0,160.0,165,120,4.0,2.0,3.0,1,1.0,3.0,1.0,2.0,4.0,3,30000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,2
+869,4.0,1,12,34,63,2015,2,1995,1.0,1.0,1.0,12.0,169.0,1.0,90.0,170,130,5.0,4.0,4.0,2,4.0,3.0,4.0,2.0,5.0,6,200000.0,4.0,3.0,0.0,2.0,1,2.0,2.0,4.0,2.0,1,1
+870,4.0,1,31,87,130,2015,2,1964,4.0,1.0,1.0,4.0,30000.0,1.0,55.0,166,120,2.0,2.0,3.0,2,4.0,4.0,1.0,4.0,4.0,5,150000.0,3.0,4.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,4
+871,3.0,1,12,32,58,2015,1,1995,1.0,1.0,1.0,10.0,0.0,2.0,60.0,174,130,4.0,4.0,4.0,2,2.0,3.0,3.0,3.0,3.0,1,72477.0,3.0,3.0,2.0,1.0,1,2.0,1.0,3.0,3.0,1,1
+872,3.0,1,13,36,67,2015,2,1970,1.0,1.0,1.0,12.0,100000.0,4.0,68.0,163,120,4.0,5.0,5.0,5,3.0,3.0,4.0,2.0,6.0,1,100000.0,2.0,4.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+873,4.0,2,31,87,131,2015,2,1970,1.0,1.0,1.0,3.0,0.0,1.0,120.0,150,140,2.0,3.0,5.0,1,2.0,4.0,2.0,4.0,1.0,4,8000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,5.0,3.0,2,1
+874,3.0,1,5,11,27,2015,1,1967,1.0,1.0,1.0,4.0,100000.0,1.0,9.0,170,160,4.0,5.0,5.0,1,4.0,4.0,1.0,3.0,1.0,1,100000.0,1.0,2.0,2.0,2.0,6,2.0,3.0,4.0,3.0,2,5
+875,2.0,1,7,18,38,2015,1,1972,1.0,1.0,1.0,12.0,80000.0,4.0,120.0,178,160,4.0,4.0,4.0,5,2.0,3.0,3.0,2.0,4.0,1,150000.0,3.0,4.0,2.0,1.0,3,2.0,2.0,4.0,3.0,2,5
+876,5.0,1,23,68,108,2015,2,1990,1.0,1.0,1.0,12.0,5000.0,4.0,73.0,160,96,5.0,5.0,5.0,1,4.0,4.0,5.0,4.0,4.0,1,100000.0,2.0,3.0,1.0,1.0,1,2.0,1.0,2.0,2.0,1,2
+877,4.0,2,23,69,109,2015,2,1973,1.0,1.0,1.0,1.0,20000.0,1.0,120.0,158,109,3.0,2.0,4.0,1,2.0,2.0,1.0,3.0,5.0,3,30000.0,5.0,3.0,1.0,1.0,3,3.0,2.0,3.0,2.0,2,3
+878,3.0,1,9,21,43,2015,1,1969,1.0,1.0,1.0,3.0,20000.0,1.0,150.0,170,130,3.0,3.0,4.0,1,2.0,3.0,1.0,4.0,3.0,2,30000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,3
+879,4.0,1,10,25,47,2015,1,1961,1.0,1.0,1.0,4.0,50000.0,1.0,110.0,172,160,5.0,5.0,5.0,1,3.0,3.0,3.0,4.0,5.0,5,80000.0,4.0,3.0,2.0,1.0,3,2.0,1.0,3.0,2.0,3,5
+880,5.0,1,15,39,70,2015,1,1990,1.0,1.0,1.0,7.0,160000.0,1.0,30.0,178,124,4.0,4.0,4.0,1,4.0,4.0,2.0,1.0,7.0,1,160000.0,1.0,4.0,1.0,1.0,1,1.0,2.0,3.0,2.0,1,5
+881,4.0,1,7,18,40,2015,1,1991,1.0,1.0,1.0,4.0,18000.0,1.0,30.0,165,120,4.0,5.0,4.0,2,1.0,4.0,3.0,2.0,1.0,1,36000.0,3.0,2.0,1.0,2.0,1,3.0,2.0,3.0,3.0,1,3
+882,4.0,1,21,63,99,2015,1,1939,1.0,1.0,1.0,3.0,10000.0,1.0,300.0,163,110,2.0,4.0,5.0,1,1.0,3.0,1.0,2.0,5.0,2,30000.0,2.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,4,3
+883,4.0,2,22,66,106,2015,1,1963,1.0,1.0,1.0,6.0,10000.0,1.0,300.0,165,130,4.0,4.0,3.0,1,3.0,3.0,1.0,4.0,5.0,1,30000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+884,4.0,2,28,81,123,2015,2,1972,1.0,1.0,1.0,3.0,0.0,1.0,180.0,154,102,2.0,3.0,3.0,1,4.0,2.0,1.0,2.0,4.0,3,40000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,1
+885,4.0,1,7,18,38,2015,1,1982,1.0,1.0,1.0,13.0,80000.0,1.0,97.0,181,140,5.0,4.0,4.0,2,2.0,3.0,3.0,4.0,6.0,1,140000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+886,5.0,1,10,27,50,2015,1,1986,1.0,1.0,1.0,7.0,25000.0,1.0,300.0,178,130,4.0,5.0,5.0,1,3.0,3.0,2.0,4.0,6.0,1,45000.0,4.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,4
+887,4.0,1,27,79,119,2015,2,1968,1.0,1.0,1.0,4.0,18000.0,1.0,54.3,168,136,5.0,5.0,4.0,4,3.0,4.0,2.0,3.0,5.0,1,18000.0,2.0,2.0,1.0,2.0,6,3.0,2.0,4.0,2.0,2,3
+888,2.0,1,12,33,62,2015,1,1936,1.0,1.0,1.0,1.0,0.0,1.0,120.0,166,130,2.0,2.0,2.0,1,2.0,5.0,1.0,2.0,3.0,4,23908.0,1.0,1.0,1.0,2.0,7,3.0,2.0,3.0,2.0,4,1
+889,5.0,1,17,48,80,2015,2,1957,1.0,1.0,1.0,7.0,45000.0,4.0,100.0,162,140,5.0,5.0,5.0,4,2.0,3.0,4.0,5.0,5.0,5,100000.0,2.0,4.0,2.0,2.0,3,2.0,1.0,3.0,2.0,3,5
+890,4.0,1,22,65,103,2015,1,1985,1.0,1.0,3.0,4.0,10000.0,1.0,120.0,160,120,5.0,4.0,4.0,1,4.0,4.0,2.0,4.0,3.0,1,40000.0,4.0,2.0,2.0,2.0,1,3.0,2.0,4.0,2.0,1,3
+891,4.0,1,11,30,53,2015,2,1963,1.0,1.0,1.0,4.0,30000.0,1.0,30.0,158,106,5.0,5.0,3.0,1,4.0,5.0,1.0,4.0,5.0,1,30000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,5.0,3.0,3,4
+892,3.0,2,28,81,123,2015,2,1970,1.0,1.0,1.0,3.0,7000.0,1.0,120.0,155,90,2.0,2.0,3.0,1,3.0,4.0,1.0,3.0,4.0,3,10000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,2
+893,4.0,2,6,15,31,2015,2,1995,1.0,1.0,1.0,6.0,0.0,2.0,120.0,163,100,4.0,3.0,3.0,1,2.0,2.0,2.0,4.0,4.0,6,50000.0,5.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,1
+894,4.0,1,29,82,124,2015,2,1963,1.0,1.0,1.0,4.0,20000.0,1.0,60.0,163,130,3.0,3.0,3.0,1,3.0,3.0,1.0,4.0,3.0,4,50000.0,2.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,3,3
+895,3.0,2,16,46,77,2015,2,1941,1.0,1.0,1.0,1.0,20000.0,1.0,100.0,160,90,3.0,4.0,3.0,1,3.0,3.0,2.0,5.0,4.0,4,100000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,3.0,4,3
+896,5.0,1,5,8,23,2015,2,1980,1.0,1.0,1.0,7.0,90000.0,1.0,90.0,158,104,5.0,4.0,4.0,2,3.0,4.0,3.0,4.0,5.0,1,90000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+897,4.0,1,21,63,99,2015,2,1936,1.0,1.0,1.0,1.0,18000.0,1.0,65.0,158,143,2.0,2.0,4.0,5,3.0,5.0,1.0,3.0,5.0,5,50000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,3
+898,2.0,2,23,68,108,2015,2,1967,1.0,1.0,1.0,3.0,5000.0,1.0,87.0,158,100,1.0,2.0,2.0,1,2.0,2.0,1.0,3.0,5.0,3,10000.0,3.0,1.0,1.0,2.0,3,3.0,1.0,2.0,2.0,2,2
+899,4.0,2,31,88,133,2015,1,1965,3.0,0.0,1.0,4.0,10000.0,1.0,90.0,170,200,4.0,5.0,4.0,2,1.0,4.0,1.0,4.0,4.0,2,30000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,3
+900,3.0,1,6,14,30,2015,1,1955,1.0,1.0,1.0,1.0,30000.0,1.0,110.0,170,130,3.0,4.0,4.0,1,3.0,3.0,2.0,4.0,3.0,3,40000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+901,4.0,1,19,57,92,2015,1,1962,1.0,1.0,1.0,4.0,30000.0,1.0,120.0,178,130,4.0,4.0,4.0,1,4.0,3.0,1.0,4.0,6.0,1,200000.0,5.0,3.0,4.0,1.0,3,2.0,1.0,3.0,2.0,3,4
+902,1.0,1,1,1,4,2015,2,1967,1.0,1.0,1.0,9.0,96000.0,4.0,72.3,168,120,3.0,4.0,5.0,2,2.0,4.0,2.0,3.0,3.0,1,96000.0,1.0,4.0,1.0,2.0,1,3.0,2.0,3.0,2.0,2,5
+903,5.0,2,31,87,131,2015,1,1997,1.0,1.0,1.0,4.0,0.0,1.0,80.0,168,96,5.0,5.0,3.0,1,4.0,4.0,4.0,4.0,8.0,4,0.0,3.0,3.0,1.0,1.0,1,2.0,1.0,5.0,2.0,1,1
+904,3.0,2,6,12,28,2015,1,1968,1.0,1.0,1.0,3.0,10000.0,1.0,200.0,167,140,4.0,4.0,4.0,1,3.0,4.0,2.0,4.0,3.0,1,20000.0,1.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,3
+905,4.0,1,12,32,61,2015,2,1965,1.0,0.0,1.0,4.0,10000.0,1.0,100.0,158,102,2.0,2.0,3.0,1,3.0,2.0,1.0,1.0,3.0,2,48164.0,2.0,3.0,2.0,1.0,3,3.0,1.0,4.0,2.0,3,3
+906,5.0,2,9,20,42,2015,2,1950,1.0,1.0,1.0,3.0,720.0,1.0,150.0,150,85,4.0,3.0,3.0,1,4.0,2.0,1.0,2.0,5.0,3,120000.0,2.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0,4,1
+907,4.0,1,15,43,74,2015,2,1952,1.0,0.0,5.0,4.0,0.0,1.0,93.0,165,100,4.0,4.0,4.0,4,2.0,4.0,1.0,3.0,3.0,5,36000.0,2.0,2.0,0.0,2.0,3,2.0,2.0,3.0,2.0,3,1
+908,4.0,1,28,81,122,2015,2,1942,1.0,1.0,1.0,1.0,3660.0,1.0,115.0,150,75,4.0,4.0,4.0,1,1.0,5.0,1.0,4.0,7.0,4,30000.0,4.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,2
+909,4.0,1,10,24,46,2015,1,1972,1.0,1.0,1.0,4.0,50000.0,1.0,200.0,170,160,5.0,5.0,4.0,4,2.0,3.0,1.0,4.0,4.0,1,50000.0,4.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+910,5.0,1,4,7,21,2015,2,1967,1.0,1.0,1.0,3.0,10000.0,1.0,12.0,170,140,1.0,5.0,5.0,1,4.0,3.0,2.0,3.0,5.0,1,86074.0,4.0,2.0,1.0,2.0,3,3.0,3.0,5.0,2.0,2,3
+911,4.0,1,10,27,49,2015,2,1946,1.0,1.0,1.0,12.0,42000.0,4.0,120.0,158,140,3.0,3.0,3.0,2,2.0,4.0,3.0,2.0,6.0,5,84000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,4.0,4,5
+912,5.0,1,19,57,91,2015,2,1955,1.0,1.0,1.0,4.0,40000.0,1.0,60.0,163,120,4.0,4.0,5.0,5,2.0,3.0,3.0,4.0,7.0,5,300000.0,3.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+913,3.0,2,9,20,42,2015,2,1968,1.0,1.0,1.0,1.0,20000.0,1.0,85.0,147,92,2.0,3.0,4.0,1,1.0,2.0,1.0,2.0,4.0,2,20000.0,2.0,2.0,2.0,2.0,3,3.0,2.0,4.0,2.0,2,3
+914,4.0,1,19,57,93,2015,1,1956,1.0,0.0,1.0,3.0,5000.0,1.0,130.0,175,146,2.0,1.0,4.0,1,1.0,4.0,1.0,3.0,5.0,4,50000.0,7.0,2.0,1.0,1.0,3,2.0,2.0,4.0,2.0,3,2
+915,4.0,1,10,26,48,2015,2,1962,1.0,1.0,1.0,4.0,15000.0,1.0,200.0,165,145,4.0,4.0,4.0,1,2.0,3.0,2.0,3.0,4.0,1,60000.0,2.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,3,3
+916,3.0,1,4,7,16,2015,2,1973,1.0,0.0,4.0,4.0,150000.0,1.0,60.0,165,106,3.0,3.0,3.0,1,2.0,3.0,2.0,4.0,7.0,1,200000.0,3.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+917,4.0,1,27,78,118,2015,1,1989,1.0,1.0,1.0,10.0,30000.0,1.0,57.0,170,150,5.0,4.0,4.0,5,3.0,3.0,3.0,2.0,3.0,1,60000.0,3.0,2.0,2.0,2.0,1,2.0,1.0,4.0,3.0,1,4
+918,5.0,2,24,71,111,2015,1,1996,1.0,0.0,4.0,4.0,18000.0,1.0,90.0,165,114,5.0,5.0,4.0,1,4.0,4.0,3.0,4.0,5.0,1,80000.0,1.0,3.0,2.0,2.0,1,2.0,2.0,4.0,2.0,1,3
+919,3.0,2,18,52,85,2015,1,1949,1.0,1.0,1.0,1.0,1000.0,1.0,100.0,167,90,2.0,3.0,3.0,1,2.0,3.0,1.0,3.0,1.0,4,1000.0,1.0,1.0,1.0,2.0,1,3.0,2.0,4.0,3.0,4,1
+920,3.0,1,11,29,52,2015,2,1965,1.0,1.0,1.0,4.0,30000.0,1.0,80.0,160,140,4.0,5.0,3.0,1,4.0,4.0,2.0,2.0,4.0,1,120000.0,3.0,3.0,1.0,1.0,3,2.0,3.0,4.0,3.0,3,4
+921,5.0,1,31,87,131,2015,2,1976,1.0,1.0,1.0,4.0,10000.0,1.0,70.0,155,110,3.0,4.0,3.0,1,2.0,2.0,1.0,1.0,4.0,2,50000.0,3.0,2.0,1.0,2.0,3,2.0,3.0,3.0,3.0,2,3
+922,4.0,1,29,82,124,2015,2,1941,1.0,1.0,1.0,1.0,1800.0,1.0,100.0,160,150,2.0,2.0,3.0,4,2.0,4.0,2.0,3.0,7.0,4,50000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,2
+923,4.0,1,1,1,1,2015,2,1936,1.0,1.0,1.0,10.0,58000.0,1.0,44.0,163,130,3.0,4.0,4.0,2,2.0,4.0,2.0,4.0,6.0,5,58000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,5
+924,4.0,2,18,53,87,2015,2,1982,1.0,0.0,3.0,3.0,0.0,1.0,300.0,158,140,5.0,5.0,5.0,1,4.0,3.0,2.0,4.0,5.0,5,20000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,1
+925,4.0,1,18,53,87,2015,2,1954,1.0,1.0,1.0,6.0,2500.0,1.0,72.0,160,120,4.0,4.0,4.0,5,2.0,3.0,2.0,4.0,4.0,5,6000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,3.0,3.0,3,2
+926,4.0,1,12,34,64,2015,1,1980,1.0,1.0,1.0,9.0,277807.0,1.0,89.0,169,120,5.0,5.0,5.0,4,3.0,4.0,3.0,4.0,6.0,1,294181.0,5.0,3.0,1.0,1.0,3,1.0,2.0,3.0,2.0,2,5
+927,4.0,1,31,89,134,2015,2,1981,1.0,1.0,1.0,4.0,0.0,1.0,54.0,161,110,3.0,4.0,5.0,1,1.0,3.0,2.0,1.0,1.0,5,6000.0,4.0,2.0,0.0,2.0,4,3.0,3.0,3.0,3.0,2,1
+928,5.0,1,24,72,112,2015,2,1967,1.0,1.0,1.0,12.0,50000.0,4.0,125.0,160,130,4.0,5.0,5.0,4,2.0,4.0,2.0,4.0,5.0,1,200000.0,2.0,3.0,2.0,1.0,3,1.0,1.0,3.0,2.0,2,5
+929,4.0,1,16,45,76,2015,1,1955,1.0,1.0,1.0,1.0,5000.0,1.0,100.0,170,120,4.0,4.0,4.0,1,4.0,3.0,1.0,4.0,5.0,3,20000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,2
+930,3.0,1,6,13,29,2015,1,1932,1.0,1.0,1.0,1.0,5000.0,1.0,50.0,155,80,2.0,3.0,3.0,1,3.0,3.0,1.0,3.0,3.0,4,20000.0,1.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,5,2
+931,4.0,1,27,79,119,2015,1,1994,1.0,1.0,1.0,4.0,48000.0,1.0,50.0,162,125,5.0,5.0,3.0,1,5.0,4.0,1.0,2.0,5.0,1,80000.0,2.0,4.0,3.0,1.0,1,2.0,1.0,5.0,2.0,1,5
+932,4.0,2,19,57,93,2015,1,1950,1.0,1.0,1.0,3.0,20000.0,1.0,120.0,172,150,4.0,5.0,5.0,1,2.0,4.0,1.0,2.0,4.0,1,80000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,4,3
+933,4.0,2,29,84,127,2015,1,1958,1.0,1.0,1.0,3.0,8000.0,1.0,40.0,150,105,2.0,3.0,3.0,1,2.0,2.0,1.0,4.0,4.0,3,10000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,2
+934,4.0,2,2,5,12,2015,1,1956,8.0,1.0,1.0,3.0,12000.0,1.0,90.0,156,104,2.0,3.0,3.0,1,4.0,3.0,2.0,4.0,3.0,4,28000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,3
+935,4.0,1,28,81,121,2015,2,1990,1.0,1.0,1.0,6.0,0.0,1.0,70.0,150,100,4.0,4.0,3.0,1,2.0,2.0,2.0,2.0,5.0,1,40000.0,5.0,3.0,0.0,2.0,3,2.0,1.0,3.0,2.0,1,1
+936,4.0,1,13,36,67,2015,2,1986,1.0,1.0,1.0,12.0,50000.0,1.0,150.0,160,104,4.0,5.0,4.0,2,4.0,4.0,3.0,4.0,5.0,1,50000.0,3.0,3.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,5
+937,4.0,1,30,85,128,2015,1,1965,5.0,0.0,3.0,9.0,100000.0,1.0,70.0,173,160,4.0,3.0,5.0,2,2.0,4.0,1.0,3.0,5.0,5,100000.0,3.0,3.0,2.0,2.0,3,3.0,1.0,4.0,1.0,3,5
+938,4.0,1,12,32,61,2015,1,1959,1.0,1.0,1.0,12.0,150000.0,4.0,103.0,170,120,4.0,4.0,4.0,5,3.0,4.0,3.0,2.0,4.0,1,250000.0,3.0,4.0,2.0,1.0,3,3.0,2.0,4.0,3.0,3,5
+939,4.0,1,26,75,115,2015,1,1939,1.0,1.0,1.0,3.0,30000.0,1.0,35.0,157,144,4.0,4.0,4.0,2,4.0,4.0,2.0,4.0,6.0,5,84000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+940,4.0,1,15,39,70,2015,1,1975,1.0,1.0,1.0,4.0,60000.0,1.0,240.0,170,150,4.0,4.0,4.0,1,2.0,4.0,1.0,4.0,4.0,1,70000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,5
+941,4.0,2,2,5,12,2015,1,1981,1.0,1.0,1.0,3.0,20000.0,1.0,100.0,170,120,5.0,5.0,4.0,1,3.0,3.0,1.0,4.0,5.0,3,20000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,2,3
+942,5.0,2,31,88,133,2015,1,1977,1.0,1.0,1.0,6.0,24000.0,1.0,130.0,170,140,4.0,4.0,5.0,1,4.0,4.0,2.0,2.0,5.0,1,24000.0,1.0,3.0,2.0,1.0,3,2.0,1.0,4.0,2.0,2,4
+943,4.0,1,30,85,128,2015,1,1963,1.0,1.0,1.0,4.0,20000.0,1.0,62.5,168,157,2.0,1.0,1.0,2,3.0,5.0,2.0,1.0,3.0,5,30000.0,3.0,3.0,0.0,2.0,3,2.0,3.0,4.0,4.0,3,3
+944,2.0,1,31,87,131,2015,1,1943,1.0,1.0,1.0,3.0,0.0,1.0,50.0,161,90,4.0,1.0,2.0,1,2.0,4.0,1.0,2.0,1.0,3,7200.0,3.0,2.0,1.0,2.0,4,3.0,3.0,2.0,2.0,4,1
+945,4.0,1,9,20,42,2015,2,1974,1.0,1.0,1.0,4.0,0.0,1.0,50.0,153,120,5.0,4.0,3.0,1,3.0,3.0,1.0,2.0,5.0,5,40000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+946,4.0,1,5,8,23,2015,1,1967,1.0,1.0,1.0,3.0,60000.0,1.0,90.0,170,130,4.0,5.0,5.0,1,4.0,3.0,1.0,4.0,3.0,1,90000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+947,4.0,1,9,23,45,2015,1,1973,1.0,1.0,1.0,4.0,5000.0,1.0,50.0,168,144,5.0,5.0,5.0,1,2.0,3.0,1.0,3.0,5.0,1,100000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,2
+948,4.0,1,10,26,48,2015,2,1957,1.0,1.0,1.0,3.0,50000.0,4.0,120.0,168,140,4.0,4.0,4.0,2,4.0,4.0,3.0,3.0,4.0,5,70000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,5
+949,4.0,1,24,71,111,2015,1,1958,1.0,0.0,7.0,1.0,60000.0,1.0,240.0,180,150,5.0,5.0,5.0,5,4.0,3.0,1.0,4.0,5.0,3,120000.0,7.0,3.0,1.0,2.0,3,3.0,1.0,2.0,2.0,3,5
+950,4.0,2,2,2,9,2015,2,1967,8.0,1.0,1.0,4.0,10000.0,1.0,200.0,155,98,4.0,5.0,5.0,1,3.0,3.0,1.0,4.0,5.0,4,20000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+951,4.0,2,16,46,77,2015,2,1952,1.0,0.0,3.0,1.0,10000.0,1.0,130.0,160,100,3.0,3.0,4.0,1,3.0,3.0,3.0,4.0,4.0,3,130000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+952,4.0,1,31,89,134,2015,1,1956,1.0,1.0,1.0,3.0,14421.0,1.0,85.0,170,120,4.0,5.0,4.0,1,1.0,4.0,1.0,3.0,4.0,4,38779.0,2.0,1.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,3
+953,5.0,2,3,6,13,2015,2,1955,1.0,1.0,1.0,1.0,10000.0,1.0,200.0,155,100,4.0,5.0,5.0,1,5.0,4.0,1.0,4.0,10.0,3,60000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,1.0,3,3
+954,2.0,1,15,42,73,2015,1,1995,1.0,1.0,1.0,10.0,0.0,2.0,100.0,175,127,4.0,4.0,4.0,1,4.0,3.0,3.0,2.0,5.0,5,100000.0,1.0,4.0,1.0,1.0,1,2.0,1.0,3.0,2.0,1,1
+955,4.0,2,9,22,44,2015,2,1962,1.0,1.0,1.0,1.0,6250.0,1.0,100.0,168,140,5.0,1.0,3.0,1,5.0,4.0,1.0,4.0,3.0,4,30000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,2
+956,4.0,2,15,43,74,2015,1,1971,1.0,1.0,1.0,3.0,36000.0,1.0,200.0,165,130,4.0,4.0,4.0,1,4.0,4.0,3.0,3.0,6.0,1,15000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,4
+957,3.0,2,16,47,79,2015,2,1973,1.0,1.0,1.0,3.0,10000.0,1.0,110.0,155,105,3.0,4.0,3.0,1,5.0,4.0,1.0,3.0,4.0,3,10000.0,3.0,2.0,1.0,2.0,3,2.0,3.0,3.0,3.0,2,3
+958,5.0,2,31,88,133,2015,2,1939,1.0,1.0,1.0,3.0,660.0,4.0,50.0,160,105,4.0,4.0,4.0,1,1.0,4.0,1.0,2.0,5.0,4,30000.0,4.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,1
+959,3.0,1,22,65,104,2015,1,1965,1.0,1.0,1.0,3.0,10000.0,1.0,50.0,160,120,4.0,5.0,4.0,1,1.0,2.0,1.0,2.0,3.0,1,15000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,3
+960,3.0,2,29,82,124,2015,1,1978,1.0,1.0,1.0,4.0,80000.0,4.0,30.0,172,158,3.0,2.0,2.0,1,4.0,4.0,2.0,2.0,1.0,3,85000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,5
+961,4.0,1,12,32,57,2015,2,1961,1.0,1.0,1.0,4.0,60000.0,1.0,100.0,158,125,3.0,3.0,5.0,5,4.0,5.0,1.0,3.0,5.0,5,100000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,3,5
+962,4.0,1,12,32,58,2015,2,1962,1.0,0.0,1.0,6.0,10237.0,1.0,80.0,160,95,4.0,3.0,4.0,2,5.0,4.0,3.0,3.0,5.0,6,250000.0,3.0,4.0,0.0,1.0,3,1.0,1.0,2.0,2.0,3,3
+963,4.0,1,15,40,71,2015,1,1949,1.0,1.0,1.0,4.0,24000.0,1.0,55.0,165,125,3.0,3.0,4.0,2,2.0,1.0,1.0,2.0,1.0,5,30000.0,4.0,2.0,0.0,2.0,3,2.0,2.0,4.0,3.0,4,4
+964,4.0,1,26,76,116,2015,2,1985,1.0,1.0,1.0,10.0,90000.0,4.0,90.0,168,170,4.0,4.0,4.0,2,2.0,2.0,2.0,4.0,4.0,1,200000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,3.0,1,5
+965,3.0,1,22,65,104,2015,2,1971,1.0,1.0,1.0,10.0,20000.0,1.0,65.0,160,110,4.0,4.0,4.0,2,2.0,4.0,3.0,2.0,4.0,1,35000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,3
+966,4.0,1,27,77,117,2015,2,1945,3.0,0.0,1.0,3.0,20400.0,1.0,64.0,155,140,2.0,2.0,2.0,2,1.0,5.0,1.0,3.0,1.0,5,20400.0,1.0,2.0,1.0,2.0,7,3.0,2.0,2.0,3.0,4,3
+967,4.0,1,1,1,3,2015,2,1947,1.0,1.0,1.0,8.0,26400.0,1.0,37.9,151,130,3.0,5.0,5.0,2,3.0,2.0,1.0,4.0,5.0,5,26400.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,3.0,4,4
+968,3.0,1,5,8,24,2015,1,1957,1.0,1.0,1.0,4.0,20000.0,1.0,60.0,175,140,4.0,5.0,5.0,1,4.0,3.0,1.0,2.0,2.0,1,20000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,3
+969,4.0,1,10,27,49,2015,1,1985,1.0,1.0,3.0,7.0,70000.0,1.0,97.0,180,168,5.0,5.0,4.0,2,3.0,3.0,2.0,2.0,4.0,1,100000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,1,5
+970,4.0,1,5,8,23,2015,1,1956,1.0,1.0,1.0,6.0,18000.0,1.0,63.0,174,150,4.0,4.0,4.0,2,4.0,4.0,3.0,2.0,5.0,1,48000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+971,2.0,1,12,33,62,2015,2,1935,1.0,1.0,1.0,1.0,0.0,1.0,40.0,150,60,2.0,2.0,2.0,1,2.0,4.0,1.0,2.0,3.0,4,29140.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,1
+972,4.0,2,22,66,106,2015,2,1948,1.0,1.0,1.0,3.0,200.0,1.0,130.0,163,93,4.0,3.0,4.0,1,4.0,4.0,1.0,4.0,9.0,1,30000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,4,1
+973,4.0,2,6,17,33,2015,2,1962,1.0,1.0,1.0,3.0,0.0,1.0,170.0,155,80,4.0,4.0,4.0,1,2.0,4.0,1.0,4.0,5.0,6,3000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,1
+974,4.0,1,12,32,55,2015,1,1955,1.0,1.0,1.0,6.0,40000.0,4.0,59.0,174,174,3.0,3.0,5.0,5,2.0,5.0,3.0,4.0,5.0,5,100000.0,3.0,2.0,1.0,2.0,3,1.0,2.0,3.0,2.0,3,5
+975,4.0,2,13,36,67,2015,1,1956,1.0,1.0,1.0,3.0,10000.0,1.0,70.0,155,140,2.0,2.0,2.0,1,2.0,3.0,1.0,4.0,4.0,3,10000.0,2.0,2.0,1.0,2.0,3,2.0,3.0,4.0,3.0,3,3
+976,4.0,1,10,27,49,2015,1,1987,1.0,1.0,1.0,10.0,60000.0,1.0,60.0,180,160,5.0,4.0,4.0,1,3.0,3.0,2.0,4.0,3.0,1,30000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,1,5
+977,4.0,2,28,81,123,2015,1,1967,1.0,1.0,1.0,1.0,20000.0,1.0,140.0,155,105,4.0,4.0,4.0,1,2.0,2.0,1.0,3.0,5.0,3,20000.0,3.0,2.0,1.0,2.0,7,3.0,1.0,4.0,2.0,2,3
+978,5.0,1,27,80,120,2015,2,1950,1.0,0.0,7.0,3.0,21600.0,4.0,90.0,164,146,2.0,2.0,3.0,2,3.0,2.0,4.0,4.0,4.0,5,50000.0,4.0,3.0,1.0,2.0,6,2.0,1.0,3.0,2.0,4,3
+979,5.0,1,19,57,92,2015,1,1943,1.0,1.0,1.0,3.0,12000.0,1.0,120.0,170,140,4.0,4.0,3.0,2,3.0,4.0,2.0,4.0,6.0,4,53613.0,2.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,4,3
+980,5.0,2,27,80,120,2015,1,1968,1.0,1.0,1.0,3.0,25000.0,1.0,67.0,182,180,5.0,5.0,5.0,2,1.0,3.0,2.0,4.0,2.0,1,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,4.0,2,4
+981,5.0,2,8,19,41,2015,2,1994,4.0,0.0,1.0,11.0,0.0,2.0,100.0,162,98,4.0,4.0,4.0,1,3.0,4.0,3.0,3.0,5.0,4,40000.0,8.0,3.0,1.0,2.0,1,2.0,3.0,2.0,4.0,1,1
+982,4.0,1,7,18,38,2015,2,1943,1.0,1.0,1.0,12.0,55200.0,1.0,85.0,163,116,3.0,3.0,4.0,2,1.0,4.0,1.0,4.0,5.0,5,55200.0,1.0,3.0,1.0,2.0,7,2.0,3.0,4.0,2.0,4,5
+983,2.0,1,21,63,99,2015,1,1972,1.0,1.0,1.0,6.0,15000.0,1.0,60.0,171,140,2.0,2.0,2.0,4,2.0,2.0,2.0,3.0,5.0,1,30000.0,3.0,3.0,0.0,2.0,3,2.0,2.0,2.0,2.0,2,3
+984,4.0,2,29,83,126,2015,2,1946,1.0,0.0,7.0,1.0,1200.0,2.0,120.0,168,120,3.0,4.0,4.0,1,3.0,3.0,1.0,4.0,5.0,4,1200.0,1.0,3.0,1.0,2.0,7,2.0,1.0,5.0,2.0,4,2
+985,4.0,1,6,15,31,2015,1,1940,1.0,1.0,1.0,1.0,20000.0,1.0,200.0,170,135,4.0,2.0,4.0,1,3.0,2.0,3.0,3.0,7.0,4,20000.0,2.0,4.0,1.0,2.0,3,1.0,1.0,4.0,2.0,4,3
+986,5.0,2,18,52,85,2015,2,1993,1.0,1.0,1.0,12.0,2000.0,2.0,180.0,158,110,5.0,4.0,4.0,1,2.0,4.0,3.0,4.0,4.0,5,30000.0,3.0,3.0,2.0,2.0,1,2.0,1.0,4.0,2.0,1,2
+987,4.0,1,7,18,39,2015,1,1984,1.0,1.0,1.0,12.0,120000.0,4.0,70.0,172,150,5.0,5.0,5.0,4,4.0,4.0,3.0,4.0,7.0,1,120000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,1,5
+988,4.0,1,9,20,42,2015,1,1955,1.0,1.0,1.0,11.0,40000.0,4.0,170.0,170,140,4.0,4.0,4.0,2,3.0,4.0,4.0,4.0,6.0,5,60000.0,2.0,4.0,1.0,1.0,3,1.0,2.0,4.0,2.0,3,5
+989,4.0,1,13,35,65,2015,1,1941,6.0,1.0,1.0,7.0,36000.0,4.0,300.0,176,120,4.0,5.0,3.0,4,3.0,3.0,4.0,4.0,7.0,5,80000.0,3.0,4.0,1.0,2.0,3,2.0,1.0,4.0,3.0,4,4
+990,3.0,1,16,46,78,2015,2,1989,1.0,1.0,1.0,6.0,27862.0,1.0,80.0,155,100,5.0,3.0,4.0,1,3.0,4.0,2.0,3.0,5.0,1,67377.0,3.0,3.0,2.0,2.0,3,2.0,2.0,3.0,2.0,1,4
+991,4.0,1,4,7,16,2015,1,1960,1.0,1.0,1.0,4.0,70000.0,4.0,160.0,165,145,3.0,4.0,5.0,5,2.0,3.0,1.0,4.0,7.0,1,100000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,3,5
+992,4.0,1,4,7,15,2015,1,1963,1.0,1.0,1.0,4.0,25000.0,1.0,17.0,175,140,5.0,4.0,3.0,2,3.0,4.0,3.0,3.0,5.0,1,25000.0,4.0,2.0,0.0,2.0,3,2.0,1.0,3.0,3.0,3,4
+993,4.0,1,10,26,48,2015,2,1940,1.0,0.0,8.0,3.0,960.0,1.0,45.0,150,100,3.0,3.0,4.0,1,3.0,3.0,2.0,4.0,3.0,4,50000.0,3.0,2.0,1.0,2.0,7,3.0,2.0,4.0,2.0,4,1
+994,4.0,1,10,27,49,2015,1,1972,3.0,1.0,1.0,6.0,50000.0,1.0,140.0,165,100,5.0,5.0,5.0,4,2.0,4.0,3.0,4.0,5.0,1,80000.0,3.0,3.0,0.0,1.0,4,2.0,2.0,3.0,2.0,2,5
+995,4.0,2,16,47,79,2015,1,1940,1.0,1.0,1.0,3.0,0.0,1.0,190.0,170,140,4.0,4.0,4.0,1,4.0,3.0,3.0,4.0,5.0,3,60000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,1
+996,4.0,2,5,9,25,2015,1,1937,1.0,1.0,1.0,1.0,4000.0,1.0,108.0,172,108,4.0,4.0,5.0,1,1.0,5.0,1.0,4.0,5.0,4,50000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,4,2
+997,4.0,1,18,51,84,2015,2,1952,1.0,1.0,2.0,3.0,7000.0,1.0,110.0,155,125,3.0,4.0,4.0,2,2.0,4.0,2.0,4.0,5.0,5,65000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,2
+998,5.0,1,12,32,56,2015,2,1954,1.0,1.0,1.0,4.0,40000.0,1.0,60.0,163,140,3.0,4.0,4.0,2,2.0,4.0,2.0,2.0,4.0,5,70000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0,3,5
+999,5.0,2,18,52,85,2015,2,1955,1.0,0.0,4.0,1.0,1000.0,1.0,120.0,160,110,5.0,4.0,4.0,1,4.0,2.0,2.0,4.0,5.0,6,49725.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,1
+1000,5.0,2,11,30,53,2015,2,1984,1.0,1.0,1.0,4.0,60000.0,1.0,120.0,165,120,5.0,5.0,5.0,1,4.0,4.0,1.0,5.0,6.0,2,60000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,5.0,2.0,1,5
+1001,3.0,1,21,61,97,2015,2,1969,1.0,0.0,1.0,3.0,0.0,1.0,120.0,160,136,1.0,3.0,4.0,4,5.0,4.0,1.0,2.0,6.0,4,25000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,1
+1002,4.0,1,19,59,95,2015,2,1955,1.0,1.0,1.0,3.0,120000.0,1.0,103.0,158,120,3.0,5.0,4.0,1,4.0,4.0,2.0,3.0,5.0,4,120000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+1003,4.0,1,10,24,46,2015,2,1974,1.0,1.0,1.0,3.0,0.0,1.0,125.0,160,110,4.0,5.0,5.0,2,2.0,2.0,1.0,4.0,6.0,6,20000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,1
+1004,5.0,1,7,18,36,2015,2,1947,1.0,0.0,8.0,3.0,30000.0,1.0,39.0,160,118,5.0,5.0,5.0,2,3.0,3.0,3.0,4.0,5.0,5,60000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+1005,4.0,1,27,78,118,2015,1,1956,1.0,1.0,1.0,4.0,20000.0,1.0,70.0,170,140,4.0,3.0,4.0,5,4.0,3.0,2.0,4.0,3.0,1,30000.0,2.0,2.0,0.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+1006,4.0,1,18,53,87,2015,1,1978,1.0,1.0,1.0,6.0,10000.0,1.0,110.0,176,150,4.0,5.0,2.0,2,4.0,3.0,2.0,2.0,5.0,1,20000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,3
+1007,4.0,2,21,64,100,2015,1,1951,1.0,1.0,1.0,4.0,10000.0,1.0,130.0,160,110,3.0,2.0,4.0,1,3.0,3.0,1.0,4.0,5.0,2,20000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+1008,5.0,2,22,67,107,2015,1,1988,8.0,0.0,3.0,3.0,40000.0,1.0,110.0,165,97,4.0,5.0,4.0,1,4.0,2.0,2.0,3.0,2.0,1,40000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,1,5
+1009,3.0,1,18,53,87,2015,1,1994,1.0,1.0,1.0,12.0,0.0,2.0,100.0,171,120,4.0,5.0,3.0,1,3.0,3.0,1.0,2.0,4.0,6,60000.0,3.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,1
+1010,4.0,1,17,50,83,2015,1,1955,1.0,1.0,1.0,6.0,12000.0,1.0,90.0,170,140,4.0,4.0,3.0,2,2.0,4.0,2.0,4.0,5.0,1,40000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+1011,3.0,1,5,8,24,2015,2,1961,1.0,1.0,1.0,4.0,0.0,1.0,52.0,162,60,3.0,3.0,4.0,5,3.0,2.0,1.0,3.0,2.0,5,10000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,1
+1012,4.0,2,31,87,131,2015,1,1955,1.0,1.0,1.0,4.0,10000.0,1.0,63.0,172,140,4.0,4.0,5.0,1,3.0,2.0,3.0,4.0,5.0,5,10000.0,2.0,3.0,1.0,2.0,4,2.0,2.0,4.0,2.0,3,3
+1013,4.0,2,9,21,43,2015,2,1965,1.0,1.0,1.0,3.0,20000.0,1.0,100.0,158,105,2.0,3.0,3.0,1,2.0,3.0,1.0,2.0,3.0,2,70000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+1014,4.0,2,5,11,27,2015,1,1957,1.0,1.0,1.0,3.0,3000.0,1.0,105.0,170,120,4.0,3.0,4.0,1,1.0,5.0,2.0,4.0,5.0,5,13000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,3,2
+1015,5.0,1,23,68,108,2015,1,1997,1.0,1.0,1.0,6.0,0.0,2.0,80.0,178,126,5.0,4.0,4.0,1,2.0,3.0,4.0,3.0,5.0,6,100000.0,4.0,3.0,1.0,1.0,1,2.0,2.0,3.0,2.0,1,1
+1016,4.0,1,26,75,115,2015,2,1965,1.0,1.0,1.0,3.0,600000.0,1.0,120.0,160,110,3.0,3.0,3.0,1,3.0,2.0,2.0,2.0,5.0,1,200000.0,6.0,3.0,1.0,2.0,7,2.0,1.0,3.0,2.0,3,5
+1017,4.0,2,18,52,85,2015,1,1937,1.0,1.0,3.0,4.0,720.0,1.0,40.0,170,90,2.0,2.0,2.0,1,3.0,2.0,1.0,4.0,4.0,4,1440.0,3.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,1
+1018,2.0,1,5,11,27,2015,1,1960,1.0,1.0,1.0,4.0,0.0,1.0,80.0,172,130,1.0,1.0,2.0,2,3.0,4.0,2.0,2.0,1.0,6,20000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,1
+1019,2.0,2,18,51,84,2015,1,1968,1.0,1.0,1.0,3.0,10000.0,1.0,100.0,165,110,2.0,2.0,2.0,1,2.0,3.0,1.0,4.0,4.0,1,10000.0,1.0,2.0,1.0,2.0,6,3.0,2.0,4.0,2.0,2,3
+1020,3.0,1,17,48,80,2015,1,1969,1.0,1.0,1.0,4.0,20000.0,1.0,115.0,177,180,5.0,5.0,5.0,1,2.0,3.0,2.0,2.0,1.0,1,70000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,3
+1021,4.0,1,24,71,111,2015,1,1971,1.0,0.0,4.0,6.0,36000.0,1.0,60.0,170,110,5.0,5.0,4.0,5,5.0,5.0,3.0,4.0,5.0,1,48000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,4
+1022,4.0,2,18,54,88,2015,2,1951,1.0,1.0,1.0,6.0,0.0,1.0,80.0,155,120,4.0,4.0,2.0,1,3.0,4.0,5.0,2.0,4.0,6,0.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,4.0,3,1
+1023,4.0,2,13,35,65,2015,1,1950,6.0,1.0,1.0,4.0,1800.0,1.0,160.0,162,90,4.0,3.0,3.0,1,2.0,4.0,2.0,4.0,5.0,3,51600.0,3.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,4,2
+1024,5.0,1,22,65,103,2015,2,1943,1.0,1.0,1.0,1.0,2295.0,1.0,75.0,157,120,3.0,3.0,3.0,1,1.0,4.0,1.0,3.0,3.0,4,25000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,2
+1025,4.0,1,27,77,117,2015,2,1973,1.0,1.0,1.0,9.0,30000.0,4.0,100.0,164,110,3.0,5.0,3.0,2,4.0,3.0,2.0,3.0,5.0,1,70000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,3.0,2,4
+1026,5.0,2,10,25,47,2015,2,1965,1.0,1.0,1.0,4.0,0.0,1.0,72.0,162,140,2.0,2.0,3.0,1,1.0,5.0,1.0,2.0,5.0,3,10000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,3.0,3,1
+1027,4.0,1,16,46,77,2015,1,1925,1.0,1.0,1.0,3.0,2000.0,1.0,90.0,160,85,2.0,2.0,3.0,2,2.0,3.0,2.0,3.0,5.0,4,20000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,5,2
+1028,4.0,1,23,69,109,2015,2,1959,1.0,1.0,1.0,7.0,300000.0,1.0,300.0,171,140,3.0,2.0,3.0,1,3.0,4.0,1.0,1.0,7.0,1,400000.0,6.0,4.0,1.0,2.0,2,2.0,2.0,3.0,2.0,3,5
+1029,5.0,1,30,85,128,2015,1,1971,1.0,1.0,2.0,7.0,80000.0,4.0,110.0,165,144,5.0,5.0,4.0,2,3.0,4.0,3.0,4.0,5.0,1,150000.0,3.0,2.0,2.0,1.0,3,2.0,1.0,5.0,2.0,2,5
+1030,4.0,2,29,84,127,2015,1,1958,1.0,1.0,1.0,4.0,25000.0,1.0,120.0,160,80,3.0,2.0,3.0,1,3.0,4.0,1.0,4.0,4.0,3,25000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+1031,4.0,2,23,69,109,2015,2,1946,1.0,1.0,1.0,1.0,3000.0,1.0,60.0,160,120,2.0,2.0,3.0,1,2.0,1.0,1.0,2.0,3.0,3,7000.0,2.0,1.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,2
+1032,5.0,2,3,6,13,2015,1,1940,1.0,1.0,1.0,1.0,3000.0,1.0,20.0,156,140,5.0,5.0,5.0,1,4.0,4.0,1.0,3.0,7.0,4,4000.0,2.0,4.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,2
+1033,4.0,2,10,28,51,2015,2,1928,1.0,0.0,1.0,1.0,1500.0,1.0,80.0,155,80,2.0,2.0,5.0,1,1.0,1.0,1.0,4.0,2.0,4,1700.0,1.0,2.0,1.0,2.0,7,3.0,2.0,5.0,1.0,5,2
+1034,4.0,2,22,65,103,2015,1,1929,1.0,1.0,1.0,1.0,0.0,1.0,100.0,150,80,4.0,3.0,4.0,1,1.0,2.0,1.0,3.0,4.0,4,10000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,5,1
+1035,4.0,1,10,26,48,2015,2,1988,1.0,0.0,4.0,3.0,15000.0,1.0,80.0,160,90,4.0,4.0,4.0,1,2.0,3.0,2.0,4.0,5.0,5,15000.0,1.0,3.0,0.0,2.0,1,2.0,2.0,3.0,2.0,1,3
+1036,3.0,2,9,23,45,2015,1,1956,1.0,1.0,1.0,3.0,20000.0,1.0,300.0,165,120,4.0,4.0,5.0,1,3.0,5.0,1.0,2.0,4.0,1,50000.0,6.0,2.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,3
+1037,4.0,1,18,53,87,2015,2,1940,1.0,0.0,9.0,3.0,15000.0,1.0,220.0,150,130,5.0,3.0,3.0,2,4.0,3.0,1.0,4.0,4.0,4,30000.0,1.0,2.0,1.0,2.0,7,2.0,1.0,4.0,2.0,4,3
+1038,5.0,2,31,87,131,2015,1,1948,1.0,1.0,1.0,4.0,10000.0,1.0,65.0,160,128,3.0,4.0,2.0,1,3.0,3.0,1.0,4.0,1.0,3,20000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,3
+1039,4.0,2,13,36,66,2015,2,1970,8.0,1.0,1.0,3.0,600.0,1.0,600.0,150,100,4.0,4.0,4.0,1,4.0,3.0,1.0,4.0,3.0,2,4000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+1040,4.0,1,12,32,57,2015,1,1971,1.0,0.0,3.0,6.0,50000.0,4.0,90.0,175,130,4.0,4.0,4.0,4,2.0,3.0,1.0,4.0,5.0,1,80000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+1041,4.0,1,13,35,65,2015,1,1954,1.0,1.0,1.0,4.0,6200.0,1.0,240.0,162,120,3.0,3.0,4.0,1,2.0,4.0,1.0,2.0,4.0,1,10000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,3.0,3.0,3,2
+1042,2.0,2,24,70,110,2015,2,1960,1.0,1.0,4.0,3.0,10000.0,1.0,80.0,154,125,2.0,2.0,4.0,1,4.0,2.0,2.0,2.0,3.0,3,20000.0,5.0,2.0,1.0,2.0,3,3.0,3.0,3.0,3.0,3,3
+1043,5.0,1,23,68,108,2015,1,1990,1.0,1.0,1.0,12.0,10000.0,1.0,83.0,188,180,5.0,5.0,3.0,2,3.0,4.0,4.0,2.0,6.0,1,20000.0,3.0,3.0,1.0,2.0,1,2.0,2.0,4.0,3.0,1,3
+1044,4.0,1,27,78,118,2015,1,1980,1.0,1.0,1.0,12.0,36000.0,1.0,100.0,178,140,4.0,5.0,5.0,2,2.0,4.0,3.0,4.0,3.0,1,36000.0,3.0,3.0,0.0,2.0,3,2.0,2.0,4.0,3.0,2,4
+1045,2.0,2,21,64,102,2015,2,1966,1.0,1.0,1.0,3.0,0.0,1.0,50.0,165,110,5.0,5.0,3.0,1,2.0,2.0,1.0,1.0,5.0,4,100000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+1046,4.0,1,6,17,33,2015,2,1941,1.0,1.0,1.0,9.0,3816.0,1.0,45.0,155,126,2.0,4.0,4.0,4,2.0,3.0,2.0,4.0,6.0,4,3816.0,1.0,1.0,1.0,2.0,3,3.0,2.0,3.0,4.0,4,2
+1047,4.0,1,27,80,120,2015,1,1937,1.0,1.0,1.0,6.0,30000.0,4.0,84.0,169,130,3.0,5.0,5.0,2,2.0,4.0,2.0,4.0,5.0,5,48000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+1048,2.0,2,31,89,134,2015,2,1962,1.0,1.0,1.0,3.0,10000.0,1.0,55.0,165,110,1.0,1.0,2.0,1,4.0,4.0,1.0,4.0,1.0,4,10000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,2.0,3.0,3,3
+1049,2.0,1,1,1,4,2015,1,1941,1.0,0.0,1.0,4.0,38000.0,4.0,86.0,176,135,3.0,5.0,4.0,2,3.0,3.0,3.0,2.0,4.0,5,60000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+1050,4.0,2,29,83,126,2015,2,1964,1.0,1.0,1.0,4.0,0.0,1.0,30.0,160,145,2.0,3.0,2.0,1,2.0,3.0,1.0,3.0,5.0,4,3000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+1051,4.0,1,16,47,79,2015,2,1987,1.0,1.0,1.0,4.0,25000.0,1.0,160.0,158,128,3.0,4.0,4.0,1,2.0,4.0,2.0,4.0,5.0,1,50000.0,2.0,3.0,2.0,2.0,3,2.0,2.0,3.0,3.0,1,4
+1052,3.0,1,24,70,110,2015,2,1945,1.0,0.0,3.0,1.0,24000.0,1.0,190.0,155,108,5.0,3.0,4.0,2,4.0,5.0,1.0,2.0,4.0,5,24000.0,1.0,1.0,2.0,2.0,7,2.0,2.0,3.0,2.0,4,4
+1053,4.0,1,22,67,107,2015,1,1930,1.0,1.0,2.0,7.0,30000.0,4.0,108.0,167,100,4.0,3.0,4.0,2,4.0,3.0,4.0,2.0,4.0,5,80000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,5,4
+1054,4.0,1,18,51,84,2015,2,1940,1.0,1.0,1.0,1.0,0.0,1.0,120.0,158,100,2.0,2.0,3.0,1,4.0,4.0,1.0,4.0,1.0,4,3000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,1
+1055,5.0,2,9,22,44,2015,1,1958,1.0,1.0,1.0,6.0,1500.0,1.0,150.0,172,150,4.0,4.0,4.0,1,2.0,3.0,1.0,4.0,8.0,3,6000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,5.0,3.0,3,2
+1056,4.0,2,16,44,75,2015,1,1988,1.0,1.0,1.0,4.0,36000.0,1.0,140.0,168,135,5.0,4.0,4.0,1,3.0,3.0,2.0,4.0,1.0,1,60000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,1,4
+1057,4.0,1,26,76,116,2015,2,1995,1.0,1.0,1.0,12.0,12000.0,1.0,100.0,155,100,4.0,3.0,3.0,2,2.0,2.0,2.0,4.0,5.0,6,200000.0,1.0,3.0,1.0,1.0,1,2.0,2.0,4.0,2.0,1,3
+1058,3.0,1,19,57,92,2015,2,1958,1.0,0.0,2.0,3.0,0.0,1.0,120.0,160,110,4.0,3.0,4.0,8,3.0,3.0,1.0,3.0,4.0,4,90000.0,5.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,3,1
+1059,2.0,1,7,18,39,2015,1,1962,1.0,1.0,1.0,4.0,0.0,1.0,55.0,170,180,2.0,3.0,3.0,5,2.0,3.0,3.0,2.0,2.0,5,12000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,3,1
+1060,4.0,2,10,24,46,2015,2,1951,4.0,0.0,8.0,1.0,5000.0,1.0,80.0,160,109,3.0,4.0,2.0,1,4.0,3.0,2.0,2.0,7.0,3,8000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,2.0,2.0,3,2
+1061,5.0,1,7,18,38,2015,1,1983,1.0,1.0,1.0,13.0,0.0,4.0,60.0,182,156,4.0,3.0,2.0,2,3.0,4.0,5.0,4.0,8.0,5,200000.0,2.0,4.0,1.0,1.0,3,1.0,1.0,5.0,2.0,1,1
+1062,2.0,1,13,36,66,2015,2,1962,8.0,1.0,1.0,3.0,8672.0,1.0,100.0,150,130,2.0,3.0,4.0,1,4.0,3.0,2.0,4.0,4.0,3,49973.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,2
+1063,4.0,1,19,57,92,2015,2,1968,1.0,1.0,1.0,4.0,38101.0,1.0,70.0,163,112,3.0,2.0,4.0,1,2.0,3.0,4.0,4.0,5.0,1,66342.0,3.0,3.0,0.0,1.0,3,2.0,2.0,4.0,2.0,2,4
+1064,3.0,1,12,32,58,2015,2,1965,1.0,1.0,1.0,6.0,28159.0,1.0,50.0,157,100,3.0,3.0,3.0,2,3.0,2.0,2.0,1.0,7.0,1,46911.0,3.0,3.0,0.0,2.0,3,2.0,2.0,3.0,3.0,3,4
+1065,4.0,1,18,52,85,2015,2,1947,1.0,1.0,1.0,1.0,720.0,1.0,100.0,155,110,5.0,5.0,5.0,1,2.0,1.0,1.0,3.0,4.0,5,36000.0,6.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,4,1
+1066,4.0,1,19,57,92,2015,1,1943,1.0,1.0,1.0,3.0,30000.0,4.0,75.0,151,126,4.0,3.0,4.0,2,2.0,5.0,2.0,3.0,5.0,5,585919.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+1067,4.0,1,1,1,3,2015,2,1988,1.0,1.0,1.0,10.0,39600.0,1.0,26.3,167,120,4.0,5.0,5.0,2,3.0,3.0,3.0,4.0,5.0,1,64440.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,4
+1068,3.0,1,22,66,106,2015,2,1965,1.0,1.0,3.0,9.0,60000.0,1.0,150.0,161,110,4.0,3.0,3.0,2,4.0,3.0,2.0,3.0,5.0,1,200000.0,2.0,4.0,1.0,1.0,3,2.0,1.0,4.0,2.0,3,5
+1069,5.0,1,5,11,27,2015,1,1958,1.0,1.0,2.0,6.0,10000.0,1.0,70.0,180,175,2.0,2.0,5.0,2,1.0,4.0,2.0,3.0,5.0,1,10000.0,1.0,2.0,1.0,2.0,3,2.0,3.0,3.0,4.0,3,3
+1070,2.0,2,17,49,82,2015,1,1960,1.0,1.0,1.0,6.0,27420.0,1.0,40.0,185,120,1.0,2.0,2.0,4,2.0,5.0,4.0,2.0,1.0,5,62502.0,2.0,2.0,0.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+1071,4.0,1,4,7,14,2015,1,1994,1.0,1.0,1.0,11.0,0.0,2.0,44.0,172,105,4.0,4.0,4.0,2,3.0,3.0,5.0,4.0,5.0,6,70000.0,2.0,1.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,1
+1072,3.0,1,4,7,15,2015,2,1969,1.0,1.0,1.0,4.0,30000.0,1.0,12.0,158,109,5.0,5.0,5.0,1,1.0,4.0,3.0,4.0,4.0,1,78845.0,2.0,2.0,0.0,2.0,5,3.0,2.0,4.0,2.0,2,4
+1073,5.0,1,1,1,4,2015,2,1959,1.0,1.0,1.0,4.0,36000.0,1.0,90.0,160,120,3.0,4.0,4.0,4,5.0,4.0,2.0,4.0,7.0,5,120000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+1074,3.0,1,19,57,91,2015,2,1955,1.0,1.0,1.0,4.0,2750.0,1.0,48.0,162,120,3.0,3.0,5.0,5,2.0,5.0,2.0,4.0,5.0,5,6000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,2
+1075,2.0,1,8,19,41,2015,1,1987,1.0,1.0,1.0,6.0,1000.0,4.0,20.0,176,128,5.0,4.0,2.0,1,1.0,4.0,3.0,2.0,1.0,1,5000.0,1.0,2.0,1.0,2.0,1,3.0,2.0,3.0,3.0,1,1
+1076,4.0,1,18,51,84,2015,1,1941,1.0,1.0,1.0,1.0,3600.0,1.0,60.0,165,116,2.0,1.0,3.0,1,1.0,1.0,1.0,2.0,4.0,4,2000.0,1.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,2
+1077,3.0,1,31,88,133,2015,1,1958,1.0,1.0,1.0,4.0,10000.0,4.0,83.0,178,186,4.0,4.0,4.0,2,4.0,5.0,1.0,2.0,3.0,5,30000.0,2.0,3.0,1.0,2.0,3,3.0,3.0,4.0,3.0,3,3
+1078,2.0,2,18,52,85,2015,2,1997,1.0,0.0,3.0,4.0,0.0,2.0,200.0,156,102,3.0,4.0,3.0,1,2.0,4.0,5.0,2.0,3.0,5,20000.0,6.0,2.0,1.0,2.0,1,3.0,2.0,3.0,2.0,1,1
+1079,4.0,2,9,21,43,2015,1,1947,1.0,1.0,1.0,3.0,10000.0,1.0,100.0,163,120,2.0,3.0,3.0,1,1.0,3.0,1.0,3.0,3.0,3,10000.0,1.0,3.0,1.0,2.0,7,2.0,1.0,3.0,3.0,4,3
+1080,4.0,2,22,67,107,2015,1,1989,1.0,1.0,4.0,4.0,10000.0,1.0,300.0,176,134,5.0,4.0,5.0,1,3.0,2.0,1.0,3.0,3.0,3,60000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,3
+1081,4.0,2,23,69,109,2015,2,1952,1.0,1.0,1.0,1.0,0.0,1.0,80.0,150,110,3.0,3.0,3.0,1,3.0,4.0,1.0,2.0,7.0,4,10000.0,5.0,3.0,1.0,2.0,7,3.0,1.0,4.0,3.0,3,1
+1082,5.0,2,15,41,72,2015,1,1969,1.0,0.0,1.0,4.0,22000.0,1.0,150.0,175,145,2.0,5.0,5.0,1,4.0,4.0,2.0,3.0,5.0,3,30000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+1083,4.0,1,27,77,117,2015,1,1983,1.0,1.0,1.0,11.0,35000.0,4.0,100.0,179,140,5.0,5.0,4.0,2,2.0,4.0,4.0,4.0,5.0,1,50000.0,3.0,4.0,2.0,2.0,3,2.0,1.0,4.0,3.0,1,4
+1084,4.0,1,7,18,39,2015,2,1988,1.0,1.0,1.0,4.0,0.0,1.0,50.0,160,110,4.0,4.0,4.0,5,3.0,3.0,3.0,4.0,5.0,5,120000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,1,1
+1085,4.0,2,6,12,28,2015,2,1964,1.0,1.0,1.0,4.0,1000.0,1.0,80.0,155,90,4.0,4.0,4.0,1,3.0,3.0,1.0,4.0,5.0,1,10000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,1
+1086,4.0,2,4,7,22,2015,1,1993,1.0,1.0,1.0,3.0,50000.0,1.0,10.0,178,176,3.0,5.0,4.0,1,2.0,2.0,5.0,2.0,2.0,1,50000.0,2.0,3.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,5
+1087,4.0,1,26,76,116,2015,2,1966,1.0,1.0,1.0,4.0,30000.0,1.0,80.0,150,103,5.0,4.0,4.0,2,4.0,4.0,4.0,4.0,4.0,1,60000.0,5.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,3,4
+1088,4.0,2,31,88,133,2015,2,1990,1.0,1.0,1.0,4.0,10000.0,1.0,50.0,170,112,3.0,4.0,3.0,1,4.0,3.0,2.0,2.0,5.0,5,50000.0,3.0,3.0,1.0,2.0,3,3.0,3.0,3.0,2.0,1,3
+1089,4.0,1,26,76,116,2015,2,1970,1.0,1.0,1.0,4.0,0.0,1.0,50.0,165,120,3.0,5.0,3.0,1,3.0,3.0,2.0,4.0,5.0,1,37685.0,1.0,3.0,1.0,2.0,6,2.0,2.0,3.0,3.0,2,1
+1090,4.0,1,6,15,31,2015,2,1951,1.0,1.0,1.0,3.0,10000.0,1.0,70.0,161,120,4.0,3.0,3.0,1,2.0,2.0,2.0,4.0,3.0,4,50000.0,2.0,2.0,0.0,2.0,7,2.0,2.0,4.0,2.0,3,3
+1091,4.0,2,17,48,80,2015,2,1967,1.0,1.0,1.0,3.0,3000.0,1.0,60.0,158,170,4.0,3.0,2.0,4,2.0,3.0,1.0,2.0,6.0,3,45000.0,3.0,4.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,2
+1092,5.0,2,18,52,86,2015,2,1955,1.0,1.0,1.0,1.0,0.0,1.0,200.0,165,120,5.0,5.0,5.0,1,4.0,4.0,1.0,4.0,5.0,4,10000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+1093,5.0,1,12,32,58,2015,2,1992,1.0,1.0,1.0,10.0,0.0,2.0,80.0,160,40,5.0,5.0,4.0,1,3.0,4.0,3.0,3.0,3.0,1,100000.0,1.0,3.0,1.0,2.0,1,2.0,1.0,3.0,3.0,1,1
+1094,4.0,1,6,17,33,2015,1,1956,1.0,1.0,1.0,7.0,40000.0,1.0,160.0,178,140,2.0,3.0,4.0,5,1.0,2.0,2.0,4.0,5.0,5,70000.0,3.0,4.0,2.0,2.0,3,2.0,1.0,4.0,2.0,3,5
+1095,4.0,1,12,33,62,2015,2,1991,1.0,0.0,5.0,4.0,20000.0,1.0,220.0,158,120,4.0,4.0,3.0,1,3.0,3.0,2.0,2.0,5.0,1,151163.0,2.0,3.0,3.0,2.0,3,2.0,2.0,3.0,2.0,1,3
+1096,3.0,2,10,28,51,2015,1,1944,1.0,1.0,1.0,3.0,5000.0,1.0,60.0,160,130,3.0,4.0,3.0,1,3.0,3.0,2.0,4.0,5.0,4,5000.0,1.0,2.0,1.0,2.0,1,3.0,2.0,3.0,3.0,4,2
+1097,4.0,2,13,35,65,2015,2,1981,6.0,1.0,1.0,4.0,2000.0,1.0,120.0,158,110,2.0,2.0,3.0,1,5.0,2.0,1.0,3.0,2.0,4,6000.0,3.0,2.0,1.0,1.0,3,2.0,2.0,3.0,4.0,2,2
+1098,4.0,1,22,65,104,2015,2,1977,1.0,1.0,1.0,4.0,0.0,1.0,90.0,163,137,4.0,5.0,4.0,1,2.0,3.0,1.0,4.0,4.0,6,50000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,1
+1099,4.0,2,31,87,130,2015,2,1939,1.0,1.0,1.0,3.0,1000.0,1.0,77.0,170,110,4.0,5.0,5.0,1,3.0,4.0,1.0,4.0,8.0,4,1000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,1
+1100,4.0,2,16,47,79,2015,1,1958,1.0,1.0,1.0,3.0,20000.0,1.0,360.0,160,116,2.0,3.0,3.0,1,3.0,3.0,1.0,3.0,3.0,3,30000.0,3.0,2.0,2.0,2.0,3,3.0,1.0,3.0,3.0,3,3
+1101,4.0,1,31,87,130,2015,2,1965,1.0,0.0,5.0,6.0,0.0,1.0,54.0,158,115,2.0,3.0,3.0,2,3.0,4.0,2.0,1.0,5.0,5,20000.0,2.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+1102,4.0,1,4,7,17,2015,1,1955,1.0,1.0,1.0,3.0,28800.0,1.0,140.0,163,130,3.0,3.0,5.0,4,2.0,4.0,1.0,1.0,4.0,5,50000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,4
+1103,4.0,1,5,11,27,2015,1,1989,1.0,1.0,1.0,6.0,24000.0,1.0,90.0,170,160,5.0,4.0,4.0,1,4.0,4.0,3.0,4.0,3.0,1,50000.0,2.0,3.0,1.0,1.0,1,2.0,1.0,4.0,3.0,1,4
+1104,2.0,1,7,18,37,2015,2,1985,1.0,1.0,1.0,3.0,20000.0,1.0,40.0,160,100,4.0,4.0,3.0,2,3.0,2.0,1.0,2.0,5.0,1,20000.0,1.0,3.0,0.0,1.0,1,2.0,2.0,2.0,2.0,1,3
+1105,4.0,2,2,4,11,2015,1,1976,1.0,1.0,2.0,3.0,10000.0,1.0,50.0,165,118,4.0,4.0,4.0,1,2.0,1.0,1.0,3.0,2.0,1,50000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,3
+1106,1.0,2,6,12,28,2015,2,1970,1.0,1.0,1.0,3.0,0.0,1.0,150.0,168,108,2.0,4.0,2.0,1,3.0,3.0,2.0,2.0,6.0,3,0.0,2.0,1.0,1.0,2.0,7,3.0,3.0,4.0,3.0,2,1
+1107,3.0,2,2,2,9,2015,1,1970,8.0,1.0,1.0,4.0,35003.0,1.0,200.0,180,140,4.0,5.0,4.0,1,3.0,3.0,2.0,2.0,3.0,3,20000.0,7.0,3.0,2.0,2.0,3,3.0,2.0,4.0,3.0,2,4
+1108,5.0,2,29,84,127,2015,1,1955,1.0,1.0,1.0,1.0,0.0,1.0,142.0,150,130,5.0,5.0,5.0,1,1.0,4.0,1.0,4.0,5.0,4,7999999.0,1.0,3.0,1.0,2.0,7,1.0,1.0,5.0,2.0,3,1
+1109,3.0,2,19,57,92,2015,2,1980,1.0,1.0,1.0,6.0,40000.0,1.0,180.0,156,102,4.0,4.0,3.0,2,2.0,2.0,2.0,2.0,5.0,1,80000.0,3.0,3.0,1.0,2.0,6,2.0,2.0,4.0,3.0,2,5
+1110,4.0,1,24,72,112,2015,2,1982,1.0,1.0,1.0,4.0,43595.0,1.0,100.0,150,94,4.0,5.0,5.0,1,3.0,3.0,2.0,3.0,5.0,5,200000.0,4.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+1111,3.0,2,6,15,31,2015,2,1963,1.0,1.0,1.0,4.0,100000.0,1.0,200.0,165,110,3.0,3.0,3.0,1,2.0,2.0,2.0,3.0,4.0,1,200000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+1112,4.0,1,26,75,115,2015,2,1990,1.0,1.0,1.0,13.0,100000.0,1.0,120.0,155,102,4.0,5.0,5.0,5,2.0,4.0,4.0,3.0,3.0,1,323407.0,3.0,3.0,1.0,1.0,3,2.0,1.0,3.0,3.0,1,5
+1113,4.0,2,19,57,92,2015,2,1971,1.0,1.0,1.0,3.0,20000.0,1.0,125.0,159,110,3.0,4.0,3.0,1,2.0,2.0,2.0,4.0,3.0,1,20000.0,4.0,2.0,1.0,2.0,7,2.0,2.0,3.0,2.0,2,3
+1114,4.0,1,1,1,7,2015,1,1953,1.0,1.0,1.0,4.0,50000.0,4.0,39.0,170,160,3.0,4.0,4.0,2,2.0,4.0,1.0,3.0,7.0,5,100000.0,2.0,2.0,2.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+1115,4.0,2,28,81,121,2015,2,1978,1.0,1.0,1.0,3.0,20000.0,1.0,70.0,158,118,2.0,2.0,3.0,1,4.0,3.0,2.0,4.0,5.0,3,20000.0,5.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,3
+1116,3.0,1,15,40,71,2015,1,1940,1.0,1.0,1.0,4.0,38400.0,1.0,120.0,170,125,3.0,5.0,4.0,4,1.0,4.0,1.0,4.0,3.0,5,38400.0,1.0,4.0,1.0,2.0,7,2.0,2.0,5.0,2.0,4,4
+1117,2.0,1,27,78,118,2015,2,1960,1.0,0.0,7.0,3.0,25000.0,1.0,80.0,160,130,3.0,4.0,3.0,2,1.0,3.0,1.0,2.0,4.0,1,60000.0,1.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,4
+1118,4.0,1,22,66,106,2015,1,1970,1.0,1.0,1.0,4.0,200000.0,1.0,220.0,178,150,4.0,4.0,3.0,1,3.0,3.0,2.0,4.0,5.0,1,200000.0,2.0,4.0,2.0,1.0,3,2.0,1.0,5.0,2.0,2,5
+1119,4.0,2,26,74,114,2015,1,1957,1.0,1.0,1.0,9.0,50000.0,4.0,100.0,165,130,5.0,5.0,5.0,4,3.0,3.0,3.0,4.0,5.0,1,200000.0,1.0,4.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,5
+1120,4.0,2,17,49,82,2015,1,1988,1.0,1.0,1.0,4.0,35000.0,1.0,80.0,170,160,4.0,5.0,5.0,1,4.0,5.0,2.0,3.0,4.0,1,100000.0,4.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,4
+1121,4.0,2,22,65,104,2015,2,1961,8.0,1.0,2.0,3.0,3000.0,1.0,35.0,147,130,2.0,2.0,2.0,1,2.0,3.0,1.0,4.0,3.0,3,7000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,2
+1122,4.0,1,31,87,132,2015,1,1976,1.0,1.0,1.0,7.0,35529.0,1.0,30.0,173,160,4.0,5.0,5.0,2,2.0,1.0,1.0,3.0,3.0,1,50000.0,4.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,4
+1123,3.0,1,16,46,77,2015,2,1968,1.0,1.0,1.0,4.0,0.0,1.0,120.0,168,135,3.0,4.0,3.0,1,3.0,3.0,3.0,2.0,5.0,5,80000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,1
+1124,4.0,1,1,1,7,2015,2,1936,1.0,1.0,1.0,4.0,36000.0,1.0,34.0,150,100,2.0,2.0,3.0,2,2.0,3.0,1.0,3.0,6.0,5,72000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,4,4
+1125,4.0,1,19,56,90,2015,1,1939,1.0,1.0,1.0,6.0,35000.0,1.0,41.0,166,120,2.0,2.0,3.0,5,4.0,4.0,1.0,3.0,5.0,5,35000.0,2.0,3.0,2.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+1126,5.0,1,10,27,49,2015,2,1987,1.0,1.0,1.0,13.0,50000.0,4.0,110.0,162,98,4.0,5.0,5.0,2,2.0,2.0,3.0,3.0,6.0,1,100000.0,2.0,3.0,0.0,2.0,3,2.0,2.0,4.0,2.0,1,5
+1127,4.0,1,11,30,53,2015,1,1985,1.0,1.0,1.0,12.0,30000.0,2.0,80.0,178,128,5.0,4.0,3.0,5,3.0,3.0,3.0,4.0,6.0,1,60000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,1,4
+1128,3.0,1,4,7,17,2015,1,1962,1.0,1.0,1.0,6.0,30000.0,1.0,111.0,165,150,4.0,4.0,4.0,2,3.0,3.0,3.0,3.0,5.0,1,50000.0,4.0,2.0,1.0,1.0,3,2.0,1.0,3.0,3.0,3,4
+1129,4.0,2,17,50,83,2015,1,1969,1.0,1.0,1.0,4.0,30000.0,1.0,238.0,168,135,3.0,3.0,3.0,1,3.0,3.0,2.0,3.0,4.0,1,40000.0,3.0,2.0,1.0,1.0,3,2.0,2.0,4.0,3.0,2,4
+1130,4.0,2,18,52,85,2015,1,1992,1.0,1.0,1.0,4.0,27391.0,1.0,90.0,175,130,4.0,4.0,4.0,1,4.0,3.0,3.0,4.0,4.0,2,39031.0,4.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,4
+1131,5.0,1,7,18,36,2015,2,1995,1.0,1.0,1.0,12.0,0.0,2.0,45.0,160,95,5.0,5.0,4.0,5,3.0,4.0,3.0,4.0,6.0,6,500000.0,3.0,4.0,1.0,1.0,1,2.0,2.0,4.0,2.0,1,1
+1132,4.0,1,18,51,84,2015,1,1951,1.0,1.0,1.0,1.0,9000.0,1.0,108.0,170,90,3.0,3.0,3.0,1,4.0,2.0,2.0,4.0,3.0,1,30000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,3.0,3,2
+1133,3.0,1,1,1,3,2015,1,1934,1.0,1.0,1.0,4.0,42000.0,1.0,34.0,167,140,3.0,4.0,3.0,2,3.0,4.0,2.0,4.0,5.0,5,52000.0,2.0,3.0,2.0,2.0,3,2.0,2.0,3.0,2.0,5,5
+1134,4.0,1,6,12,28,2015,2,1950,1.0,1.0,1.0,1.0,12000.0,1.0,52.0,157,130,5.0,4.0,4.0,1,3.0,4.0,1.0,4.0,6.0,4,12000.0,1.0,3.0,1.0,2.0,7,2.0,1.0,3.0,2.0,4,3
+1135,2.0,1,24,71,111,2015,2,1947,1.0,0.0,6.0,1.0,0.0,1.0,70.0,158,120,2.0,2.0,4.0,5,1.0,4.0,1.0,1.0,1.0,5,25000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,1
+1136,5.0,1,24,71,111,2015,1,1963,1.0,0.0,6.0,3.0,20000.0,1.0,150.0,171,130,5.0,5.0,5.0,5,2.0,4.0,1.0,4.0,5.0,1,25000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+1137,4.0,1,5,8,23,2015,2,1956,1.0,0.0,1.0,6.0,20000.0,1.0,27.0,162,160,4.0,4.0,4.0,2,3.0,3.0,3.0,4.0,6.0,5,20000.0,1.0,2.0,1.0,2.0,7,3.0,3.0,3.0,2.0,3,3
+1138,5.0,1,6,17,33,2015,1,1991,1.0,1.0,1.0,6.0,20000.0,1.0,110.0,175,160,5.0,5.0,5.0,5,2.0,5.0,2.0,4.0,2.0,5,100000.0,2.0,3.0,1.0,1.0,1,2.0,3.0,1.0,2.0,1,3
+1139,2.0,1,17,50,83,2015,1,1951,1.0,1.0,1.0,3.0,8000.0,1.0,240.0,172,160,4.0,4.0,2.0,2,2.0,4.0,2.0,2.0,4.0,5,25000.0,4.0,1.0,1.0,2.0,3,3.0,3.0,3.0,2.0,3,2
+1140,2.0,2,13,35,65,2015,2,1932,6.0,1.0,1.0,1.0,2100.0,1.0,70.0,140,70,1.0,1.0,3.0,1,3.0,4.0,1.0,4.0,1.0,4,20000.0,1.0,1.0,1.0,2.0,7,3.0,1.0,3.0,2.0,5,2
+1141,4.0,1,22,66,105,2015,2,1952,1.0,1.0,1.0,3.0,12000.0,1.0,85.0,160,110,3.0,5.0,5.0,2,4.0,4.0,2.0,4.0,4.0,5,36000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,3,3
+1142,3.0,1,12,32,59,2015,1,1965,1.0,1.0,1.0,4.0,29208.0,1.0,45.0,165,130,4.0,3.0,3.0,5,3.0,3.0,3.0,3.0,5.0,5,50344.0,5.0,2.0,0.0,2.0,1,2.0,3.0,3.0,2.0,3,4
+1143,3.0,2,29,83,126,2015,2,1944,1.0,1.0,1.0,1.0,0.0,1.0,230.0,155,80,3.0,2.0,4.0,1,3.0,4.0,1.0,2.0,5.0,4,80000.0,3.0,3.0,1.0,2.0,7,2.0,1.0,3.0,2.0,4,1
+1144,4.0,2,31,86,129,2015,2,1974,1.0,1.0,1.0,4.0,20000.0,1.0,100.0,158,90,3.0,2.0,3.0,1,2.0,3.0,1.0,5.0,3.0,5,20000.0,5.0,2.0,1.0,2.0,3,2.0,1.0,3.0,1.0,2,3
+1145,4.0,1,21,64,102,2015,2,1982,1.0,1.0,1.0,4.0,20000.0,1.0,120.0,165,107,5.0,4.0,4.0,1,2.0,3.0,1.0,1.0,5.0,5,40000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,3
+1146,4.0,1,10,26,48,2015,2,1975,1.0,1.0,1.0,7.0,0.0,2.0,51.0,163,102,4.0,4.0,3.0,2,3.0,3.0,2.0,4.0,1.0,5,35000.0,4.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,2,1
+1147,5.0,2,17,48,80,2015,1,1930,1.0,1.0,1.0,1.0,4000.0,4.0,450.0,167,130,5.0,5.0,5.0,1,5.0,5.0,1.0,5.0,5.0,4,20000.0,4.0,3.0,1.0,2.0,1,2.0,1.0,3.0,2.0,5,2
+1148,4.0,2,21,62,98,2015,1,1991,8.0,1.0,3.0,4.0,36000.0,1.0,210.0,167,120,5.0,5.0,2.0,1,2.0,4.0,1.0,4.0,3.0,3,120000.0,1.0,3.0,2.0,2.0,1,2.0,1.0,4.0,3.0,1,4
+1149,4.0,2,23,69,109,2015,2,1972,1.0,1.0,3.0,2.0,15000.0,1.0,100.0,157,118,2.0,3.0,3.0,1,2.0,2.0,1.0,2.0,2.0,1,40000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,3.0,3.0,2,3
+1150,4.0,1,1,1,6,2015,2,1960,1.0,1.0,1.0,6.0,48000.0,1.0,99.0,165,130,4.0,4.0,4.0,5,2.0,4.0,2.0,3.0,5.0,1,90000.0,1.0,4.0,1.0,1.0,3,2.0,2.0,4.0,2.0,3,5
+1151,3.0,1,9,23,45,2015,2,1950,1.0,1.0,1.0,4.0,10000.0,1.0,187.0,157,120,2.0,2.0,4.0,5,2.0,3.0,1.0,2.0,6.0,5,76360.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,4,3
+1152,4.0,2,15,41,72,2015,2,1963,1.0,1.0,1.0,3.0,10000.0,1.0,100.0,150,116,2.0,3.0,3.0,1,4.0,1.0,1.0,4.0,4.0,3,60000.0,6.0,3.0,1.0,2.0,3,3.0,1.0,3.0,3.0,3,3
+1153,2.0,1,31,86,129,2015,2,1950,1.0,1.0,1.0,3.0,0.0,1.0,60.0,160,120,2.0,5.0,4.0,2,3.0,3.0,1.0,3.0,1.0,5,5000.0,4.0,1.0,1.0,2.0,7,3.0,2.0,3.0,3.0,4,1
+1154,5.0,2,23,69,109,2015,2,1934,1.0,0.0,1.0,1.0,6297.0,1.0,60.0,151,105,2.0,2.0,3.0,1,2.0,3.0,1.0,5.0,4.0,6,20000.0,8.0,2.0,1.0,2.0,7,2.0,2.0,5.0,2.0,5,2
+1155,4.0,1,13,36,66,2015,1,1965,1.0,1.0,1.0,3.0,15000.0,1.0,300.0,165,120,2.0,2.0,3.0,2,3.0,3.0,1.0,4.0,4.0,3,30000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,3,3
+1156,5.0,1,4,7,16,2015,2,1951,1.0,1.0,1.0,4.0,50000.0,1.0,115.0,162,140,3.0,1.0,4.0,5,2.0,4.0,3.0,3.0,5.0,5,100000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,3,5
+1157,5.0,2,15,42,73,2015,1,1940,1.0,1.0,1.0,4.0,0.0,1.0,100.0,165,128,5.0,4.0,4.0,1,2.0,4.0,2.0,3.0,5.0,2,25000.0,2.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,1
+1158,4.0,2,29,84,127,2015,1,1945,1.0,1.0,1.0,1.0,7000.0,1.0,80.0,164,115,4.0,3.0,4.0,1,2.0,4.0,1.0,4.0,4.0,2,8000.0,1.0,1.0,1.0,2.0,7,3.0,1.0,5.0,2.0,4,2
+1159,3.0,1,24,71,111,2015,1,1975,1.0,1.0,1.0,3.0,82131.0,1.0,100.0,175,130,4.0,5.0,3.0,4,2.0,1.0,1.0,2.0,4.0,1,100000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+1160,5.0,2,9,22,44,2015,2,1994,1.0,1.0,1.0,4.0,50000.0,1.0,330.0,163,100,5.0,5.0,5.0,1,4.0,4.0,1.0,3.0,5.0,1,80000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,5
+1161,4.0,1,4,7,20,2015,2,1950,1.0,1.0,1.0,4.0,30000.0,1.0,46.0,164,130,3.0,3.0,3.0,5,3.0,5.0,4.0,4.0,4.0,5,50000.0,4.0,3.0,1.0,2.0,3,3.0,3.0,4.0,2.0,4,4
+1162,4.0,1,16,44,75,2015,2,1930,1.0,0.0,1.0,3.0,24000.0,1.0,142.0,150,145,2.0,4.0,3.0,2,2.0,4.0,1.0,3.0,5.0,5,144000.0,6.0,2.0,1.0,1.0,7,2.0,1.0,2.0,2.0,5,4
+1163,4.0,2,13,36,66,2015,1,1946,6.0,0.0,1.0,3.0,0.0,1.0,640.0,170,103,4.0,5.0,4.0,1,4.0,4.0,4.0,4.0,4.0,2,3000.0,1.0,2.0,1.0,2.0,1,2.0,1.0,4.0,2.0,4,1
+1164,3.0,2,28,81,122,2015,2,1950,1.0,1.0,1.0,1.0,2000.0,1.0,120.0,162,85,2.0,2.0,2.0,1,3.0,3.0,1.0,3.0,3.0,3,10000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,2
+1165,5.0,1,10,27,49,2015,1,1989,1.0,1.0,1.0,10.0,50000.0,1.0,100.0,178,136,5.0,5.0,3.0,2,2.0,3.0,3.0,3.0,6.0,1,50000.0,3.0,2.0,2.0,2.0,3,2.0,1.0,2.0,2.0,1,5
+1166,3.0,1,26,76,116,2015,1,1992,1.0,1.0,1.0,6.0,54000.0,1.0,80.0,173,120,4.0,4.0,4.0,1,1.0,3.0,2.0,4.0,5.0,1,56000.0,1.0,2.0,0.0,2.0,1,2.0,1.0,4.0,2.0,1,5
+1167,1.0,1,8,19,41,2015,2,1979,4.0,0.0,4.0,1.0,0.0,1.0,180.0,170,110,3.0,3.0,1.0,4,1.0,4.0,1.0,3.0,1.0,1,30000.0,5.0,2.0,1.0,2.0,3,3.0,3.0,4.0,4.0,2,1
+1168,4.0,2,22,65,103,2015,2,1946,1.0,1.0,1.0,1.0,200.0,1.0,80.0,150,80,1.0,2.0,2.0,1,2.0,4.0,1.0,1.0,2.0,3,1000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,1
+1169,4.0,2,17,49,82,2015,2,1954,1.0,1.0,1.0,14.0,2500.0,1.0,64.0,165,98,1.0,1.0,2.0,1,1.0,5.0,4.0,3.0,2.0,2,6320.0,2.0,2.0,1.0,2.0,3,2.0,3.0,4.0,3.0,3,2
+1170,3.0,1,6,15,31,2015,2,1970,1.0,1.0,1.0,4.0,20000.0,1.0,26.0,160,120,2.0,3.0,3.0,1,2.0,2.0,2.0,3.0,5.0,5,90000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0,2,3
+1171,4.0,1,15,39,70,2015,1,1989,1.0,1.0,1.0,10.0,50000.0,2.0,250.0,170,140,4.0,4.0,4.0,1,3.0,4.0,3.0,3.0,5.0,1,100000.0,5.0,3.0,1.0,1.0,3,2.0,1.0,4.0,3.0,1,5
+1172,1.0,1,16,44,75,2015,2,1982,1.0,1.0,1.0,4.0,15000.0,2.0,100.0,165,92,4.0,4.0,4.0,5,3.0,2.0,2.0,1.0,3.0,1,80000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,3
+1173,3.0,2,24,72,112,2015,2,1965,1.0,1.0,6.0,3.0,0.0,1.0,130.0,159,140,3.0,5.0,5.0,1,5.0,3.0,1.0,3.0,3.0,2,35770.0,2.0,3.0,2.0,2.0,3,2.0,2.0,3.0,2.0,3,1
+1174,5.0,1,19,56,90,2015,2,1950,1.0,1.0,1.0,3.0,40000.0,1.0,80.0,157,110,4.0,4.0,5.0,4,5.0,4.0,1.0,4.0,6.0,5,40000.0,1.0,3.0,2.0,2.0,7,2.0,2.0,4.0,2.0,4,5
+1175,2.0,2,13,36,66,2015,2,1956,8.0,1.0,1.0,3.0,3000.0,1.0,60.0,160,120,4.0,4.0,4.0,1,3.0,2.0,1.0,3.0,1.0,3,4000.0,2.0,1.0,1.0,2.0,3,3.0,2.0,3.0,4.0,3,2
+1176,4.0,1,27,78,118,2015,2,1994,1.0,1.0,1.0,12.0,0.0,2.0,73.0,161,120,3.0,4.0,2.0,1,2.0,4.0,4.0,4.0,4.0,6,140000.0,3.0,2.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,1
+1177,5.0,1,10,25,47,2015,2,1984,1.0,1.0,1.0,7.0,32000.0,1.0,100.0,170,130,5.0,5.0,4.0,2,4.0,4.0,3.0,2.0,5.0,1,120000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,1,4
+1178,4.0,1,12,34,63,2015,2,1956,1.0,1.0,1.0,7.0,36000.0,1.0,89.0,170,180,4.0,4.0,4.0,2,4.0,4.0,1.0,1.0,1.0,5,189692.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,4
+1179,4.0,2,13,36,67,2015,1,1951,1.0,1.0,1.0,3.0,20000.0,1.0,200.0,164,108,3.0,4.0,4.0,1,2.0,3.0,1.0,4.0,5.0,4,34280.0,1.0,3.0,1.0,2.0,7,2.0,2.0,5.0,2.0,3,3
+1180,5.0,2,15,41,72,2015,1,1994,1.0,1.0,1.0,6.0,30000.0,1.0,120.0,168,104,4.0,5.0,5.0,1,4.0,3.0,2.0,3.0,5.0,1,130000.0,3.0,3.0,2.0,1.0,1,2.0,2.0,2.0,2.0,1,4
+1181,5.0,1,31,89,134,2015,1,1977,1.0,1.0,1.0,4.0,40000.0,1.0,46.0,170,150,5.0,5.0,5.0,2,3.0,4.0,3.0,4.0,6.0,5,60000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,2.0,2.0,2,5
+1182,4.0,2,15,41,72,2015,1,1968,1.0,1.0,1.0,4.0,60000.0,2.0,200.0,170,130,4.0,4.0,4.0,1,2.0,2.0,1.0,4.0,5.0,3,80000.0,2.0,4.0,2.0,1.0,3,1.0,1.0,3.0,2.0,2,5
+1183,4.0,1,12,32,55,2015,2,1988,8.0,1.0,1.0,4.0,90000.0,2.0,68.0,165,112,4.0,5.0,4.0,1,3.0,4.0,4.0,4.0,5.0,1,90000.0,1.0,4.0,1.0,1.0,1,2.0,2.0,3.0,2.0,1,5
+1184,4.0,1,19,56,90,2015,2,1965,1.0,0.0,1.0,4.0,30000.0,1.0,120.0,163,110,4.0,3.0,4.0,1,2.0,5.0,2.0,4.0,3.0,5,80000.0,3.0,3.0,2.0,2.0,3,2.0,1.0,3.0,2.0,3,4
+1185,5.0,2,30,85,128,2015,2,1953,1.0,0.0,1.0,1.0,2570.0,1.0,700.0,150,130,1.0,2.0,2.0,1,5.0,4.0,1.0,3.0,5.0,3,20000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,5.0,2.0,3,2
+1186,5.0,1,27,80,120,2015,2,1971,1.0,0.0,1.0,4.0,10000.0,1.0,88.0,170,134,5.0,5.0,3.0,2,1.0,4.0,1.0,1.0,4.0,1,10000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,3
+1187,4.0,1,4,7,15,2015,2,1949,1.0,1.0,1.0,6.0,30000.0,1.0,44.0,160,120,4.0,5.0,4.0,5,4.0,4.0,3.0,2.0,2.0,5,80000.0,2.0,3.0,1.0,2.0,3,3.0,3.0,4.0,3.0,4,4
+1188,3.0,2,23,69,109,2015,1,1955,1.0,1.0,3.0,1.0,10000.0,1.0,120.0,169,98,2.0,3.0,4.0,1,3.0,1.0,1.0,4.0,3.0,3,46000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+1189,4.0,1,22,65,104,2015,2,1974,1.0,1.0,1.0,4.0,10000.0,1.0,40.0,167,140,5.0,5.0,3.0,1,3.0,3.0,3.0,3.0,5.0,1,10000.0,3.0,3.0,1.0,2.0,6,2.0,2.0,3.0,2.0,2,3
+1190,4.0,1,13,37,68,2015,2,1945,1.0,0.0,4.0,4.0,24000.0,1.0,81.0,152,120,1.0,5.0,4.0,2,5.0,5.0,5.0,4.0,5.0,5,48000.0,2.0,3.0,0.0,2.0,3,2.0,2.0,4.0,3.0,4,4
+1191,4.0,1,4,7,21,2015,2,1949,1.0,1.0,3.0,4.0,30000.0,1.0,75.0,159,106,2.0,2.0,5.0,2,2.0,1.0,2.0,2.0,3.0,5,30000.0,2.0,2.0,1.0,1.0,7,3.0,2.0,3.0,3.0,4,4
+1192,4.0,2,6,15,31,2015,1,1957,1.0,1.0,1.0,4.0,10000.0,1.0,120.0,166,136,3.0,3.0,3.0,1,2.0,2.0,2.0,4.0,4.0,3,50000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,3
+1193,4.0,1,18,51,84,2015,2,1980,1.0,1.0,1.0,3.0,50000.0,1.0,100.0,158,116,4.0,4.0,3.0,1,3.0,3.0,1.0,2.0,5.0,2,90000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+1194,4.0,1,12,32,55,2015,1,1957,1.0,1.0,1.0,6.0,70000.0,1.0,75.0,170,120,3.0,5.0,5.0,5,2.0,4.0,3.0,1.0,3.0,5,80000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,5
+1195,3.0,1,30,85,128,2015,1,1978,1.0,1.0,1.0,4.0,12000.0,1.0,56.4,160,108,3.0,5.0,5.0,2,3.0,2.0,1.0,3.0,3.0,1,30000.0,2.0,2.0,1.0,2.0,1,3.0,2.0,4.0,3.0,2,3
+1196,2.0,1,26,74,114,2015,1,1941,1.0,1.0,1.0,4.0,27000.0,1.0,55.0,166,122,2.0,2.0,3.0,5,2.0,3.0,5.0,1.0,3.0,5,73291.0,1.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+1197,2.0,2,24,72,112,2015,1,1942,1.0,1.0,1.0,3.0,0.0,1.0,80.0,168,110,2.0,2.0,4.0,1,3.0,4.0,1.0,2.0,3.0,4,16716.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,4,1
+1198,4.0,2,10,28,51,2015,2,1994,1.0,1.0,1.0,11.0,0.0,2.0,90.0,163,135,5.0,5.0,4.0,1,2.0,2.0,4.0,4.0,5.0,6,8000.0,2.0,2.0,1.0,1.0,1,3.0,2.0,5.0,2.0,1,1
+1199,4.0,1,5,8,24,2015,1,1955,1.0,1.0,1.0,6.0,26000.0,4.0,64.0,181,198,5.0,4.0,4.0,2,3.0,4.0,3.0,4.0,6.0,5,50000.0,5.0,4.0,1.0,2.0,3,1.0,3.0,4.0,2.0,3,4
+1200,4.0,2,16,45,76,2015,1,1971,1.0,1.0,1.0,3.0,120000.0,1.0,100.0,175,65,4.0,3.0,4.0,1,4.0,4.0,2.0,4.0,5.0,1,210000.0,2.0,4.0,2.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+1201,2.0,2,3,6,13,2015,2,1938,1.0,1.0,1.0,1.0,600.0,1.0,16.0,156,107,2.0,3.0,4.0,1,4.0,1.0,1.0,3.0,3.0,4,600.0,2.0,1.0,1.0,2.0,7,3.0,2.0,3.0,2.0,4,1
+1202,4.0,2,30,85,128,2015,2,1989,1.0,1.0,1.0,4.0,20000.0,1.0,300.0,160,120,4.0,5.0,4.0,1,2.0,4.0,2.0,3.0,5.0,5,40000.0,7.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,1,3
+1203,5.0,1,17,50,83,2015,2,1975,1.0,1.0,1.0,6.0,0.0,1.0,150.0,155,118,2.0,4.0,5.0,2,1.0,2.0,1.0,1.0,5.0,5,60000.0,6.0,2.0,1.0,2.0,3,2.0,2.0,5.0,2.0,2,1
+1204,4.0,1,7,18,38,2015,2,1991,1.0,1.0,1.0,13.0,7200.0,4.0,80.0,165,100,5.0,4.0,4.0,2,1.0,4.0,3.0,2.0,5.0,6,100000.0,3.0,2.0,1.0,1.0,1,2.0,2.0,4.0,2.0,1,2
+1205,4.0,2,10,27,50,2015,1,1993,1.0,1.0,1.0,6.0,0.0,1.0,160.0,176,130,4.0,5.0,5.0,1,2.0,3.0,2.0,2.0,5.0,6,50000.0,3.0,3.0,1.0,2.0,1,3.0,2.0,4.0,2.0,1,1
+1206,4.0,1,27,80,120,2015,2,1973,1.0,1.0,1.0,4.0,10000.0,1.0,70.0,165,110,4.0,4.0,4.0,2,3.0,3.0,1.0,2.0,4.0,1,10000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,3
+1207,4.0,1,12,32,56,2015,2,1955,1.0,1.0,1.0,4.0,45000.0,1.0,100.0,158,130,2.0,2.0,4.0,2,2.0,3.0,1.0,4.0,8.0,5,70000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,2.0,2.0,3,5
+1208,3.0,1,16,46,77,2015,2,1972,1.0,1.0,1.0,4.0,100000.0,1.0,150.0,155,110,4.0,5.0,5.0,1,3.0,2.0,2.0,4.0,6.0,1,248000.0,3.0,4.0,2.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+1209,3.0,1,1,1,7,2015,2,1973,1.0,1.0,1.0,7.0,50000.0,1.0,20.0,160,90,4.0,4.0,4.0,2,4.0,4.0,4.0,2.0,5.0,1,50000.0,1.0,2.0,0.0,2.0,1,2.0,2.0,4.0,2.0,2,5
+1210,4.0,1,3,6,13,2015,2,1968,1.0,1.0,1.0,4.0,0.0,1.0,104.0,155,100,5.0,4.0,4.0,1,1.0,5.0,3.0,4.0,6.0,5,72000.0,3.0,3.0,1.0,1.0,4,3.0,2.0,4.0,2.0,2,1
+1211,4.0,1,3,6,13,2015,2,1973,1.0,1.0,1.0,1.0,10000.0,1.0,120.0,165,150,3.0,3.0,3.0,1,3.0,3.0,3.0,3.0,3.0,2,25000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,2,3
+1212,5.0,2,26,76,116,2015,2,1995,1.0,1.0,2.0,4.0,0.0,1.0,180.0,158,86,4.0,5.0,5.0,1,3.0,3.0,3.0,4.0,5.0,6,50000.0,4.0,2.0,1.0,2.0,1,3.0,1.0,4.0,3.0,1,1
+1213,3.0,1,24,71,111,2015,2,1960,1.0,1.0,6.0,3.0,14400.0,1.0,102.0,159,110,5.0,5.0,5.0,5,4.0,4.0,1.0,3.0,3.0,5,50000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,3,3
+1214,4.0,1,16,46,77,2015,2,1993,1.0,0.0,3.0,10.0,30000.0,2.0,110.0,155,80,3.0,4.0,3.0,2,2.0,4.0,4.0,4.0,1.0,1,50000.0,3.0,2.0,1.0,2.0,1,3.0,2.0,4.0,2.0,1,4
+1215,4.0,1,4,7,16,2015,2,1958,1.0,1.0,1.0,4.0,30000.0,1.0,69.0,153,130,2.0,2.0,4.0,2,3.0,3.0,3.0,3.0,4.0,5,100000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,4
+1216,5.0,2,31,87,130,2015,2,1979,1.0,1.0,1.0,4.0,20000.0,1.0,78.4,156,120,4.0,4.0,4.0,1,3.0,4.0,1.0,4.0,6.0,1,60000.0,4.0,4.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,3
+1217,4.0,1,10,26,48,2015,2,1971,1.0,1.0,1.0,10.0,40000.0,1.0,90.0,160,120,4.0,4.0,4.0,2,3.0,4.0,4.0,4.0,4.0,1,80000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,5
+1218,4.0,1,16,46,78,2015,2,1974,1.0,1.0,2.0,6.0,28800.0,1.0,110.0,172,160,5.0,4.0,4.0,1,2.0,4.0,4.0,4.0,5.0,1,71051.0,13.0,3.0,1.0,1.0,3,1.0,1.0,4.0,3.0,2,4
+1219,4.0,1,7,18,35,2015,1,1968,1.0,1.0,1.0,8.0,30000.0,1.0,17.0,170,140,5.0,5.0,5.0,2,1.0,2.0,2.0,2.0,4.0,1,57600.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,4
+1220,3.0,1,31,87,130,2015,2,1980,1.0,0.0,1.0,4.0,10000.0,1.0,120.0,165,160,3.0,5.0,4.0,1,2.0,5.0,2.0,3.0,5.0,4,80000.0,3.0,3.0,0.0,2.0,3,2.0,2.0,2.0,2.0,2,3
+1221,4.0,2,10,28,51,2015,2,1974,1.0,1.0,1.0,4.0,10000.0,1.0,60.0,160,130,5.0,4.0,4.0,1,4.0,4.0,4.0,4.0,5.0,1,50000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,3
+1222,2.0,2,29,82,124,2015,1,1968,1.0,1.0,1.0,4.0,70000.0,4.0,200.0,172,150,4.0,4.0,4.0,1,3.0,3.0,1.0,4.0,5.0,2,70000.0,1.0,3.0,1.0,2.0,3,2.0,1.0,2.0,3.0,2,5
+1223,4.0,1,27,80,120,2015,2,1978,1.0,1.0,1.0,6.0,24000.0,1.0,60.0,158,115,4.0,5.0,4.0,2,2.0,2.0,1.0,3.0,4.0,1,54000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+1224,4.0,1,18,51,84,2015,1,1993,1.0,1.0,1.0,12.0,80000.0,4.0,150.0,180,130,5.0,5.0,5.0,2,3.0,3.0,5.0,4.0,6.0,5,10000.0,2.0,3.0,1.0,2.0,2,3.0,2.0,4.0,3.0,1,5
+1225,3.0,1,1,1,2,2015,1,1976,1.0,1.0,1.0,6.0,36000.0,1.0,59.0,170,100,2.0,3.0,5.0,2,2.0,5.0,1.0,2.0,4.0,1,246017.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,4
+1226,2.0,2,17,49,82,2015,2,1971,1.0,1.0,1.0,4.0,1500.0,1.0,85.0,157,108,3.0,3.0,3.0,1,3.0,4.0,1.0,2.0,1.0,2,10000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,2
+1227,5.0,1,8,19,41,2015,2,1966,4.0,0.0,1.0,4.0,0.0,1.0,94.0,155,140,4.0,5.0,5.0,2,3.0,4.0,2.0,4.0,3.0,2,30000.0,5.0,2.0,1.0,2.0,3,3.0,3.0,3.0,2.0,3,1
+1228,4.0,2,15,43,74,2015,2,1957,1.0,1.0,1.0,1.0,2000.0,1.0,130.0,163,128,4.0,4.0,4.0,1,5.0,2.0,1.0,4.0,4.0,4,52000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+1229,4.0,1,1,1,4,2015,2,1936,1.0,1.0,1.0,10.0,60000.0,1.0,73.0,160,140,2.0,3.0,3.0,5,3.0,3.0,3.0,3.0,6.0,5,60000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,5
+1230,4.0,2,23,68,108,2015,2,1963,1.0,1.0,1.0,3.0,2600.0,1.0,100.0,160,100,3.0,3.0,3.0,1,2.0,3.0,1.0,2.0,5.0,3,5200.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+1231,2.0,1,15,41,72,2015,1,1967,1.0,1.0,1.0,4.0,10000.0,1.0,50.0,164,150,3.0,4.0,2.0,1,2.0,2.0,2.0,1.0,2.0,1,20000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,3.0,3.0,2,3
+1232,4.0,2,22,66,106,2015,2,1935,1.0,1.0,1.0,1.0,3000.0,1.0,150.0,154,85,4.0,4.0,3.0,1,2.0,2.0,1.0,2.0,4.0,4,60000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,1.0,4,2
+1233,3.0,2,6,13,29,2015,1,1948,1.0,1.0,1.0,3.0,8000.0,1.0,70.0,165,150,3.0,3.0,3.0,1,3.0,3.0,3.0,3.0,3.0,3,20000.0,2.0,3.0,2.0,2.0,3,2.0,2.0,3.0,2.0,4,2
+1234,4.0,1,1,1,3,2015,2,1951,1.0,1.0,1.0,4.0,30000.0,1.0,43.0,163,110,2.0,5.0,5.0,2,3.0,4.0,1.0,2.0,5.0,5,70000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,4
+1235,3.0,1,12,32,59,2015,2,1950,1.0,1.0,1.0,4.0,40000.0,1.0,13.0,155,100,3.0,3.0,3.0,5,3.0,4.0,1.0,2.0,5.0,5,70000.0,2.0,3.0,0.0,2.0,3,2.0,2.0,4.0,2.0,4,5
+1236,5.0,1,5,8,24,2015,2,1968,1.0,1.0,3.0,7.0,54000.0,1.0,40.0,162,120,5.0,4.0,4.0,2,2.0,4.0,3.0,4.0,6.0,1,54000.0,2.0,3.0,1.0,1.0,4,2.0,1.0,4.0,2.0,2,5
+1237,2.0,1,28,81,122,2015,1,1995,1.0,1.0,3.0,4.0,50000.0,1.0,40.0,167,105,5.0,5.0,5.0,1,2.0,3.0,3.0,3.0,1.0,1,50000.0,1.0,2.0,0.0,2.0,1,3.0,2.0,3.0,2.0,1,5
+1238,3.0,1,11,30,53,2015,1,1992,1.0,1.0,1.0,10.0,10000.0,2.0,100.0,178,140,5.0,5.0,3.0,2,4.0,4.0,2.0,1.0,3.0,5,200000.0,1.0,3.0,3.0,1.0,1,3.0,1.0,2.0,2.0,1,3
+1239,3.0,2,6,13,29,2015,2,1954,1.0,1.0,1.0,3.0,2000.0,1.0,100.0,150,94,3.0,3.0,3.0,1,3.0,3.0,2.0,3.0,3.0,3,10000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,2
+1240,4.0,1,12,32,57,2015,2,1964,1.0,0.0,1.0,4.0,0.0,2.0,100.0,160,100,4.0,3.0,4.0,5,2.0,4.0,3.0,2.0,5.0,5,100000.0,3.0,2.0,1.0,1.0,3,3.0,2.0,3.0,3.0,3,1
+1241,4.0,2,3,6,13,2015,1,1971,1.0,1.0,1.0,14.0,15000.0,1.0,85.0,172,120,4.0,5.0,5.0,1,2.0,1.0,1.0,1.0,6.0,2,30000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,3
+1242,5.0,2,3,6,13,2015,2,1940,2.0,1.0,1.0,3.0,36000.0,4.0,21.0,150,100,1.0,1.0,3.0,1,5.0,5.0,1.0,2.0,8.0,4,36000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+1243,2.0,1,1,1,8,2015,2,1947,1.0,1.0,1.0,4.0,36000.0,1.0,49.0,150,130,3.0,3.0,4.0,2,3.0,3.0,2.0,2.0,3.0,5,36000.0,1.0,2.0,0.0,2.0,7,3.0,2.0,3.0,2.0,4,4
+1244,3.0,1,1,1,8,2015,1,1950,1.0,1.0,1.0,6.0,42000.0,1.0,110.0,176,130,3.0,4.0,3.0,2,3.0,4.0,1.0,2.0,2.0,5,42000.0,1.0,3.0,1.0,2.0,7,3.0,2.0,3.0,3.0,4,5
+1245,4.0,2,16,44,75,2015,2,1974,1.0,1.0,1.0,4.0,120000.0,1.0,150.0,165,120,5.0,4.0,4.0,1,2.0,3.0,1.0,2.0,5.0,1,120000.0,4.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+1246,4.0,1,19,57,92,2015,2,1973,1.0,0.0,1.0,4.0,100000.0,1.0,90.0,162,90,4.0,3.0,4.0,2,4.0,3.0,3.0,4.0,5.0,1,70000.0,1.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,5
+1247,4.0,2,11,30,53,2015,1,1966,1.0,1.0,1.0,1.0,12000.0,1.0,100.0,170,120,3.0,4.0,3.0,1,1.0,5.0,1.0,4.0,4.0,2,60000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,5.0,3.0,3,3
+1248,4.0,2,10,26,48,2015,2,1968,1.0,1.0,4.0,4.0,10000.0,1.0,300.0,156,110,4.0,4.0,4.0,1,2.0,3.0,1.0,3.0,8.0,1,30000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,3
+1249,3.0,2,22,67,107,2015,1,1967,8.0,1.0,1.0,3.0,3000.0,1.0,60.0,170,110,3.0,5.0,5.0,1,2.0,4.0,1.0,4.0,4.0,4,4000.0,2.0,3.0,2.0,2.0,3,2.0,3.0,2.0,2.0,2,2
+1250,5.0,1,29,82,125,2015,2,1961,1.0,1.0,1.0,1.0,8000.0,1.0,40.0,150,85,3.0,2.0,2.0,1,2.0,2.0,1.0,4.0,1.0,5,23000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,4.0,3,2
+1251,3.0,1,16,46,78,2015,2,1962,1.0,1.0,1.0,6.0,30000.0,2.0,120.0,156,96,4.0,4.0,4.0,2,1.0,4.0,2.0,3.0,8.0,5,118855.0,5.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+1252,4.0,1,28,81,122,2015,2,1987,1.0,0.0,1.0,4.0,6553.0,1.0,80.0,157,105,2.0,2.0,2.0,1,3.0,4.0,2.0,3.0,4.0,5,20000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,3.0,4.0,1,2
+1253,4.0,1,22,67,107,2015,2,1970,1.0,0.0,4.0,12.0,60000.0,1.0,130.0,165,104,3.0,3.0,4.0,5,2.0,3.0,3.0,4.0,7.0,1,180000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+1254,4.0,1,16,44,75,2015,2,1934,1.0,1.0,1.0,3.0,40000.0,1.0,90.0,158,120,4.0,4.0,3.0,2,2.0,4.0,2.0,3.0,5.0,4,70000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,5,5
+1255,4.0,2,18,51,84,2015,2,1951,1.0,1.0,1.0,1.0,6500.0,1.0,90.0,162,105,4.0,4.0,4.0,1,4.0,4.0,1.0,4.0,5.0,4,30000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+1256,4.0,1,27,80,120,2015,1,1950,1.0,1.0,1.0,3.0,12000.0,1.0,91.0,155,95,5.0,5.0,5.0,2,3.0,2.0,1.0,4.0,3.0,4,60000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,3
+1257,4.0,2,6,15,31,2015,2,1970,1.0,1.0,1.0,3.0,10000.0,1.0,125.0,158,100,5.0,4.0,4.0,1,3.0,3.0,2.0,4.0,4.0,3,30000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,3
+1258,4.0,1,4,7,17,2015,1,1948,1.0,1.0,1.0,12.0,50000.0,4.0,50.0,168,150,3.0,3.0,5.0,5,2.0,3.0,4.0,2.0,6.0,5,80000.0,2.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,5
+1259,5.0,2,31,89,134,2015,1,1972,1.0,1.0,1.0,3.0,30000.0,1.0,80.0,170,150,5.0,5.0,5.0,1,3.0,4.0,1.0,4.0,6.0,3,30000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,4
+1260,4.0,2,16,44,75,2015,1,1969,1.0,1.0,1.0,4.0,40000.0,1.0,400.0,165,115,4.0,5.0,5.0,5,2.0,3.0,2.0,2.0,5.0,1,50000.0,5.0,2.0,1.0,2.0,3,3.0,1.0,2.0,3.0,2,5
+1261,3.0,2,6,13,29,2015,2,1962,1.0,1.0,1.0,1.0,6500.0,1.0,160.0,155,100,4.0,4.0,4.0,1,2.0,3.0,1.0,4.0,5.0,3,6500.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,2
+1262,4.0,2,18,54,88,2015,1,1979,1.0,1.0,1.0,6.0,15000.0,4.0,90.0,167,120,5.0,4.0,4.0,1,4.0,4.0,3.0,4.0,6.0,2,20000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+1263,4.0,1,29,82,125,2015,2,1985,1.0,1.0,1.0,10.0,0.0,1.0,90.0,150,80,4.0,5.0,5.0,1,2.0,3.0,2.0,4.0,8.0,6,200000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,1
+1264,5.0,1,10,27,50,2015,1,1943,1.0,1.0,1.0,3.0,40000.0,1.0,120.0,170,138,3.0,4.0,2.0,1,4.0,4.0,1.0,2.0,4.0,2,50000.0,3.0,1.0,1.0,2.0,3,3.0,2.0,5.0,3.0,4,5
+1265,4.0,1,12,32,56,2015,2,1956,1.0,1.0,1.0,6.0,30000.0,4.0,80.0,163,120,3.0,4.0,4.0,5,3.0,3.0,2.0,3.0,7.0,5,30000.0,1.0,2.0,0.0,2.0,7,3.0,2.0,3.0,3.0,3,4
+1266,4.0,2,18,52,86,2015,2,1990,1.0,1.0,1.0,4.0,10000.0,1.0,250.0,160,100,5.0,4.0,4.0,1,3.0,3.0,2.0,2.0,5.0,5,50000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,1,3
+1267,4.0,1,15,39,70,2015,1,1996,1.0,1.0,1.0,11.0,0.0,1.0,67.0,183,130,5.0,5.0,5.0,2,5.0,5.0,5.0,4.0,5.0,6,60000.0,3.0,3.0,1.0,2.0,1,3.0,1.0,5.0,2.0,1,1
+1268,4.0,2,6,12,28,2015,2,1946,1.0,1.0,1.0,3.0,7200.0,2.0,50.0,150,124,1.0,2.0,4.0,1,4.0,4.0,3.0,4.0,5.0,4,7200.0,1.0,2.0,0.0,2.0,7,2.0,1.0,4.0,2.0,4,2
+1269,4.0,1,7,18,38,2015,2,1959,1.0,1.0,1.0,6.0,26400.0,1.0,60.0,168,120,3.0,4.0,4.0,2,1.0,4.0,1.0,3.0,4.0,5,45600.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,4
+1270,2.0,1,6,14,30,2015,2,1966,1.0,1.0,1.0,1.0,7000.0,1.0,78.0,157,120,2.0,3.0,3.0,1,2.0,1.0,1.0,1.0,2.0,3,10000.0,5.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,3,2
+1271,3.0,1,24,72,112,2015,2,1961,1.0,1.0,1.0,4.0,15600.0,1.0,143.0,156,110,3.0,3.0,3.0,5,3.0,4.0,1.0,3.0,5.0,5,73200.0,3.0,3.0,2.0,2.0,3,3.0,2.0,4.0,3.0,3,3
+1272,5.0,2,18,53,87,2015,1,1950,1.0,1.0,1.0,4.0,3000.0,1.0,70.0,168,140,4.0,4.0,4.0,1,4.0,3.0,2.0,4.0,5.0,2,5000.0,4.0,2.0,1.0,2.0,3,2.0,1.0,5.0,2.0,4,2
+1273,4.0,2,10,24,46,2015,1,1981,1.0,1.0,1.0,6.0,60000.0,1.0,90.0,172,170,5.0,4.0,5.0,1,3.0,4.0,2.0,5.0,6.0,5,70000.0,5.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+1274,5.0,1,22,65,104,2015,2,1974,1.0,1.0,1.0,7.0,18000.0,1.0,80.0,152,100,4.0,5.0,5.0,5,3.0,4.0,3.0,3.0,5.0,1,40000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+1275,3.0,1,19,57,91,2015,2,1963,1.0,1.0,1.0,4.0,30000.0,1.0,67.0,158,145,4.0,5.0,5.0,5,4.0,4.0,3.0,1.0,1.0,5,30000.0,2.0,1.0,1.0,2.0,3,3.0,3.0,4.0,3.0,3,4
+1276,3.0,1,24,71,111,2015,2,1960,1.0,1.0,6.0,1.0,0.0,1.0,150.0,156,105,5.0,5.0,5.0,2,5.0,4.0,1.0,3.0,2.0,6,10000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,3,1
+1277,4.0,1,11,29,52,2015,1,1987,1.0,1.0,1.0,6.0,90000.0,1.0,87.0,175,160,5.0,4.0,4.0,5,2.0,3.0,2.0,4.0,5.0,1,90000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,1,5
+1278,4.0,2,16,45,76,2015,2,1967,1.0,1.0,1.0,3.0,30000.0,1.0,120.0,155,130,4.0,4.0,5.0,1,5.0,5.0,1.0,2.0,4.0,5,200000.0,4.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,2,4
+1279,4.0,1,26,76,116,2015,2,1945,1.0,1.0,4.0,6.0,80000.0,1.0,105.0,157,105,4.0,5.0,5.0,1,3.0,4.0,2.0,4.0,5.0,1,160000.0,3.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,4,5
+1280,2.0,2,6,16,32,2015,1,1967,1.0,1.0,1.0,4.0,5000.0,1.0,200.0,163,102,2.0,2.0,3.0,2,2.0,2.0,1.0,4.0,4.0,5,5000.0,1.0,3.0,1.0,2.0,6,3.0,2.0,3.0,2.0,2,2
+1281,4.0,2,29,84,127,2015,1,1993,1.0,1.0,1.0,6.0,3500.0,1.0,100.0,170,120,4.0,4.0,4.0,1,4.0,4.0,2.0,4.0,3.0,3,25000.0,4.0,3.0,2.0,1.0,3,2.0,1.0,4.0,2.0,1,2
+1282,4.0,1,6,15,31,2015,1,1948,1.0,1.0,1.0,3.0,50000.0,1.0,55.0,165,112,3.0,3.0,4.0,1,2.0,3.0,1.0,3.0,5.0,4,100000.0,2.0,3.0,0.0,2.0,3,2.0,2.0,3.0,3.0,4,5
+1283,3.0,2,22,65,103,2015,2,1941,1.0,1.0,1.0,3.0,900.0,1.0,90.0,156,78,2.0,1.0,3.0,1,5.0,5.0,1.0,2.0,3.0,4,900.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,1
+1284,4.0,2,15,42,73,2015,1,1936,1.0,0.0,4.0,3.0,55000.0,1.0,300.0,165,140,4.0,4.0,4.0,5,3.0,4.0,3.0,4.0,5.0,2,2400.0,2.0,3.0,1.0,2.0,3,1.0,2.0,2.0,2.0,4,5
+1285,4.0,1,17,48,80,2015,2,1985,1.0,1.0,1.0,9.0,30000.0,1.0,89.0,163,137,5.0,5.0,4.0,1,4.0,4.0,2.0,4.0,5.0,1,80000.0,3.0,2.0,1.0,1.0,3,2.0,1.0,3.0,3.0,1,4
+1286,5.0,1,24,72,112,2015,2,1943,1.0,0.0,6.0,4.0,27600.0,1.0,280.0,152,84,3.0,4.0,5.0,4,4.0,4.0,2.0,5.0,5.0,5,2822313.0,1.0,3.0,2.0,2.0,7,2.0,1.0,4.0,2.0,4,4
+1287,4.0,1,1,1,7,2015,2,1987,1.0,0.0,1.0,10.0,40000.0,1.0,40.0,162,84,4.0,4.0,4.0,2,3.0,5.0,3.0,4.0,5.0,1,40000.0,1.0,3.0,0.0,2.0,1,2.0,2.0,4.0,2.0,1,5
+1288,4.0,1,27,77,117,2015,1,1969,1.0,0.0,1.0,7.0,50000.0,1.0,80.0,174,160,2.0,3.0,3.0,2,2.0,3.0,3.0,2.0,5.0,1,70000.0,2.0,3.0,2.0,1.0,3,2.0,2.0,4.0,3.0,2,5
+1289,4.0,1,21,63,99,2015,1,1950,1.0,0.0,7.0,4.0,25000.0,1.0,200.0,160,130,3.0,4.0,4.0,4,2.0,5.0,5.0,2.0,4.0,5,45000.0,1.0,3.0,1.0,2.0,3,3.0,1.0,4.0,3.0,4,4
+1290,3.0,2,6,15,31,2015,2,1986,1.0,1.0,1.0,4.0,36000.0,1.0,300.0,160,100,3.0,3.0,3.0,1,3.0,3.0,3.0,2.0,4.0,1,80000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,1,4
+1291,4.0,1,2,5,12,2015,1,1997,1.0,1.0,1.0,6.0,0.0,2.0,280.0,175,106,5.0,4.0,3.0,2,3.0,4.0,4.0,2.0,1.0,6,24000.0,2.0,3.0,1.0,2.0,1,3.0,3.0,2.0,2.0,1,1
+1292,4.0,1,18,53,87,2015,2,1986,1.0,1.0,1.0,7.0,15000.0,1.0,50.0,162,180,5.0,4.0,5.0,1,1.0,4.0,1.0,3.0,4.0,1,20000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,1,3
+1293,4.0,2,10,28,51,2015,2,1944,1.0,1.0,1.0,6.0,4900.0,1.0,65.0,170,110,4.0,3.0,4.0,1,2.0,3.0,1.0,2.0,4.0,4,5000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,4,2
+1294,4.0,1,15,42,73,2015,1,1943,1.0,1.0,1.0,6.0,50000.0,4.0,90.0,179,140,5.0,4.0,4.0,1,3.0,3.0,3.0,4.0,5.0,5,50000.0,2.0,4.0,1.0,2.0,3,1.0,2.0,4.0,2.0,4,5
+1295,5.0,2,2,2,9,2015,1,1969,8.0,1.0,1.0,3.0,10000.0,1.0,300.0,170,120,4.0,4.0,5.0,1,4.0,4.0,3.0,4.0,6.0,3,50000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+1296,4.0,1,28,81,121,2015,1,1972,1.0,1.0,1.0,3.0,10000.0,1.0,30.0,167,140,3.0,3.0,3.0,1,2.0,3.0,1.0,3.0,3.0,5,25000.0,4.0,2.0,0.0,2.0,3,3.0,2.0,3.0,3.0,2,3
+1297,4.0,1,10,27,50,2015,1,1967,1.0,1.0,3.0,4.0,80000.0,1.0,400.0,165,126,3.0,4.0,4.0,1,2.0,4.0,2.0,3.0,5.0,1,80000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+1298,4.0,1,1,1,4,2015,1,1963,1.0,1.0,1.0,10.0,96000.0,4.0,79.1,175,143,4.0,4.0,5.0,2,3.0,3.0,3.0,4.0,6.0,1,168000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+1299,5.0,2,13,36,66,2015,1,1948,8.0,1.0,1.0,3.0,600.0,1.0,200.0,162,100,3.0,3.0,3.0,1,2.0,2.0,1.0,3.0,3.0,3,5000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,1
+1300,2.0,1,19,57,91,2015,1,1987,1.0,1.0,1.0,11.0,100000.0,1.0,40.0,170,135,2.0,5.0,1.0,5,1.0,2.0,2.0,2.0,6.0,1,155810.0,2.0,2.0,4.0,1.0,3,3.0,3.0,2.0,3.0,1,5
+1301,5.0,1,4,7,15,2015,1,1981,1.0,1.0,2.0,4.0,80000.0,1.0,8.0,165,140,5.0,5.0,5.0,1,3.0,1.0,3.0,4.0,5.0,1,80000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,5
+1302,3.0,1,21,64,102,2015,1,1965,1.0,1.0,1.0,4.0,25000.0,1.0,130.0,173,126,4.0,2.0,2.0,1,2.0,5.0,1.0,2.0,3.0,2,25000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,3,4
+1303,4.0,1,24,70,110,2015,2,1964,1.0,1.0,4.0,4.0,9000.0,1.0,101.0,164,130,4.0,4.0,3.0,2,3.0,4.0,2.0,3.0,4.0,5,100000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+1304,3.0,2,24,71,111,2015,1,1970,1.0,1.0,1.0,4.0,48000.0,1.0,150.0,170,125,5.0,5.0,5.0,1,4.0,2.0,1.0,3.0,5.0,1,80000.0,3.0,2.0,2.0,2.0,3,3.0,2.0,4.0,2.0,2,5
+1305,4.0,2,22,66,105,2015,1,1981,1.0,1.0,1.0,4.0,63474.0,1.0,200.0,175,152,3.0,3.0,3.0,1,1.0,2.0,1.0,1.0,5.0,1,92914.0,4.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+1306,4.0,2,17,48,81,2015,2,1970,1.0,1.0,1.0,11.0,20000.0,1.0,200.0,163,150,3.0,5.0,4.0,1,3.0,3.0,3.0,3.0,4.0,1,50000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,3
+1307,5.0,1,4,7,22,2015,2,1989,1.0,1.0,1.0,7.0,40000.0,2.0,95.0,160,158,4.0,4.0,4.0,1,4.0,2.0,2.0,4.0,4.0,1,40000.0,3.0,3.0,1.0,1.0,3,3.0,2.0,5.0,2.0,1,5
+1308,4.0,1,21,61,97,2015,2,1958,1.0,1.0,1.0,1.0,8000.0,1.0,400.0,150,120,4.0,4.0,5.0,5,4.0,3.0,1.0,4.0,5.0,3,106000.0,11.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+1309,5.0,2,23,68,108,2015,1,1975,1.0,1.0,4.0,1.0,12000.0,1.0,25.0,165,110,1.0,3.0,4.0,1,2.0,2.0,2.0,2.0,1.0,3,25000.0,4.0,1.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,3
+1310,3.0,1,27,79,119,2015,2,1965,1.0,1.0,1.0,4.0,0.0,1.0,53.0,160,108,5.0,5.0,5.0,2,5.0,4.0,1.0,2.0,3.0,5,30000.0,3.0,2.0,1.0,2.0,6,2.0,2.0,4.0,3.0,3,1
+1311,2.0,2,26,76,116,2015,2,1985,1.0,1.0,1.0,5.0,70000.0,1.0,190.0,155,109,3.0,4.0,5.0,1,3.0,3.0,3.0,4.0,5.0,1,30000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,1,5
+1312,4.0,1,31,89,134,2015,2,1960,1.0,1.0,1.0,6.0,18000.0,1.0,62.0,154,121,2.0,2.0,2.0,2,4.0,3.0,1.0,4.0,5.0,1,18000.0,1.0,3.0,0.0,2.0,7,2.0,2.0,4.0,2.0,3,3
+1313,4.0,1,21,64,100,2015,1,1957,1.0,1.0,1.0,4.0,40000.0,1.0,35.0,170,60,4.0,4.0,4.0,2,4.0,4.0,2.0,3.0,5.0,1,400000.0,1.0,2.0,1.0,2.0,4,2.0,2.0,4.0,2.0,3,5
+1314,4.0,2,9,23,45,2015,1,1946,1.0,1.0,1.0,3.0,20000.0,1.0,150.0,178,130,4.0,4.0,4.0,1,4.0,4.0,1.0,4.0,4.0,1,30000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,3
+1315,4.0,1,12,32,55,2015,1,1969,1.0,1.0,1.0,12.0,200000.0,1.0,140.0,175,120,4.0,5.0,5.0,5,2.0,5.0,1.0,2.0,6.0,1,300000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+1316,5.0,1,27,78,118,2015,2,1953,1.0,1.0,1.0,4.0,24000.0,1.0,42.0,157,130,3.0,3.0,4.0,2,3.0,4.0,1.0,4.0,6.0,5,40000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,4
+1317,4.0,1,19,57,91,2015,2,1949,1.0,1.0,1.0,7.0,30000.0,1.0,80.0,163,110,4.0,4.0,4.0,5,3.0,4.0,2.0,2.0,6.0,5,65000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,2.0,2.0,4,4
+1318,5.0,2,10,24,46,2015,1,1960,1.0,1.0,1.0,1.0,4000.0,1.0,120.0,165,110,2.0,1.0,3.0,1,2.0,3.0,1.0,4.0,6.0,3,4000.0,1.0,1.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,2
+1319,4.0,2,17,48,80,2015,1,1977,1.0,1.0,1.0,7.0,10000.0,4.0,150.0,175,160,5.0,4.0,4.0,1,3.0,4.0,2.0,4.0,3.0,1,10000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+1320,5.0,1,21,63,99,2015,2,1966,1.0,1.0,1.0,3.0,9139.0,1.0,65.0,156,105,3.0,5.0,4.0,4,2.0,5.0,1.0,5.0,5.0,5,50000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,2
+1321,2.0,1,29,82,125,2015,2,1957,1.0,1.0,1.0,3.0,13000.0,1.0,20.0,150,110,4.0,4.0,3.0,2,2.0,2.0,2.0,3.0,3.0,1,20000.0,3.0,2.0,0.0,2.0,3,3.0,2.0,4.0,3.0,3,3
+1322,4.0,2,2,3,10,2015,1,1977,1.0,1.0,3.0,3.0,50000.0,1.0,140.0,172,128,4.0,3.0,3.0,1,3.0,2.0,1.0,3.0,4.0,2,80000.0,3.0,3.0,1.0,1.0,1,2.0,1.0,3.0,2.0,2,5
+1323,4.0,1,26,74,114,2015,1,1971,8.0,1.0,1.0,9.0,50000.0,4.0,99.0,171,136,4.0,4.0,4.0,4,2.0,4.0,4.0,4.0,5.0,1,100000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+1324,2.0,2,24,72,112,2015,2,1948,1.0,1.0,1.0,1.0,1000.0,1.0,26.0,160,100,1.0,2.0,2.0,1,1.0,4.0,1.0,2.0,3.0,6,24840.0,1.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,4,1
+1325,5.0,1,1,1,8,2015,2,1959,1.0,1.0,1.0,6.0,24000.0,1.0,45.0,155,120,4.0,4.0,4.0,2,3.0,3.0,3.0,4.0,5.0,1,75600.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,4
+1326,4.0,1,27,78,118,2015,2,1989,1.0,1.0,1.0,7.0,0.0,1.0,150.0,155,120,4.0,5.0,4.0,2,3.0,4.0,2.0,4.0,5.0,5,0.0,1.0,3.0,0.0,2.0,1,2.0,2.0,4.0,2.0,1,1
+1327,4.0,2,29,83,126,2015,2,1975,1.0,1.0,1.0,4.0,0.0,1.0,180.0,153,140,5.0,5.0,5.0,1,5.0,3.0,2.0,2.0,5.0,6,45000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,1
+1328,4.0,1,10,27,49,2015,1,1949,1.0,1.0,1.0,7.0,40000.0,1.0,72.0,170,136,4.0,4.0,4.0,2,3.0,4.0,1.0,4.0,5.0,5,70000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,5
+1329,4.0,2,21,64,101,2015,2,1950,1.0,1.0,1.0,3.0,5000.0,1.0,80.0,158,120,3.0,3.0,4.0,1,5.0,4.0,1.0,3.0,5.0,4,40000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,2
+1330,2.0,2,9,22,44,2015,2,1982,1.0,1.0,1.0,4.0,4913.0,1.0,150.0,160,104,5.0,5.0,3.0,1,2.0,2.0,1.0,4.0,2.0,5,27377.0,3.0,2.0,1.0,2.0,3,2.0,1.0,4.0,3.0,2,2
+1331,4.0,1,21,62,98,2015,2,1979,1.0,1.0,1.0,3.0,30000.0,1.0,14.0,150,94,3.0,4.0,4.0,1,3.0,3.0,1.0,4.0,3.0,1,50000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,4
+1332,5.0,1,10,27,49,2015,2,1968,1.0,1.0,1.0,6.0,24000.0,1.0,145.0,160,106,4.0,4.0,4.0,2,4.0,4.0,2.0,4.0,5.0,1,62000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,3.0,2,4
+1333,3.0,1,1,1,4,2015,1,1997,1.0,1.0,1.0,7.0,0.0,1.0,64.6,175,120,5.0,5.0,5.0,2,3.0,3.0,3.0,3.0,3.0,1,101040.0,3.0,2.0,1.0,2.0,1,3.0,2.0,3.0,3.0,1,1
+1334,3.0,1,29,82,125,2015,2,1955,1.0,1.0,1.0,1.0,0.0,1.0,130.0,160,126,2.0,1.0,3.0,1,5.0,4.0,1.0,3.0,4.0,5,30000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,1
+1335,5.0,1,15,42,73,2015,1,1950,1.0,1.0,1.0,4.0,50000.0,4.0,150.0,168,140,5.0,5.0,4.0,2,2.0,4.0,2.0,4.0,5.0,1,50000.0,1.0,4.0,3.0,1.0,3,1.0,3.0,4.0,2.0,4,5
+1336,4.0,2,18,52,85,2015,2,1943,1.0,1.0,1.0,1.0,0.0,1.0,100.0,160,120,2.0,2.0,4.0,1,2.0,4.0,1.0,2.0,6.0,4,30000.0,4.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0,4,1
+1337,4.0,1,4,7,17,2015,1,1963,1.0,1.0,1.0,9.0,60000.0,2.0,55.0,165,176,4.0,5.0,5.0,2,3.0,4.0,4.0,4.0,4.0,1,132000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+1338,4.0,1,6,17,33,2015,2,1934,1.0,1.0,1.0,1.0,20000.0,1.0,120.0,155,90,4.0,4.0,4.0,1,3.0,3.0,1.0,4.0,4.0,4,20000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,5,3
+1339,5.0,1,11,29,52,2015,2,1949,1.0,1.0,1.0,4.0,20000.0,1.0,15.0,156,118,5.0,5.0,5.0,1,1.0,1.0,1.0,4.0,5.0,1,24000.0,2.0,1.0,1.0,2.0,3,3.0,2.0,2.0,2.0,4,3
+1340,2.0,1,12,33,62,2015,2,1933,1.0,1.0,1.0,1.0,0.0,1.0,80.0,155,105,2.0,2.0,2.0,1,2.0,4.0,1.0,4.0,5.0,4,0.0,1.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,5,1
+1341,5.0,2,27,77,117,2015,1,1953,1.0,1.0,1.0,4.0,20000.0,1.0,200.0,165,110,4.0,4.0,4.0,1,5.0,4.0,1.0,2.0,5.0,3,50000.0,6.0,3.0,1.0,1.0,3,2.0,3.0,4.0,3.0,3,3
+1342,4.0,2,22,66,106,2015,1,1949,1.0,1.0,1.0,3.0,10000.0,1.0,200.0,145,110,5.0,4.0,4.0,1,3.0,3.0,1.0,4.0,5.0,3,20000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,3
+1343,2.0,1,16,46,78,2015,2,1922,1.0,1.0,1.0,1.0,800.0,1.0,80.0,153,92,3.0,3.0,2.0,1,1.0,4.0,1.0,3.0,1.0,4,1800.0,2.0,1.0,1.0,2.0,7,3.0,3.0,3.0,4.0,5,1
+1344,5.0,1,27,79,119,2015,1,1948,1.0,0.0,1.0,3.0,12600.0,1.0,53.4,163,110,5.0,5.0,4.0,1,2.0,4.0,2.0,4.0,6.0,1,12600.0,1.0,3.0,3.0,2.0,3,1.0,1.0,4.0,1.0,4,3
+1345,4.0,1,13,37,68,2015,2,1978,1.0,1.0,1.0,4.0,0.0,1.0,90.0,156,102,4.0,5.0,4.0,1,2.0,3.0,4.0,4.0,5.0,5,45000.0,7.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+1346,4.0,1,19,56,90,2015,1,1963,1.0,1.0,1.0,4.0,40000.0,1.0,95.0,175,150,2.0,3.0,2.0,1,4.0,2.0,1.0,2.0,6.0,1,60000.0,2.0,3.0,2.0,1.0,3,2.0,2.0,2.0,2.0,3,5
+1347,4.0,1,6,13,29,2015,1,1953,1.0,1.0,1.0,1.0,10000.0,1.0,77.0,170,120,3.0,3.0,3.0,1,1.0,2.0,1.0,3.0,4.0,5,30000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+1348,4.0,1,11,29,52,2015,2,1986,1.0,1.0,1.0,12.0,400000.0,4.0,100.0,160,100,4.0,3.0,5.0,5,3.0,3.0,4.0,4.0,3.0,1,100000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,1,5
+1349,4.0,1,31,87,132,2015,2,1950,1.0,1.0,1.0,4.0,19200.0,1.0,12.0,147,85,3.0,3.0,5.0,2,2.0,4.0,1.0,4.0,1.0,5,30000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,3
+1350,5.0,2,3,6,13,2015,2,1965,1.0,1.0,1.0,3.0,0.0,1.0,176.0,168,130,5.0,4.0,4.0,1,4.0,3.0,1.0,5.0,3.0,4,30000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,1
+1351,4.0,1,19,57,91,2015,1,1931,1.0,0.0,3.0,3.0,40000.0,1.0,40.0,165,100,3.0,3.0,3.0,5,1.0,4.0,4.0,4.0,5.0,5,70000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,5,5
+1352,5.0,2,31,88,133,2015,2,1955,1.0,1.0,1.0,3.0,0.0,1.0,60.0,155,96,3.0,2.0,4.0,1,4.0,5.0,1.0,4.0,7.0,4,20000.0,2.0,3.0,1.0,2.0,4,2.0,1.0,4.0,2.0,3,1
+1353,4.0,2,6,13,29,2015,1,1951,1.0,1.0,1.0,3.0,6000.0,1.0,67.0,160,102,3.0,4.0,4.0,1,2.0,2.0,1.0,4.0,3.0,3,10000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+1354,5.0,1,31,86,129,2015,2,1975,1.0,1.0,1.0,4.0,12000.0,1.0,78.0,152,110,3.0,5.0,4.0,2,3.0,4.0,1.0,3.0,5.0,1,30000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,3
+1355,5.0,1,31,88,133,2015,2,1996,1.0,1.0,1.0,8.0,1500.0,1.0,150.0,167,114,5.0,4.0,4.0,2,3.0,2.0,4.0,3.0,3.0,1,150000.0,3.0,3.0,2.0,1.0,1,2.0,1.0,2.0,3.0,1,2
+1356,4.0,1,6,14,30,2015,2,1967,1.0,1.0,2.0,1.0,6000.0,1.0,90.0,160,110,4.0,4.0,3.0,1,3.0,2.0,2.0,4.0,2.0,4,20000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,2
+1357,5.0,1,10,25,47,2015,2,1979,1.0,1.0,1.0,4.0,0.0,1.0,118.0,165,126,5.0,4.0,4.0,1,3.0,3.0,2.0,3.0,5.0,4,10000.0,4.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,1
+1358,4.0,1,4,7,17,2015,2,1970,1.0,1.0,1.0,9.0,50000.0,1.0,90.0,160,110,3.0,5.0,5.0,2,3.0,3.0,4.0,4.0,3.0,1,100000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,2,5
+1359,4.0,2,31,87,130,2015,1,1963,1.0,1.0,1.0,1.0,40000.0,1.0,90.0,165,130,4.0,4.0,4.0,1,2.0,4.0,1.0,4.0,4.0,4,60000.0,4.0,4.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+1360,4.0,2,10,26,48,2015,1,1988,1.0,1.0,1.0,9.0,12000.0,1.0,160.0,173,140,4.0,4.0,4.0,1,3.0,2.0,2.0,4.0,5.0,1,12000.0,5.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,1,3
+1361,2.0,1,31,87,130,2015,1,1968,1.0,1.0,1.0,4.0,18000.0,1.0,18.0,172,160,4.0,5.0,1.0,2,3.0,4.0,1.0,4.0,1.0,1,18000.0,2.0,1.0,0.0,2.0,6,3.0,2.0,4.0,3.0,2,3
+1362,2.0,2,21,62,98,2015,1,1965,8.0,1.0,1.0,3.0,10000.0,1.0,21.0,160,100,2.0,3.0,3.0,1,2.0,2.0,1.0,4.0,1.0,3,10000.0,3.0,1.0,1.0,2.0,3,3.0,1.0,3.0,2.0,3,3
+1363,3.0,1,31,87,132,2015,2,1976,1.0,1.0,1.0,11.0,0.0,1.0,57.0,166,120,4.0,5.0,5.0,2,2.0,3.0,4.0,4.0,5.0,5,40000.0,3.0,3.0,2.0,1.0,3,3.0,2.0,4.0,3.0,2,1
+1364,4.0,2,6,14,30,2015,1,1972,1.0,1.0,1.0,4.0,30000.0,1.0,160.0,165,154,4.0,4.0,4.0,1,4.0,4.0,2.0,4.0,6.0,1,35000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,4
+1365,4.0,2,18,55,89,2015,1,1950,1.0,1.0,1.0,4.0,5000.0,4.0,100.0,170,130,4.0,4.0,4.0,1,3.0,3.0,1.0,3.0,5.0,3,10000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,2
+1366,4.0,2,22,66,106,2015,2,1980,1.0,1.0,1.0,3.0,0.0,1.0,420.0,150,130,4.0,4.0,4.0,1,2.0,2.0,2.0,4.0,5.0,4,200000.0,5.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+1367,2.0,1,10,27,49,2015,2,1973,1.0,1.0,1.0,4.0,0.0,1.0,60.0,163,92,2.0,2.0,2.0,1,2.0,2.0,2.0,2.0,2.0,6,24000.0,2.0,1.0,1.0,2.0,6,3.0,2.0,3.0,2.0,2,1
+1368,4.0,1,24,70,110,2015,2,1964,1.0,0.0,4.0,4.0,20000.0,1.0,46.0,155,128,4.0,5.0,5.0,4,4.0,5.0,2.0,2.0,4.0,5,70000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,3
+1369,4.0,1,12,32,61,2015,2,1925,1.0,1.0,1.0,3.0,36000.0,1.0,100.0,152,85,2.0,2.0,2.0,5,2.0,3.0,1.0,4.0,5.0,5,36000.0,1.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0,5,4
+1370,4.0,2,15,41,72,2015,1,1986,1.0,1.0,1.0,4.0,30000.0,1.0,100.0,173,118,4.0,4.0,4.0,1,2.0,2.0,1.0,3.0,7.0,2,40000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,1,4
+1371,3.0,1,16,44,75,2015,2,1975,1.0,1.0,1.0,1.0,20000.0,1.0,80.0,156,120,4.0,3.0,3.0,1,2.0,3.0,2.0,4.0,5.0,6,36000.0,3.0,1.0,0.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+1372,4.0,2,11,30,53,2015,1,1973,1.0,1.0,1.0,4.0,20000.0,1.0,200.0,170,130,4.0,5.0,5.0,1,3.0,3.0,2.0,3.0,4.0,1,20000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,2,3
+1373,5.0,1,17,48,80,2015,2,1956,1.0,0.0,1.0,6.0,20000.0,1.0,80.0,156,140,4.0,3.0,3.0,1,1.0,3.0,1.0,4.0,5.0,5,38512.0,5.0,3.0,2.0,1.0,3,2.0,2.0,3.0,2.0,3,3
+1374,2.0,1,21,62,98,2015,2,1964,8.0,1.0,1.0,1.0,7500.0,1.0,35.0,156,155,2.0,2.0,2.0,1,3.0,3.0,1.0,2.0,2.0,1,7500.0,3.0,1.0,1.0,2.0,3,3.0,3.0,4.0,3.0,3,2
+1375,4.0,2,29,84,127,2015,2,1974,1.0,1.0,1.0,6.0,10000.0,1.0,100.0,165,110,4.0,3.0,3.0,1,2.0,4.0,3.0,4.0,5.0,1,45000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,3
+1376,2.0,2,31,87,131,2015,2,1952,1.0,1.0,1.0,1.0,0.0,1.0,80.0,157,110,3.0,2.0,3.0,1,3.0,5.0,1.0,2.0,1.0,3,2000.0,1.0,1.0,1.0,2.0,3,3.0,3.0,4.0,3.0,3,1
+1377,4.0,2,6,14,30,2015,2,1969,1.0,1.0,1.0,1.0,1000.0,1.0,200.0,165,120,4.0,4.0,4.0,1,2.0,2.0,1.0,4.0,6.0,4,10000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,5.0,2.0,2,1
+1378,3.0,2,31,89,134,2015,2,1955,1.0,0.0,1.0,1.0,2000.0,1.0,60.0,160,120,2.0,2.0,2.0,1,2.0,2.0,2.0,4.0,3.0,3,4000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,5.0,2.0,3,2
+1379,4.0,1,13,36,67,2015,2,1963,1.0,1.0,1.0,6.0,20000.0,1.0,80.0,168,130,4.0,4.0,4.0,2,4.0,4.0,1.0,4.0,5.0,5,50000.0,4.0,2.0,1.0,2.0,6,3.0,2.0,3.0,2.0,3,3
+1380,5.0,1,31,87,131,2015,1,1970,1.0,1.0,1.0,3.0,30000.0,1.0,30.0,166,120,5.0,5.0,5.0,1,4.0,3.0,1.0,1.0,6.0,1,40000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,4.0,4.0,2,4
+1381,4.0,2,29,82,124,2015,1,1938,1.0,1.0,1.0,1.0,50000.0,1.0,100.0,162,110,1.0,2.0,4.0,1,3.0,2.0,1.0,4.0,5.0,3,50000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,4,5
+1382,5.0,1,3,6,13,2015,2,1990,1.0,1.0,1.0,4.0,0.0,2.0,113.0,158,140,5.0,5.0,5.0,1,5.0,5.0,2.0,4.0,6.0,5,100000.0,3.0,3.0,3.0,1.0,3,2.0,1.0,4.0,2.0,1,1
+1383,3.0,1,2,5,12,2015,1,1972,1.0,1.0,1.0,4.0,20000.0,1.0,60.0,163,98,4.0,5.0,5.0,2,3.0,3.0,1.0,2.0,4.0,1,20000.0,1.0,3.0,1.0,2.0,7,3.0,2.0,4.0,2.0,2,3
+1384,4.0,1,31,88,133,2015,1,1993,1.0,1.0,1.0,10.0,20000.0,2.0,70.0,175,175,5.0,5.0,5.0,1,2.0,2.0,4.0,2.0,1.0,1,100000.0,2.0,3.0,1.0,2.0,1,3.0,1.0,3.0,2.0,1,3
+1385,4.0,2,27,80,120,2015,2,1972,1.0,1.0,1.0,4.0,24000.0,1.0,157.0,165,135,5.0,4.0,4.0,1,4.0,4.0,2.0,2.0,5.0,1,50000.0,5.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,4
+1386,4.0,2,2,4,11,2015,1,1964,1.0,1.0,1.0,4.0,10000.0,1.0,160.0,165,100,2.0,1.0,4.0,1,2.0,2.0,2.0,5.0,5.0,3,10000.0,7.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,3
+1387,3.0,2,21,64,101,2015,2,1953,1.0,1.0,1.0,4.0,6000.0,1.0,220.0,155,90,2.0,3.0,3.0,1,2.0,4.0,1.0,2.0,5.0,3,15000.0,3.0,1.0,1.0,1.0,3,3.0,2.0,4.0,3.0,3,2
+1388,5.0,1,31,87,130,2015,1,1938,1.0,1.0,1.0,4.0,24000.0,4.0,58.0,160,120,5.0,4.0,5.0,2,3.0,5.0,1.0,5.0,5.0,5,24000.0,1.0,2.0,1.0,2.0,7,2.0,1.0,4.0,2.0,4,4
+1389,3.0,1,7,18,34,2015,1,1961,1.0,1.0,1.0,3.0,30000.0,1.0,60.0,175,140,3.0,3.0,4.0,5,3.0,2.0,2.0,2.0,3.0,1,30000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,3.0,3,4
+1390,4.0,1,1,1,1,2015,2,1966,1.0,1.0,1.0,9.0,100000.0,1.0,94.0,160,110,4.0,4.0,4.0,2,2.0,3.0,3.0,2.0,6.0,1,200000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,3,5
+1391,5.0,2,2,4,11,2015,1,1949,1.0,1.0,1.0,3.0,2000.0,1.0,120.0,160,110,5.0,5.0,5.0,1,2.0,4.0,1.0,4.0,5.0,2,25000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,2
+1392,3.0,1,1,1,2,2015,1,1950,1.0,1.0,1.0,7.0,37200.0,1.0,20.0,163,130,3.0,5.0,5.0,2,1.0,5.0,1.0,3.0,3.0,5,73200.0,2.0,2.0,1.0,2.0,6,3.0,2.0,3.0,3.0,4,4
+1393,4.0,1,19,59,95,2015,2,1982,1.0,1.0,1.0,10.0,0.0,4.0,90.0,162,104,4.0,5.0,4.0,5,4.0,4.0,4.0,4.0,7.0,5,200000.0,3.0,4.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,1
+1394,4.0,2,9,21,43,2015,2,1953,1.0,0.0,1.0,1.0,20000.0,1.0,100.0,162,100,4.0,3.0,3.0,1,3.0,3.0,1.0,3.0,4.0,3,40000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,3
+1395,4.0,1,16,47,79,2015,2,1945,1.0,1.0,1.0,1.0,1000.0,1.0,400.0,160,108,3.0,3.0,3.0,1,3.0,4.0,1.0,3.0,4.0,4,80000.0,4.0,3.0,1.0,2.0,7,3.0,2.0,3.0,2.0,4,1
+1396,1.0,2,28,81,123,2015,1,1953,1.0,1.0,1.0,1.0,960.0,1.0,72.0,155,140,2.0,3.0,3.0,1,2.0,3.0,2.0,3.0,1.0,4,6000.0,6.0,1.0,1.0,2.0,3,3.0,1.0,3.0,3.0,3,1
+1397,4.0,2,15,43,74,2015,2,1975,1.0,1.0,1.0,4.0,26000.0,1.0,240.0,153,120,4.0,4.0,4.0,1,3.0,3.0,2.0,2.0,4.0,1,50000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,4
+1398,4.0,2,6,16,32,2015,1,1944,1.0,1.0,1.0,1.0,10000.0,1.0,80.0,166,120,4.0,4.0,4.0,4,3.0,3.0,3.0,4.0,3.0,4,20000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,3
+1399,2.0,2,31,88,133,2015,1,1973,1.0,1.0,1.0,5.0,4000.0,1.0,93.0,165,136,2.0,2.0,3.0,1,4.0,4.0,1.0,1.0,1.0,3,10000.0,7.0,2.0,1.0,2.0,1,2.0,2.0,4.0,3.0,2,2
+1400,3.0,2,28,81,121,2015,1,1956,1.0,1.0,1.0,3.0,20000.0,1.0,180.0,160,120,2.0,5.0,5.0,1,4.0,3.0,1.0,2.0,5.0,1,30000.0,5.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,3,3
+1401,3.0,1,13,37,68,2015,2,1952,6.0,1.0,1.0,3.0,26400.0,1.0,7.0,148,110,2.0,2.0,2.0,2,4.0,4.0,1.0,4.0,3.0,1,38400.0,2.0,2.0,0.0,2.0,3,3.0,2.0,4.0,3.0,3,4
+1402,2.0,2,31,89,134,2015,1,1951,1.0,1.0,1.0,3.0,8000.0,1.0,50.0,171,120,2.0,2.0,3.0,1,3.0,4.0,2.0,2.0,1.0,3,8000.0,1.0,1.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,2
+1403,5.0,1,15,41,72,2015,2,1976,1.0,1.0,1.0,9.0,35000.0,1.0,108.0,160,120,5.0,5.0,5.0,2,1.0,3.0,3.0,4.0,5.0,1,80000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,3.0,3.0,2,4
+1404,4.0,2,10,24,46,2015,2,1983,4.0,0.0,8.0,4.0,10000.0,1.0,100.0,168,100,4.0,4.0,5.0,1,4.0,3.0,2.0,3.0,7.0,3,30000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,1,3
+1405,4.0,1,16,44,75,2015,1,1989,1.0,1.0,1.0,10.0,1000000.0,1.0,137.0,174,130,3.0,5.0,3.0,5,1.0,2.0,1.0,4.0,5.0,1,1000000.0,2.0,5.0,3.0,1.0,3,1.0,2.0,4.0,2.0,1,5
+1406,4.0,1,19,57,91,2015,1,1937,1.0,1.0,1.0,12.0,700000.0,4.0,100.0,176,130,3.0,3.0,4.0,5,3.0,3.0,3.0,4.0,8.0,5,120000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,5
+1407,5.0,1,11,31,54,2015,1,1961,1.0,1.0,1.0,6.0,20000.0,1.0,120.0,176,150,4.0,5.0,5.0,1,1.0,3.0,3.0,4.0,2.0,1,40000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,3
+1408,4.0,2,5,9,25,2015,2,1949,1.0,1.0,1.0,3.0,2500.0,1.0,50.0,172,83,2.0,3.0,3.0,1,2.0,2.0,1.0,4.0,5.0,3,5000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,4,2
+1409,4.0,2,9,23,45,2015,1,1963,1.0,1.0,1.0,4.0,10000.0,1.0,500.0,170,110,4.0,2.0,4.0,1,4.0,2.0,1.0,2.0,1.0,1,20000.0,2.0,2.0,2.0,2.0,3,2.0,3.0,3.0,2.0,3,3
+1410,4.0,2,2,2,9,2015,1,1967,8.0,1.0,1.0,4.0,30000.0,1.0,320.0,175,130,4.0,4.0,4.0,1,4.0,4.0,3.0,4.0,5.0,1,72000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,4
+1411,5.0,1,21,64,101,2015,2,1969,1.0,1.0,1.0,4.0,40000.0,1.0,240.0,160,110,4.0,5.0,3.0,4,3.0,4.0,3.0,4.0,4.0,1,80000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,2,5
+1412,4.0,2,18,52,86,2015,2,1953,1.0,1.0,1.0,1.0,4169.0,1.0,40.0,160,126,2.0,2.0,3.0,1,4.0,3.0,3.0,3.0,4.0,6,11475.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,3.0,3,2
+1413,1.0,1,8,19,41,2015,1,1964,4.0,0.0,8.0,3.0,20000.0,1.0,87.0,171,140,1.0,2.0,2.0,5,5.0,2.0,1.0,5.0,1.0,5,20000.0,8.0,1.0,1.0,2.0,3,3.0,2.0,3.0,4.0,3,3
+1414,4.0,2,11,30,53,2015,1,1961,1.0,1.0,1.0,4.0,27000.0,1.0,120.0,172,140,5.0,4.0,5.0,1,4.0,4.0,1.0,2.0,3.0,2,30000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,4
+1415,5.0,1,7,18,36,2015,1,1992,1.0,1.0,1.0,10.0,0.0,1.0,42.0,172,120,5.0,5.0,4.0,2,3.0,3.0,3.0,4.0,4.0,1,50000.0,3.0,4.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,1
+1416,4.0,1,2,4,11,2015,2,1975,1.0,1.0,1.0,11.0,40000.0,4.0,170.0,160,120,4.0,4.0,4.0,4,3.0,3.0,3.0,4.0,5.0,1,80000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+1417,3.0,1,2,4,11,2015,2,1995,1.0,1.0,1.0,5.0,9000.0,1.0,30.0,155,90,4.0,4.0,4.0,2,4.0,3.0,1.0,2.0,5.0,1,9000.0,2.0,2.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,2
+1418,4.0,1,7,18,34,2015,1,1963,1.0,1.0,1.0,6.0,25000.0,1.0,37.0,168,125,4.0,4.0,3.0,2,1.0,2.0,2.0,2.0,3.0,1,84000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,4
+1419,3.0,1,1,1,3,2015,1,1971,1.0,0.0,1.0,10.0,131086.0,1.0,100.0,177,165,3.0,4.0,4.0,2,2.0,3.0,3.0,3.0,5.0,1,223294.0,4.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,5
+1420,4.0,1,4,7,15,2015,2,1980,1.0,1.0,2.0,11.0,60000.0,1.0,101.0,158,100,4.0,5.0,3.0,1,3.0,3.0,2.0,2.0,5.0,1,200000.0,4.0,2.0,1.0,1.0,3,3.0,1.0,3.0,2.0,2,5
+1421,4.0,1,15,42,73,2015,2,1957,1.0,1.0,1.0,4.0,20000.0,1.0,170.0,158,98,4.0,5.0,4.0,2,4.0,4.0,2.0,4.0,5.0,5,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+1422,4.0,2,31,88,133,2015,1,1954,1.0,1.0,1.0,4.0,30000.0,1.0,46.0,170,160,5.0,5.0,5.0,1,3.0,3.0,3.0,3.0,5.0,4,40000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,4
+1423,4.0,2,2,3,10,2015,2,1957,1.0,1.0,3.0,1.0,5000.0,1.0,200.0,155,84,2.0,2.0,3.0,1,4.0,3.0,1.0,4.0,3.0,3,8000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+1424,2.0,2,31,89,134,2015,2,1968,1.0,1.0,1.0,4.0,5000.0,1.0,60.0,150,135,2.0,4.0,2.0,1,1.0,4.0,1.0,4.0,1.0,4,10000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,2
+1425,4.0,1,31,86,129,2015,1,1952,1.0,1.0,1.0,3.0,8000.0,1.0,30.0,165,100,2.0,2.0,3.0,1,2.0,2.0,1.0,4.0,1.0,4,8000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,4.0,3,2
+1426,3.0,1,19,57,92,2015,1,1993,1.0,1.0,1.0,4.0,9940000.0,1.0,105.0,174,160,4.0,4.0,3.0,1,3.0,2.0,4.0,4.0,4.0,1,50000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,1,5
+1427,3.0,1,13,36,66,2015,1,1953,8.0,1.0,1.0,3.0,0.0,1.0,100.0,168,100,3.0,3.0,3.0,5,2.0,1.0,1.0,4.0,1.0,5,40000.0,3.0,1.0,1.0,2.0,3,3.0,2.0,4.0,4.0,3,1
+1428,4.0,1,18,51,84,2015,2,1966,1.0,1.0,1.0,4.0,10000.0,1.0,180.0,158,110,4.0,4.0,4.0,1,1.0,2.0,1.0,4.0,5.0,1,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+1429,4.0,2,28,81,121,2015,2,1948,1.0,1.0,1.0,1.0,5500.0,1.0,99.0,160,120,4.0,4.0,4.0,1,2.0,5.0,1.0,4.0,5.0,3,24500.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,2
+1430,4.0,1,2,2,9,2015,2,1977,8.0,1.0,1.0,4.0,25000.0,1.0,200.0,165,110,4.0,5.0,4.0,4,3.0,4.0,2.0,2.0,5.0,1,50000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,4
+1431,2.0,1,31,88,133,2015,2,1957,1.0,1.0,1.0,6.0,10000.0,1.0,65.0,160,120,2.0,4.0,3.0,2,2.0,3.0,1.0,2.0,3.0,1,10000.0,2.0,2.0,0.0,2.0,6,3.0,2.0,4.0,3.0,3,3
+1432,5.0,1,7,18,36,2015,2,1980,1.0,1.0,1.0,13.0,100000.0,1.0,90.0,163,140,5.0,5.0,4.0,2,3.0,4.0,3.0,4.0,7.0,1,150000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,1.0,2,5
+1433,4.0,1,26,75,115,2015,2,1985,1.0,1.0,1.0,11.0,70000.0,1.0,90.0,162,85,4.0,4.0,3.0,2,2.0,5.0,3.0,3.0,7.0,1,170000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,5
+1434,4.0,1,1,1,6,2015,1,1949,1.0,1.0,1.0,4.0,44400.0,1.0,79.0,168,130,4.0,4.0,4.0,5,2.0,2.0,2.0,4.0,5.0,5,88800.0,1.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,5
+1435,5.0,1,26,74,114,2015,1,1965,1.0,1.0,3.0,4.0,50000.0,1.0,110.0,170,130,5.0,5.0,5.0,1,4.0,3.0,2.0,4.0,4.0,1,50000.0,2.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,3,5
+1436,2.0,2,2,4,11,2015,1,1974,1.0,0.0,1.0,3.0,2000.0,1.0,50.0,150,102,2.0,2.0,2.0,1,1.0,1.0,1.0,2.0,1.0,3,2000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,2.0,2.0,2,2
+1437,4.0,1,19,57,91,2015,1,1961,1.0,0.0,6.0,6.0,20000.0,1.0,49.0,165,128,3.0,5.0,5.0,5,3.0,5.0,5.0,3.0,5.0,5,50000.0,2.0,2.0,2.0,2.0,3,3.0,1.0,4.0,3.0,3,3
+1438,5.0,1,10,25,47,2015,1,1975,1.0,1.0,1.0,6.0,100000.0,1.0,100.0,182,170,5.0,4.0,4.0,1,4.0,4.0,4.0,4.0,5.0,4,100000.0,3.0,3.0,2.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+1439,4.0,1,16,47,79,2015,1,1954,1.0,1.0,1.0,1.0,20000.0,1.0,100.0,167,110,4.0,4.0,4.0,1,4.0,4.0,3.0,4.0,5.0,3,60000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+1440,4.0,1,1,1,4,2015,2,1975,1.0,1.0,1.0,6.0,24240.0,1.0,64.6,160,116,4.0,5.0,5.0,2,4.0,4.0,3.0,3.0,6.0,1,96240.0,3.0,3.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,4
+1441,3.0,1,16,45,76,2015,1,1965,1.0,1.0,1.0,3.0,55000.0,1.0,110.0,169,154,4.0,4.0,5.0,4,5.0,3.0,1.0,5.0,5.0,2,60000.0,6.0,3.0,1.0,2.0,3,2.0,3.0,2.0,1.0,3,5
+1442,4.0,1,10,27,50,2015,2,1978,1.0,1.0,1.0,4.0,10000.0,1.0,300.0,159,110,3.0,5.0,5.0,1,3.0,3.0,3.0,4.0,5.0,1,50000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,3
+1443,4.0,1,23,69,109,2015,2,1975,1.0,1.0,1.0,3.0,14000.0,1.0,20.0,160,120,2.0,3.0,4.0,1,3.0,2.0,2.0,2.0,4.0,6,22000.0,4.0,3.0,1.0,2.0,2,3.0,2.0,4.0,3.0,2,3
+1444,4.0,1,5,8,23,2015,1,1969,1.0,1.0,1.0,7.0,20000.0,1.0,48.0,174,140,4.0,3.0,4.0,2,2.0,3.0,2.0,4.0,3.0,1,50000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,3
+1445,5.0,2,18,54,88,2015,2,1983,1.0,1.0,1.0,4.0,0.0,1.0,240.0,157,100,5.0,5.0,5.0,1,5.0,3.0,2.0,2.0,5.0,3,50000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,1
+1446,4.0,2,2,2,9,2015,1,1962,8.0,1.0,1.0,6.0,15000.0,1.0,230.0,170,144,3.0,4.0,2.0,1,2.0,4.0,2.0,4.0,2.0,2,100000.0,2.0,2.0,1.0,2.0,7,3.0,3.0,4.0,2.0,3,3
+1447,4.0,1,11,31,54,2015,2,1990,1.0,1.0,1.0,11.0,40000.0,1.0,100.0,166,113,4.0,5.0,5.0,2,2.0,2.0,2.0,4.0,2.0,1,80000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,5
+1448,4.0,2,10,28,51,2015,2,1927,1.0,1.0,1.0,1.0,960.0,1.0,80.0,165,120,4.0,4.0,4.0,1,3.0,4.0,1.0,4.0,5.0,4,960.0,1.0,2.0,1.0,2.0,7,2.0,1.0,4.0,3.0,5,1
+1449,2.0,1,18,53,87,2015,2,1987,1.0,1.0,1.0,3.0,0.0,1.0,80.0,162,95,2.0,2.0,2.0,1,2.0,2.0,2.0,4.0,1.0,4,60000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,1,1
+1450,4.0,1,15,41,72,2015,2,1969,1.0,1.0,1.0,4.0,0.0,1.0,112.0,160,160,5.0,5.0,5.0,2,4.0,1.0,1.0,2.0,5.0,5,100000.0,4.0,3.0,1.0,1.0,3,2.0,1.0,5.0,2.0,2,1
+1451,5.0,1,15,40,71,2015,2,1964,1.0,1.0,3.0,6.0,10800.0,1.0,69.0,160,112,3.0,4.0,3.0,1,3.0,4.0,1.0,4.0,5.0,5,87000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0,3,3
+1452,2.0,1,30,85,128,2015,1,1980,1.0,1.0,1.0,11.0,50000.0,4.0,100.0,171,130,3.0,5.0,5.0,2,1.0,4.0,2.0,2.0,5.0,1,50000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,5.0,3.0,2,5
+1453,5.0,1,31,86,129,2015,1,1957,1.0,1.0,1.0,6.0,16800.0,1.0,97.0,174,180,1.0,2.0,4.0,2,1.0,3.0,1.0,5.0,7.0,5,11000.0,2.0,1.0,1.0,2.0,3,2.0,2.0,4.0,1.0,3,3
+1454,3.0,2,21,64,100,2015,2,1957,1.0,1.0,1.0,6.0,4000.0,1.0,200.0,160,100,3.0,3.0,4.0,2,3.0,3.0,2.0,4.0,5.0,4,10000.0,3.0,3.0,1.0,2.0,3,2.0,3.0,4.0,2.0,3,2
+1455,4.0,1,29,82,125,2015,2,1988,1.0,1.0,1.0,9.0,48000.0,2.0,78.0,160,90,4.0,3.0,4.0,2,3.0,3.0,4.0,4.0,5.0,1,90000.0,3.0,3.0,4.0,2.0,1,2.0,2.0,2.0,3.0,1,5
+1456,4.0,1,9,22,44,2015,1,1965,1.0,1.0,1.0,3.0,18000.0,1.0,200.0,169,160,4.0,5.0,4.0,4,2.0,4.0,1.0,1.0,5.0,1,66000.0,5.0,2.0,2.0,2.0,3,3.0,3.0,2.0,2.0,3,3
+1457,5.0,2,31,86,129,2015,2,1948,1.0,1.0,1.0,3.0,0.0,1.0,42.0,156,125,3.0,1.0,5.0,1,5.0,2.0,1.0,4.0,3.0,4,9985.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,1
+1458,4.0,1,5,8,24,2015,2,1986,1.0,1.0,1.0,6.0,0.0,1.0,102.0,158,100,4.0,4.0,4.0,2,3.0,3.0,4.0,5.0,5.0,6,200000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,1
+1459,2.0,2,28,81,121,2015,2,1939,1.0,1.0,2.0,1.0,6463.0,1.0,80.0,145,74,2.0,2.0,2.0,1,3.0,3.0,1.0,4.0,3.0,4,20000.0,6.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,2
+1460,4.0,2,5,9,25,2015,1,1960,1.0,1.0,1.0,3.0,7000.0,1.0,100.0,172,140,2.0,2.0,2.0,1,1.0,4.0,1.0,4.0,1.0,4,20000.0,3.0,2.0,1.0,1.0,3,3.0,3.0,5.0,2.0,3,2
+1461,4.0,2,16,47,79,2015,1,1967,1.0,1.0,1.0,4.0,20000.0,1.0,210.0,165,130,3.0,4.0,4.0,1,2.0,2.0,1.0,4.0,5.0,3,30000.0,8.0,2.0,1.0,2.0,3,3.0,1.0,2.0,3.0,2,3
+1462,4.0,1,1,1,4,2015,2,1967,1.0,1.0,1.0,4.0,13200.0,1.0,84.0,165,160,3.0,4.0,4.0,2,3.0,3.0,1.0,4.0,5.0,5,13200.0,1.0,1.0,1.0,2.0,6,3.0,3.0,2.0,3.0,2,3
+1463,4.0,1,5,11,27,2015,1,1964,1.0,1.0,1.0,4.0,20000.0,1.0,60.0,165,130,5.0,5.0,4.0,2,2.0,4.0,2.0,1.0,1.0,1,40000.0,3.0,1.0,1.0,2.0,3,2.0,3.0,2.0,3.0,3,3
+1464,5.0,1,30,85,128,2015,1,1934,1.0,1.0,1.0,4.0,58000.0,4.0,44.0,175,126,4.0,5.0,5.0,2,2.0,4.0,2.0,4.0,4.0,5,72000.0,2.0,3.0,5.0,1.0,3,2.0,3.0,5.0,2.0,5,5
+1465,4.0,2,18,51,84,2015,2,1972,1.0,1.0,1.0,4.0,10000.0,1.0,150.0,165,110,5.0,5.0,5.0,1,3.0,4.0,2.0,4.0,5.0,3,50000.0,2.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,3
+1466,4.0,2,9,21,43,2015,1,1962,1.0,1.0,1.0,3.0,10000.0,1.0,140.0,170,125,4.0,4.0,4.0,1,2.0,3.0,1.0,2.0,6.0,3,20000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,3,3
+1467,3.0,1,4,7,21,2015,2,1989,1.0,1.0,2.0,6.0,70000.0,1.0,65.0,162,116,3.0,2.0,1.0,1,1.0,1.0,3.0,3.0,5.0,1,80000.0,1.0,2.0,1.0,2.0,1,2.0,1.0,5.0,2.0,1,5
+1468,4.0,1,22,66,105,2015,1,1983,1.0,1.0,1.0,4.0,40000.0,1.0,180.0,176,125,4.0,5.0,5.0,1,3.0,5.0,3.0,2.0,5.0,1,40000.0,1.0,3.0,1.0,1.0,3,3.0,1.0,3.0,3.0,1,5
+1469,4.0,1,1,1,5,2015,2,1938,1.0,1.0,1.0,12.0,60000.0,1.0,210.0,155,110,3.0,4.0,4.0,2,3.0,3.0,3.0,4.0,6.0,5,80000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,4,5
+1470,4.0,1,15,41,72,2015,2,1970,1.0,1.0,1.0,6.0,20000.0,1.0,106.0,165,114,5.0,5.0,5.0,2,3.0,3.0,2.0,2.0,7.0,1,50000.0,2.0,4.0,1.0,1.0,3,2.0,2.0,4.0,3.0,2,3
+1471,3.0,1,2,2,9,2015,1,1954,8.0,1.0,1.0,6.0,46000.0,1.0,460.0,172,172,3.0,3.0,4.0,2,2.0,2.0,3.0,1.0,5.0,1,80000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,5
+1472,4.0,2,17,48,81,2015,1,1990,1.0,1.0,1.0,7.0,20000.0,1.0,60.0,172,170,4.0,5.0,2.0,1,3.0,4.0,2.0,3.0,3.0,1,30000.0,2.0,2.0,1.0,2.0,1,3.0,2.0,4.0,2.0,1,3
+1473,4.0,1,26,74,114,2015,1,1979,1.0,1.0,1.0,6.0,20000.0,1.0,100.0,170,120,4.0,3.0,5.0,1,4.0,4.0,1.0,4.0,2.0,1,20000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,3
+1474,4.0,1,10,26,48,2015,2,1958,1.0,1.0,1.0,9.0,60000.0,1.0,100.0,160,110,4.0,4.0,4.0,2,3.0,4.0,4.0,4.0,5.0,5,13000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+1475,4.0,1,27,80,120,2015,1,1937,8.0,1.0,1.0,3.0,0.0,1.0,64.0,165,120,3.0,4.0,3.0,1,4.0,4.0,3.0,2.0,2.0,5,0.0,2.0,2.0,1.0,2.0,3,2.0,3.0,4.0,2.0,4,1
+1476,4.0,1,13,36,67,2015,1,1975,1.0,1.0,1.0,7.0,100000.0,1.0,137.0,171,130,5.0,4.0,4.0,1,4.0,3.0,3.0,4.0,5.0,1,150000.0,4.0,3.0,4.0,1.0,3,1.0,1.0,5.0,2.0,2,5
+1477,4.0,1,30,85,128,2015,1,1954,4.0,0.0,4.0,4.0,36000.0,1.0,60.0,170,140,4.0,3.0,3.0,2,3.0,5.0,3.0,5.0,6.0,5,36000.0,1.0,2.0,0.0,2.0,6,2.0,2.0,4.0,2.0,3,4
+1478,3.0,2,6,13,29,2015,1,1942,1.0,1.0,1.0,4.0,7000.0,1.0,120.0,160,110,3.0,3.0,3.0,1,3.0,3.0,3.0,3.0,3.0,4,20000.0,1.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,2
+1479,5.0,2,5,8,24,2015,1,1977,1.0,1.0,1.0,3.0,30000.0,1.0,100.0,172,160,5.0,5.0,5.0,1,4.0,3.0,1.0,4.0,5.0,2,30000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,4
+1480,4.0,2,6,17,33,2015,2,1958,1.0,1.0,1.0,6.0,0.0,1.0,120.0,160,140,4.0,3.0,4.0,1,4.0,4.0,1.0,4.0,5.0,4,29075.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+1481,4.0,2,22,67,107,2015,1,1949,1.0,1.0,3.0,3.0,10000.0,1.0,50.0,167,110,4.0,5.0,3.0,1,2.0,2.0,2.0,4.0,5.0,2,20000.0,5.0,3.0,0.0,2.0,3,3.0,2.0,4.0,2.0,4,3
+1482,4.0,2,28,81,123,2015,1,1947,1.0,1.0,1.0,4.0,5000.0,1.0,110.0,164,110,4.0,3.0,3.0,1,3.0,4.0,2.0,4.0,7.0,2,10000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,2
+1483,4.0,1,10,27,50,2015,2,1997,1.0,1.0,1.0,6.0,0.0,2.0,90.0,165,120,5.0,5.0,5.0,1,2.0,3.0,5.0,4.0,4.0,6,100000.0,2.0,4.0,2.0,2.0,1,2.0,2.0,4.0,2.0,1,1
+1484,4.0,1,16,44,75,2015,1,1960,1.0,1.0,1.0,4.0,30000.0,1.0,200.0,170,130,4.0,5.0,5.0,2,2.0,3.0,1.0,4.0,5.0,1,60000.0,4.0,3.0,2.0,2.0,3,3.0,2.0,3.0,2.0,3,4
+1485,5.0,1,21,63,99,2015,1,1975,1.0,1.0,1.0,5.0,40000.0,1.0,75.0,177,170,5.0,5.0,5.0,2,4.0,5.0,4.0,4.0,5.0,1,50000.0,3.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+1486,4.0,1,18,51,84,2015,1,1958,1.0,1.0,1.0,6.0,62000.0,4.0,100.0,173,110,5.0,4.0,4.0,1,3.0,3.0,2.0,4.0,5.0,1,62000.0,2.0,3.0,2.0,2.0,3,2.0,2.0,5.0,4.0,3,5
+1487,4.0,2,29,83,126,2015,1,1973,1.0,1.0,1.0,4.0,14000.0,4.0,120.0,168,145,2.0,4.0,5.0,1,4.0,4.0,4.0,1.0,2.0,1,12000.0,1.0,3.0,1.0,1.0,3,2.0,1.0,5.0,2.0,2,3
+1488,4.0,1,4,7,17,2015,1,1958,1.0,1.0,1.0,4.0,35000.0,1.0,55.5,163,130,5.0,4.0,4.0,2,3.0,3.0,3.0,4.0,6.0,1,80000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,5.0,3.0,3,4
+1489,4.0,1,7,18,35,2015,1,1954,1.0,1.0,1.0,4.0,25000.0,1.0,22.0,171,170,3.0,5.0,5.0,2,4.0,5.0,2.0,4.0,5.0,5,60000.0,2.0,2.0,0.0,2.0,3,2.0,2.0,4.0,3.0,3,4
+1490,4.0,1,1,1,6,2015,2,1985,1.0,1.0,1.0,13.0,100000.0,4.0,53.5,164,120,5.0,5.0,5.0,2,2.0,2.0,2.0,4.0,5.0,1,200000.0,4.0,4.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,5
+1491,5.0,2,9,20,42,2015,1,1928,1.0,0.0,1.0,5.0,0.0,1.0,87.0,176,113,3.0,4.0,4.0,1,2.0,3.0,1.0,4.0,2.0,4,19000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,5,1
+1492,4.0,2,18,53,87,2015,2,1973,1.0,1.0,1.0,4.0,10000.0,1.0,220.0,160,110,3.0,3.0,3.0,1,3.0,3.0,2.0,4.0,4.0,3,30000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+1493,4.0,1,27,79,119,2015,1,1965,1.0,1.0,1.0,9.0,50000.0,4.0,104.0,174,155,4.0,4.0,4.0,2,1.0,3.0,2.0,4.0,5.0,1,100000.0,3.0,3.0,2.0,1.0,3,2.0,2.0,4.0,1.0,3,5
+1494,5.0,2,31,86,129,2015,1,1949,1.0,1.0,1.0,1.0,0.0,1.0,63.0,167,95,1.0,1.0,4.0,1,2.0,5.0,1.0,4.0,3.0,4,10000.0,4.0,1.0,1.0,2.0,3,3.0,1.0,1.0,2.0,4,1
+1495,3.0,2,21,62,98,2015,2,1966,1.0,1.0,1.0,1.0,0.0,1.0,100.0,155,125,2.0,4.0,4.0,1,3.0,3.0,1.0,2.0,1.0,5,20000.0,4.0,2.0,0.0,2.0,3,3.0,2.0,3.0,2.0,3,1
+1496,4.0,2,29,82,124,2015,1,1950,1.0,1.0,1.0,3.0,10000.0,1.0,40.0,167,110,4.0,4.0,4.0,1,2.0,3.0,2.0,4.0,5.0,3,20000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,3
+1497,5.0,1,4,7,21,2015,2,1986,1.0,1.0,3.0,13.0,200000.0,4.0,45.0,165,129,5.0,5.0,5.0,5,2.0,4.0,4.0,3.0,5.0,1,300000.0,2.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,1,5
+1498,5.0,2,24,72,112,2015,2,1942,1.0,0.0,1.0,1.0,1200.0,1.0,200.0,150,110,4.0,4.0,4.0,4,4.0,4.0,1.0,5.0,4.0,4,1200.0,1.0,3.0,1.0,2.0,7,3.0,2.0,4.0,2.0,4,2
+1499,4.0,1,13,36,67,2015,2,1974,1.0,1.0,1.0,9.0,60000.0,1.0,90.0,160,116,4.0,3.0,3.0,2,2.0,3.0,3.0,4.0,6.0,1,124517.0,4.0,3.0,1.0,1.0,3,2.0,1.0,2.0,3.0,2,5
+1500,2.0,1,27,80,120,2015,1,1971,3.0,1.0,1.0,3.0,30000.0,1.0,50.0,170,160,5.0,5.0,5.0,1,2.0,4.0,1.0,4.0,3.0,1,30000.0,1.0,2.0,1.0,2.0,6,3.0,2.0,4.0,3.0,2,4
+1501,3.0,2,28,81,122,2015,2,1947,1.0,1.0,1.0,1.0,2000.0,1.0,90.0,160,100,3.0,3.0,3.0,1,4.0,3.0,2.0,3.0,4.0,4,10000.0,4.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,2
+1502,4.0,2,6,13,29,2015,1,1974,1.0,1.0,2.0,8.0,50000.0,1.0,90.0,165,130,4.0,5.0,4.0,1,3.0,3.0,2.0,4.0,6.0,1,70000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+1503,4.0,1,16,45,76,2015,2,1974,1.0,1.0,1.0,3.0,10000.0,1.0,80.0,170,130,5.0,4.0,4.0,2,4.0,3.0,2.0,4.0,5.0,1,40000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+1504,4.0,2,26,74,114,2015,2,1971,1.0,1.0,1.0,3.0,7000.0,1.0,110.0,155,97,4.0,4.0,4.0,1,4.0,3.0,1.0,4.0,5.0,3,20000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,2
+1505,5.0,2,10,27,50,2015,2,1960,1.0,1.0,1.0,3.0,10000.0,1.0,100.0,165,140,5.0,5.0,2.0,1,2.0,4.0,1.0,4.0,4.0,2,50000.0,2.0,3.0,1.0,2.0,3,3.0,1.0,5.0,3.0,3,3
+1506,5.0,1,7,18,38,2015,1,1957,1.0,1.0,1.0,6.0,30000.0,1.0,55.0,175,150,5.0,4.0,3.0,5,2.0,4.0,1.0,4.0,5.0,1,50000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,4
+1507,3.0,2,6,14,30,2015,2,1948,1.0,1.0,1.0,1.0,2000.0,1.0,200.0,156,90,1.0,2.0,3.0,1,2.0,2.0,1.0,2.0,3.0,3,10000.0,4.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,2
+1508,4.0,1,22,66,106,2015,1,1958,1.0,1.0,1.0,6.0,50000.0,4.0,61.0,169,130,1.0,1.0,3.0,4,1.0,5.0,2.0,4.0,5.0,5,200000.0,4.0,2.0,1.0,1.0,3,2.0,3.0,4.0,2.0,3,5
+1509,1.0,2,5,10,26,2015,2,1963,1.0,1.0,1.0,3.0,0.0,1.0,120.0,163,130,2.0,2.0,2.0,2,1.0,2.0,3.0,1.0,2.0,6,20000.0,4.0,1.0,1.0,2.0,3,3.0,3.0,2.0,4.0,3,1
+1510,4.0,1,29,82,125,2015,2,1957,1.0,0.0,1.0,1.0,12000.0,1.0,18.0,155,120,3.0,3.0,3.0,1,3.0,3.0,1.0,2.0,1.0,3,24000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,4.0,3,3
+1511,4.0,1,12,32,60,2015,2,1937,1.0,1.0,1.0,1.0,18000.0,1.0,140.0,155,95,4.0,2.0,4.0,1,1.0,4.0,1.0,2.0,6.0,4,36000.0,2.0,4.0,0.0,2.0,3,2.0,2.0,4.0,2.0,4,3
+1512,4.0,2,16,45,76,2015,1,1953,1.0,1.0,3.0,3.0,6000.0,1.0,40.0,157,110,2.0,2.0,3.0,1,4.0,3.0,1.0,3.0,5.0,4,10000.0,3.0,3.0,2.0,1.0,2,2.0,1.0,4.0,3.0,3,2
+1513,4.0,1,18,53,87,2015,2,1965,1.0,1.0,1.0,1.0,3000.0,1.0,200.0,155,100,5.0,4.0,4.0,1,3.0,4.0,1.0,4.0,4.0,4,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,2
+1514,4.0,1,19,59,95,2015,2,1965,1.0,1.0,1.0,3.0,25000.0,1.0,80.0,162,95,4.0,4.0,4.0,2,2.0,2.0,1.0,3.0,1.0,1,50000.0,3.0,2.0,2.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+1515,5.0,1,19,57,92,2015,1,1992,1.0,0.0,2.0,10.0,100000.0,4.0,90.0,177,174,5.0,4.0,4.0,2,3.0,4.0,2.0,4.0,6.0,1,100000.0,1.0,3.0,1.0,1.0,1,2.0,1.0,3.0,2.0,1,5
+1516,4.0,2,24,72,112,2015,1,1965,1.0,0.0,1.0,4.0,30000.0,1.0,80.0,162,110,3.0,5.0,3.0,1,4.0,3.0,3.0,4.0,4.0,1,30000.0,2.0,3.0,0.0,2.0,3,2.0,1.0,3.0,3.0,3,4
+1517,3.0,1,9,20,42,2015,2,1967,1.0,1.0,1.0,3.0,30000.0,1.0,140.0,175,180,4.0,4.0,4.0,1,4.0,3.0,1.0,4.0,4.0,1,60000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+1518,4.0,1,1,1,2,2015,1,1966,1.0,0.0,1.0,9.0,72039.0,1.0,39.0,172,132,2.0,3.0,5.0,2,2.0,4.0,2.0,3.0,6.0,1,113921.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+1519,4.0,1,1,1,4,2015,1,1971,1.0,1.0,1.0,9.0,36000.0,4.0,47.6,168,145,3.0,5.0,5.0,2,2.0,5.0,1.0,3.0,5.0,1,36000.0,1.0,2.0,1.0,2.0,6,3.0,2.0,3.0,3.0,2,4
+1520,4.0,2,18,51,84,2015,1,1951,1.0,1.0,1.0,1.0,5000.0,1.0,200.0,176,110,2.0,2.0,3.0,1,1.0,4.0,1.0,2.0,5.0,3,10000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,2
+1521,4.0,2,16,44,75,2015,2,1965,1.0,1.0,1.0,1.0,0.0,1.0,270.0,158,110,4.0,5.0,5.0,1,4.0,4.0,1.0,3.0,3.0,4,30000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,1
+1522,4.0,1,13,36,67,2015,2,1943,1.0,0.0,7.0,1.0,12000.0,1.0,98.0,155,116,4.0,4.0,4.0,2,4.0,4.0,1.0,4.0,7.0,5,12000.0,1.0,2.0,0.0,2.0,7,3.0,3.0,3.0,3.0,4,3
+1523,5.0,2,2,5,12,2015,1,1982,1.0,1.0,1.0,3.0,3500.0,1.0,120.0,172,130,4.0,4.0,4.0,1,2.0,1.0,1.0,4.0,3.0,3,9000.0,4.0,1.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,2
+1524,5.0,1,26,75,115,2015,2,1957,1.0,1.0,1.0,3.0,6349.0,1.0,40.0,162,113,4.0,3.0,5.0,1,4.0,4.0,1.0,4.0,3.0,4,16000.0,1.0,1.0,1.0,2.0,3,2.0,2.0,2.0,2.0,3,2
+1525,4.0,1,15,39,70,2015,2,1933,1.0,1.0,1.0,1.0,980.0,1.0,102.0,158,121,2.0,3.0,3.0,8,2.0,3.0,1.0,3.0,5.0,6,60671.0,1.0,2.0,1.0,2.0,7,3.0,1.0,3.0,2.0,5,1
+1526,5.0,1,31,87,131,2015,1,1976,1.0,0.0,1.0,3.0,0.0,1.0,79.7,172,165,5.0,5.0,3.0,2,3.0,4.0,1.0,3.0,5.0,5,0.0,3.0,3.0,1.0,2.0,3,2.0,3.0,2.0,1.0,2,1
+1527,4.0,2,17,49,82,2015,1,1973,1.0,1.0,1.0,4.0,18000.0,1.0,160.0,166,145,5.0,5.0,4.0,1,3.0,2.0,1.0,1.0,4.0,1,20000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,2,3
+1528,5.0,1,10,27,49,2015,1,1956,1.0,0.0,2.0,6.0,45000.0,1.0,60.0,170,140,3.0,3.0,3.0,2,3.0,3.0,1.0,4.0,5.0,5,110000.0,3.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+1529,4.0,2,2,5,12,2015,1,1956,5.0,0.0,3.0,3.0,8000.0,1.0,130.0,170,140,4.0,3.0,4.0,1,3.0,4.0,1.0,4.0,4.0,3,24000.0,4.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,2
+1530,4.0,1,12,32,55,2015,2,1975,1.0,1.0,1.0,6.0,0.0,1.0,70.0,162,120,3.0,5.0,5.0,4,1.0,2.0,2.0,2.0,3.0,5,100000.0,2.0,2.0,2.0,1.0,3,3.0,3.0,2.0,2.0,2,1
+1531,4.0,2,23,68,108,2015,2,1971,1.0,1.0,3.0,1.0,5000.0,1.0,180.0,160,120,3.0,2.0,3.0,1,2.0,4.0,1.0,4.0,5.0,3,10000.0,2.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,2
+1532,4.0,1,2,3,10,2015,2,1955,4.0,0.0,3.0,1.0,5000.0,1.0,40.0,160,100,3.0,4.0,4.0,1,4.0,3.0,2.0,4.0,4.0,1,20000.0,2.0,2.0,3.0,2.0,3,3.0,2.0,2.0,3.0,3,2
+1533,3.0,1,1,1,8,2015,2,1988,1.0,1.0,1.0,12.0,40000.0,4.0,50.0,168,100,5.0,4.0,5.0,2,4.0,4.0,3.0,3.0,2.0,1,126000.0,1.0,3.0,0.0,2.0,1,2.0,3.0,4.0,3.0,1,5
+1534,3.0,2,6,13,29,2015,1,1975,1.0,1.0,1.0,4.0,30000.0,1.0,120.0,168,110,3.0,3.0,3.0,1,3.0,3.0,3.0,3.0,3.0,3,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,4
+1535,3.0,2,6,13,29,2015,1,1946,1.0,1.0,3.0,1.0,8000.0,1.0,60.0,165,110,2.0,3.0,2.0,1,3.0,3.0,2.0,4.0,1.0,4,8000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,2
+1536,4.0,1,30,85,128,2015,1,1949,1.0,1.0,1.0,6.0,28800.0,1.0,67.0,182,148,2.0,4.0,5.0,2,2.0,4.0,2.0,2.0,5.0,5,28800.0,1.0,3.0,1.0,2.0,7,2.0,2.0,3.0,4.0,4,4
+1537,4.0,2,6,13,29,2015,2,1954,1.0,1.0,1.0,1.0,780.0,1.0,130.0,150,118,4.0,4.0,4.0,1,2.0,2.0,1.0,4.0,4.0,4,1580.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,1
+1538,4.0,1,24,71,111,2015,2,1930,1.0,0.0,5.0,3.0,5000.0,1.0,304.0,150,85,3.0,4.0,5.0,5,4.0,4.0,1.0,4.0,5.0,5,200000.0,4.0,5.0,2.0,2.0,7,1.0,2.0,3.0,2.0,5,2
+1539,5.0,1,12,34,63,2015,1,1966,1.0,1.0,1.0,10.0,289049.0,4.0,150.0,170,126,4.0,4.0,3.0,2,3.0,4.0,3.0,4.0,6.0,1,760632.0,4.0,4.0,1.0,1.0,3,1.0,2.0,4.0,2.0,3,5
+1540,4.0,1,15,41,72,2015,2,1966,1.0,1.0,1.0,1.0,4000.0,1.0,50.0,163,136,2.0,2.0,2.0,1,4.0,2.0,1.0,3.0,4.0,1,4000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,3,2
+1541,5.0,2,18,52,86,2015,2,1931,1.0,1.0,1.0,1.0,720.0,1.0,30.0,155,85,3.0,5.0,5.0,1,3.0,3.0,1.0,5.0,5.0,3,1000.0,1.0,2.0,1.0,2.0,7,3.0,1.0,4.0,2.0,5,1
+1542,4.0,2,5,9,25,2015,2,1982,1.0,1.0,1.0,4.0,40000.0,1.0,50.0,165,130,5.0,5.0,5.0,1,3.0,3.0,1.0,2.0,7.0,4,70000.0,4.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+1543,3.0,1,12,34,64,2015,2,1965,1.0,1.0,1.0,3.0,50000.0,1.0,120.0,165,106,5.0,5.0,5.0,2,2.0,2.0,1.0,4.0,3.0,1,60000.0,1.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,5
+1544,4.0,1,24,70,110,2015,1,1986,1.0,1.0,1.0,7.0,50000.0,1.0,80.0,173,110,5.0,5.0,5.0,1,4.0,4.0,3.0,1.0,5.0,1,50000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,1,5
+1545,4.0,1,12,33,62,2015,2,1979,1.0,0.0,5.0,4.0,0.0,1.0,77.0,160,124,4.0,5.0,5.0,1,3.0,4.0,1.0,2.0,5.0,1,30000.0,6.0,2.0,1.0,1.0,3,3.0,1.0,2.0,2.0,2,1
+1546,2.0,1,11,29,52,2015,1,1963,1.0,1.0,1.0,6.0,150000.0,1.0,110.0,178,162,2.0,2.0,2.0,1,4.0,2.0,3.0,2.0,4.0,1,150000.0,2.0,3.0,1.0,2.0,3,3.0,3.0,4.0,3.0,3,5
+1547,5.0,2,17,48,80,2015,2,1988,1.0,1.0,1.0,6.0,0.0,1.0,200.0,160,140,3.0,3.0,4.0,1,3.0,4.0,3.0,2.0,5.0,5,40000.0,3.0,2.0,1.0,1.0,3,3.0,2.0,3.0,2.0,1,1
+1548,3.0,2,10,28,51,2015,1,1960,1.0,1.0,1.0,4.0,25000.0,1.0,70.0,173,190,4.0,4.0,4.0,1,3.0,3.0,3.0,4.0,7.0,3,35000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,3,4
+1549,4.0,2,6,14,30,2015,1,1944,1.0,1.0,1.0,1.0,3000.0,1.0,20.0,165,140,4.0,4.0,4.0,1,2.0,2.0,1.0,4.0,6.0,4,3000.0,1.0,3.0,0.0,2.0,1,3.0,1.0,4.0,2.0,4,2
+1550,4.0,2,22,66,106,2015,1,1952,1.0,0.0,1.0,4.0,28000.0,4.0,130.0,173,120,2.0,3.0,4.0,1,4.0,3.0,1.0,4.0,4.0,5,60000.0,2.0,3.0,1.0,2.0,5,2.0,2.0,3.0,2.0,3,4
+1551,2.0,2,29,84,127,2015,1,1965,1.0,1.0,1.0,4.0,12000.0,1.0,150.0,160,80,1.0,1.0,1.0,1,3.0,3.0,1.0,2.0,1.0,3,12000.0,2.0,1.0,1.0,2.0,1,3.0,2.0,2.0,3.0,3,3
+1552,3.0,2,17,48,81,2015,1,1990,1.0,1.0,1.0,6.0,150000.0,1.0,110.0,172,160,5.0,5.0,5.0,1,4.0,4.0,3.0,1.0,4.0,1,57240.0,2.0,2.0,1.0,2.0,1,3.0,2.0,3.0,2.0,1,5
+1553,4.0,2,13,35,65,2015,1,1959,6.0,0.0,6.0,3.0,4000.0,1.0,200.0,160,100,4.0,5.0,5.0,1,2.0,4.0,1.0,4.0,5.0,3,8000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,2
+1554,4.0,1,12,34,63,2015,2,1991,1.0,1.0,1.0,7.0,60000.0,2.0,20.0,154,100,5.0,5.0,4.0,1,3.0,4.0,3.0,3.0,7.0,1,600000.0,2.0,2.0,0.0,2.0,2,2.0,2.0,3.0,2.0,1,5
+1555,3.0,2,11,31,54,2015,1,1980,1.0,1.0,1.0,4.0,10000.0,1.0,200.0,170,140,4.0,4.0,4.0,2,4.0,2.0,3.0,2.0,2.0,1,20000.0,6.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,3
+1556,4.0,1,24,72,112,2015,2,1964,1.0,1.0,1.0,8.0,40000.0,1.0,78.0,163,116,4.0,5.0,5.0,5,2.0,3.0,3.0,2.0,3.0,1,120000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+1557,5.0,2,29,83,126,2015,1,1966,1.0,0.0,1.0,4.0,40000.0,1.0,120.0,170,170,4.0,5.0,4.0,1,3.0,3.0,2.0,4.0,7.0,1,80000.0,3.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,5
+1558,4.0,1,21,62,98,2015,2,1964,8.0,1.0,1.0,3.0,10000.0,1.0,300.0,150,100,2.0,3.0,3.0,2,3.0,4.0,1.0,2.0,5.0,4,20000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+1559,4.0,1,7,18,40,2015,1,1955,1.0,1.0,1.0,7.0,50000.0,1.0,60.0,170,150,3.0,4.0,4.0,5,2.0,4.0,4.0,2.0,5.0,1,100000.0,2.0,2.0,1.0,1.0,3,2.0,2.0,2.0,2.0,3,5
+1560,4.0,1,22,65,104,2015,1,1940,1.0,1.0,1.0,3.0,20000.0,4.0,50.0,162,145,2.0,5.0,5.0,2,1.0,4.0,3.0,4.0,5.0,5,30000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,3
+1561,4.0,2,22,65,103,2015,1,1936,1.0,1.0,1.0,3.0,4000.0,4.0,80.0,165,110,3.0,3.0,3.0,1,3.0,4.0,1.0,4.0,5.0,4,7000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,4,2
+1562,4.0,2,5,10,26,2015,1,1995,1.0,1.0,1.0,10.0,0.0,1.0,70.0,170,170,5.0,5.0,5.0,1,3.0,3.0,4.0,3.0,5.0,6,80000.0,3.0,3.0,1.0,2.0,1,2.0,2.0,5.0,2.0,1,1
+1563,4.0,1,31,88,133,2015,1,1977,1.0,1.0,1.0,4.0,20000.0,1.0,72.0,165,152,4.0,2.0,4.0,1,4.0,4.0,2.0,1.0,2.0,2,20000.0,4.0,2.0,2.0,1.0,3,2.0,1.0,4.0,2.0,2,3
+1564,5.0,2,23,68,108,2015,2,1950,1.0,1.0,1.0,1.0,1300.0,1.0,100.0,157,134,5.0,4.0,3.0,1,2.0,2.0,1.0,2.0,6.0,3,25000.0,4.0,3.0,1.0,2.0,3,3.0,1.0,5.0,2.0,4,2
+1565,4.0,2,24,71,111,2015,2,1965,1.0,0.0,8.0,3.0,40000.0,1.0,330.0,156,126,2.0,3.0,3.0,1,3.0,3.0,2.0,3.0,5.0,1,100000.0,3.0,4.0,2.0,2.0,3,2.0,1.0,4.0,2.0,3,5
+1566,4.0,1,27,80,120,2015,1,1942,1.0,1.0,1.0,3.0,20000.0,1.0,72.0,165,140,4.0,5.0,4.0,2,4.0,4.0,1.0,4.0,6.0,5,80000.0,5.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,3
+1567,5.0,2,18,54,88,2015,1,1958,1.0,1.0,1.0,7.0,15000.0,1.0,200.0,170,160,5.0,5.0,5.0,1,3.0,3.0,2.0,5.0,5.0,3,15000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+1568,4.0,1,17,49,82,2015,2,1965,1.0,1.0,1.0,6.0,20000.0,1.0,120.0,163,140,4.0,5.0,3.0,2,3.0,5.0,4.0,2.0,6.0,5,200000.0,3.0,4.0,2.0,1.0,3,2.0,2.0,4.0,2.0,3,3
+1569,4.0,2,17,49,82,2015,1,1937,1.0,1.0,1.0,4.0,40000.0,4.0,120.0,172,126,5.0,4.0,4.0,4,1.0,4.0,1.0,4.0,7.0,5,40000.0,1.0,4.0,1.0,2.0,7,1.0,1.0,3.0,2.0,4,5
+1570,4.0,2,5,9,25,2015,2,1973,1.0,0.0,1.0,3.0,4000.0,1.0,977.0,167,125,4.0,4.0,4.0,1,3.0,3.0,1.0,3.0,5.0,3,8000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,2
+1571,5.0,1,17,48,80,2015,2,1986,1.0,1.0,1.0,10.0,30000.0,1.0,108.0,160,100,5.0,5.0,4.0,4,5.0,4.0,4.0,4.0,7.0,1,80000.0,4.0,3.0,6.0,1.0,3,2.0,1.0,4.0,2.0,1,4
+1572,4.0,1,6,17,33,2015,1,1954,1.0,1.0,1.0,3.0,10000.0,1.0,120.0,167,140,4.0,4.0,4.0,1,3.0,4.0,1.0,4.0,5.0,5,100000.0,6.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+1573,3.0,2,5,11,27,2015,2,1954,1.0,0.0,1.0,3.0,7000.0,1.0,80.0,170,149,2.0,3.0,4.0,1,5.0,4.0,1.0,3.0,1.0,4,7000.0,1.0,2.0,3.0,2.0,5,3.0,2.0,2.0,3.0,3,2
+1574,4.0,1,15,41,72,2015,1,1985,1.0,1.0,1.0,12.0,35000.0,4.0,110.0,177,140,5.0,5.0,4.0,5,4.0,2.0,2.0,4.0,5.0,1,50000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,4
+1575,4.0,1,12,32,56,2015,1,1994,1.0,1.0,1.0,12.0,0.0,2.0,70.0,176,120,4.0,4.0,4.0,5,3.0,3.0,4.0,2.0,2.0,5,20000.0,2.0,2.0,1.0,2.0,1,3.0,2.0,4.0,2.0,1,1
+1576,4.0,1,10,26,48,2015,1,1995,4.0,0.0,6.0,12.0,800.0,2.0,107.0,178,130,5.0,5.0,4.0,2,3.0,4.0,4.0,4.0,4.0,6,100000.0,3.0,3.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,1
+1577,1.0,2,8,19,41,2015,2,1987,4.0,0.0,1.0,3.0,4000.0,1.0,100.0,168,128,3.0,3.0,2.0,1,2.0,4.0,1.0,1.0,1.0,5,10000.0,2.0,1.0,1.0,2.0,2,3.0,2.0,2.0,3.0,1,2
+1578,5.0,1,27,80,120,2015,2,1973,1.0,1.0,1.0,12.0,30000.0,1.0,110.0,165,130,5.0,5.0,5.0,2,4.0,5.0,3.0,4.0,5.0,1,60000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,4
+1579,5.0,1,5,11,27,2015,1,1946,1.0,1.0,1.0,3.0,25200.0,1.0,52.7,168,140,5.0,5.0,3.0,5,1.0,4.0,1.0,2.0,5.0,5,44400.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+1580,5.0,1,1,1,3,2015,1,1950,1.0,1.0,1.0,4.0,38400.0,1.0,98.0,174,130,3.0,4.0,5.0,5,2.0,3.0,2.0,4.0,5.0,5,70000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,4
+1581,4.0,2,22,65,103,2015,1,1965,1.0,1.0,1.0,6.0,50000.0,4.0,140.0,170,130,4.0,4.0,4.0,1,3.0,3.0,2.0,3.0,5.0,1,150000.0,1.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,3,5
+1582,5.0,1,17,49,82,2015,2,1966,1.0,1.0,1.0,4.0,19855.0,1.0,120.0,160,120,4.0,4.0,5.0,1,4.0,4.0,2.0,1.0,5.0,1,46862.0,7.0,3.0,2.0,2.0,3,2.0,2.0,4.0,3.0,3,3
+1583,4.0,2,9,21,43,2015,2,1953,1.0,1.0,1.0,1.0,3000.0,1.0,70.0,160,100,4.0,3.0,4.0,1,3.0,3.0,2.0,4.0,5.0,3,8000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,2
+1584,4.0,2,13,35,65,2015,2,1957,6.0,0.0,2.0,3.0,2000.0,1.0,240.0,160,120,2.0,2.0,4.0,1,4.0,3.0,1.0,4.0,1.0,4,2000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,3,2
+1585,4.0,1,7,18,35,2015,1,1949,1.0,1.0,1.0,12.0,120000.0,4.0,160.0,165,130,4.0,5.0,5.0,5,1.0,4.0,4.0,4.0,7.0,5,160000.0,2.0,4.0,1.0,2.0,3,1.0,2.0,4.0,2.0,4,5
+1586,5.0,2,27,77,117,2015,1,1957,1.0,1.0,1.0,3.0,2000.0,1.0,68.0,160,140,3.0,3.0,2.0,1,5.0,5.0,1.0,3.0,1.0,2,4000.0,2.0,1.0,1.0,2.0,3,3.0,3.0,3.0,3.0,3,2
+1587,4.0,1,15,39,70,2015,2,1935,1.0,1.0,1.0,3.0,36000.0,1.0,470.0,163,110,4.0,2.0,3.0,2,2.0,2.0,2.0,3.0,5.0,5,100000.0,4.0,3.0,2.0,2.0,7,2.0,2.0,3.0,2.0,4,4
+1588,5.0,2,23,68,108,2015,1,1950,1.0,1.0,1.0,1.0,8100.0,1.0,240.0,167,110,2.0,5.0,4.0,1,2.0,3.0,1.0,4.0,6.0,2,30000.0,6.0,2.0,1.0,2.0,3,2.0,1.0,4.0,1.0,4,2
+1589,4.0,2,2,3,10,2015,1,1957,1.0,1.0,2.0,1.0,10000.0,1.0,80.0,160,120,4.0,3.0,3.0,1,3.0,1.0,1.0,3.0,2.0,3,20000.0,4.0,2.0,1.0,2.0,3,2.0,2.0,2.0,2.0,3,3
+1590,2.0,2,18,52,86,2015,2,1954,1.0,1.0,1.0,1.0,0.0,1.0,200.0,160,120,2.0,2.0,2.0,1,5.0,5.0,1.0,2.0,2.0,3,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+1591,4.0,1,27,78,118,2015,2,1988,1.0,1.0,1.0,13.0,0.0,1.0,50.0,160,92,4.0,5.0,5.0,2,2.0,3.0,4.0,4.0,5.0,1,0.0,1.0,2.0,1.0,2.0,1,2.0,2.0,4.0,3.0,1,1
+1592,4.0,2,29,83,126,2015,2,1968,1.0,1.0,1.0,6.0,90000.0,1.0,110.0,165,120,4.0,4.0,4.0,1,3.0,2.0,2.0,4.0,6.0,1,120000.0,2.0,3.0,1.0,2.0,3,1.0,1.0,4.0,2.0,2,5
+1593,2.0,1,22,66,106,2015,1,1983,1.0,1.0,1.0,7.0,40000.0,1.0,110.0,177,120,2.0,4.0,2.0,1,2.0,2.0,2.0,1.0,4.0,1,80000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,3.0,3.0,1,5
+1594,4.0,2,21,64,100,2015,1,1957,1.0,1.0,1.0,9.0,50000.0,4.0,310.0,180,125,4.0,4.0,3.0,2,3.0,4.0,1.0,2.0,5.0,1,100000.0,4.0,3.0,2.0,2.0,3,1.0,1.0,3.0,3.0,3,5
+1595,4.0,2,6,14,30,2015,2,1937,1.0,1.0,1.0,2.0,18000.0,1.0,40.0,158,40,2.0,2.0,4.0,1,3.0,3.0,1.0,4.0,6.0,4,18000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,2.0,4,3
+1596,4.0,1,7,18,38,2015,1,1959,1.0,1.0,1.0,6.0,2544.0,1.0,60.0,170,120,4.0,5.0,5.0,2,1.0,4.0,3.0,4.0,4.0,5,20000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,2
+1597,5.0,2,13,35,65,2015,1,1949,6.0,1.0,1.0,4.0,36000.0,4.0,240.0,156,100,4.0,4.0,4.0,2,5.0,5.0,2.0,4.0,6.0,2,40000.0,5.0,3.0,1.0,2.0,3,1.0,2.0,3.0,2.0,4,4
+1598,4.0,2,5,8,23,2015,2,1966,1.0,1.0,1.0,3.0,10000.0,1.0,77.0,155,122,4.0,5.0,4.0,1,3.0,3.0,1.0,4.0,4.0,1,80000.0,5.0,2.0,1.0,2.0,3,3.0,3.0,5.0,2.0,3,3
+1599,4.0,1,21,64,102,2015,2,1944,1.0,1.0,1.0,3.0,0.0,1.0,300.0,150,115,4.0,3.0,3.0,2,2.0,4.0,1.0,3.0,1.0,4,0.0,1.0,3.0,1.0,2.0,4,2.0,1.0,3.0,2.0,4,1
+1600,3.0,1,7,18,37,2015,2,1947,1.0,1.0,1.0,7.0,36000.0,1.0,70.0,150,110,3.0,3.0,2.0,2,1.0,1.0,1.0,3.0,3.0,5,72000.0,2.0,2.0,1.0,2.0,7,3.0,2.0,4.0,3.0,4,4
+1601,4.0,2,22,66,105,2015,2,1945,1.0,1.0,1.0,3.0,4902.0,1.0,250.0,156,120,4.0,5.0,4.0,1,2.0,4.0,1.0,4.0,1.0,3,7000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,3.0,2.0,4,2
+1602,4.0,1,22,65,104,2015,1,1965,1.0,0.0,2.0,6.0,48000.0,1.0,70.0,162,110,5.0,3.0,4.0,1,5.0,2.0,2.0,2.0,3.0,1,80000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,5
+1603,3.0,1,6,13,29,2015,2,1959,1.0,1.0,1.0,3.0,24000.0,1.0,90.0,150,120,3.0,4.0,3.0,5,3.0,3.0,2.0,3.0,6.0,5,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+1604,1.0,1,5,8,23,2015,2,1956,1.0,1.0,1.0,6.0,5000.0,1.0,60.0,174,140,2.0,3.0,3.0,2,3.0,2.0,2.0,2.0,1.0,1,10000.0,2.0,1.0,0.0,2.0,3,3.0,3.0,4.0,3.0,3,2
+1605,4.0,1,10,27,49,2015,1,1993,1.0,0.0,8.0,12.0,20000.0,1.0,120.0,180,140,5.0,4.0,4.0,2,3.0,4.0,5.0,4.0,5.0,5,100000.0,3.0,3.0,1.0,2.0,1,2.0,1.0,4.0,3.0,1,3
+1606,5.0,2,5,9,25,2015,1,1972,1.0,0.0,3.0,4.0,30000.0,1.0,88.0,168,140,5.0,5.0,5.0,1,2.0,2.0,1.0,4.0,2.0,3,60000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+1607,2.0,1,4,7,14,2015,1,1985,1.0,1.0,1.0,4.0,36000.0,1.0,10.0,175,150,4.0,5.0,5.0,1,3.0,3.0,3.0,2.0,1.0,1,80000.0,1.0,1.0,1.0,2.0,3,3.0,2.0,5.0,3.0,1,4
+1608,3.0,1,5,8,23,2015,1,1959,1.0,1.0,1.0,10.0,30000.0,4.0,64.0,174,126,3.0,4.0,4.0,2,4.0,3.0,2.0,2.0,3.0,1,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,4
+1609,3.0,1,19,57,91,2015,1,1963,1.0,0.0,1.0,7.0,60000.0,1.0,43.0,176,126,3.0,3.0,3.0,5,2.0,4.0,2.0,3.0,4.0,1,60000.0,2.0,2.0,1.0,2.0,6,3.0,2.0,3.0,3.0,3,5
+1610,4.0,1,16,46,77,2015,2,1986,1.0,1.0,1.0,1.0,3292.0,1.0,70.0,155,83,3.0,4.0,4.0,1,1.0,3.0,1.0,3.0,4.0,5,48283.0,4.0,2.0,0.0,2.0,3,3.0,2.0,4.0,2.0,1,2
+1611,4.0,1,16,45,76,2015,2,1955,1.0,1.0,1.0,1.0,0.0,1.0,80.0,155,100,1.0,2.0,3.0,2,2.0,4.0,1.0,3.0,1.0,5,20000.0,3.0,1.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,1
+1612,4.0,1,7,18,35,2015,1,1970,1.0,1.0,1.0,4.0,25000.0,1.0,120.0,178,170,4.0,5.0,4.0,1,1.0,3.0,2.0,2.0,1.0,1,25000.0,2.0,2.0,1.0,2.0,6,3.0,2.0,4.0,2.0,2,4
+1613,4.0,1,6,13,29,2015,2,1968,1.0,1.0,2.0,4.0,15000.0,1.0,300.0,150,86,5.0,4.0,4.0,1,3.0,3.0,1.0,4.0,5.0,1,30000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+1614,4.0,2,16,47,79,2015,1,1980,1.0,1.0,1.0,4.0,40000.0,1.0,260.0,169,130,4.0,5.0,5.0,1,2.0,2.0,2.0,4.0,4.0,3,50000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0,2,5
+1615,2.0,1,29,82,125,2015,2,1990,1.0,1.0,1.0,7.0,0.0,1.0,18.0,160,105,4.0,5.0,5.0,1,3.0,3.0,3.0,3.0,9.0,6,14000.0,2.0,2.0,0.0,2.0,3,1.0,2.0,4.0,2.0,1,1
+1616,4.0,2,10,24,46,2015,2,1984,4.0,0.0,4.0,3.0,0.0,1.0,70.0,167,140,5.0,5.0,5.0,1,4.0,4.0,3.0,4.0,5.0,3,50000.0,4.0,3.0,0.0,1.0,3,2.0,2.0,3.0,2.0,1,1
+1617,4.0,2,9,20,42,2015,1,1990,1.0,1.0,1.0,4.0,45000.0,1.0,350.0,170,120,4.0,4.0,4.0,1,4.0,4.0,2.0,4.0,5.0,1,100000.0,4.0,4.0,1.0,1.0,1,2.0,1.0,4.0,2.0,1,5
+1618,2.0,1,16,45,76,2015,2,1940,1.0,0.0,6.0,1.0,2400.0,1.0,120.0,150,130,2.0,3.0,3.0,2,3.0,4.0,1.0,2.0,4.0,1,30000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,4,2
+1619,4.0,1,12,34,64,2015,1,1984,1.0,1.0,2.0,11.0,205051.0,2.0,110.0,174,140,4.0,4.0,4.0,5,2.0,3.0,3.0,4.0,6.0,1,175552.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,1,5
+1620,5.0,1,7,18,36,2015,2,1937,1.0,0.0,1.0,1.0,25200.0,1.0,25.0,154,160,4.0,4.0,5.0,2,1.0,3.0,1.0,1.0,4.0,5,30000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,1.0,4,4
+1621,3.0,2,2,2,9,2015,1,1941,8.0,1.0,1.0,7.0,720.0,1.0,400.0,167,116,5.0,4.0,4.0,1,5.0,5.0,3.0,2.0,2.0,5,60521.0,4.0,4.0,1.0,2.0,5,3.0,2.0,3.0,4.0,4,1
+1622,4.0,2,13,37,68,2015,2,1989,1.0,1.0,1.0,11.0,0.0,1.0,500.0,163,100,5.0,5.0,5.0,1,3.0,4.0,2.0,4.0,7.0,1,110103.0,3.0,3.0,1.0,2.0,1,1.0,2.0,3.0,2.0,1,1
+1623,4.0,1,7,18,35,2015,1,1990,1.0,1.0,1.0,4.0,30000.0,1.0,14.0,185,190,5.0,5.0,5.0,1,3.0,3.0,1.0,4.0,5.0,1,30000.0,3.0,3.0,0.0,2.0,3,3.0,2.0,4.0,2.0,1,4
+1624,4.0,2,22,66,105,2015,2,1966,1.0,1.0,1.0,4.0,2000.0,1.0,130.0,156,110,1.0,2.0,2.0,1,3.0,2.0,1.0,3.0,3.0,3,70000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,2
+1625,4.0,1,6,17,33,2015,1,1953,1.0,1.0,1.0,4.0,100000.0,1.0,120.0,171,160,4.0,3.0,3.0,5,3.0,3.0,2.0,4.0,6.0,1,100000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,3,5
+1626,4.0,1,12,32,55,2015,1,1949,1.0,1.0,1.0,9.0,60000.0,4.0,120.0,160,130,5.0,5.0,5.0,5,3.0,3.0,3.0,4.0,5.0,5,100000.0,2.0,4.0,1.0,2.0,3,1.0,2.0,5.0,2.0,4,5
+1627,4.0,2,5,8,24,2015,1,1958,1.0,1.0,2.0,3.0,20000.0,1.0,80.0,180,170,5.0,5.0,4.0,1,3.0,3.0,2.0,4.0,1.0,3,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+1628,4.0,1,4,7,14,2015,2,1995,1.0,1.0,1.0,10.0,120339.0,2.0,50.0,164,120,5.0,5.0,2.0,5,4.0,4.0,4.0,3.0,5.0,1,100000.0,3.0,3.0,1.0,1.0,1,2.0,1.0,4.0,2.0,1,5
+1629,2.0,1,21,63,99,2015,2,1935,1.0,1.0,1.0,1.0,30000.0,1.0,40.0,160,130,1.0,1.0,1.0,4,2.0,5.0,1.0,4.0,3.0,5,60000.0,2.0,2.0,0.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+1630,5.0,2,11,30,53,2015,2,1966,1.0,1.0,1.0,4.0,0.0,1.0,150.0,162,160,5.0,5.0,4.0,1,4.0,4.0,2.0,5.0,5.0,5,80000.0,5.0,4.0,1.0,1.0,3,2.0,3.0,5.0,2.0,3,1
+1631,4.0,2,21,64,100,2015,1,1968,1.0,1.0,1.0,4.0,35000.0,1.0,200.0,166,116,4.0,5.0,5.0,4,4.0,5.0,1.0,4.0,4.0,1,60000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,2,4
+1632,5.0,2,17,50,83,2015,2,1962,1.0,1.0,1.0,3.0,8000.0,1.0,240.0,178,105,5.0,5.0,5.0,1,4.0,3.0,1.0,5.0,6.0,4,8000.0,4.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,3,2
+1633,4.0,2,6,14,30,2015,1,1953,1.0,1.0,1.0,3.0,4000.0,1.0,120.0,150,70,3.0,4.0,4.0,1,2.0,2.0,1.0,4.0,3.0,3,20000.0,3.0,3.0,1.0,2.0,7,3.0,1.0,3.0,2.0,3,2
+1634,4.0,1,21,63,99,2015,2,1977,1.0,1.0,1.0,4.0,24000.0,1.0,87.0,165,55,3.0,3.0,3.0,1,3.0,3.0,2.0,4.0,4.0,1,150000.0,4.0,3.0,2.0,1.0,3,2.0,1.0,3.0,2.0,2,4
+1635,4.0,1,18,51,84,2015,1,1952,1.0,1.0,1.0,6.0,20000.0,1.0,80.0,170,130,5.0,5.0,5.0,2,2.0,3.0,2.0,2.0,5.0,1,20000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+1636,3.0,1,29,82,124,2015,2,1974,1.0,1.0,1.0,3.0,0.0,1.0,25.0,160,120,3.0,4.0,3.0,1,3.0,4.0,2.0,4.0,4.0,6,30000.0,4.0,1.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,1
+1637,4.0,1,10,26,48,2015,2,1953,1.0,1.0,1.0,3.0,0.0,1.0,60.0,166,120,4.0,4.0,4.0,2,3.0,4.0,2.0,4.0,3.0,4,30000.0,4.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,3,1
+1638,4.0,2,2,5,12,2015,1,1951,1.0,1.0,1.0,3.0,0.0,1.0,86.0,168,130,4.0,4.0,4.0,1,3.0,3.0,1.0,4.0,6.0,4,30000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,1
+1639,5.0,1,13,37,68,2015,1,1983,1.0,1.0,1.0,7.0,15000.0,1.0,40.0,162,110,4.0,3.0,3.0,4,2.0,4.0,1.0,1.0,5.0,1,20000.0,3.0,2.0,0.0,2.0,3,3.0,1.0,3.0,3.0,1,3
+1640,4.0,1,22,65,103,2015,2,1975,1.0,1.0,1.0,4.0,20000.0,1.0,500.0,160,102,4.0,5.0,4.0,1,5.0,4.0,1.0,3.0,5.0,1,100000.0,3.0,4.0,2.0,1.0,3,2.0,1.0,4.0,2.0,2,3
+1641,4.0,1,21,64,102,2015,2,1945,1.0,1.0,2.0,4.0,7000.0,1.0,120.0,157,110,3.0,4.0,4.0,2,4.0,4.0,2.0,4.0,5.0,4,15000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,4,2
+1642,4.0,2,2,2,9,2015,2,1966,8.0,1.0,1.0,4.0,5000.0,1.0,200.0,160,102,4.0,4.0,3.0,1,5.0,4.0,2.0,3.0,5.0,3,30000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,2
+1643,4.0,1,3,6,13,2015,1,1980,3.0,1.0,1.0,4.0,75000.0,1.0,60.0,170,140,5.0,5.0,4.0,5,4.0,1.0,2.0,2.0,3.0,1,75000.0,2.0,1.0,1.0,2.0,1,2.0,1.0,3.0,2.0,2,5
+1644,4.0,1,12,32,61,2015,2,1979,1.0,1.0,4.0,10.0,24000.0,2.0,40.0,158,115,4.0,5.0,4.0,2,2.0,2.0,4.0,1.0,4.0,1,65645.0,2.0,2.0,0.0,2.0,3,3.0,3.0,4.0,3.0,2,4
+1645,3.0,1,22,65,104,2015,1,1966,1.0,1.0,2.0,4.0,20000.0,1.0,70.0,160,146,3.0,5.0,5.0,5,3.0,4.0,2.0,4.0,4.0,5,30000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,5.0,4.0,3,3
+1646,4.0,1,17,50,83,2015,2,1976,1.0,1.0,1.0,11.0,70000.0,1.0,200.0,158,130,4.0,5.0,3.0,4,2.0,4.0,4.0,3.0,6.0,1,150000.0,3.0,4.0,2.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+1647,4.0,2,27,80,120,2015,1,1953,1.0,1.0,1.0,3.0,5000.0,1.0,72.0,170,147,3.0,4.0,4.0,1,3.0,4.0,2.0,2.0,6.0,4,25000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+1648,4.0,1,1,1,8,2015,1,1940,1.0,1.0,1.0,13.0,60000.0,3.0,100.0,180,148,4.0,4.0,5.0,2,3.0,4.0,4.0,4.0,6.0,5,120000.0,2.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,4,5
+1649,3.0,2,18,51,84,2015,2,1941,1.0,1.0,1.0,1.0,0.0,1.0,150.0,155,105,2.0,4.0,3.0,1,3.0,2.0,2.0,4.0,5.0,3,50000.0,3.0,2.0,1.0,2.0,7,2.0,3.0,3.0,3.0,4,1
+1650,3.0,1,16,47,79,2015,2,1959,1.0,1.0,1.0,1.0,4000.0,1.0,220.0,144,90,3.0,3.0,3.0,1,3.0,2.0,1.0,3.0,3.0,3,10000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,3,2
+1651,4.0,1,4,7,20,2015,1,1973,3.0,1.0,1.0,13.0,150000.0,4.0,62.0,170,140,4.0,3.0,4.0,5,4.0,5.0,4.0,4.0,6.0,1,200000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+1652,3.0,2,21,61,97,2015,2,1939,1.0,0.0,1.0,1.0,400.0,1.0,120.0,160,92,3.0,3.0,3.0,1,4.0,4.0,1.0,4.0,5.0,3,40000.0,2.0,3.0,2.0,2.0,7,2.0,1.0,4.0,2.0,4,1
+1653,3.0,1,22,65,104,2015,2,1951,1.0,1.0,1.0,3.0,10800.0,1.0,30.0,155,140,2.0,2.0,3.0,2,2.0,5.0,1.0,3.0,5.0,5,10800.0,3.0,3.0,2.0,2.0,3,3.0,2.0,4.0,2.0,3,3
+1654,3.0,1,21,64,102,2015,2,1970,4.0,0.0,2.0,4.0,0.0,1.0,120.0,155,150,2.0,3.0,3.0,2,3.0,4.0,3.0,3.0,5.0,5,10000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,1
+1655,4.0,2,16,47,79,2015,2,1981,1.0,1.0,1.0,4.0,2500.0,1.0,300.0,155,100,3.0,3.0,3.0,1,3.0,3.0,1.0,2.0,3.0,4,10000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,2
+1656,4.0,1,13,36,67,2015,2,1995,6.0,1.0,1.0,7.0,100000.0,1.0,60.0,157,115,2.0,2.0,3.0,1,2.0,4.0,4.0,5.0,4.0,1,150000.0,1.0,2.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,5
+1657,3.0,1,16,46,77,2015,1,1989,1.0,1.0,1.0,4.0,12000.0,1.0,348.0,170,115,3.0,4.0,2.0,4,3.0,2.0,2.0,4.0,4.0,5,91730.0,6.0,3.0,2.0,1.0,3,2.0,1.0,3.0,2.0,1,3
+1658,4.0,1,27,79,119,2015,2,1978,1.0,1.0,1.0,10.0,24000.0,1.0,53.0,153,95,4.0,3.0,5.0,4,2.0,5.0,2.0,2.0,5.0,1,60000.0,4.0,2.0,1.0,1.0,3,3.0,2.0,4.0,3.0,2,4
+1659,4.0,1,27,77,117,2015,2,1958,1.0,1.0,1.0,4.0,21000.0,1.0,55.0,160,130,3.0,4.0,3.0,5,2.0,3.0,2.0,1.0,4.0,5,40000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+1660,4.0,2,10,24,46,2015,1,1984,1.0,1.0,1.0,4.0,40000.0,1.0,50.0,175,160,5.0,5.0,5.0,1,2.0,2.0,1.0,3.0,5.0,5,40000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,5
+1661,4.0,2,28,81,121,2015,1,1962,1.0,1.0,1.0,3.0,2000.0,1.0,120.0,160,140,3.0,3.0,4.0,1,2.0,3.0,1.0,4.0,2.0,3,20000.0,2.0,2.0,2.0,2.0,3,3.0,1.0,5.0,3.0,3,2
+1662,4.0,1,11,31,54,2015,1,1987,1.0,1.0,4.0,12.0,30000.0,4.0,95.0,175,140,5.0,4.0,4.0,2,3.0,3.0,3.0,2.0,6.0,1,60000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,1,4
+1663,4.0,2,5,11,27,2015,2,1975,1.0,1.0,1.0,3.0,15000.0,1.0,120.0,167,150,5.0,4.0,3.0,1,1.0,4.0,1.0,1.0,5.0,1,35000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,2,3
+1664,2.0,1,5,8,23,2015,1,1946,1.0,1.0,1.0,4.0,25000.0,1.0,54.0,170,65,3.0,3.0,3.0,2,3.0,3.0,2.0,2.0,1.0,5,30000.0,2.0,2.0,0.0,2.0,3,3.0,1.0,4.0,2.0,4,4
+1665,4.0,1,24,71,111,2015,1,1969,1.0,1.0,4.0,10.0,30000.0,1.0,180.0,161,100,3.0,4.0,4.0,2,3.0,3.0,5.0,2.0,7.0,1,60000.0,1.0,4.0,3.0,2.0,3,2.0,1.0,2.0,4.0,2,4
+1666,4.0,1,4,7,19,2015,1,1953,1.0,1.0,1.0,4.0,40000.0,1.0,100.0,181,140,3.0,4.0,3.0,2,4.0,4.0,2.0,2.0,5.0,5,113775.0,2.0,3.0,1.0,1.0,4,2.0,2.0,3.0,3.0,3,5
+1667,3.0,1,12,32,55,2015,1,1983,1.0,1.0,1.0,10.0,50000.0,1.0,50.0,178,150,4.0,4.0,3.0,1,3.0,3.0,3.0,2.0,3.0,1,100000.0,2.0,3.0,0.0,2.0,3,2.0,2.0,3.0,3.0,1,5
+1668,4.0,2,22,65,104,2015,2,1966,1.0,1.0,1.0,3.0,0.0,1.0,150.0,160,110,5.0,5.0,3.0,1,3.0,4.0,1.0,4.0,8.0,6,100000.0,5.0,4.0,2.0,2.0,3,2.0,1.0,2.0,2.0,3,1
+1669,3.0,1,1,1,2,2015,2,1963,1.0,1.0,1.0,4.0,30000.0,1.0,38.0,169,130,3.0,3.0,3.0,5,2.0,2.0,2.0,2.0,4.0,5,90000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,4
+1670,4.0,2,6,14,30,2015,2,1995,1.0,1.0,1.0,12.0,1785.0,2.0,80.0,168,100,4.0,5.0,4.0,1,4.0,4.0,4.0,2.0,5.0,6,20000.0,4.0,2.0,1.0,2.0,1,3.0,2.0,4.0,2.0,1,2
+1671,5.0,1,15,42,73,2015,2,1966,1.0,1.0,1.0,4.0,60000.0,1.0,90.0,174,140,5.0,5.0,5.0,2,2.0,2.0,2.0,4.0,6.0,1,150000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,5
+1672,4.0,1,19,56,90,2015,2,1977,1.0,1.0,1.0,6.0,50000.0,1.0,60.0,160,96,4.0,5.0,5.0,5,3.0,3.0,2.0,2.0,5.0,1,150000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,5
+1673,4.0,1,29,82,124,2015,2,1995,1.0,1.0,1.0,6.0,0.0,2.0,35.0,165,106,5.0,5.0,3.0,1,4.0,4.0,4.0,4.0,3.0,6,30000.0,4.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,1
+1674,4.0,2,18,51,84,2015,1,1991,1.0,1.0,1.0,4.0,30000.0,2.0,300.0,170,120,4.0,4.0,5.0,1,4.0,5.0,2.0,2.0,5.0,1,60000.0,7.0,3.0,1.0,2.0,1,3.0,2.0,3.0,2.0,1,4
+1675,4.0,1,21,61,97,2015,2,1944,1.0,1.0,1.0,3.0,5760.0,1.0,200.0,160,105,4.0,4.0,4.0,2,5.0,4.0,1.0,2.0,5.0,3,98000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,2
+1676,4.0,1,2,2,9,2015,1,1946,8.0,1.0,1.0,1.0,0.0,1.0,200.0,169,110,5.0,4.0,4.0,1,2.0,4.0,2.0,4.0,4.0,3,20000.0,5.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,4,1
+1677,5.0,1,4,7,15,2015,2,1968,1.0,1.0,1.0,9.0,30000.0,4.0,196.0,168,154,3.0,5.0,5.0,1,2.0,3.0,3.0,2.0,6.0,1,70000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0,2,4
+1678,4.0,1,12,32,59,2015,1,1979,1.0,1.0,1.0,11.0,40000.0,1.0,75.0,175,125,4.0,5.0,5.0,5,3.0,3.0,3.0,2.0,5.0,1,60000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+1679,5.0,2,29,84,127,2015,1,1944,1.0,1.0,1.0,3.0,30000.0,1.0,120.0,174,140,4.0,4.0,4.0,4,4.0,4.0,1.0,4.0,4.0,2,30000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,4.0,1.0,4,4
+1680,4.0,1,7,18,34,2015,2,1963,1.0,1.0,1.0,6.0,40000.0,1.0,80.0,168,160,3.0,4.0,4.0,5,2.0,2.0,1.0,3.0,3.0,5,96000.0,3.0,2.0,1.0,2.0,4,3.0,2.0,4.0,3.0,3,5
+1681,3.0,1,18,53,87,2015,1,1985,1.0,1.0,1.0,6.0,40000.0,1.0,90.0,176,140,4.0,4.0,5.0,2,1.0,2.0,2.0,2.0,5.0,5,40000.0,2.0,2.0,1.0,2.0,7,3.0,3.0,3.0,2.0,1,5
+1682,3.0,2,21,64,101,2015,1,1961,1.0,1.0,1.0,6.0,6000.0,1.0,300.0,156,120,3.0,5.0,4.0,1,4.0,3.0,1.0,3.0,1.0,4,10000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,5.0,3.0,3,2
+1683,4.0,1,12,32,60,2015,1,1964,1.0,1.0,1.0,4.0,40000.0,1.0,45.0,160,135,4.0,4.0,4.0,1,3.0,2.0,1.0,2.0,5.0,1,40000.0,2.0,2.0,0.0,2.0,3,2.0,2.0,4.0,3.0,3,5
+1684,5.0,1,4,7,19,2015,2,1966,1.0,1.0,1.0,6.0,50000.0,1.0,64.0,159,120,4.0,4.0,5.0,2,4.0,4.0,2.0,4.0,6.0,5,100000.0,2.0,2.0,0.0,2.0,3,2.0,2.0,5.0,2.0,3,5
+1685,5.0,2,19,56,90,2015,2,1955,1.0,1.0,1.0,1.0,10000.0,1.0,220.0,161,150,3.0,3.0,5.0,1,3.0,4.0,1.0,3.0,7.0,1,20000.0,2.0,3.0,3.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+1686,4.0,2,28,81,122,2015,1,1965,1.0,1.0,1.0,3.0,30000.0,1.0,150.0,162,113,4.0,4.0,4.0,1,4.0,4.0,2.0,4.0,4.0,5,50000.0,1.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,3,4
+1687,4.0,2,9,23,45,2015,1,1968,1.0,1.0,1.0,1.0,30000.0,1.0,130.0,167,128,2.0,2.0,4.0,1,2.0,2.0,1.0,5.0,6.0,3,30000.0,2.0,2.0,1.0,2.0,1,3.0,2.0,3.0,2.0,2,4
+1688,5.0,2,13,36,66,2015,1,1941,8.0,0.0,4.0,1.0,4850.0,1.0,80.0,150,90,3.0,2.0,4.0,1,4.0,4.0,1.0,5.0,10.0,5,4750.0,1.0,4.0,0.0,2.0,1,1.0,1.0,3.0,2.0,4,2
+1689,4.0,2,10,27,50,2015,2,1978,1.0,1.0,1.0,3.0,30000.0,1.0,120.0,160,120,4.0,4.0,4.0,1,3.0,3.0,1.0,3.0,4.0,5,70000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,2,4
+1690,3.0,1,7,18,37,2015,2,1959,1.0,1.0,1.0,6.0,24000.0,1.0,51.0,156,120,3.0,3.0,4.0,5,5.0,5.0,1.0,2.0,5.0,5,94000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+1691,4.0,1,15,39,70,2015,2,1930,1.0,1.0,1.0,3.0,35264.0,1.0,70.0,166,100,4.0,3.0,3.0,5,3.0,3.0,3.0,4.0,5.0,5,52961.0,1.0,2.0,1.0,2.0,7,2.0,2.0,3.0,2.0,5,4
+1692,2.0,2,4,7,22,2015,2,1959,1.0,1.0,2.0,3.0,0.0,1.0,40.0,152,112,3.0,1.0,2.0,1,3.0,4.0,2.0,1.0,1.0,1,0.0,2.0,2.0,1.0,2.0,3,2.0,3.0,4.0,3.0,3,1
+1693,4.0,1,13,36,67,2015,1,1995,1.0,1.0,1.0,7.0,100000.0,2.0,30.0,175,110,4.0,5.0,4.0,1,3.0,4.0,2.0,4.0,5.0,1,109611.0,1.0,2.0,1.0,2.0,1,2.0,2.0,2.0,2.0,1,5
+1694,3.0,2,29,83,126,2015,1,1951,1.0,0.0,1.0,3.0,2000.0,1.0,120.0,160,120,2.0,3.0,2.0,1,3.0,3.0,4.0,2.0,2.0,3,10000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,2
+1695,5.0,2,28,81,122,2015,2,1950,1.0,1.0,1.0,1.0,12000.0,1.0,80.0,165,55,5.0,5.0,5.0,1,2.0,1.0,2.0,3.0,9.0,4,24000.0,2.0,4.0,1.0,2.0,3,1.0,2.0,3.0,2.0,4,3
+1696,3.0,1,5,11,27,2015,1,1954,1.0,1.0,1.0,4.0,20000.0,1.0,57.0,172,130,4.0,4.0,3.0,2,3.0,3.0,3.0,3.0,3.0,5,30000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+1697,5.0,1,19,57,91,2015,1,1958,1.0,1.0,1.0,6.0,46411.0,1.0,50.0,165,120,4.0,4.0,4.0,5,2.0,5.0,5.0,2.0,5.0,1,103419.0,2.0,3.0,0.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+1698,4.0,1,8,19,41,2015,2,1988,4.0,0.0,8.0,4.0,70000.0,1.0,30.0,178,148,4.0,5.0,4.0,1,3.0,4.0,2.0,2.0,5.0,1,70000.0,3.0,3.0,0.0,2.0,3,2.0,1.0,4.0,2.0,1,5
+1699,4.0,1,21,64,100,2015,2,1980,1.0,1.0,3.0,9.0,50000.0,1.0,90.0,157,90,4.0,3.0,3.0,2,4.0,4.0,4.0,4.0,2.0,1,100000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,5
+1700,4.0,2,6,14,30,2015,1,1940,1.0,1.0,1.0,3.0,10000.0,1.0,200.0,160,110,3.0,3.0,3.0,1,2.0,2.0,1.0,4.0,4.0,3,10000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,3
+1701,4.0,2,18,53,87,2015,1,1965,1.0,1.0,1.0,6.0,16859.0,1.0,150.0,170,150,4.0,4.0,5.0,1,4.0,4.0,2.0,4.0,4.0,3,24903.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,3
+1702,4.0,1,24,71,111,2015,1,1950,1.0,0.0,1.0,3.0,10000.0,1.0,94.0,172,150,5.0,5.0,5.0,5,4.0,4.0,1.0,3.0,2.0,1,119508.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,3
+1703,4.0,1,21,63,99,2015,1,1955,1.0,1.0,1.0,4.0,20000.0,1.0,150.0,160,130,5.0,5.0,4.0,1,2.0,5.0,1.0,4.0,5.0,2,20000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+1704,4.0,2,18,52,86,2015,1,1959,1.0,1.0,1.0,1.0,30000.0,1.0,90.0,166,120,3.0,3.0,4.0,1,4.0,3.0,1.0,4.0,1.0,3,30000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,4
+1705,4.0,2,21,64,102,2015,1,1955,1.0,1.0,1.0,4.0,5000.0,1.0,90.0,175,110,3.0,4.0,4.0,1,2.0,4.0,1.0,4.0,6.0,1,20000.0,2.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,2
+1706,4.0,1,22,65,104,2015,1,1991,1.0,1.0,2.0,4.0,30000.0,1.0,60.0,172,138,4.0,4.0,3.0,1,3.0,4.0,2.0,4.0,4.0,1,30000.0,3.0,3.0,2.0,2.0,1,2.0,1.0,3.0,2.0,1,4
+1707,3.0,2,24,72,112,2015,1,1942,1.0,1.0,6.0,1.0,0.0,1.0,50.0,166,120,2.0,3.0,4.0,1,3.0,3.0,1.0,3.0,2.0,4,9509.0,1.0,2.0,1.0,2.0,1,3.0,2.0,3.0,2.0,4,1
+1708,4.0,2,9,23,45,2015,2,1945,1.0,0.0,4.0,3.0,1140.0,1.0,80.0,153,106,2.0,3.0,3.0,1,4.0,4.0,2.0,4.0,6.0,3,25400.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,1
+1709,5.0,2,17,49,82,2015,2,1980,1.0,1.0,1.0,3.0,0.0,1.0,85.0,165,160,4.0,4.0,5.0,1,2.0,4.0,1.0,2.0,5.0,3,20000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,1
+1710,5.0,1,19,57,93,2015,2,1983,1.0,1.0,1.0,11.0,100000.0,1.0,117.0,155,120,4.0,3.0,3.0,5,2.0,4.0,3.0,4.0,6.0,1,200000.0,7.0,3.0,1.0,1.0,3,2.0,2.0,3.0,3.0,1,5
+1711,3.0,2,13,35,65,2015,1,1981,6.0,1.0,1.0,7.0,20000.0,1.0,140.0,165,106,3.0,4.0,5.0,1,2.0,3.0,3.0,3.0,6.0,2,20000.0,4.0,1.0,1.0,2.0,3,2.0,2.0,2.0,2.0,2,3
+1712,3.0,1,1,1,2,2015,2,1980,1.0,0.0,1.0,6.0,30000.0,1.0,38.0,167,110,3.0,3.0,3.0,2,3.0,4.0,3.0,2.0,1.0,5,90000.0,3.0,2.0,1.0,2.0,1,3.0,2.0,2.0,4.0,2,4
+1713,5.0,2,3,6,13,2015,1,1930,1.0,1.0,1.0,1.0,4000.0,1.0,12.0,150,120,3.0,2.0,2.0,1,5.0,4.0,1.0,5.0,10.0,4,4000.0,1.0,3.0,1.0,2.0,1,3.0,1.0,3.0,2.0,5,2
+1714,5.0,2,17,49,82,2015,2,1987,1.0,1.0,1.0,4.0,0.0,1.0,150.0,165,100,5.0,5.0,5.0,1,4.0,4.0,3.0,3.0,5.0,5,33812.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,1
+1715,4.0,1,17,48,80,2015,2,1981,1.0,0.0,3.0,7.0,50000.0,1.0,94.0,160,106,3.0,5.0,3.0,4,2.0,3.0,3.0,4.0,7.0,1,90000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+1716,4.0,1,19,57,92,2015,2,1930,1.0,0.0,2.0,1.0,6000.0,1.0,67.0,155,90,4.0,4.0,4.0,1,2.0,4.0,2.0,2.0,5.0,4,40000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,5,2
+1717,4.0,1,27,79,119,2015,1,1990,1.0,0.0,1.0,13.0,5000.0,2.0,80.0,178,135,5.0,5.0,5.0,2,4.0,4.0,4.0,4.0,4.0,5,50000.0,2.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,2
+1718,4.0,2,11,31,54,2015,1,1977,1.0,1.0,1.0,3.0,2000.0,1.0,200.0,160,110,4.0,4.0,5.0,1,4.0,4.0,2.0,2.0,2.0,4,24000.0,5.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,2,2
+1719,4.0,1,27,80,120,2015,1,1978,1.0,1.0,1.0,4.0,30000.0,4.0,90.0,170,160,4.0,5.0,5.0,4,2.0,5.0,1.0,1.0,2.0,1,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+1720,5.0,2,9,22,44,2015,2,1935,1.0,1.0,1.0,1.0,1675.0,1.0,150.0,150,80,4.0,1.0,3.0,1,2.0,2.0,1.0,4.0,2.0,4,30000.0,1.0,2.0,1.0,2.0,7,3.0,1.0,3.0,2.0,4,2
+1721,4.0,2,4,7,22,2015,1,1990,1.0,1.0,1.0,7.0,40000.0,1.0,12.0,173,120,5.0,5.0,4.0,1,4.0,3.0,1.0,3.0,7.0,1,40000.0,1.0,3.0,2.0,1.0,3,2.0,3.0,3.0,3.0,1,5
+1722,4.0,1,10,24,46,2015,1,1969,1.0,1.0,1.0,4.0,30000.0,1.0,200.0,168,120,5.0,4.0,4.0,1,4.0,2.0,3.0,3.0,4.0,1,30000.0,3.0,3.0,2.0,2.0,3,2.0,1.0,5.0,2.0,2,4
+1723,5.0,2,21,62,98,2015,2,1960,1.0,1.0,1.0,6.0,0.0,1.0,240.0,160,90,3.0,4.0,4.0,1,3.0,3.0,1.0,2.0,6.0,2,60000.0,6.0,4.0,1.0,1.0,3,2.0,1.0,4.0,2.0,3,1
+1724,3.0,2,22,65,103,2015,1,1940,1.0,1.0,1.0,1.0,0.0,1.0,100.0,160,100,3.0,3.0,3.0,1,1.0,3.0,1.0,2.0,4.0,4,20000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,1
+1725,4.0,1,17,49,82,2015,2,1973,1.0,1.0,1.0,4.0,12000.0,1.0,120.0,160,130,4.0,3.0,4.0,1,2.0,2.0,2.0,3.0,5.0,1,12000.0,3.0,3.0,1.0,2.0,6,2.0,2.0,3.0,3.0,2,3
+1726,4.0,2,13,36,66,2015,1,1991,6.0,0.0,3.0,4.0,40000.0,1.0,180.0,175,120,5.0,5.0,1.0,1,2.0,2.0,4.0,1.0,2.0,3,20000.0,4.0,1.0,1.0,2.0,1,3.0,3.0,3.0,4.0,1,5
+1727,4.0,1,15,41,72,2015,1,1968,1.0,1.0,1.0,6.0,30000.0,1.0,96.0,176,140,4.0,5.0,5.0,1,2.0,2.0,1.0,3.0,5.0,1,50000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,4
+1728,4.0,2,9,22,44,2015,2,1966,1.0,1.0,1.0,3.0,1000.0,1.0,80.0,160,120,4.0,4.0,3.0,1,4.0,4.0,1.0,3.0,5.0,3,20000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+1729,4.0,2,9,23,45,2015,2,1972,1.0,1.0,1.0,3.0,30000.0,1.0,270.0,155,100,4.0,4.0,4.0,1,4.0,4.0,1.0,4.0,4.0,1,70000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+1730,4.0,2,16,47,79,2015,1,1970,1.0,1.0,1.0,3.0,20000.0,1.0,100.0,165,130,1.0,1.0,1.0,1,4.0,4.0,1.0,4.0,4.0,4,20000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+1731,4.0,1,16,46,78,2015,2,1944,1.0,1.0,1.0,7.0,30000.0,1.0,135.0,160,120,2.0,2.0,4.0,5,4.0,4.0,4.0,2.0,4.0,5,60000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,4,4
+1732,5.0,1,30,85,128,2015,1,1976,1.0,1.0,1.0,4.0,24960.0,4.0,79.8,175,130,5.0,5.0,5.0,2,3.0,4.0,3.0,4.0,8.0,1,48000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,4
+1733,4.0,2,18,54,88,2015,2,1965,1.0,1.0,1.0,3.0,0.0,1.0,200.0,165,115,5.0,4.0,4.0,1,4.0,3.0,1.0,3.0,6.0,3,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+1734,5.0,2,5,9,25,2015,2,1991,1.0,1.0,1.0,4.0,0.0,1.0,180.0,165,110,5.0,5.0,4.0,1,3.0,3.0,1.0,4.0,5.0,5,100000.0,5.0,3.0,1.0,1.0,3,3.0,2.0,5.0,3.0,1,1
+1735,4.0,2,27,80,120,2015,1,1944,1.0,1.0,1.0,4.0,23000.0,1.0,120.0,173,140,4.0,3.0,4.0,1,4.0,3.0,3.0,3.0,6.0,4,60000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,3
+1736,5.0,2,22,65,104,2015,1,1964,8.0,1.0,1.0,6.0,20000.0,4.0,180.0,165,130,4.0,5.0,5.0,1,3.0,2.0,3.0,4.0,5.0,2,40000.0,1.0,3.0,2.0,2.0,3,3.0,1.0,4.0,3.0,3,3
+1737,5.0,2,11,30,53,2015,1,1997,1.0,1.0,1.0,6.0,0.0,1.0,160.0,176,150,5.0,5.0,5.0,1,3.0,4.0,4.0,4.0,4.0,6,80000.0,3.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,1
+1738,4.0,1,7,18,39,2015,1,1996,1.0,1.0,1.0,12.0,0.0,2.0,119.0,175,127,5.0,5.0,5.0,2,3.0,3.0,4.0,4.0,1.0,6,100000.0,4.0,3.0,1.0,1.0,1,3.0,2.0,3.0,2.0,1,1
+1739,1.0,1,19,57,91,2015,1,1942,1.0,1.0,1.0,4.0,30000.0,1.0,37.0,171,140,5.0,5.0,5.0,5,2.0,2.0,5.0,1.0,1.0,5,60000.0,2.0,1.0,1.0,2.0,3,3.0,2.0,2.0,2.0,4,4
+1740,3.0,2,29,82,124,2015,1,1962,1.0,1.0,1.0,3.0,30000.0,1.0,160.0,165,105,2.0,2.0,2.0,1,1.0,3.0,1.0,4.0,6.0,4,30000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,3,4
+1741,4.0,1,2,2,9,2015,2,1957,8.0,1.0,1.0,6.0,0.0,1.0,150.0,158,110,2.0,3.0,3.0,5,2.0,3.0,2.0,3.0,3.0,4,15000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,3,1
+1742,2.0,2,29,83,126,2015,2,1968,1.0,1.0,1.0,1.0,6000.0,1.0,60.0,169,120,2.0,3.0,4.0,1,2.0,3.0,1.0,1.0,4.0,3,80000.0,1.0,3.0,1.0,2.0,3,3.0,3.0,4.0,3.0,2,2
+1743,4.0,1,6,17,33,2015,1,1965,1.0,1.0,1.0,11.0,52940.0,4.0,60.0,174,160,3.0,4.0,4.0,4,2.0,2.0,3.0,3.0,7.0,1,78282.0,2.0,4.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+1744,4.0,1,9,21,43,2015,2,1953,1.0,1.0,1.0,1.0,5000.0,1.0,60.0,152,100,4.0,4.0,4.0,1,2.0,4.0,1.0,4.0,4.0,1,10000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,5.0,2.0,3,2
+1745,4.0,2,22,65,103,2015,1,1991,1.0,1.0,1.0,4.0,30000.0,1.0,100.0,170,120,4.0,5.0,5.0,1,4.0,3.0,2.0,3.0,5.0,1,50000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,4
+1746,4.0,2,13,35,65,2015,2,1962,6.0,0.0,1.0,4.0,8274.0,1.0,240.0,153,98,2.0,2.0,3.0,1,2.0,4.0,1.0,1.0,1.0,2,0.0,2.0,2.0,1.0,2.0,7,3.0,3.0,4.0,3.0,3,2
+1747,3.0,1,1,1,4,2015,1,1932,1.0,1.0,1.0,6.0,36000.0,1.0,56.0,168,100,2.0,4.0,4.0,2,2.0,2.0,2.0,3.0,6.0,5,66000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,5,4
+1748,3.0,1,29,82,125,2015,2,1958,1.0,1.0,1.0,3.0,10000.0,1.0,35.0,165,109,2.0,2.0,3.0,1,3.0,4.0,1.0,2.0,1.0,1,24000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,3
+1749,5.0,2,10,24,46,2015,1,1956,1.0,1.0,1.0,4.0,20000.0,4.0,90.0,173,180,4.0,4.0,5.0,1,3.0,4.0,4.0,5.0,7.0,3,30000.0,2.0,4.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,3
+1750,5.0,1,16,46,77,2015,2,1969,1.0,0.0,3.0,4.0,5000.0,1.0,400.0,160,110,4.0,4.0,4.0,1,5.0,5.0,2.0,2.0,5.0,2,90000.0,5.0,4.0,2.0,1.0,3,1.0,1.0,4.0,3.0,2,2
+1751,4.0,2,13,36,66,2015,2,1973,1.0,1.0,1.0,3.0,2000.0,1.0,360.0,145,94,4.0,4.0,4.0,1,3.0,3.0,1.0,2.0,4.0,2,2000.0,3.0,3.0,1.0,2.0,3,1.0,2.0,4.0,3.0,2,2
+1752,3.0,1,30,85,128,2015,2,1977,1.0,1.0,1.0,4.0,0.0,1.0,60.0,160,120,3.0,4.0,3.0,2,2.0,3.0,2.0,2.0,5.0,5,70000.0,2.0,3.0,1.0,1.0,3,3.0,2.0,2.0,2.0,2,1
+1753,2.0,1,13,35,65,2015,1,1957,6.0,1.0,1.0,4.0,1200.0,1.0,260.0,170,140,4.0,3.0,3.0,1,4.0,4.0,1.0,2.0,5.0,2,31702.0,6.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+1754,5.0,2,15,41,72,2015,1,1949,1.0,1.0,1.0,3.0,24960.0,1.0,152.0,160,96,4.0,4.0,4.0,5,2.0,4.0,1.0,4.0,5.0,5,50000.0,7.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+1755,5.0,1,21,63,99,2015,1,1978,1.0,1.0,1.0,4.0,25000.0,1.0,120.0,178,130,5.0,4.0,5.0,1,2.0,4.0,2.0,4.0,4.0,1,25000.0,7.0,3.0,1.0,1.0,3,3.0,2.0,5.0,3.0,2,4
+1756,3.0,2,24,72,112,2015,1,1943,1.0,1.0,3.0,3.0,1200.0,1.0,130.0,160,130,3.0,3.0,3.0,1,3.0,3.0,1.0,3.0,2.0,3,40000.0,1.0,3.0,2.0,1.0,3,3.0,2.0,3.0,2.0,4,2
+1757,3.0,1,8,19,41,2015,1,1969,4.0,0.0,8.0,6.0,31000.0,2.0,46.0,175,130,3.0,5.0,5.0,2,4.0,4.0,4.0,1.0,3.0,1,30000.0,4.0,1.0,1.0,2.0,4,3.0,2.0,4.0,3.0,2,4
+1758,3.0,1,31,86,129,2015,2,1964,1.0,1.0,1.0,4.0,10000.0,1.0,54.0,156,122,4.0,5.0,3.0,2,1.0,4.0,1.0,4.0,3.0,1,10000.0,1.0,2.0,1.0,2.0,7,2.0,2.0,5.0,2.0,3,3
+1759,2.0,2,18,54,88,2015,1,1970,1.0,1.0,1.0,3.0,5000.0,1.0,130.0,178,140,5.0,4.0,3.0,1,2.0,4.0,1.0,4.0,1.0,3,5000.0,1.0,2.0,2.0,2.0,3,3.0,3.0,4.0,4.0,2,2
+1760,4.0,2,5,11,27,2015,2,1970,1.0,0.0,9.0,3.0,0.0,1.0,78.0,163,140,5.0,5.0,4.0,1,3.0,4.0,2.0,2.0,5.0,4,50000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,1
+1761,4.0,1,13,37,68,2015,1,1946,1.0,1.0,1.0,3.0,25000.0,1.0,120.0,175,140,4.0,4.0,4.0,4,2.0,4.0,2.0,3.0,5.0,5,48000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+1762,4.0,1,23,68,108,2015,1,1955,1.0,1.0,1.0,9.0,40000.0,1.0,110.0,167,130,4.0,4.0,5.0,2,3.0,5.0,3.0,4.0,3.0,5,70000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,5
+1763,4.0,1,6,13,29,2015,1,1976,1.0,1.0,1.0,4.0,100000.0,1.0,89.0,173,79,4.0,4.0,4.0,2,3.0,2.0,1.0,4.0,4.0,1,140000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,2,5
+1764,4.0,1,4,7,15,2015,1,1970,1.0,0.0,3.0,4.0,30000.0,1.0,10.0,168,110,4.0,4.0,5.0,1,2.0,2.0,2.0,3.0,4.0,1,35000.0,2.0,1.0,0.0,2.0,3,3.0,1.0,4.0,2.0,2,4
+1765,5.0,2,5,8,24,2015,1,1971,1.0,1.0,1.0,6.0,50000.0,1.0,114.0,168,130,4.0,4.0,4.0,1,4.0,3.0,2.0,4.0,3.0,3,50000.0,3.0,4.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+1766,4.0,1,4,7,17,2015,1,1963,1.0,1.0,1.0,4.0,189049.0,1.0,120.0,175,180,2.0,5.0,5.0,5,3.0,3.0,4.0,4.0,6.0,1,100000.0,3.0,4.0,4.0,1.0,3,2.0,2.0,4.0,2.0,3,5
+1767,4.0,1,10,27,50,2015,1,1962,1.0,1.0,1.0,4.0,70000.0,4.0,120.0,175,150,5.0,5.0,5.0,2,4.0,4.0,2.0,4.0,7.0,1,70000.0,3.0,3.0,2.0,2.0,3,2.0,2.0,5.0,2.0,3,5
+1768,4.0,1,22,66,105,2015,2,1997,1.0,1.0,1.0,6.0,5000.0,1.0,200.0,160,80,4.0,5.0,4.0,1,3.0,3.0,3.0,4.0,6.0,5,45000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,1,2
+1769,4.0,1,15,39,70,2015,1,1980,1.0,1.0,1.0,6.0,30000.0,1.0,58.0,170,140,4.0,4.0,4.0,1,4.0,4.0,2.0,3.0,5.0,1,50000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,4
+1770,4.0,1,4,7,20,2015,1,1963,1.0,1.0,1.0,11.0,130000.0,4.0,139.0,175,138,4.0,5.0,3.0,4,4.0,4.0,3.0,4.0,5.0,1,240000.0,2.0,4.0,1.0,1.0,3,2.0,3.0,4.0,2.0,3,5
+1771,3.0,2,10,28,51,2015,2,1952,1.0,1.0,1.0,3.0,2000.0,1.0,60.0,155,110,4.0,4.0,4.0,1,3.0,3.0,3.0,3.0,2.0,3,2000.0,2.0,2.0,7.0,2.0,3,3.0,2.0,3.0,3.0,3,2
+1772,4.0,2,9,20,42,2015,1,1965,1.0,1.0,1.0,4.0,0.0,1.0,140.0,178,202,2.0,3.0,3.0,1,2.0,3.0,2.0,4.0,5.0,1,60000.0,1.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,3,1
+1773,1.0,2,21,61,97,2015,2,1968,1.0,1.0,1.0,1.0,4500.0,1.0,220.0,150,100,2.0,1.0,1.0,1,2.0,1.0,1.0,1.0,1.0,2,13500.0,2.0,1.0,1.0,2.0,3,3.0,3.0,3.0,2.0,2,2
+1774,5.0,1,10,24,46,2015,2,1989,1.0,1.0,1.0,4.0,8000.0,1.0,100.0,164,120,5.0,5.0,5.0,1,1.0,4.0,1.0,4.0,4.0,5,10000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,2
+1775,5.0,2,17,50,83,2015,2,1941,1.0,0.0,1.0,1.0,2653.0,1.0,240.0,160,100,4.0,4.0,5.0,1,2.0,4.0,1.0,5.0,6.0,3,15995.0,2.0,3.0,2.0,2.0,3,2.0,2.0,3.0,2.0,4,2
+1776,4.0,1,6,12,28,2015,1,1956,1.0,1.0,1.0,4.0,28000.0,1.0,44.0,168,110,4.0,4.0,4.0,5,4.0,4.0,2.0,3.0,6.0,5,40000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+1777,4.0,1,30,85,128,2015,1,1971,4.0,0.0,1.0,12.0,60000.0,4.0,131.0,176,140,3.0,5.0,3.0,2,2.0,4.0,3.0,4.0,5.0,1,100000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,2,5
+1778,4.0,2,18,54,88,2015,1,1954,1.0,1.0,1.0,6.0,2000.0,4.0,233.0,170,120,2.0,3.0,4.0,1,4.0,4.0,1.0,3.0,5.0,4,2000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,2
+1779,2.0,1,13,35,65,2015,2,1978,6.0,1.0,1.0,4.0,0.0,1.0,200.0,162,98,4.0,4.0,2.0,5,2.0,2.0,1.0,4.0,3.0,1,0.0,1.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,2,1
+1780,4.0,1,12,33,62,2015,1,1952,1.0,1.0,1.0,1.0,10671.0,1.0,108.0,178,115,4.0,3.0,3.0,1,4.0,4.0,1.0,3.0,3.0,4,50407.0,9.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+1781,4.0,1,26,76,116,2015,2,1990,1.0,1.0,3.0,10.0,60000.0,1.0,150.0,156,92,5.0,5.0,5.0,5,3.0,4.0,3.0,4.0,6.0,1,2994099.0,4.0,3.0,1.0,1.0,3,2.0,2.0,3.0,3.0,1,5
+1782,4.0,2,16,47,79,2015,1,1960,1.0,1.0,1.0,1.0,50000.0,1.0,200.0,178,150,4.0,4.0,4.0,1,1.0,2.0,1.0,3.0,7.0,1,50000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,3,5
+1783,2.0,1,1,1,5,2015,1,1956,1.0,1.0,1.0,6.0,50000.0,1.0,23.0,170,150,4.0,3.0,3.0,2,2.0,2.0,1.0,4.0,4.0,5,50000.0,1.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,3,5
+1784,2.0,1,15,39,70,2015,2,1964,1.0,1.0,1.0,1.0,0.0,1.0,170.0,158,126,2.0,2.0,3.0,1,4.0,4.0,1.0,4.0,4.0,3,50000.0,5.0,1.0,1.0,2.0,3,3.0,3.0,3.0,3.0,3,1
+1785,4.0,1,27,77,117,2015,2,1991,1.0,1.0,1.0,12.0,30000.0,1.0,110.0,165,130,3.0,5.0,3.0,2,2.0,2.0,2.0,2.0,5.0,1,100000.0,1.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,4
+1786,5.0,1,1,1,8,2015,2,1954,1.0,1.0,1.0,4.0,39600.0,1.0,44.9,160,60,3.0,3.0,4.0,2,3.0,4.0,2.0,4.0,7.0,5,86400.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,4
+1787,5.0,1,4,7,15,2015,2,1963,1.0,0.0,9.0,4.0,20000.0,1.0,10.0,165,126,3.0,5.0,5.0,1,4.0,4.0,1.0,4.0,4.0,1,60000.0,2.0,3.0,2.0,2.0,3,1.0,2.0,5.0,2.0,3,3
+1788,5.0,2,10,24,46,2015,1,1958,1.0,1.0,1.0,1.0,10000.0,1.0,90.0,175,130,5.0,5.0,5.0,4,2.0,4.0,1.0,4.0,5.0,3,20000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,3
+1789,5.0,2,9,22,44,2015,2,1974,1.0,1.0,1.0,4.0,0.0,1.0,90.0,160,135,5.0,5.0,5.0,1,4.0,4.0,2.0,2.0,6.0,6,30000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+1790,4.0,2,17,49,82,2015,1,1951,1.0,1.0,1.0,4.0,5000.0,4.0,80.0,180,125,3.0,4.0,4.0,1,2.0,3.0,1.0,1.0,4.0,3,6000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,2
+1791,5.0,2,17,48,80,2015,2,1968,1.0,1.0,1.0,4.0,25000.0,1.0,68.0,156,115,4.0,5.0,5.0,1,3.0,2.0,2.0,2.0,4.0,1,50000.0,3.0,2.0,1.0,1.0,3,2.0,2.0,3.0,3.0,2,4
+1792,2.0,2,29,82,124,2015,1,1980,1.0,1.0,1.0,7.0,5000.0,1.0,60.0,165,120,3.0,2.0,3.0,1,3.0,4.0,4.0,2.0,3.0,1,20000.0,4.0,2.0,1.0,2.0,3,2.0,1.0,3.0,3.0,2,2
+1793,4.0,1,31,87,132,2015,1,1939,1.0,0.0,7.0,3.0,14400.0,1.0,40.0,168,110,2.0,1.0,1.0,5,2.0,5.0,2.0,5.0,5.0,5,14400.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,3
+1794,4.0,1,21,64,100,2015,2,1955,1.0,1.0,1.0,6.0,19000.0,1.0,130.0,163,110,5.0,5.0,5.0,2,1.0,4.0,4.0,1.0,5.0,5,40000.0,2.0,2.0,2.0,2.0,2,3.0,2.0,4.0,3.0,3,3
+1795,4.0,1,1,1,7,2015,2,1962,1.0,1.0,1.0,4.0,36000.0,1.0,41.0,160,120,3.0,3.0,4.0,2,2.0,2.0,1.0,3.0,6.0,5,36000.0,1.0,1.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,4
+1796,4.0,2,6,17,33,2015,1,1962,1.0,1.0,1.0,4.0,0.0,1.0,160.0,156,100,4.0,4.0,4.0,1,4.0,4.0,1.0,4.0,4.0,5,33625.0,4.0,3.0,1.0,2.0,3,3.0,3.0,4.0,2.0,3,1
+1797,4.0,1,12,33,62,2015,2,1967,1.0,0.0,6.0,1.0,20000.0,1.0,40.0,155,110,4.0,4.0,4.0,1,1.0,3.0,1.0,2.0,3.0,1,50000.0,5.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+1798,3.0,2,21,64,101,2015,2,1956,1.0,1.0,1.0,1.0,5000.0,1.0,120.0,160,150,5.0,4.0,4.0,1,3.0,4.0,1.0,3.0,3.0,3,10000.0,2.0,1.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,2
+1799,4.0,1,12,33,62,2015,1,1954,1.0,1.0,1.0,1.0,0.0,1.0,76.0,160,120,1.0,2.0,2.0,1,3.0,4.0,1.0,2.0,2.0,5,24000.0,1.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,3,1
+1800,2.0,1,22,67,107,2015,1,1963,8.0,1.0,1.0,6.0,100000.0,1.0,100.0,172,130,4.0,5.0,4.0,1,3.0,3.0,3.0,4.0,4.0,1,100000.0,2.0,2.0,1.0,2.0,7,2.0,2.0,4.0,2.0,3,5
+1801,4.0,1,19,57,93,2015,2,1988,1.0,1.0,1.0,5.0,60000.0,1.0,60.0,161,96,3.0,3.0,3.0,1,4.0,4.0,2.0,2.0,4.0,1,250000.0,8.0,2.0,3.0,2.0,3,2.0,2.0,3.0,2.0,1,5
+1802,5.0,1,4,7,19,2015,2,1981,1.0,0.0,3.0,12.0,1000000.0,1.0,96.0,160,108,3.0,5.0,3.0,2,4.0,3.0,4.0,1.0,7.0,1,3000000.0,4.0,5.0,5.0,1.0,3,1.0,1.0,2.0,2.0,2,5
+1803,4.0,1,30,85,128,2015,1,1929,1.0,0.0,6.0,8.0,31000.0,1.0,53.0,160,145,2.0,1.0,3.0,2,3.0,4.0,2.0,3.0,3.0,5,46000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,5,4
+1804,4.0,2,16,46,78,2015,2,1977,1.0,1.0,1.0,4.0,50000.0,1.0,120.0,160,105,5.0,4.0,4.0,1,4.0,4.0,4.0,4.0,5.0,1,80000.0,5.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+1805,4.0,2,22,66,105,2015,2,1955,1.0,1.0,1.0,4.0,0.0,1.0,120.0,150,90,2.0,3.0,4.0,1,2.0,4.0,1.0,4.0,5.0,3,4000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+1806,4.0,1,5,8,23,2015,2,1942,1.0,0.0,1.0,3.0,10000.0,1.0,54.0,160,130,3.0,4.0,4.0,2,1.0,3.0,1.0,4.0,4.0,5,10000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,3.0,4,3
+1807,4.0,2,29,84,127,2015,2,1958,1.0,1.0,1.0,1.0,20000.0,1.0,70.0,150,110,2.0,2.0,3.0,1,3.0,4.0,1.0,4.0,4.0,3,50000.0,2.0,2.0,2.0,2.0,3,3.0,1.0,5.0,2.0,3,3
+1808,4.0,1,27,77,117,2015,2,1988,1.0,1.0,1.0,10.0,0.0,1.0,100.0,167,115,4.0,4.0,5.0,2,3.0,5.0,2.0,1.0,2.0,6,40000.0,2.0,3.0,0.0,2.0,3,3.0,3.0,4.0,2.0,1,1
+1809,4.0,2,6,14,30,2015,2,1975,1.0,1.0,1.0,4.0,0.0,1.0,100.0,160,120,4.0,3.0,4.0,1,3.0,4.0,2.0,4.0,3.0,4,100000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+1810,3.0,1,4,7,18,2015,1,1964,1.0,1.0,1.0,7.0,26000.0,1.0,60.0,168,150,3.0,3.0,2.0,4,2.0,3.0,4.0,1.0,3.0,1,26000.0,2.0,2.0,1.0,2.0,3,2.0,3.0,4.0,3.0,3,4
+1811,4.0,2,9,20,42,2015,2,1964,1.0,1.0,1.0,3.0,16000.0,1.0,120.0,158,106,3.0,5.0,2.0,1,3.0,3.0,1.0,1.0,6.0,2,120000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,1.0,2.0,3,3
+1812,4.0,1,12,33,62,2015,2,1981,1.0,0.0,6.0,4.0,0.0,1.0,180.0,162,98,5.0,4.0,5.0,1,2.0,3.0,1.0,4.0,5.0,5,80000.0,5.0,3.0,0.0,2.0,3,2.0,2.0,3.0,2.0,2,1
+1813,4.0,2,15,42,73,2015,2,1955,1.0,1.0,1.0,4.0,10000.0,1.0,90.0,160,100,2.0,4.0,3.0,1,2.0,3.0,1.0,3.0,5.0,1,17000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,3
+1814,4.0,1,19,57,91,2015,2,1982,1.0,1.0,1.0,13.0,100000.0,4.0,40.0,163,108,4.0,4.0,4.0,2,3.0,4.0,3.0,2.0,5.0,1,200000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,5
+1815,4.0,2,6,17,33,2015,1,1942,1.0,1.0,1.0,3.0,3000.0,1.0,70.0,160,90,4.0,5.0,5.0,1,4.0,4.0,1.0,4.0,6.0,4,3000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,2
+1816,4.0,1,12,32,60,2015,1,1976,1.0,1.0,1.0,4.0,10000.0,1.0,40.0,175,135,4.0,5.0,4.0,1,2.0,4.0,2.0,3.0,5.0,1,20000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,3
+1817,5.0,1,22,65,103,2015,2,1973,1.0,0.0,3.0,4.0,3000.0,1.0,68.0,152,114,3.0,5.0,5.0,4,2.0,2.0,1.0,4.0,1.0,5,30000.0,3.0,3.0,1.0,2.0,3,3.0,1.0,4.0,3.0,2,2
+1818,4.0,2,2,5,12,2015,2,1975,8.0,1.0,1.0,3.0,10000.0,1.0,200.0,155,90,5.0,5.0,4.0,1,4.0,3.0,1.0,4.0,5.0,2,30000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,3
+1819,4.0,1,12,34,63,2015,1,1969,1.0,0.0,3.0,12.0,400000.0,4.0,35.0,172,150,3.0,3.0,3.0,5,5.0,4.0,4.0,4.0,8.0,1,500000.0,3.0,5.0,3.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+1820,4.0,2,22,66,106,2015,2,1946,1.0,1.0,1.0,3.0,10000.0,1.0,300.0,153,70,3.0,3.0,4.0,1,3.0,3.0,2.0,2.0,5.0,4,100000.0,4.0,3.0,3.0,2.0,3,1.0,1.0,3.0,2.0,4,3
+1821,4.0,1,12,34,64,2015,1,1965,1.0,0.0,3.0,12.0,1000000.0,1.0,200.0,165,135,5.0,5.0,5.0,2,3.0,4.0,2.0,3.0,6.0,2,1000000.0,3.0,2.0,1.0,1.0,3,2.0,2.0,3.0,2.0,3,5
+1822,4.0,1,12,32,59,2015,1,1981,1.0,1.0,1.0,9.0,0.0,1.0,77.0,170,150,4.0,4.0,4.0,2,3.0,4.0,3.0,3.0,2.0,5,70000.0,3.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,2,1
+1823,4.0,2,5,9,25,2015,1,1987,1.0,1.0,1.0,4.0,3000.0,1.0,80.0,170,110,5.0,5.0,5.0,1,2.0,2.0,2.0,4.0,1.0,2,12000.0,3.0,2.0,1.0,2.0,1,3.0,2.0,4.0,3.0,1,2
+1824,4.0,1,13,37,68,2015,1,1966,1.0,1.0,1.0,3.0,24000.0,1.0,600.0,160,130,2.0,4.0,4.0,2,3.0,4.0,1.0,2.0,3.0,1,100359.0,11.0,2.0,2.0,2.0,3,2.0,1.0,4.0,2.0,3,4
+1825,5.0,2,16,47,79,2015,2,1951,1.0,0.0,1.0,3.0,20000.0,1.0,190.0,160,100,5.0,5.0,5.0,1,4.0,4.0,1.0,5.0,4.0,4,20000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,3
+1826,4.0,2,28,81,121,2015,1,1942,1.0,1.0,1.0,7.0,5000.0,1.0,225.0,171,140,3.0,3.0,4.0,1,3.0,2.0,1.0,4.0,2.0,3,133294.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,2
+1827,3.0,1,4,7,14,2015,2,1952,3.0,1.0,1.0,4.0,30000.0,1.0,30.0,162,130,3.0,2.0,3.0,4,4.0,4.0,1.0,3.0,4.0,5,30000.0,1.0,3.0,2.0,2.0,7,2.0,3.0,4.0,4.0,3,4
+1828,4.0,1,1,1,2,2015,1,1939,1.0,1.0,1.0,4.0,36000.0,1.0,104.0,169,130,3.0,3.0,4.0,2,2.0,4.0,2.0,3.0,4.0,5,120000.0,3.0,3.0,2.0,2.0,3,2.0,2.0,3.0,3.0,4,4
+1829,5.0,1,12,32,58,2015,2,1944,1.0,1.0,3.0,3.0,36000.0,1.0,78.0,158,120,3.0,5.0,5.0,2,4.0,4.0,4.0,3.0,10.0,5,30000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,4
+1830,4.0,2,16,46,78,2015,1,1963,1.0,1.0,1.0,3.0,8000.0,1.0,200.0,166,106,4.0,4.0,4.0,1,1.0,2.0,1.0,4.0,5.0,3,20000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,2
+1831,4.0,2,10,24,46,2015,2,1936,1.0,1.0,1.0,1.0,840.0,1.0,110.0,160,120,2.0,1.0,2.0,1,1.0,4.0,1.0,4.0,4.0,4,840.0,1.0,1.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,1
+1832,4.0,2,18,55,89,2015,2,1984,1.0,1.0,3.0,7.0,0.0,1.0,400.0,170,150,5.0,5.0,5.0,1,2.0,4.0,1.0,3.0,5.0,5,54489.0,6.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,1
+1833,4.0,2,29,83,126,2015,2,1958,1.0,1.0,1.0,1.0,4000.0,1.0,90.0,156,95,4.0,4.0,4.0,1,2.0,1.0,1.0,4.0,4.0,6,10000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+1834,4.0,2,9,23,45,2015,1,1991,1.0,1.0,1.0,4.0,40000.0,1.0,258.0,170,126,4.0,5.0,5.0,1,2.0,4.0,1.0,2.0,6.0,1,120000.0,4.0,3.0,3.0,2.0,1,2.0,1.0,3.0,2.0,1,5
+1835,4.0,2,17,50,83,2015,1,1950,1.0,1.0,1.0,3.0,3000.0,1.0,150.0,172,140,5.0,4.0,5.0,1,4.0,4.0,1.0,2.0,3.0,4,3000.0,1.0,3.0,2.0,2.0,1,2.0,2.0,4.0,2.0,4,2
+1836,4.0,1,4,7,14,2015,1,1940,1.0,1.0,1.0,7.0,48000.0,4.0,56.3,158,108,4.0,5.0,5.0,5,3.0,3.0,4.0,2.0,3.0,5,96000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,4,5
+1837,4.0,2,16,44,75,2015,2,1992,1.0,1.0,1.0,11.0,0.0,2.0,130.0,160,110,5.0,4.0,4.0,1,3.0,3.0,5.0,4.0,5.0,6,20000.0,5.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,1
+1838,2.0,2,23,68,108,2015,2,1946,1.0,1.0,1.0,3.0,6500.0,1.0,25.0,156,90,2.0,3.0,3.0,1,2.0,2.0,1.0,3.0,5.0,3,30000.0,2.0,2.0,1.0,2.0,3,2.0,3.0,1.0,1.0,4,2
+1839,4.0,1,1,1,4,2015,1,1984,1.0,1.0,1.0,10.0,48000.0,1.0,43.0,183,150,4.0,4.0,4.0,2,3.0,3.0,3.0,4.0,5.0,1,48000.0,1.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,5
+1840,4.0,1,21,61,97,2015,2,1993,1.0,1.0,1.0,4.0,454434.0,1.0,200.0,155,105,5.0,5.0,5.0,2,1.0,1.0,1.0,4.0,3.0,1,98962.0,6.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,1,5
+1841,4.0,2,17,50,83,2015,2,1986,1.0,1.0,1.0,4.0,0.0,1.0,234.0,170,130,5.0,5.0,5.0,1,2.0,4.0,2.0,1.0,5.0,3,30000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,1
+1842,5.0,1,15,40,71,2015,1,1960,1.0,1.0,1.0,4.0,30000.0,1.0,61.0,174,135,5.0,5.0,5.0,4,1.0,4.0,1.0,2.0,6.0,1,50000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,4
+1843,4.0,2,9,22,44,2015,1,1960,1.0,1.0,1.0,3.0,20000.0,1.0,100.0,172,128,5.0,5.0,4.0,1,3.0,3.0,2.0,3.0,7.0,1,30000.0,4.0,4.0,2.0,2.0,3,2.0,1.0,3.0,3.0,3,3
+1844,3.0,1,17,50,83,2015,1,1976,1.0,1.0,1.0,10.0,20000.0,1.0,220.0,186,205,2.0,4.0,4.0,2,3.0,3.0,3.0,2.0,6.0,1,20000.0,3.0,2.0,1.0,2.0,6,3.0,3.0,4.0,3.0,2,3
+1845,5.0,1,21,64,101,2015,1,1937,1.0,0.0,1.0,7.0,30000.0,1.0,85.0,172,130,4.0,3.0,4.0,4,2.0,3.0,1.0,4.0,1.0,5,30000.0,2.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,4
+1846,4.0,1,1,1,4,2015,1,1990,1.0,1.0,1.0,9.0,67200.0,2.0,43.8,182,160,5.0,5.0,5.0,2,4.0,3.0,3.0,3.0,5.0,1,67200.0,1.0,3.0,2.0,2.0,1,2.0,2.0,3.0,2.0,1,5
+1847,4.0,1,29,82,125,2015,1,1949,1.0,1.0,1.0,1.0,20000.0,1.0,130.0,168,125,4.0,4.0,4.0,1,2.0,5.0,1.0,2.0,4.0,4,60000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,3
+1848,3.0,1,16,45,76,2015,2,1969,1.0,1.0,1.0,3.0,0.0,1.0,90.0,150,92,3.0,4.0,4.0,1,4.0,4.0,1.0,4.0,5.0,6,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+1849,4.0,1,1,1,4,2015,2,1957,1.0,1.0,1.0,6.0,39600.0,1.0,91.0,160,120,3.0,4.0,4.0,5,4.0,4.0,4.0,4.0,6.0,5,139200.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+1850,4.0,1,1,1,3,2015,1,1939,1.0,1.0,1.0,4.0,41700.0,1.0,15.0,178,138,4.0,5.0,3.0,2,3.0,4.0,2.0,4.0,5.0,5,101700.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,5
+1851,4.0,1,21,63,99,2015,2,1997,1.0,1.0,1.0,6.0,0.0,2.0,80.0,160,90,5.0,4.0,4.0,5,4.0,3.0,5.0,3.0,1.0,1,24000.0,3.0,2.0,1.0,2.0,1,3.0,2.0,4.0,2.0,1,1
+1852,4.0,1,10,27,49,2015,2,1977,1.0,1.0,1.0,8.0,25000.0,1.0,60.0,155,110,4.0,5.0,4.0,2,3.0,4.0,1.0,3.0,1.0,1,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,5.0,4.0,2,4
+1853,4.0,1,12,32,56,2015,2,1922,1.0,1.0,1.0,1.0,4000.0,1.0,75.0,158,80,3.0,3.0,4.0,4,2.0,2.0,1.0,2.0,3.0,4,20000.0,2.0,2.0,0.0,2.0,7,2.0,2.0,3.0,2.0,5,2
+1854,4.0,2,18,54,88,2015,1,1971,1.0,1.0,1.0,4.0,0.0,1.0,70.0,168,114,5.0,5.0,4.0,1,2.0,4.0,1.0,3.0,5.0,2,0.0,4.0,1.0,1.0,2.0,3,3.0,2.0,3.0,4.0,2,1
+1855,4.0,2,19,57,92,2015,1,1995,1.0,1.0,1.0,11.0,20486.0,1.0,120.0,170,110,4.0,4.0,4.0,1,3.0,3.0,3.0,2.0,5.0,1,80491.0,5.0,3.0,1.0,1.0,1,2.0,1.0,4.0,2.0,1,3
+1856,2.0,1,4,7,18,2015,1,1962,1.0,1.0,1.0,3.0,0.0,1.0,160.0,170,140,1.0,1.0,1.0,1,2.0,5.0,1.0,4.0,2.0,4,50000.0,4.0,1.0,1.0,2.0,3,3.0,1.0,4.0,3.0,3,1
+1857,5.0,1,31,87,131,2015,1,1981,1.0,1.0,1.0,4.0,40000.0,1.0,60.0,180,260,2.0,5.0,2.0,2,2.0,2.0,1.0,3.0,2.0,1,200000.0,3.0,2.0,2.0,1.0,3,2.0,1.0,2.0,2.0,2,5
+1858,4.0,1,23,69,109,2015,2,1970,1.0,1.0,1.0,4.0,5000.0,1.0,40.0,160,120,2.0,2.0,2.0,1,3.0,3.0,1.0,4.0,5.0,1,10000.0,4.0,2.0,1.0,1.0,3,3.0,3.0,4.0,3.0,2,2
+1859,3.0,1,27,80,120,2015,2,1973,1.0,1.0,1.0,4.0,20000.0,1.0,63.0,160,145,3.0,5.0,3.0,2,1.0,3.0,1.0,3.0,2.0,1,20000.0,3.0,2.0,1.0,2.0,6,3.0,2.0,4.0,2.0,2,3
+1860,2.0,2,8,19,41,2015,1,1994,4.0,0.0,8.0,6.0,2255.0,2.0,147.0,178,125,5.0,5.0,3.0,1,2.0,3.0,5.0,2.0,5.0,6,100000.0,4.0,3.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,2
+1861,5.0,1,24,72,112,2015,2,1965,1.0,1.0,1.0,4.0,30000.0,1.0,200.0,160,120,5.0,4.0,5.0,2,1.0,4.0,4.0,5.0,4.0,1,100000.0,2.0,3.0,1.0,2.0,6,2.0,1.0,3.0,2.0,3,4
+1862,4.0,2,2,5,12,2015,2,1946,1.0,1.0,1.0,1.0,0.0,1.0,100.0,145,80,2.0,2.0,2.0,1,2.0,2.0,1.0,4.0,3.0,5,20000.0,5.0,1.0,1.0,2.0,3,3.0,1.0,4.0,3.0,4,1
+1863,5.0,1,31,86,129,2015,2,1951,1.0,1.0,1.0,4.0,660.0,1.0,46.0,153,110,5.0,5.0,3.0,2,2.0,2.0,1.0,5.0,5.0,5,40000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,1
+1864,3.0,1,22,66,105,2015,2,1978,1.0,1.0,1.0,6.0,50000.0,1.0,100.0,162,110,4.0,5.0,5.0,1,3.0,2.0,1.0,3.0,5.0,1,40000.0,6.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,5
+1865,4.0,2,29,83,126,2015,2,1940,1.0,1.0,1.0,1.0,1000.0,1.0,20.0,160,140,3.0,2.0,4.0,1,4.0,1.0,1.0,4.0,3.0,4,60000.0,2.0,2.0,1.0,2.0,7,2.0,1.0,5.0,1.0,4,1
+1866,4.0,2,13,36,66,2015,1,1989,8.0,1.0,1.0,4.0,7000.0,1.0,230.0,165,130,3.0,5.0,3.0,1,2.0,2.0,2.0,2.0,5.0,3,8000.0,3.0,2.0,1.0,2.0,1,3.0,1.0,3.0,3.0,1,2
+1867,5.0,2,23,68,108,2015,1,1956,1.0,1.0,1.0,3.0,3000.0,1.0,140.0,170,120,5.0,5.0,5.0,1,2.0,2.0,1.0,4.0,7.0,3,26069.0,1.0,3.0,1.0,1.0,1,2.0,1.0,5.0,1.0,3,2
+1868,4.0,2,22,67,107,2015,1,1948,1.0,1.0,1.0,3.0,2000.0,1.0,150.0,158,102,4.0,4.0,5.0,1,5.0,5.0,3.0,4.0,4.0,2,18000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,5.0,3.0,4,2
+1869,3.0,1,1,1,4,2015,2,1976,1.0,1.0,1.0,12.0,80000.0,1.0,79.0,160,96,4.0,4.0,4.0,2,2.0,2.0,2.0,3.0,7.0,1,80000.0,1.0,3.0,1.0,2.0,6,2.0,2.0,3.0,2.0,2,5
+1870,3.0,2,6,13,29,2015,2,1953,1.0,1.0,1.0,3.0,10000.0,1.0,150.0,155,125,2.0,2.0,3.0,1,3.0,3.0,1.0,3.0,4.0,3,20000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,3.0,3.0,3,3
+1871,4.0,2,21,61,97,2015,1,1963,1.0,1.0,1.0,4.0,25000.0,2.0,190.0,171,138,4.0,3.0,5.0,1,2.0,3.0,1.0,3.0,4.0,1,35000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,1.0,3,4
+1872,1.0,1,1,1,3,2015,2,1933,1.0,0.0,8.0,3.0,40000.0,1.0,40.0,150,125,2.0,3.0,2.0,2,1.0,4.0,1.0,3.0,2.0,5,40000.0,2.0,2.0,1.0,2.0,7,3.0,1.0,3.0,2.0,5,5
+1873,4.0,2,17,50,83,2015,1,1967,1.0,1.0,1.0,4.0,8000.0,1.0,290.0,158,119,4.0,4.0,4.0,1,4.0,3.0,3.0,1.0,4.0,1,10000.0,3.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,2
+1874,4.0,2,16,45,76,2015,1,1996,1.0,1.0,1.0,4.0,7126.0,1.0,100.0,171,130,3.0,5.0,5.0,1,3.0,3.0,3.0,3.0,4.0,5,20000.0,3.0,3.0,1.0,1.0,1,3.0,1.0,3.0,3.0,1,2
+1875,4.0,1,1,1,3,2015,1,1949,1.0,1.0,1.0,4.0,33000.0,1.0,43.0,178,140,3.0,5.0,5.0,2,1.0,5.0,1.0,2.0,5.0,5,100000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,4
+1876,4.0,1,1,1,3,2015,1,1978,1.0,1.0,1.0,9.0,23000.0,1.0,87.0,178,150,5.0,5.0,4.0,2,3.0,3.0,2.0,2.0,2.0,1,50000.0,5.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,2,3
+1877,4.0,1,6,13,29,2015,1,1969,1.0,1.0,1.0,10.0,100000.0,1.0,140.0,170,140,3.0,3.0,3.0,1,3.0,3.0,2.0,4.0,5.0,1,150000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+1878,3.0,1,6,15,31,2015,1,1975,1.0,1.0,1.0,4.0,110000.0,1.0,55.0,173,141,3.0,4.0,4.0,1,2.0,3.0,2.0,2.0,5.0,1,125000.0,3.0,3.0,0.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+1879,5.0,1,31,86,129,2015,2,1983,1.0,1.0,1.0,4.0,3902.0,1.0,92.0,165,148,4.0,5.0,5.0,1,3.0,4.0,1.0,2.0,4.0,5,50000.0,6.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,1,2
+1880,4.0,1,12,32,58,2015,2,1970,1.0,0.0,5.0,5.0,60000.0,1.0,50.0,157,108,4.0,4.0,4.0,5,4.0,4.0,4.0,3.0,7.0,5,60000.0,1.0,3.0,1.0,2.0,6,2.0,1.0,2.0,2.0,2,5
+1881,4.0,2,6,14,30,2015,2,1953,1.0,1.0,1.0,3.0,1000.0,1.0,100.0,155,130,2.0,3.0,3.0,1,2.0,3.0,1.0,4.0,5.0,3,20000.0,1.0,3.0,1.0,2.0,7,3.0,1.0,3.0,2.0,3,1
+1882,4.0,2,5,11,27,2015,2,1971,1.0,1.0,1.0,4.0,13000.0,1.0,140.0,158,116,4.0,3.0,4.0,1,4.0,3.0,1.0,3.0,6.0,5,35000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+1883,4.0,2,9,22,44,2015,1,1944,1.0,1.0,1.0,4.0,20000.0,4.0,200.0,165,140,4.0,2.0,3.0,2,2.0,3.0,1.0,5.0,3.0,5,20000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,3
+1884,3.0,1,22,66,105,2015,1,1967,1.0,1.0,1.0,10.0,20000.0,4.0,100.0,170,150,4.0,4.0,4.0,1,4.0,4.0,3.0,2.0,5.0,1,50000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,2,3
+1885,5.0,1,10,27,50,2015,2,1972,1.0,1.0,1.0,6.0,40000.0,1.0,400.0,160,100,4.0,5.0,5.0,1,4.0,2.0,2.0,1.0,6.0,3,50000.0,8.0,4.0,1.0,2.0,3,1.0,1.0,4.0,2.0,2,5
+1886,4.0,2,26,74,114,2015,2,1976,1.0,1.0,1.0,3.0,10000.0,1.0,110.0,156,100,4.0,4.0,4.0,1,3.0,2.0,2.0,2.0,5.0,3,30000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,3
+1887,4.0,1,9,23,45,2015,1,1977,1.0,1.0,1.0,12.0,100000.0,1.0,80.0,164,120,4.0,5.0,5.0,2,2.0,4.0,4.0,4.0,6.0,1,200000.0,1.0,4.0,0.0,1.0,3,2.0,1.0,3.0,2.0,2,5
+1888,5.0,1,19,59,95,2015,1,1990,1.0,1.0,1.0,12.0,25000.0,1.0,53.0,180,180,5.0,5.0,4.0,4,4.0,4.0,3.0,2.0,5.0,1,200000.0,5.0,3.0,1.0,1.0,1,2.0,1.0,4.0,3.0,1,4
+1889,4.0,2,6,12,28,2015,2,1976,1.0,1.0,1.0,4.0,10000.0,1.0,120.0,155,110,4.0,3.0,3.0,1,4.0,3.0,2.0,4.0,5.0,5,40000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,3
+1890,5.0,1,15,41,72,2015,2,1972,1.0,1.0,1.0,6.0,45000.0,1.0,130.0,165,130,5.0,4.0,4.0,2,3.0,3.0,2.0,4.0,4.0,1,95000.0,4.0,3.0,2.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+1891,5.0,1,16,45,76,2015,1,1941,1.0,1.0,1.0,1.0,0.0,1.0,60.0,170,110,4.0,4.0,4.0,2,4.0,3.0,1.0,5.0,4.0,5,20000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,1
+1892,4.0,1,4,7,15,2015,2,1968,1.0,1.0,1.0,3.0,31532.0,1.0,8.0,158,118,5.0,5.0,5.0,1,3.0,3.0,2.0,3.0,4.0,1,64866.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,2,4
+1893,3.0,1,4,7,22,2015,1,1969,1.0,1.0,1.0,9.0,40000.0,1.0,137.0,170,124,3.0,5.0,5.0,4,3.0,4.0,3.0,2.0,3.0,1,80000.0,5.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+1894,4.0,2,10,26,48,2015,1,1966,1.0,1.0,1.0,4.0,20000.0,1.0,120.0,170,140,4.0,4.0,4.0,1,4.0,4.0,2.0,4.0,4.0,2,35000.0,5.0,3.0,2.0,2.0,3,2.0,2.0,5.0,2.0,3,3
+1895,2.0,2,29,84,127,2015,2,1944,1.0,1.0,1.0,3.0,0.0,1.0,50.0,160,80,1.0,1.0,2.0,1,2.0,4.0,1.0,3.0,2.0,3,2000.0,2.0,3.0,0.0,2.0,3,3.0,1.0,3.0,2.0,4,1
+1896,4.0,1,11,30,53,2015,1,1988,1.0,1.0,1.0,13.0,30000.0,2.0,85.0,180,130,5.0,5.0,3.0,1,2.0,4.0,3.0,2.0,4.0,1,30000.0,1.0,3.0,0.0,2.0,1,2.0,1.0,3.0,3.0,1,4
+1897,4.0,1,6,13,29,2015,2,1928,1.0,1.0,1.0,1.0,0.0,1.0,30.0,145,60,3.0,3.0,4.0,1,2.0,2.0,1.0,3.0,3.0,4,30000.0,3.0,2.0,2.0,2.0,7,3.0,3.0,3.0,2.0,5,1
+1898,4.0,2,31,89,134,2015,1,1968,1.0,1.0,1.0,4.0,900000.0,1.0,162.0,170,156,5.0,5.0,5.0,1,3.0,4.0,2.0,2.0,6.0,3,900000.0,2.0,3.0,2.0,1.0,3,2.0,1.0,5.0,2.0,2,5
+1899,4.0,2,9,20,42,2015,2,1967,1.0,1.0,1.0,4.0,0.0,1.0,150.0,158,85,4.0,5.0,5.0,1,5.0,4.0,3.0,4.0,8.0,5,140000.0,3.0,2.0,2.0,1.0,3,2.0,2.0,3.0,2.0,2,1
+1900,4.0,2,10,26,48,2015,1,1989,1.0,1.0,1.0,6.0,20000.0,1.0,150.0,174,120,4.0,4.0,4.0,1,2.0,3.0,2.0,4.0,2.0,1,30000.0,3.0,3.0,1.0,2.0,1,3.0,3.0,3.0,2.0,1,3
+1901,2.0,2,2,4,11,2015,1,1975,1.0,1.0,1.0,3.0,6928.0,1.0,100.0,158,120,4.0,4.0,2.0,1,4.0,2.0,1.0,2.0,3.0,5,19332.0,1.0,2.0,1.0,2.0,1,3.0,2.0,3.0,2.0,2,2
+1902,4.0,2,6,14,30,2015,2,1953,1.0,1.0,1.0,3.0,1000.0,1.0,110.0,155,106,2.0,3.0,3.0,1,2.0,2.0,1.0,4.0,4.0,3,15000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,1
+1903,4.0,2,31,88,133,2015,1,1967,1.0,1.0,1.0,6.0,2000.0,1.0,108.0,175,150,5.0,5.0,4.0,1,4.0,4.0,1.0,2.0,7.0,2,40000.0,6.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,2,2
+1904,4.0,2,21,62,98,2015,2,1982,8.0,1.0,1.0,4.0,5257.0,2.0,100.0,164,120,4.0,4.0,3.0,1,4.0,3.0,1.0,2.0,2.0,4,35000.0,5.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,2,2
+1905,4.0,2,26,74,114,2015,2,1962,1.0,1.0,1.0,1.0,5000.0,1.0,240.0,156,120,4.0,4.0,4.0,1,3.0,2.0,1.0,2.0,5.0,3,10000.0,4.0,3.0,1.0,2.0,3,2.0,3.0,4.0,2.0,3,2
+1906,4.0,1,2,5,12,2015,2,1930,1.0,1.0,1.0,4.0,58000.0,1.0,200.0,158,90,4.0,3.0,4.0,5,2.0,4.0,2.0,3.0,5.0,5,235859.0,4.0,4.0,2.0,1.0,3,1.0,1.0,3.0,2.0,5,5
+1907,2.0,1,11,29,52,2015,1,1969,1.0,1.0,1.0,4.0,20000.0,1.0,96.0,165,110,4.0,5.0,4.0,2,2.0,2.0,3.0,2.0,1.0,1,40000.0,3.0,2.0,1.0,1.0,2,3.0,2.0,4.0,4.0,2,3
+1908,4.0,1,19,57,92,2015,2,1973,1.0,1.0,1.0,4.0,13910.0,1.0,90.0,158,110,4.0,4.0,4.0,1,2.0,2.0,1.0,2.0,4.0,3,53272.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,3
+1909,4.0,1,7,18,36,2015,2,1982,1.0,1.0,1.0,12.0,45000.0,1.0,30.0,160,110,4.0,3.0,4.0,1,3.0,4.0,5.0,4.0,7.0,1,90000.0,3.0,2.0,1.0,1.0,3,3.0,2.0,3.0,2.0,2,5
+1910,5.0,2,24,71,111,2015,1,1988,1.0,0.0,3.0,4.0,36000.0,1.0,160.0,173,130,5.0,5.0,1.0,1,3.0,3.0,1.0,4.0,5.0,1,108000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,4
+1911,4.0,1,19,57,93,2015,1,1959,1.0,1.0,1.0,6.0,3600.0,1.0,60.0,164,120,5.0,4.0,3.0,5,4.0,4.0,2.0,2.0,2.0,1,3600.0,1.0,3.0,1.0,2.0,1,3.0,2.0,4.0,2.0,3,2
+1912,4.0,1,31,87,132,2015,2,1967,1.0,1.0,1.0,4.0,84673.0,1.0,136.0,172,140,4.0,5.0,4.0,2,2.0,1.0,1.0,3.0,4.0,1,199352.0,4.0,3.0,1.0,1.0,4,1.0,2.0,5.0,2.0,2,5
+1913,5.0,1,11,30,53,2015,1,1945,1.0,1.0,1.0,3.0,6960.0,1.0,120.0,158,96,4.0,5.0,5.0,1,1.0,4.0,1.0,4.0,2.0,1,6960.0,2.0,2.0,1.0,2.0,3,2.0,2.0,5.0,1.0,4,2
+1914,5.0,1,7,18,37,2015,2,1928,1.0,0.0,3.0,2.0,0.0,1.0,48.0,156,140,3.0,4.0,3.0,5,5.0,5.0,3.0,1.0,4.0,6,0.0,1.0,3.0,1.0,2.0,7,3.0,2.0,5.0,2.0,5,1
+1915,4.0,1,21,63,99,2015,1,1955,1.0,1.0,1.0,6.0,25000.0,4.0,200.0,175,110,5.0,5.0,4.0,4,2.0,4.0,5.0,4.0,5.0,1,120000.0,4.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,4
+1916,4.0,2,8,19,41,2015,2,1979,4.0,0.0,9.0,1.0,3000.0,1.0,161.0,164,120,4.0,4.0,4.0,1,1.0,3.0,4.0,3.0,5.0,3,40000.0,7.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,2,2
+1917,3.0,1,24,70,110,2015,2,1970,1.0,1.0,1.0,11.0,30000.0,1.0,50.0,155,112,4.0,5.0,3.0,4,2.0,3.0,5.0,3.0,4.0,1,80000.0,3.0,3.0,2.0,2.0,3,2.0,1.0,3.0,2.0,2,4
+1918,5.0,1,12,33,62,2015,2,1933,1.0,1.0,1.0,3.0,13963.0,1.0,100.0,165,85,3.0,3.0,3.0,1,2.0,4.0,1.0,3.0,6.0,4,35749.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,5,3
+1919,4.0,1,18,54,88,2015,2,1977,1.0,1.0,1.0,6.0,0.0,1.0,100.0,160,120,5.0,5.0,4.0,2,2.0,2.0,1.0,3.0,4.0,5,40000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,1
+1920,5.0,1,19,59,95,2015,2,1978,1.0,1.0,1.0,12.0,50000.0,1.0,100.0,158,98,4.0,5.0,3.0,5,3.0,3.0,3.0,4.0,4.0,1,150000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,4.0,3.0,2,5
+1921,4.0,2,3,6,13,2015,1,1952,1.0,1.0,1.0,2.0,15000.0,1.0,120.0,165,100,4.0,4.0,3.0,1,3.0,3.0,1.0,1.0,5.0,3,30000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,2.0,3.0,3,3
+1922,4.0,1,31,87,130,2015,1,1953,1.0,0.0,9.0,6.0,40800.0,1.0,108.0,165,165,2.0,2.0,3.0,1,4.0,2.0,2.0,4.0,5.0,5,30000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,5
+1923,4.0,2,29,84,127,2015,2,1966,1.0,1.0,1.0,1.0,0.0,1.0,150.0,160,120,2.0,1.0,2.0,1,2.0,4.0,1.0,4.0,5.0,3,8000.0,5.0,3.0,1.0,2.0,7,3.0,1.0,4.0,2.0,3,1
+1924,4.0,2,22,65,103,2015,2,1982,1.0,1.0,1.0,4.0,2000.0,1.0,100.0,150,120,4.0,4.0,3.0,1,2.0,2.0,2.0,4.0,6.0,1,4000.0,2.0,3.0,2.0,2.0,3,3.0,2.0,4.0,2.0,2,2
+1925,4.0,2,31,86,129,2015,1,1980,1.0,1.0,1.0,4.0,70000.0,1.0,100.0,162,130,4.0,5.0,4.0,1,2.0,2.0,1.0,2.0,5.0,2,75000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,5
+1926,4.0,2,9,22,44,2015,2,1972,1.0,1.0,1.0,3.0,0.0,1.0,70.0,166,118,4.0,3.0,3.0,1,3.0,4.0,1.0,1.0,1.0,6,30000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,1
+1927,4.0,1,4,7,20,2015,1,1962,1.0,1.0,1.0,10.0,50000.0,1.0,70.0,170,138,4.0,5.0,3.0,5,2.0,3.0,3.0,3.0,5.0,1,111595.0,3.0,2.0,0.0,1.0,3,2.0,2.0,3.0,3.0,3,5
+1928,4.0,1,10,26,48,2015,2,1987,1.0,1.0,1.0,10.0,38109.0,1.0,90.0,161,118,4.0,4.0,4.0,2,3.0,3.0,2.0,3.0,7.0,1,100000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,1,4
+1929,4.0,1,15,41,72,2015,2,1941,1.0,1.0,1.0,4.0,30000.0,1.0,120.0,158,142,1.0,1.0,1.0,4,1.0,5.0,1.0,3.0,3.0,5,86400.0,3.0,3.0,2.0,2.0,3,2.0,1.0,1.0,2.0,4,4
+1930,5.0,2,18,52,86,2015,2,1957,1.0,0.0,9.0,3.0,15000.0,1.0,120.0,163,130,3.0,4.0,4.0,1,5.0,3.0,1.0,3.0,5.0,3,20000.0,3.0,3.0,3.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+1931,4.0,2,6,12,28,2015,2,1948,1.0,1.0,1.0,3.0,12000.0,1.0,160.0,150,120,3.0,3.0,4.0,1,2.0,2.0,2.0,4.0,3.0,4,20000.0,2.0,1.0,1.0,2.0,3,3.0,3.0,3.0,2.0,4,3
+1932,5.0,2,10,25,47,2015,2,1955,1.0,1.0,1.0,1.0,3000.0,1.0,100.0,155,88,4.0,3.0,4.0,1,2.0,4.0,1.0,5.0,5.0,3,10000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,2
+1933,4.0,1,21,63,99,2015,1,1957,1.0,1.0,1.0,9.0,35000.0,4.0,200.0,164,160,2.0,2.0,2.0,2,3.0,4.0,2.0,4.0,6.0,1,70000.0,2.0,3.0,2.0,2.0,3,2.0,2.0,5.0,2.0,3,4
+1934,5.0,1,1,1,7,2015,2,1994,1.0,1.0,1.0,4.0,19200.0,1.0,58.0,159,120,4.0,5.0,5.0,2,3.0,4.0,2.0,3.0,5.0,1,103200.0,3.0,4.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,3
+1935,4.0,1,1,1,2,2015,2,1954,1.0,1.0,1.0,7.0,36000.0,1.0,100.0,160,110,4.0,5.0,4.0,2,4.0,4.0,3.0,4.0,5.0,5,36000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,3,4
+1936,4.0,1,6,15,31,2015,1,1988,1.0,1.0,1.0,4.0,30000.0,1.0,55.0,168,130,4.0,4.0,4.0,1,2.0,3.0,2.0,4.0,5.0,1,60000.0,5.0,2.0,0.0,2.0,3,3.0,2.0,3.0,3.0,1,4
+1937,4.0,2,13,36,66,2015,2,1951,8.0,0.0,4.0,3.0,2000.0,1.0,104.0,150,115,2.0,3.0,4.0,1,5.0,1.0,1.0,4.0,3.0,4,29461.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,2
+1938,1.0,2,2,4,11,2015,1,1970,1.0,1.0,1.0,3.0,3000.0,1.0,80.0,173,100,2.0,2.0,3.0,1,1.0,2.0,1.0,1.0,1.0,5,6000.0,1.0,1.0,1.0,2.0,3,3.0,3.0,5.0,3.0,2,2
+1939,5.0,2,18,52,86,2015,1,1954,1.0,1.0,1.0,4.0,10000.0,1.0,120.0,170,140,3.0,3.0,5.0,1,4.0,3.0,1.0,4.0,7.0,2,150000.0,3.0,4.0,2.0,2.0,6,1.0,1.0,4.0,2.0,3,3
+1940,4.0,1,28,81,123,2015,1,1957,1.0,1.0,1.0,6.0,10000.0,1.0,60.0,167,118,3.0,4.0,4.0,1,3.0,3.0,3.0,4.0,4.0,1,20000.0,2.0,2.0,0.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+1941,4.0,1,12,32,60,2015,1,1990,1.0,1.0,1.0,4.0,30000.0,1.0,60.0,170,130,4.0,4.0,2.0,4,3.0,3.0,2.0,4.0,3.0,1,50000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,1,4
+1942,5.0,2,18,52,85,2015,1,1948,1.0,1.0,1.0,3.0,6000.0,1.0,100.0,170,130,4.0,4.0,4.0,1,5.0,3.0,2.0,4.0,5.0,3,10000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,2
+1943,4.0,1,19,59,95,2015,1,1930,1.0,0.0,1.0,4.0,40000.0,1.0,46.0,165,100,3.0,5.0,4.0,5,2.0,4.0,3.0,3.0,5.0,5,100000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,5,5
+1944,3.0,1,6,13,29,2015,1,1981,1.0,1.0,1.0,7.0,20000.0,1.0,150.0,160,100,3.0,3.0,3.0,1,3.0,3.0,3.0,3.0,4.0,1,30000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+1945,4.0,1,28,81,121,2015,1,1971,1.0,1.0,1.0,4.0,30000.0,1.0,80.0,170,150,4.0,2.0,4.0,1,4.0,2.0,1.0,4.0,4.0,1,40000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,4
+1946,4.0,1,18,55,89,2015,2,1947,1.0,1.0,1.0,1.0,26500.0,1.0,260.0,165,130,3.0,5.0,5.0,2,2.0,3.0,2.0,4.0,5.0,5,70000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+1947,4.0,1,1,1,3,2015,1,1961,1.0,1.0,1.0,6.0,37200.0,2.0,33.0,168,156,1.0,1.0,3.0,2,4.0,4.0,1.0,4.0,5.0,5,105600.0,3.0,3.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,4
+1948,4.0,1,4,7,16,2015,1,1956,1.0,1.0,1.0,13.0,210000.0,4.0,100.0,180,160,5.0,5.0,4.0,2,2.0,3.0,4.0,4.0,6.0,1,300000.0,2.0,4.0,1.0,1.0,3,2.0,2.0,3.0,2.0,3,5
+1949,3.0,2,31,87,132,2015,1,1955,1.0,1.0,1.0,3.0,11000.0,1.0,120.0,170,55,4.0,4.0,3.0,1,3.0,4.0,1.0,2.0,2.0,3,32000.0,5.0,2.0,1.0,2.0,3,2.0,3.0,3.0,3.0,3,3
+1950,4.0,1,1,1,3,2015,1,1956,1.0,1.0,1.0,6.0,35000.0,1.0,35.0,175,150,4.0,4.0,3.0,2,5.0,4.0,2.0,2.0,6.0,5,80000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,4
+1951,4.0,1,27,78,118,2015,2,1974,8.0,1.0,1.0,13.0,60000.0,1.0,63.0,152,85,3.0,2.0,4.0,2,3.0,4.0,3.0,4.0,5.0,1,200000.0,3.0,4.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+1952,4.0,2,29,83,126,2015,2,1976,1.0,1.0,1.0,4.0,15000.0,1.0,50.0,155,100,5.0,5.0,5.0,2,3.0,3.0,2.0,4.0,5.0,1,30000.0,3.0,2.0,0.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+1953,3.0,2,22,67,107,2015,1,1985,1.0,1.0,3.0,3.0,5000.0,1.0,60.0,170,144,5.0,5.0,4.0,1,3.0,2.0,1.0,3.0,4.0,3,20000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,2
+1954,5.0,1,12,34,63,2015,1,1962,1.0,1.0,1.0,4.0,30000.0,1.0,80.0,170,130,4.0,4.0,4.0,2,3.0,3.0,3.0,2.0,5.0,5,500000.0,1.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,3,4
+1955,4.0,1,15,39,70,2015,2,1976,1.0,1.0,1.0,3.0,36000.0,1.0,130.0,160,110,3.0,4.0,3.0,1,4.0,4.0,3.0,2.0,5.0,1,100000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,4
+1956,3.0,1,22,67,107,2015,1,1947,1.0,1.0,1.0,7.0,24000.0,4.0,65.0,159,100,3.0,4.0,2.0,4,2.0,4.0,4.0,2.0,3.0,5,25000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,4.0,4,4
+1957,4.0,1,1,1,3,2015,1,1953,1.0,1.0,1.0,7.0,48000.0,4.0,44.2,167,106,4.0,5.0,5.0,2,3.0,3.0,2.0,4.0,5.0,2,144000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+1958,4.0,1,16,46,77,2015,1,1979,1.0,1.0,1.0,4.0,20000.0,1.0,280.0,162,120,5.0,4.0,4.0,5,2.0,4.0,2.0,2.0,4.0,1,20000.0,5.0,3.0,1.0,1.0,3,2.0,1.0,3.0,3.0,2,3
+1959,4.0,2,3,6,13,2015,1,1965,1.0,1.0,1.0,6.0,20000.0,4.0,20.0,170,120,4.0,1.0,4.0,1,2.0,3.0,1.0,2.0,5.0,3,60000.0,1.0,4.0,2.0,2.0,3,2.0,2.0,3.0,3.0,3,3
+1960,3.0,2,31,86,129,2015,1,1976,1.0,1.0,1.0,3.0,40000.0,1.0,88.0,176,124,3.0,4.0,5.0,1,1.0,4.0,1.0,3.0,3.0,3,40000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,2.0,3.0,2,5
+1961,5.0,1,10,25,47,2015,1,1948,1.0,1.0,1.0,7.0,60000.0,4.0,160.0,165,140,4.0,4.0,4.0,2,2.0,4.0,3.0,4.0,5.0,5,70000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,5
+1962,2.0,1,12,33,62,2015,2,1968,1.0,0.0,6.0,1.0,6000.0,1.0,50.0,158,115,3.0,2.0,2.0,1,3.0,2.0,1.0,1.0,3.0,1,60000.0,7.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,2
+1963,4.0,2,5,8,23,2015,2,1940,1.0,1.0,1.0,3.0,6000.0,1.0,50.0,158,130,4.0,4.0,5.0,1,2.0,4.0,1.0,2.0,2.0,4,12000.0,2.0,1.0,0.0,2.0,3,3.0,2.0,4.0,2.0,4,2
+1964,3.0,1,9,20,42,2015,1,1991,1.0,1.0,1.0,10.0,50000.0,1.0,50.0,174,135,5.0,5.0,5.0,1,1.0,4.0,2.0,4.0,3.0,1,50000.0,1.0,3.0,0.0,2.0,1,2.0,2.0,3.0,2.0,1,5
+1965,4.0,1,12,32,59,2015,1,1959,1.0,1.0,1.0,6.0,30000.0,1.0,60.0,179,130,4.0,4.0,4.0,2,4.0,3.0,3.0,4.0,9.0,1,60000.0,3.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+1966,4.0,2,10,28,51,2015,2,1970,1.0,1.0,1.0,6.0,0.0,1.0,120.0,158,120,4.0,4.0,4.0,1,4.0,4.0,2.0,3.0,7.0,5,50923.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,2,1
+1967,4.0,1,5,8,23,2015,2,1968,3.0,1.0,2.0,7.0,30000.0,1.0,42.0,160,140,3.0,3.0,3.0,5,5.0,3.0,1.0,2.0,4.0,1,60000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,4.0,2,4
+1968,5.0,1,1,1,1,2015,2,1961,1.0,1.0,1.0,6.0,36000.0,1.0,94.0,161,136,4.0,4.0,4.0,2,2.0,4.0,3.0,4.0,4.0,1,60000.0,3.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,4
+1969,4.0,2,9,23,45,2015,2,1976,1.0,0.0,3.0,3.0,0.0,1.0,270.0,155,120,3.0,5.0,4.0,1,3.0,5.0,1.0,3.0,1.0,6,100000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,1
+1970,4.0,2,11,31,54,2015,1,1945,1.0,1.0,1.0,3.0,8000.0,1.0,40.0,172,120,4.0,4.0,4.0,1,4.0,4.0,1.0,4.0,3.0,3,8000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,4,2
+1971,2.0,1,26,76,116,2015,2,1993,1.0,0.0,1.0,9.0,50000.0,1.0,120.0,175,160,2.0,3.0,3.0,2,1.0,1.0,3.0,3.0,1.0,5,30000.0,4.0,1.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,5
+1972,4.0,2,6,14,30,2015,2,1972,1.0,1.0,1.0,6.0,0.0,4.0,150.0,165,110,4.0,4.0,4.0,1,3.0,3.0,3.0,4.0,6.0,3,30000.0,2.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,1
+1973,4.0,2,16,46,78,2015,2,1941,1.0,1.0,1.0,1.0,0.0,1.0,120.0,157,70,3.0,2.0,3.0,1,2.0,4.0,1.0,4.0,4.0,4,30000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,1
+1974,3.0,2,5,9,25,2015,2,1946,1.0,1.0,1.0,3.0,2000.0,1.0,65.0,165,110,3.0,4.0,4.0,1,2.0,2.0,1.0,3.0,4.0,4,4000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,2.0,4,2
+1975,4.0,1,16,46,78,2015,2,1973,1.0,1.0,1.0,4.0,24000.0,1.0,150.0,159,100,4.0,4.0,4.0,2,4.0,4.0,2.0,4.0,5.0,1,60000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,4
+1976,4.0,1,19,59,95,2015,2,1948,1.0,0.0,8.0,4.0,36000.0,1.0,41.0,155,80,2.0,2.0,3.0,2,2.0,4.0,5.0,4.0,7.0,5,70000.0,2.0,3.0,0.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+1977,4.0,1,11,29,52,2015,2,1978,1.0,1.0,1.0,3.0,0.0,1.0,40.0,160,130,5.0,4.0,4.0,1,3.0,4.0,2.0,3.0,3.0,6,20000.0,4.0,2.0,0.0,2.0,3,3.0,2.0,4.0,2.0,2,1
+1978,4.0,2,5,10,26,2015,2,1967,1.0,1.0,1.0,3.0,2000.0,1.0,100.0,158,106,2.0,2.0,3.0,1,2.0,4.0,1.0,2.0,1.0,3,8000.0,5.0,3.0,1.0,2.0,3,2.0,3.0,4.0,3.0,2,2
+1979,2.0,2,6,12,28,2015,2,1954,1.0,1.0,1.0,3.0,10000.0,1.0,100.0,149,96,3.0,3.0,3.0,1,3.0,3.0,1.0,3.0,5.0,1,49000.0,5.0,3.0,1.0,2.0,3,3.0,1.0,3.0,3.0,3,3
+1980,5.0,2,15,41,72,2015,2,1942,1.0,1.0,1.0,1.0,1200.0,1.0,44.0,160,110,2.0,2.0,4.0,1,2.0,4.0,1.0,4.0,5.0,4,1200.0,1.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0,4,2
+1981,4.0,1,7,18,40,2015,1,1986,1.0,1.0,1.0,9.0,80000.0,1.0,60.0,180,146,5.0,5.0,5.0,4,4.0,3.0,2.0,4.0,4.0,1,150000.0,2.0,3.0,4.0,2.0,3,3.0,1.0,4.0,2.0,1,5
+1982,4.0,1,7,18,36,2015,1,1954,1.0,1.0,1.0,4.0,100000.0,4.0,101.0,174,135,5.0,5.0,4.0,2,3.0,3.0,3.0,4.0,5.0,5,120000.0,2.0,4.0,1.0,2.0,3,1.0,2.0,4.0,2.0,3,5
+1983,4.0,1,19,56,90,2015,1,1969,1.0,1.0,1.0,9.0,80000.0,1.0,130.0,162,125,4.0,5.0,3.0,5,3.0,4.0,4.0,3.0,6.0,1,200000.0,3.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+1984,4.0,1,12,32,55,2015,2,1989,1.0,1.0,1.0,13.0,100000.0,4.0,78.0,160,98,3.0,5.0,5.0,5,2.0,4.0,3.0,4.0,5.0,1,200000.0,2.0,4.0,3.0,1.0,1,2.0,1.0,4.0,2.0,1,5
+1985,4.0,1,4,7,20,2015,1,1965,1.0,1.0,1.0,4.0,45000.0,1.0,120.0,170,160,5.0,4.0,2.0,2,5.0,4.0,1.0,1.0,1.0,1,45000.0,2.0,5.0,1.0,1.0,5,3.0,2.0,4.0,3.0,3,5
+1986,4.0,2,2,5,12,2015,1,1985,8.0,1.0,1.0,11.0,30000.0,1.0,90.0,170,120,4.0,4.0,4.0,1,4.0,3.0,3.0,4.0,3.0,1,50000.0,5.0,3.0,1.0,2.0,3,1.0,1.0,4.0,2.0,1,4
+1987,2.0,1,27,80,120,2015,1,1978,1.0,1.0,1.0,4.0,0.0,1.0,60.0,178,130,4.0,5.0,4.0,1,2.0,2.0,1.0,3.0,3.0,5,24000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,4.0,4.0,2,1
+1988,3.0,1,1,1,5,2015,2,1948,1.0,1.0,1.0,4.0,36000.0,1.0,14.6,155,105,4.0,4.0,4.0,2,3.0,3.0,3.0,2.0,2.0,5,80000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,3.0,4,4
+1989,5.0,1,11,29,52,2015,2,1962,1.0,1.0,1.0,6.0,30000.0,1.0,40.0,150,102,5.0,3.0,5.0,5,4.0,4.0,1.0,2.0,4.0,5,68053.0,3.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,4
+1990,5.0,1,19,57,91,2015,1,1939,1.0,1.0,1.0,10.0,60000.0,1.0,79.0,168,150,4.0,5.0,5.0,5,4.0,3.0,3.0,4.0,7.0,5,120000.0,2.0,4.0,1.0,2.0,3,1.0,1.0,3.0,2.0,4,5
+1991,2.0,1,15,43,74,2015,1,1989,1.0,1.0,1.0,10.0,40000.0,1.0,35.0,172,120,5.0,4.0,4.0,4,2.0,3.0,2.0,4.0,3.0,1,100000.0,2.0,3.0,1.0,2.0,1,2.0,2.0,4.0,3.0,1,5
+1992,4.0,1,1,1,4,2015,2,1938,1.0,1.0,1.0,3.0,30000.0,1.0,45.0,160,150,4.0,5.0,5.0,2,2.0,3.0,1.0,3.0,5.0,5,30000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,2.0,4,4
+1993,3.0,2,22,65,103,2015,2,1935,1.0,1.0,1.0,1.0,900.0,1.0,90.0,150,78,2.0,3.0,3.0,1,2.0,1.0,1.0,2.0,2.0,4,900.0,1.0,1.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,1
+1994,4.0,1,4,7,19,2015,2,1987,1.0,1.0,2.0,12.0,80000.0,1.0,80.0,160,160,4.0,5.0,4.0,5,4.0,4.0,3.0,3.0,5.0,1,350000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,1,5
+1995,3.0,1,1,1,2,2015,1,1994,1.0,1.0,1.0,7.0,61632.0,1.0,25.0,175,145,5.0,5.0,5.0,2,1.0,5.0,1.0,3.0,3.0,1,24240.0,5.0,2.0,1.0,2.0,1,3.0,2.0,3.0,3.0,1,5
+1996,2.0,1,27,80,120,2015,2,1942,1.0,1.0,1.0,1.0,10000.0,1.0,56.0,155,95,5.0,5.0,4.0,2,3.0,4.0,1.0,4.0,2.0,5,10000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,4.0,2.0,4,3
+1997,5.0,1,30,85,128,2015,2,1979,1.0,1.0,1.0,4.0,50000.0,1.0,95.0,158,104,3.0,5.0,5.0,2,1.0,2.0,1.0,1.0,5.0,1,120000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,2.0,2.0,2,5
+1998,5.0,2,2,2,9,2015,2,1965,8.0,0.0,1.0,1.0,1000.0,1.0,280.0,165,116,4.0,4.0,4.0,1,4.0,2.0,1.0,3.0,2.0,3,8000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,1
+1999,5.0,1,1,1,8,2015,1,1957,1.0,1.0,1.0,5.0,25200.0,1.0,43.0,175,130,4.0,5.0,5.0,2,3.0,2.0,1.0,2.0,5.0,1,61200.0,2.0,1.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,4
+2000,3.0,2,24,72,112,2015,2,1946,1.0,1.0,3.0,4.0,1200.0,1.0,40.0,150,90,3.0,4.0,3.0,1,4.0,5.0,1.0,2.0,3.0,4,9483.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,2
+2001,4.0,1,4,7,20,2015,2,1962,1.0,1.0,1.0,7.0,30000.0,1.0,79.0,156,100,3.0,5.0,4.0,2,3.0,5.0,2.0,4.0,5.0,5,140000.0,3.0,3.0,0.0,1.0,3,2.0,2.0,3.0,2.0,3,4
+2002,5.0,1,21,64,100,2015,2,1988,1.0,1.0,1.0,6.0,15000.0,1.0,90.0,163,92,4.0,4.0,4.0,1,3.0,3.0,2.0,4.0,4.0,5,50000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,4.0,3.0,1,3
+2003,4.0,1,19,59,95,2015,1,1947,1.0,1.0,1.0,6.0,40000.0,1.0,56.0,177,155,3.0,2.0,3.0,2,2.0,4.0,4.0,3.0,5.0,5,40000.0,1.0,2.0,1.0,2.0,6,2.0,2.0,2.0,3.0,4,5
+2004,5.0,1,22,65,104,2015,2,1934,1.0,1.0,1.0,1.0,0.0,1.0,100.0,150,95,2.0,2.0,4.0,1,3.0,5.0,1.0,4.0,5.0,4,72000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,5,1
+2005,3.0,1,4,7,15,2015,2,1966,1.0,1.0,3.0,4.0,20000.0,1.0,58.0,158,170,2.0,1.0,3.0,4,3.0,2.0,1.0,2.0,1.0,5,35000.0,2.0,2.0,0.0,2.0,3,3.0,2.0,3.0,3.0,3,3
+2006,4.0,1,16,45,76,2015,1,1957,1.0,1.0,1.0,4.0,20000.0,1.0,100.0,168,140,4.0,4.0,4.0,4,4.0,4.0,2.0,5.0,7.0,1,50000.0,6.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0,3,3
+2007,4.0,1,27,78,118,2015,1,1943,1.0,1.0,1.0,7.0,6960.0,1.0,28.0,166,145,2.0,4.0,4.0,1,1.0,5.0,1.0,2.0,1.0,4,6960.0,2.0,1.0,0.0,2.0,3,3.0,2.0,3.0,3.0,4,2
+2008,4.0,1,9,21,43,2015,2,1974,1.0,1.0,1.0,4.0,15000.0,1.0,90.0,160,106,5.0,5.0,5.0,4,2.0,4.0,1.0,4.0,7.0,1,30000.0,3.0,3.0,2.0,1.0,3,2.0,1.0,4.0,2.0,2,3
+2009,5.0,1,4,7,21,2015,2,1940,1.0,1.0,1.0,12.0,43000.0,4.0,57.0,160,140,1.0,1.0,5.0,2,1.0,3.0,5.0,4.0,5.0,5,86400.0,2.0,4.0,1.0,2.0,3,1.0,1.0,4.0,2.0,4,5
+2010,3.0,2,2,2,9,2015,1,1987,8.0,1.0,5.0,4.0,30000.0,1.0,300.0,170,150,5.0,5.0,2.0,1,2.0,2.0,2.0,4.0,5.0,3,30000.0,2.0,3.0,1.0,2.0,1,1.0,1.0,5.0,2.0,1,4
+2011,2.0,2,31,87,130,2015,1,1947,1.0,1.0,1.0,3.0,0.0,1.0,90.0,176,160,1.0,1.0,2.0,1,4.0,3.0,1.0,2.0,1.0,4,14000.0,3.0,1.0,1.0,2.0,3,3.0,3.0,4.0,3.0,4,1
+2012,5.0,1,21,64,102,2015,2,1975,1.0,1.0,1.0,4.0,24000.0,1.0,200.0,160,110,5.0,5.0,5.0,5,2.0,3.0,2.0,2.0,2.0,1,24000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+2013,4.0,2,21,62,98,2015,1,1956,1.0,1.0,1.0,4.0,15000.0,1.0,110.0,155,107,2.0,2.0,2.0,1,3.0,3.0,1.0,4.0,1.0,4,25000.0,4.0,1.0,1.0,2.0,3,3.0,3.0,2.0,2.0,3,3
+2014,5.0,1,7,18,38,2015,1,1951,1.0,1.0,1.0,12.0,70000.0,4.0,130.0,169,140,3.0,4.0,4.0,2,1.0,4.0,2.0,4.0,6.0,5,12000.0,2.0,3.0,2.0,1.0,4,2.0,3.0,4.0,2.0,3,5
+2015,5.0,1,4,7,21,2015,2,1976,1.0,1.0,1.0,12.0,50000.0,1.0,40.0,170,135,3.0,4.0,4.0,5,2.0,3.0,3.0,1.0,5.0,1,60000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+2016,4.0,2,28,81,123,2015,2,1946,1.0,1.0,1.0,1.0,0.0,1.0,120.0,156,126,2.0,2.0,2.0,4,4.0,4.0,1.0,4.0,6.0,4,2000.0,2.0,3.0,0.0,2.0,3,2.0,2.0,2.0,2.0,4,1
+2017,4.0,2,23,69,109,2015,2,1983,1.0,1.0,2.0,6.0,12000.0,1.0,150.0,160,108,4.0,4.0,5.0,1,4.0,4.0,3.0,4.0,4.0,1,100000.0,5.0,3.0,2.0,2.0,3,3.0,1.0,5.0,4.0,1,3
+2018,5.0,1,4,7,18,2015,2,1959,1.0,1.0,1.0,6.0,20000.0,1.0,21.0,159,104,5.0,5.0,5.0,4,2.0,3.0,2.0,4.0,5.0,1,56000.0,2.0,2.0,0.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+2019,2.0,1,30,85,128,2015,2,1972,1.0,1.0,1.0,10.0,10000.0,1.0,77.0,165,104,4.0,3.0,3.0,2,2.0,3.0,4.0,2.0,2.0,1,40000.0,3.0,2.0,1.0,2.0,3,2.0,3.0,3.0,3.0,2,3
+2020,3.0,2,6,16,32,2015,1,1928,1.0,1.0,1.0,1.0,0.0,1.0,120.0,156,80,1.0,2.0,2.0,1,1.0,2.0,1.0,2.0,4.0,3,20000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,5,1
+2021,4.0,2,5,8,24,2015,2,1985,1.0,1.0,1.0,4.0,10000.0,1.0,84.0,160,110,3.0,4.0,4.0,1,2.0,3.0,1.0,4.0,5.0,4,30000.0,6.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,1,3
+2022,3.0,2,18,54,88,2015,2,1948,1.0,0.0,8.0,1.0,1000.0,1.0,200.0,158,110,5.0,4.0,4.0,1,2.0,2.0,1.0,4.0,5.0,3,30000.0,7.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,1
+2023,4.0,1,9,23,45,2015,1,1956,1.0,1.0,1.0,10.0,35000.0,4.0,135.0,170,135,4.0,4.0,4.0,4,4.0,4.0,4.0,4.0,5.0,1,160000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+2024,3.0,1,12,32,56,2015,1,1933,1.0,1.0,1.0,4.0,40000.0,4.0,85.0,168,138,2.0,2.0,3.0,2,2.0,4.0,1.0,3.0,5.0,5,70000.0,2.0,3.0,2.0,2.0,3,2.0,2.0,3.0,3.0,5,5
+2025,3.0,2,22,65,103,2015,1,1930,1.0,1.0,1.0,1.0,0.0,1.0,130.0,165,130,2.0,2.0,3.0,1,2.0,2.0,1.0,4.0,5.0,4,3000.0,3.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,5,1
+2026,4.0,2,18,55,89,2015,2,1937,1.0,1.0,1.0,1.0,948.0,1.0,320.0,150,110,3.0,2.0,4.0,1,2.0,4.0,1.0,3.0,4.0,3,60000.0,3.0,3.0,1.0,2.0,7,2.0,1.0,3.0,2.0,4,1
+2027,4.0,1,16,45,76,2015,2,1935,1.0,0.0,1.0,1.0,3600.0,1.0,120.0,153,90,2.0,4.0,4.0,1,4.0,4.0,1.0,4.0,5.0,4,3600.0,1.0,3.0,1.0,2.0,7,3.0,1.0,2.0,2.0,4,2
+2028,4.0,2,6,17,33,2015,2,1942,1.0,1.0,1.0,1.0,1000.0,1.0,140.0,150,90,2.0,2.0,4.0,1,3.0,4.0,1.0,4.0,4.0,4,27618.0,1.0,3.0,1.0,2.0,7,3.0,2.0,4.0,2.0,4,1
+2029,4.0,2,16,46,77,2015,1,1945,1.0,1.0,1.0,1.0,2000.0,1.0,300.0,165,100,3.0,3.0,4.0,1,4.0,3.0,3.0,4.0,4.0,4,100000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,2
+2030,4.0,1,18,51,84,2015,2,1970,1.0,1.0,1.0,6.0,50000.0,1.0,100.0,163,110,5.0,5.0,5.0,2,4.0,3.0,2.0,4.0,5.0,1,100000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+2031,5.0,1,19,57,91,2015,1,1959,1.0,0.0,1.0,7.0,100000.0,4.0,59.0,168,176,2.0,5.0,5.0,5,3.0,4.0,1.0,4.0,5.0,1,150000.0,2.0,4.0,4.0,1.0,3,1.0,1.0,3.0,2.0,3,5
+2032,4.0,2,6,13,29,2015,2,1948,1.0,1.0,1.0,1.0,10000.0,1.0,200.0,165,100,3.0,3.0,4.0,1,3.0,3.0,1.0,3.0,6.0,3,13000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,3
+2033,3.0,2,8,19,41,2015,1,1973,4.0,0.0,3.0,4.0,30000.0,1.0,100.0,170,170,1.0,1.0,3.0,1,5.0,3.0,2.0,1.0,4.0,3,30000.0,7.0,1.0,1.0,2.0,3,3.0,1.0,4.0,3.0,2,4
+2034,4.0,1,6,16,32,2015,2,1956,1.0,1.0,1.0,3.0,24000.0,1.0,60.0,153,120,2.0,4.0,3.0,2,3.0,2.0,1.0,4.0,5.0,5,63936.0,2.0,3.0,1.0,2.0,6,2.0,1.0,4.0,2.0,3,4
+2035,4.0,1,7,18,34,2015,1,1953,1.0,1.0,1.0,4.0,45600.0,1.0,34.0,172,172,4.0,5.0,5.0,2,2.0,4.0,4.0,5.0,4.0,5,72000.0,2.0,3.0,0.0,2.0,3,2.0,1.0,4.0,1.0,3,5
+2036,4.0,2,9,21,43,2015,2,1972,1.0,1.0,1.0,1.0,10000.0,1.0,100.0,155,108,3.0,4.0,3.0,1,3.0,2.0,1.0,2.0,2.0,3,30000.0,3.0,3.0,2.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+2037,3.0,2,13,36,66,2015,1,1963,8.0,1.0,1.0,4.0,3000.0,1.0,140.0,162,110,2.0,2.0,4.0,1,3.0,3.0,1.0,2.0,3.0,3,15000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,5.0,3.0,3,2
+2038,4.0,2,26,74,114,2015,1,1962,1.0,1.0,1.0,3.0,2000.0,1.0,120.0,160,100,2.0,1.0,2.0,1,2.0,1.0,1.0,2.0,3.0,4,20962.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,2
+2039,4.0,2,5,10,26,2015,1,1950,1.0,1.0,1.0,3.0,3000.0,4.0,120.0,171,145,4.0,2.0,4.0,1,3.0,3.0,2.0,2.0,1.0,3,20000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,4.0,4,2
+2040,4.0,2,9,21,43,2015,1,1943,1.0,1.0,1.0,4.0,3000.0,1.0,200.0,153,123,2.0,2.0,2.0,1,4.0,4.0,1.0,4.0,6.0,3,10000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,2
+2041,2.0,1,7,18,37,2015,1,1950,1.0,1.0,1.0,4.0,43200.0,1.0,48.0,180,150,2.0,2.0,3.0,2,2.0,1.0,1.0,2.0,4.0,5,73200.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,5
+2042,5.0,1,10,24,46,2015,2,1947,1.0,1.0,1.0,3.0,0.0,1.0,70.0,155,90,2.0,2.0,3.0,1,2.0,1.0,1.0,4.0,5.0,3,2000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,1
+2043,4.0,1,26,74,114,2015,1,1963,1.0,1.0,1.0,9.0,49200.0,4.0,60.0,160,130,5.0,4.0,4.0,4,3.0,3.0,3.0,4.0,1.0,1,85200.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+2044,4.0,1,7,18,35,2015,2,1950,1.0,1.0,1.0,6.0,30000.0,4.0,40.0,155,120,3.0,5.0,5.0,5,4.0,4.0,1.0,3.0,5.0,5,30000.0,1.0,3.0,0.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+2045,4.0,1,4,7,21,2015,2,1962,1.0,1.0,1.0,6.0,12000.0,1.0,53.0,158,120,2.0,4.0,5.0,5,2.0,3.0,2.0,2.0,1.0,5,24000.0,3.0,1.0,0.0,2.0,4,3.0,2.0,3.0,2.0,3,3
+2046,4.0,2,19,57,93,2015,1,1963,1.0,1.0,1.0,3.0,70000.0,1.0,400.0,175,135,4.0,4.0,4.0,1,4.0,4.0,1.0,4.0,6.0,1,137115.0,7.0,4.0,1.0,1.0,3,1.0,1.0,4.0,2.0,3,5
+2047,2.0,1,7,18,35,2015,2,1953,4.0,0.0,1.0,4.0,11400.0,1.0,18.0,163,120,2.0,2.0,3.0,2,2.0,4.0,1.0,2.0,2.0,5,11400.0,1.0,1.0,1.0,2.0,7,3.0,2.0,4.0,4.0,3,3
+2048,4.0,1,19,59,95,2015,1,1958,1.0,1.0,1.0,3.0,500000.0,1.0,110.0,172,120,4.0,5.0,5.0,1,4.0,4.0,2.0,3.0,4.0,1,56373.0,3.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,3,5
+2049,4.0,2,18,55,89,2015,2,1976,1.0,1.0,1.0,3.0,20000.0,1.0,200.0,160,110,5.0,4.0,4.0,1,3.0,3.0,1.0,4.0,2.0,1,50000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,3
+2050,5.0,1,12,32,56,2015,1,1948,1.0,1.0,1.0,9.0,100000.0,1.0,67.0,170,134,4.0,4.0,5.0,5,1.0,4.0,1.0,4.0,6.0,1,140000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,5
+2051,4.0,1,21,64,102,2015,1,1993,1.0,1.0,1.0,5.0,14000.0,1.0,240.0,178,138,4.0,5.0,3.0,2,5.0,4.0,2.0,4.0,4.0,1,40000.0,3.0,2.0,1.0,2.0,1,3.0,3.0,4.0,2.0,1,3
+2052,5.0,1,19,57,93,2015,1,1970,1.0,1.0,1.0,4.0,100000.0,1.0,70.0,170,130,2.0,4.0,3.0,1,2.0,3.0,2.0,1.0,5.0,1,100000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,5
+2053,3.0,2,31,87,132,2015,1,1938,1.0,1.0,1.0,3.0,660.0,1.0,70.0,170,120,1.0,1.0,2.0,1,3.0,1.0,1.0,2.0,1.0,5,1300.0,2.0,1.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,1
+2054,4.0,2,2,2,9,2015,2,1973,8.0,1.0,1.0,3.0,4000.0,1.0,200.0,155,100,3.0,4.0,4.0,1,4.0,3.0,1.0,4.0,2.0,3,15000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,2,2
+2055,4.0,2,5,11,27,2015,2,1973,1.0,1.0,1.0,4.0,20000.0,1.0,110.0,163,135,4.0,5.0,5.0,1,2.0,4.0,2.0,4.0,5.0,1,60000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+2056,4.0,1,21,61,97,2015,1,1947,1.0,1.0,1.0,3.0,2000.0,1.0,300.0,169,144,2.0,4.0,5.0,2,2.0,4.0,1.0,4.0,5.0,3,80000.0,6.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,4,2
+2057,4.0,1,10,27,49,2015,2,1942,1.0,0.0,9.0,1.0,0.0,1.0,149.0,163,95,4.0,4.0,4.0,2,4.0,4.0,3.0,4.0,5.0,5,50000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,4,1
+2058,4.0,2,22,66,105,2015,2,1969,1.0,1.0,1.0,3.0,16920.0,1.0,300.0,160,120,4.0,5.0,4.0,1,5.0,2.0,1.0,2.0,5.0,5,30000.0,4.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,3
+2059,4.0,2,10,24,46,2015,2,1959,4.0,0.0,8.0,1.0,5000.0,1.0,80.0,158,105,3.0,3.0,4.0,1,4.0,3.0,1.0,5.0,5.0,3,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,2
+2060,4.0,1,18,51,84,2015,2,1964,1.0,1.0,1.0,4.0,20000.0,1.0,50.0,162,120,4.0,5.0,5.0,1,2.0,3.0,1.0,2.0,5.0,1,40000.0,2.0,3.0,1.0,2.0,3,1.0,1.0,3.0,3.0,3,3
+2061,5.0,1,17,48,80,2015,2,1982,1.0,1.0,1.0,11.0,16800.0,1.0,80.0,163,110,5.0,5.0,4.0,4,3.0,3.0,4.0,4.0,6.0,1,64800.0,3.0,3.0,2.0,1.0,3,2.0,1.0,3.0,3.0,2,3
+2062,4.0,1,16,45,76,2015,1,1965,1.0,1.0,1.0,4.0,20000.0,1.0,75.0,175,170,3.0,5.0,4.0,1,3.0,3.0,2.0,1.0,6.0,1,30000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0,3,3
+2063,4.0,2,17,50,83,2015,2,1944,1.0,0.0,1.0,3.0,660.0,1.0,400.0,155,120,2.0,1.0,5.0,1,4.0,5.0,1.0,4.0,3.0,4,7000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,1
+2064,4.0,2,21,64,100,2015,2,1953,1.0,1.0,1.0,1.0,1800.0,1.0,200.0,160,92,4.0,5.0,5.0,1,5.0,4.0,1.0,4.0,2.0,4,30000.0,5.0,1.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,2
+2065,4.0,1,12,33,62,2015,1,1947,1.0,1.0,1.0,3.0,0.0,1.0,60.0,165,100,2.0,2.0,3.0,1,3.0,4.0,1.0,2.0,4.0,4,48000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,1
+2066,4.0,1,24,70,110,2015,2,1988,1.0,1.0,1.0,5.0,30000.0,1.0,78.0,160,98,5.0,5.0,3.0,1,2.0,4.0,2.0,3.0,4.0,5,142238.0,3.0,3.0,1.0,2.0,3,2.0,1.0,5.0,3.0,1,4
+2067,5.0,1,4,7,14,2015,1,1931,1.0,1.0,1.0,2.0,46000.0,4.0,68.0,177,120,1.0,1.0,3.0,5,1.0,4.0,2.0,3.0,5.0,5,46000.0,1.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,5,5
+2068,2.0,1,28,81,123,2015,2,1949,1.0,1.0,1.0,7.0,40000.0,1.0,113.0,152,110,2.0,3.0,3.0,2,4.0,4.0,3.0,4.0,5.0,5,70000.0,2.0,4.0,1.0,2.0,4,1.0,1.0,3.0,2.0,4,5
+2069,3.0,2,11,31,54,2015,2,1968,1.0,1.0,1.0,3.0,0.0,1.0,200.0,160,112,4.0,4.0,4.0,1,4.0,3.0,2.0,2.0,2.0,6,20000.0,3.0,3.0,1.0,2.0,3,3.0,3.0,2.0,2.0,2,1
+2070,4.0,2,13,35,65,2015,1,1980,6.0,0.0,1.0,4.0,30000.0,1.0,100.0,173,150,5.0,5.0,4.0,1,5.0,4.0,3.0,4.0,3.0,2,30000.0,1.0,2.0,1.0,1.0,4,3.0,1.0,3.0,4.0,2,4
+2071,5.0,1,27,78,118,2015,2,1943,1.0,0.0,1.0,7.0,35000.0,4.0,60.0,155,120,4.0,4.0,4.0,2,2.0,4.0,5.0,4.0,8.0,5,80000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,5.0,1.0,4,4
+2072,5.0,2,31,87,132,2015,1,1945,1.0,1.0,1.0,3.0,20000.0,1.0,40.0,168,140,4.0,5.0,5.0,2,3.0,3.0,1.0,5.0,5.0,5,20000.0,2.0,3.0,1.0,2.0,4,3.0,1.0,3.0,3.0,4,3
+2073,3.0,2,22,65,104,2015,1,1968,1.0,1.0,1.0,4.0,10000.0,1.0,120.0,170,120,2.0,2.0,5.0,1,3.0,3.0,1.0,3.0,5.0,4,10000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,3
+2074,4.0,2,2,4,11,2015,1,1939,1.0,1.0,3.0,3.0,700.0,1.0,110.0,158,89,4.0,4.0,4.0,1,1.0,4.0,1.0,3.0,2.0,4,6000.0,3.0,2.0,1.0,2.0,7,3.0,2.0,4.0,3.0,4,1
+2075,5.0,1,5,8,23,2015,2,1990,1.0,1.0,1.0,12.0,50000.0,4.0,77.0,163,98,4.0,4.0,3.0,2,3.0,3.0,3.0,5.0,6.0,1,100000.0,1.0,3.0,1.0,1.0,1,2.0,1.0,4.0,2.0,1,5
+2076,5.0,2,22,65,103,2015,2,1948,1.0,0.0,1.0,3.0,900.0,1.0,80.0,150,110,4.0,4.0,4.0,1,2.0,2.0,1.0,3.0,4.0,4,60000.0,4.0,3.0,2.0,2.0,3,2.0,2.0,4.0,1.0,4,1
+2077,4.0,1,15,39,70,2015,2,1970,1.0,1.0,1.0,4.0,2183649.0,1.0,189.0,155,120,4.0,3.0,3.0,1,3.0,4.0,1.0,3.0,5.0,6,51244.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,5
+2078,4.0,2,9,23,45,2015,2,1966,1.0,1.0,1.0,3.0,20000.0,1.0,180.0,160,120,4.0,3.0,4.0,1,4.0,4.0,1.0,2.0,5.0,1,50000.0,3.0,2.0,1.0,1.0,3,2.0,1.0,3.0,3.0,3,3
+2079,4.0,1,24,72,112,2015,1,1994,1.0,1.0,1.0,10.0,0.0,1.0,113.0,178,125,4.0,4.0,4.0,2,4.0,4.0,2.0,3.0,6.0,6,115677.0,2.0,3.0,3.0,2.0,1,2.0,2.0,4.0,2.0,1,1
+2080,3.0,2,15,40,71,2015,2,1981,1.0,1.0,1.0,10.0,35000.0,1.0,200.0,160,120,4.0,3.0,4.0,4,3.0,3.0,2.0,2.0,4.0,1,70000.0,5.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,4
+2081,3.0,1,22,67,107,2015,2,1937,1.0,1.0,3.0,2.0,0.0,1.0,82.0,163,98,2.0,3.0,3.0,1,3.0,3.0,1.0,4.0,4.0,4,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,1
+2082,5.0,2,31,88,133,2015,1,1997,1.0,1.0,1.0,10.0,0.0,1.0,85.0,173,170,3.0,3.0,3.0,1,3.0,3.0,2.0,2.0,3.0,6,80000.0,3.0,3.0,1.0,2.0,1,2.0,2.0,2.0,2.0,1,1
+2083,4.0,1,5,8,23,2015,2,1938,1.0,1.0,1.0,3.0,15000.0,1.0,52.0,158,104,2.0,3.0,3.0,2,2.0,4.0,1.0,4.0,5.0,5,15000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,3
+2084,4.0,1,21,64,101,2015,1,1972,1.0,1.0,1.0,9.0,25000.0,4.0,110.0,172,118,5.0,4.0,5.0,2,2.0,3.0,3.0,4.0,5.0,5,30000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,4
+2085,3.0,2,6,15,31,2015,2,1989,1.0,1.0,1.0,13.0,60000.0,2.0,200.0,158,100,4.0,3.0,3.0,1,2.0,4.0,4.0,3.0,4.0,1,200000.0,3.0,3.0,1.0,1.0,1,2.0,2.0,3.0,2.0,1,5
+2086,5.0,1,11,29,52,2015,2,1968,1.0,1.0,1.0,12.0,50000.0,4.0,100.0,164,130,4.0,3.0,4.0,5,1.0,2.0,3.0,4.0,4.0,1,90000.0,3.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+2087,4.0,1,1,1,4,2015,2,1924,1.0,1.0,1.0,12.0,60000.0,1.0,110.0,150,96,2.0,2.0,3.0,2,2.0,2.0,2.0,3.0,5.0,5,60000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,5,5
+2088,4.0,1,13,36,66,2015,1,1967,8.0,1.0,1.0,4.0,0.0,1.0,120.0,158,134,3.0,4.0,5.0,1,4.0,4.0,2.0,4.0,4.0,5,6500.0,4.0,2.0,1.0,2.0,3,3.0,1.0,5.0,3.0,2,1
+2089,4.0,1,11,29,52,2015,2,1980,1.0,1.0,1.0,12.0,60000.0,1.0,100.0,165,120,4.0,4.0,5.0,5,2.0,3.0,3.0,4.0,4.0,1,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+2090,5.0,2,18,52,86,2015,2,1937,1.0,1.0,1.0,3.0,720.0,1.0,170.0,152,100,5.0,5.0,5.0,1,5.0,4.0,1.0,5.0,5.0,4,1000.0,4.0,2.0,1.0,2.0,7,2.0,1.0,4.0,2.0,4,1
+2091,3.0,2,19,56,90,2015,2,1968,1.0,1.0,1.0,4.0,0.0,1.0,120.0,160,120,4.0,5.0,4.0,1,2.0,4.0,1.0,4.0,4.0,1,23000.0,2.0,3.0,3.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+2092,4.0,1,5,11,27,2015,2,1974,1.0,1.0,1.0,13.0,65000.0,1.0,60.0,163,106,4.0,4.0,3.0,2,3.0,3.0,3.0,2.0,6.0,1,65000.0,1.0,3.0,2.0,2.0,6,2.0,2.0,4.0,2.0,2,5
+2093,4.0,1,22,66,106,2015,1,1946,1.0,0.0,5.0,1.0,0.0,1.0,80.0,150,90,4.0,4.0,4.0,2,2.0,2.0,1.0,4.0,5.0,4,0.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,1
+2094,2.0,1,27,77,117,2015,2,1959,1.0,1.0,1.0,4.0,20000.0,1.0,66.0,158,100,3.0,4.0,3.0,5,2.0,2.0,1.0,2.0,3.0,5,30000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,3
+2095,4.0,2,29,83,126,2015,1,1932,1.0,1.0,1.0,1.0,0.0,1.0,100.0,173,140,4.0,4.0,4.0,1,4.0,2.0,1.0,4.0,4.0,4,10000.0,1.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,5,1
+2096,4.0,2,9,22,44,2015,2,1980,1.0,1.0,1.0,3.0,0.0,1.0,60.0,168,110,4.0,5.0,3.0,1,3.0,3.0,1.0,3.0,5.0,6,20000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+2097,5.0,1,4,7,21,2015,2,1983,1.0,1.0,1.0,7.0,60000.0,1.0,84.0,160,160,3.0,4.0,5.0,5,4.0,3.0,1.0,3.0,5.0,1,60000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,1,5
+2098,3.0,2,31,87,132,2015,1,1967,1.0,1.0,1.0,3.0,0.0,1.0,70.0,175,100,1.0,1.0,2.0,1,1.0,5.0,1.0,1.0,3.0,4,7500.0,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,3.0,2,1
+2099,4.0,2,9,21,43,2015,1,1933,1.0,1.0,1.0,3.0,31200.0,4.0,150.0,170,150,4.0,4.0,4.0,2,4.0,4.0,1.0,4.0,9.0,5,80000.0,4.0,4.0,1.0,2.0,3,1.0,1.0,4.0,2.0,5,4
+2100,5.0,2,17,48,81,2015,2,1958,1.0,1.0,1.0,1.0,0.0,1.0,300.0,155,100,5.0,5.0,5.0,1,4.0,3.0,1.0,5.0,6.0,6,50000.0,6.0,3.0,2.0,2.0,3,3.0,2.0,3.0,3.0,3,1
+2101,4.0,2,5,10,26,2015,1,1988,1.0,1.0,1.0,12.0,40000.0,4.0,90.0,165,120,5.0,5.0,5.0,1,2.0,3.0,3.0,2.0,5.0,1,70000.0,2.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,5
+2102,4.0,1,4,7,19,2015,2,1956,1.0,1.0,1.0,6.0,35000.0,1.0,75.0,168,148,4.0,2.0,3.0,2,4.0,4.0,3.0,4.0,1.0,5,70000.0,2.0,1.0,0.0,2.0,3,3.0,2.0,3.0,4.0,3,4
+2103,5.0,1,26,74,114,2015,2,1940,1.0,1.0,1.0,7.0,60000.0,4.0,57.0,153,139,4.0,5.0,5.0,5,3.0,4.0,4.0,4.0,5.0,5,70000.0,2.0,4.0,1.0,2.0,3,1.0,1.0,4.0,2.0,4,5
+2104,4.0,2,5,11,27,2015,2,1941,1.0,0.0,4.0,1.0,720.0,1.0,40.0,150,90,2.0,3.0,3.0,1,4.0,4.0,1.0,3.0,2.0,4,720.0,1.0,1.0,1.0,2.0,7,3.0,3.0,3.0,2.0,4,1
+2105,4.0,1,8,19,41,2015,1,1951,4.0,0.0,9.0,3.0,24861.0,1.0,32.0,165,150,1.0,2.0,3.0,1,2.0,4.0,1.0,3.0,4.0,5,15000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,4
+2106,5.0,1,23,68,108,2015,2,1980,1.0,1.0,1.0,4.0,0.0,1.0,108.0,158,130,5.0,5.0,5.0,4,2.0,2.0,2.0,4.0,5.0,6,15000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,1
+2107,3.0,1,28,81,123,2015,2,1971,1.0,1.0,1.0,3.0,18000.0,1.0,260.0,145,145,4.0,4.0,4.0,4,2.0,2.0,2.0,2.0,4.0,1,18000.0,1.0,3.0,1.0,2.0,6,3.0,2.0,3.0,2.0,2,3
+2108,4.0,2,26,74,114,2015,2,1950,1.0,1.0,1.0,3.0,0.0,1.0,600.0,160,100,4.0,3.0,4.0,1,2.0,1.0,1.0,3.0,4.0,4,20000.0,2.0,3.0,1.0,2.0,7,2.0,1.0,3.0,2.0,4,1
+2109,4.0,1,6,15,31,2015,2,1945,1.0,1.0,1.0,1.0,3000.0,1.0,45.0,155,108,3.0,3.0,4.0,1,2.0,2.0,1.0,3.0,4.0,4,3000.0,1.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,2
+2110,4.0,1,10,27,49,2015,1,1985,1.0,1.0,1.0,4.0,10000.0,1.0,79.0,166,138,2.0,3.0,3.0,2,2.0,4.0,2.0,4.0,5.0,1,200000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,2.0,3.0,1,3
+2111,4.0,2,13,35,65,2015,2,1963,6.0,0.0,6.0,3.0,3000.0,1.0,200.0,161,90,3.0,3.0,3.0,1,3.0,4.0,1.0,4.0,4.0,3,6000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,2
+2112,4.0,1,1,1,1,2015,1,1941,1.0,1.0,1.0,7.0,60000.0,4.0,100.0,168,125,3.0,4.0,4.0,2,3.0,3.0,3.0,4.0,5.0,5,120000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,5
+2113,4.0,2,11,31,54,2015,1,1970,1.0,1.0,1.0,4.0,20000.0,1.0,200.0,165,130,4.0,5.0,5.0,1,2.0,1.0,1.0,2.0,2.0,1,30000.0,4.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+2114,2.0,2,15,41,72,2015,1,1982,1.0,1.0,1.0,4.0,30000.0,1.0,120.0,175,150,5.0,5.0,5.0,1,3.0,4.0,2.0,2.0,5.0,1,60000.0,7.0,3.0,1.0,2.0,3,2.0,3.0,2.0,2.0,2,4
+2115,4.0,1,4,7,20,2015,2,1965,1.0,1.0,1.0,6.0,30000.0,4.0,45.0,165,160,4.0,5.0,5.0,2,2.0,4.0,1.0,2.0,6.0,5,50000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,3,4
+2116,4.0,1,4,7,20,2015,1,1950,1.0,1.0,1.0,4.0,74400.0,4.0,52.6,170,170,5.0,5.0,5.0,2,3.0,5.0,5.0,2.0,4.0,1,200000.0,5.0,3.0,1.0,1.0,3,3.0,1.0,3.0,2.0,4,5
+2117,4.0,1,21,61,97,2015,2,1958,1.0,1.0,1.0,6.0,20000.0,4.0,182.0,158,114,5.0,5.0,5.0,2,4.0,4.0,1.0,4.0,3.0,5,33800.0,2.0,2.0,1.0,2.0,3,2.0,1.0,5.0,2.0,3,3
+2118,3.0,1,5,11,27,2015,2,1941,1.0,1.0,1.0,4.0,24000.0,4.0,80.0,158,138,2.0,5.0,2.0,2,1.0,4.0,1.0,1.0,1.0,5,24000.0,1.0,1.0,1.0,2.0,7,3.0,2.0,4.0,4.0,4,4
+2119,4.0,2,2,4,11,2015,2,1991,1.0,1.0,1.0,3.0,38299.0,1.0,350.0,165,150,5.0,5.0,4.0,1,5.0,3.0,1.0,4.0,6.0,1,3000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,1,4
+2120,5.0,2,15,43,74,2015,1,1963,1.0,1.0,1.0,3.0,20000.0,1.0,260.0,170,120,4.0,4.0,4.0,1,3.0,2.0,2.0,4.0,4.0,3,100000.0,7.0,3.0,2.0,2.0,3,3.0,2.0,3.0,2.0,3,3
+2121,4.0,2,15,41,72,2015,2,1961,1.0,1.0,1.0,1.0,7037.0,1.0,130.0,165,126,4.0,4.0,5.0,1,2.0,2.0,1.0,2.0,6.0,3,10000.0,4.0,3.0,2.0,2.0,3,2.0,1.0,3.0,2.0,3,2
+2122,3.0,1,6,17,33,2015,1,1965,1.0,1.0,1.0,4.0,19200.0,1.0,70.0,170,140,3.0,4.0,4.0,5,2.0,2.0,2.0,3.0,5.0,1,74818.0,2.0,2.0,1.0,2.0,1,2.0,2.0,3.0,2.0,3,3
+2123,4.0,1,12,32,56,2015,1,1973,1.0,1.0,3.0,12.0,500000.0,1.0,65.0,173,130,5.0,5.0,3.0,5,4.0,5.0,2.0,3.0,6.0,1,700000.0,3.0,3.0,1.0,1.0,3,2.0,3.0,2.0,2.0,2,5
+2124,2.0,1,21,62,98,2015,2,1963,8.0,1.0,1.0,1.0,5000.0,1.0,350.0,150,96,2.0,2.0,2.0,1,3.0,3.0,1.0,2.0,1.0,4,20000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,2
+2125,5.0,2,11,30,53,2015,2,1967,1.0,1.0,1.0,4.0,0.0,1.0,110.0,156,140,4.0,5.0,5.0,1,3.0,3.0,2.0,2.0,1.0,4,12000.0,5.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+2126,4.0,2,2,4,11,2015,2,1967,1.0,1.0,1.0,1.0,2000.0,1.0,80.0,155,100,4.0,4.0,4.0,1,1.0,1.0,1.0,4.0,1.0,4,4000.0,2.0,1.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,2
+2127,2.0,1,4,7,22,2015,2,1985,1.0,1.0,1.0,7.0,0.0,1.0,74.0,159,90,5.0,4.0,2.0,2,2.0,3.0,1.0,1.0,1.0,5,30000.0,2.0,2.0,1.0,2.0,3,2.0,3.0,2.0,3.0,1,1
+2128,5.0,1,31,87,130,2015,1,1987,1.0,1.0,1.0,12.0,20000.0,2.0,107.0,179,138,5.0,5.0,5.0,2,1.0,3.0,5.0,4.0,5.0,1,40000.0,4.0,3.0,1.0,2.0,1,3.0,1.0,4.0,3.0,1,3
+2129,4.0,1,26,75,115,2015,1,1970,1.0,1.0,4.0,7.0,66157.0,1.0,110.0,167,140,2.0,4.0,4.0,5,2.0,4.0,2.0,3.0,6.0,1,182179.0,4.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+2130,4.0,2,9,23,45,2015,1,1993,1.0,1.0,1.0,6.0,40000.0,1.0,180.0,172,120,4.0,4.0,4.0,1,3.0,3.0,2.0,3.0,3.0,1,140000.0,4.0,2.0,2.0,2.0,1,2.0,1.0,3.0,2.0,1,5
+2131,4.0,1,19,59,95,2015,1,1978,1.0,1.0,1.0,11.0,50000.0,1.0,72.0,170,130,5.0,5.0,5.0,2,4.0,2.0,3.0,3.0,5.0,1,85000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,3.0,2,5
+2132,5.0,2,13,36,67,2015,2,1956,1.0,1.0,1.0,3.0,10000.0,1.0,180.0,155,110,3.0,5.0,5.0,1,3.0,3.0,1.0,2.0,3.0,3,70000.0,6.0,2.0,1.0,1.0,3,3.0,2.0,3.0,3.0,3,3
+2133,5.0,1,5,8,24,2015,1,1955,1.0,1.0,1.0,4.0,18000.0,1.0,70.0,178,135,4.0,4.0,4.0,2,4.0,4.0,3.0,4.0,4.0,5,36000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+2134,4.0,1,31,89,134,2015,1,1950,1.0,1.0,1.0,6.0,20000.0,1.0,54.0,165,110,1.0,3.0,3.0,2,3.0,4.0,2.0,4.0,4.0,5,20000.0,2.0,1.0,1.0,2.0,3,3.0,1.0,2.0,3.0,4,3
+2135,4.0,1,19,57,91,2015,1,1945,1.0,0.0,1.0,12.0,120000.0,4.0,100.0,173,142,4.0,5.0,4.0,5,2.0,5.0,4.0,3.0,7.0,1,250000.0,5.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,4,5
+2136,4.0,1,15,43,74,2015,1,1970,1.0,1.0,1.0,7.0,70000.0,4.0,92.0,170,124,3.0,4.0,3.0,2,3.0,3.0,3.0,2.0,6.0,1,100000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+2137,3.0,2,17,50,83,2015,2,1961,1.0,1.0,1.0,1.0,0.0,1.0,300.0,157,110,2.0,3.0,3.0,1,3.0,3.0,1.0,2.0,5.0,5,20000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,1
+2138,4.0,1,15,39,70,2015,1,1950,1.0,1.0,1.0,1.0,800.0,1.0,230.0,158,108,3.0,3.0,3.0,1,4.0,3.0,1.0,4.0,4.0,3,800.0,1.0,2.0,1.0,2.0,1,2.0,2.0,3.0,3.0,4,1
+2139,4.0,1,19,57,93,2015,2,1940,1.0,1.0,1.0,3.0,36000.0,1.0,70.0,150,95,2.0,4.0,3.0,5,2.0,4.0,1.0,4.0,5.0,5,36000.0,2.0,4.0,1.0,2.0,7,2.0,2.0,4.0,3.0,4,4
+2140,4.0,1,12,34,63,2015,2,1945,1.0,1.0,1.0,1.0,12000.0,1.0,70.0,150,100,3.0,4.0,4.0,2,4.0,4.0,3.0,4.0,6.0,4,54347.0,5.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,4,3
+2141,4.0,1,1,1,6,2015,2,1977,1.0,1.0,1.0,11.0,60000.0,1.0,86.7,162,130,3.0,5.0,4.0,2,4.0,4.0,4.0,2.0,6.0,1,180000.0,5.0,3.0,2.0,1.0,3,2.0,2.0,3.0,2.0,2,5
+2142,5.0,1,18,55,89,2015,2,1953,1.0,1.0,1.0,6.0,960.0,1.0,200.0,160,112,4.0,4.0,4.0,1,1.0,2.0,1.0,3.0,4.0,5,36980.0,5.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,1
+2143,4.0,2,21,64,102,2015,1,1968,1.0,1.0,1.0,3.0,30000.0,1.0,360.0,170,120,4.0,4.0,4.0,1,3.0,3.0,2.0,2.0,5.0,5,0.0,3.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+2144,4.0,2,18,55,89,2015,1,1989,1.0,1.0,1.0,4.0,20000.0,1.0,80.0,160,100,4.0,4.0,4.0,1,4.0,4.0,4.0,4.0,5.0,1,30000.0,6.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,1,3
+2145,4.0,2,4,7,22,2015,1,1987,1.0,1.0,3.0,4.0,30000.0,1.0,42.0,175,127,4.0,5.0,4.0,1,3.0,2.0,2.0,4.0,3.0,1,50000.0,2.0,2.0,0.0,1.0,3,3.0,2.0,4.0,2.0,1,4
+2146,2.0,1,1,1,7,2015,2,1960,1.0,1.0,1.0,6.0,40000.0,1.0,50.0,165,130,3.0,3.0,3.0,1,3.0,4.0,4.0,4.0,5.0,5,400000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,3.0,3,5
+2147,4.0,1,18,53,87,2015,1,1977,1.0,1.0,1.0,4.0,20000.0,1.0,496.0,167,150,4.0,4.0,3.0,2,2.0,3.0,1.0,2.0,4.0,1,20000.0,4.0,3.0,1.0,2.0,6,2.0,2.0,4.0,2.0,2,3
+2148,3.0,1,19,57,91,2015,2,1992,1.0,1.0,1.0,12.0,50000.0,2.0,50.0,158,80,5.0,5.0,4.0,5,3.0,4.0,5.0,4.0,5.0,1,100000.0,3.0,3.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,5
+2149,3.0,1,27,79,119,2015,1,1969,1.0,1.0,1.0,4.0,20000.0,1.0,31.0,172,180,3.0,4.0,4.0,2,2.0,3.0,2.0,2.0,2.0,1,30000.0,3.0,2.0,2.0,2.0,3,3.0,2.0,4.0,3.0,2,3
+2150,4.0,1,12,32,60,2015,2,1925,1.0,1.0,1.0,1.0,7496.0,1.0,40.0,155,90,2.0,3.0,3.0,4,2.0,1.0,1.0,4.0,1.0,4,6000.0,1.0,1.0,1.0,2.0,7,3.0,2.0,3.0,1.0,5,2
+2151,4.0,1,4,7,21,2015,2,1968,1.0,1.0,1.0,10.0,80000.0,4.0,65.0,160,125,3.0,5.0,5.0,2,1.0,4.0,3.0,3.0,5.0,1,142360.0,5.0,3.0,1.0,1.0,3,3.0,2.0,3.0,3.0,2,5
+2152,5.0,1,11,29,52,2015,2,1983,1.0,1.0,1.0,4.0,83979.0,1.0,90.0,168,116,5.0,5.0,5.0,5,4.0,3.0,3.0,2.0,6.0,1,117787.0,4.0,4.0,2.0,1.0,3,1.0,1.0,4.0,2.0,1,5
+2153,4.0,2,5,8,24,2015,1,1977,1.0,1.0,1.0,4.0,30000.0,1.0,115.0,159,108,3.0,3.0,3.0,1,1.0,3.0,1.0,4.0,3.0,3,60000.0,3.0,3.0,1.0,1.0,3,3.0,3.0,3.0,2.0,2,4
+2154,4.0,1,1,1,2,2015,1,1963,1.0,1.0,1.0,13.0,185774.0,1.0,100.0,174,140,4.0,4.0,4.0,8,1.0,5.0,4.0,2.0,6.0,1,340944.0,5.0,4.0,2.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+2155,5.0,1,11,29,52,2015,2,1938,1.0,1.0,1.0,3.0,24000.0,1.0,95.0,160,130,4.0,4.0,4.0,2,4.0,3.0,3.0,2.0,5.0,5,48000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,2.0,2.0,4,4
+2156,4.0,1,27,79,119,2015,1,1945,1.0,1.0,1.0,3.0,0.0,1.0,94.0,175,140,2.0,3.0,4.0,1,2.0,4.0,1.0,2.0,4.0,5,30000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,1
+2157,3.0,1,12,34,64,2015,2,1978,1.0,1.0,1.0,6.0,120000.0,1.0,100.0,155,110,3.0,3.0,3.0,2,3.0,3.0,3.0,2.0,6.0,1,270000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,5
+2158,4.0,1,7,18,39,2015,2,1985,1.0,1.0,1.0,3.0,40000.0,1.0,70.0,168,128,5.0,5.0,5.0,1,1.0,3.0,1.0,4.0,5.0,1,40000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,5
+2159,3.0,1,1,1,6,2015,2,1968,1.0,1.0,1.0,10.0,100000.0,1.0,50.0,160,100,4.0,4.0,5.0,2,3.0,4.0,2.0,4.0,5.0,1,140000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+2160,3.0,2,16,46,78,2015,1,1972,1.0,1.0,1.0,4.0,40000.0,1.0,200.0,170,130,5.0,5.0,4.0,1,2.0,3.0,1.0,4.0,7.0,3,60000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+2161,5.0,1,21,64,102,2015,2,1967,1.0,1.0,1.0,6.0,15000.0,4.0,120.0,159,130,5.0,5.0,5.0,5,3.0,2.0,2.0,4.0,5.0,1,30000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,3
+2162,4.0,1,4,7,19,2015,1,1972,1.0,1.0,1.0,6.0,200000.0,1.0,89.0,171,155,1.0,3.0,2.0,2,3.0,5.0,1.0,2.0,5.0,1,200000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,2.0,3.0,2,5
+2163,4.0,2,26,74,114,2015,2,1955,1.0,1.0,1.0,1.0,5000.0,1.0,400.0,155,90,4.0,3.0,4.0,1,4.0,1.0,1.0,3.0,5.0,3,10000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,2
+2164,3.0,2,15,40,71,2015,1,1990,1.0,1.0,1.0,10.0,50000.0,1.0,12.0,172,124,4.0,4.0,4.0,1,4.0,4.0,4.0,2.0,7.0,1,50000.0,1.0,2.0,1.0,2.0,1,3.0,2.0,2.0,2.0,1,5
+2165,5.0,2,22,67,107,2015,1,1960,1.0,1.0,4.0,4.0,12549.0,4.0,200.0,160,115,5.0,4.0,5.0,1,4.0,2.0,3.0,2.0,5.0,5,30000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+2166,5.0,1,27,77,117,2015,2,1974,1.0,0.0,1.0,4.0,17500.0,1.0,65.0,160,128,4.0,5.0,5.0,2,1.0,4.0,2.0,4.0,5.0,1,60000.0,2.0,3.0,2.0,2.0,3,3.0,3.0,4.0,3.0,2,3
+2167,2.0,2,27,80,120,2015,2,1963,1.0,1.0,1.0,4.0,4906.0,1.0,200.0,158,110,5.0,4.0,3.0,1,2.0,2.0,1.0,2.0,5.0,3,30889.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+2168,4.0,2,15,40,71,2015,2,1960,1.0,1.0,4.0,4.0,25000.0,1.0,198.0,160,122,3.0,2.0,3.0,5,3.0,4.0,1.0,4.0,2.0,5,120000.0,6.0,3.0,2.0,1.0,3,3.0,2.0,3.0,2.0,3,4
+2169,4.0,1,4,7,20,2015,1,1953,1.0,1.0,1.0,3.0,24000.0,1.0,10.0,175,140,3.0,3.0,5.0,1,1.0,3.0,1.0,4.0,5.0,5,24000.0,2.0,1.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,4
+2170,4.0,2,15,42,73,2015,2,1932,1.0,1.0,1.0,1.0,0.0,1.0,270.0,158,90,3.0,3.0,3.0,1,4.0,4.0,1.0,3.0,4.0,4,200000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,5,1
+2171,4.0,1,21,64,102,2015,2,1997,1.0,1.0,1.0,6.0,0.0,2.0,103.0,161,80,4.0,5.0,5.0,2,2.0,4.0,4.0,4.0,3.0,6,9000.0,3.0,2.0,1.0,2.0,1,3.0,2.0,3.0,2.0,1,1
+2172,4.0,2,22,65,104,2015,2,1953,8.0,1.0,1.0,3.0,10000.0,1.0,50.0,162,120,3.0,3.0,4.0,1,5.0,4.0,2.0,4.0,5.0,3,10000.0,2.0,3.0,3.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+2173,3.0,1,15,40,71,2015,2,1974,1.0,1.0,1.0,10.0,50000.0,1.0,94.0,160,96,5.0,4.0,5.0,5,3.0,5.0,4.0,3.0,3.0,1,120000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+2174,4.0,1,10,27,50,2015,2,1987,1.0,1.0,1.0,4.0,15000.0,1.0,400.0,170,130,5.0,5.0,4.0,1,2.0,5.0,4.0,5.0,4.0,1,60000.0,5.0,2.0,2.0,2.0,3,2.0,1.0,5.0,3.0,1,3
+2175,4.0,2,5,8,24,2015,1,1977,1.0,1.0,1.0,4.0,60000.0,1.0,72.0,166,138,5.0,5.0,5.0,1,4.0,4.0,1.0,4.0,1.0,2,60000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+2176,4.0,2,11,30,53,2015,1,1992,1.0,1.0,1.0,4.0,20000.0,1.0,100.0,175,150,4.0,5.0,5.0,1,3.0,3.0,3.0,1.0,3.0,1,50000.0,3.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,3
+2177,5.0,1,11,30,53,2015,1,1985,1.0,1.0,1.0,4.0,50000.0,1.0,95.0,175,160,5.0,5.0,5.0,1,4.0,4.0,2.0,2.0,5.0,1,60000.0,2.0,3.0,1.0,1.0,3,2.0,3.0,5.0,2.0,1,5
+2178,4.0,1,12,32,57,2015,2,1985,1.0,1.0,1.0,9.0,24000.0,1.0,100.0,156,110,4.0,5.0,5.0,1,3.0,4.0,3.0,2.0,3.0,1,90000.0,4.0,2.0,1.0,2.0,2,3.0,1.0,4.0,3.0,1,4
+2179,4.0,1,1,1,5,2015,1,1937,1.0,1.0,1.0,12.0,70000.0,4.0,55.0,178,136,3.0,4.0,4.0,2,3.0,3.0,4.0,3.0,6.0,5,150000.0,2.0,4.0,1.0,2.0,3,1.0,2.0,3.0,2.0,4,5
+2180,4.0,1,1,1,1,2015,1,1925,1.0,1.0,1.0,7.0,15000.0,4.0,47.0,160,140,3.0,4.0,4.0,2,2.0,5.0,2.0,4.0,6.0,5,190000.0,2.0,4.0,1.0,2.0,3,1.0,2.0,4.0,2.0,5,3
+2181,5.0,2,5,8,24,2015,2,1985,1.0,1.0,1.0,3.0,0.0,1.0,60.0,160,130,5.0,5.0,5.0,1,3.0,4.0,2.0,2.0,5.0,6,10000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,1,1
+2182,3.0,1,28,81,123,2015,2,1968,1.0,1.0,1.0,4.0,0.0,1.0,89.0,158,140,4.0,4.0,4.0,1,4.0,4.0,1.0,2.0,3.0,5,50000.0,1.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,1
+2183,5.0,1,19,57,93,2015,2,1948,1.0,1.0,1.0,3.0,10000.0,1.0,35.0,158,107,3.0,3.0,4.0,4,5.0,5.0,1.0,4.0,5.0,5,30000.0,2.0,3.0,0.0,2.0,3,2.0,1.0,4.0,2.0,4,3
+2184,4.0,1,15,40,71,2015,2,1983,1.0,1.0,1.0,11.0,50000.0,1.0,85.0,163,120,5.0,5.0,5.0,2,3.0,3.0,2.0,4.0,4.0,1,100000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,5
+2185,5.0,2,23,68,108,2015,2,1991,1.0,1.0,3.0,5.0,12000.0,2.0,24.0,166,102,1.0,5.0,5.0,2,1.0,4.0,2.0,1.0,5.0,1,63000.0,4.0,3.0,1.0,2.0,2,2.0,2.0,4.0,4.0,1,3
+2186,4.0,2,22,67,107,2015,2,1942,8.0,1.0,1.0,1.0,0.0,1.0,45.0,155,40,2.0,2.0,3.0,1,3.0,3.0,1.0,4.0,3.0,4,5000.0,2.0,1.0,2.0,2.0,7,2.0,3.0,4.0,2.0,4,1
+2187,4.0,2,6,14,30,2015,2,1965,1.0,1.0,1.0,4.0,0.0,1.0,120.0,165,150,3.0,4.0,4.0,1,3.0,2.0,1.0,2.0,6.0,3,20000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,1
+2188,4.0,1,27,78,118,2015,2,1996,1.0,1.0,1.0,12.0,0.0,2.0,55.0,162,110,4.0,4.0,4.0,5,2.0,4.0,5.0,2.0,4.0,6,60000.0,3.0,2.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,1
+2189,4.0,1,18,54,88,2015,1,1990,1.0,1.0,3.0,10.0,49748.0,2.0,80.0,169,123,4.0,5.0,5.0,1,2.0,4.0,4.0,3.0,3.0,1,58597.0,4.0,3.0,2.0,2.0,1,2.0,1.0,3.0,2.0,1,5
+2190,3.0,2,6,13,29,2015,1,1942,1.0,1.0,2.0,3.0,5000.0,1.0,330.0,150,110,2.0,4.0,4.0,1,3.0,3.0,1.0,3.0,5.0,3,50000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,2
+2191,4.0,1,10,24,46,2015,2,1987,1.0,1.0,1.0,4.0,0.0,1.0,98.5,170,145,5.0,5.0,5.0,1,4.0,4.0,1.0,2.0,5.0,5,30000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,5.0,3.0,1,1
+2192,2.0,1,4,7,19,2015,2,1985,1.0,1.0,1.0,12.0,84000.0,1.0,70.0,157,96,2.0,4.0,3.0,2,2.0,2.0,4.0,2.0,4.0,1,86000.0,1.0,3.0,1.0,2.0,1,2.0,2.0,5.0,2.0,1,5
+2193,5.0,1,31,88,133,2015,1,1988,1.0,0.0,9.0,4.0,60000.0,1.0,45.0,159,90,5.0,4.0,4.0,1,2.0,2.0,1.0,4.0,2.0,1,60000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,5.0,2.0,1,5
+2194,4.0,2,5,9,25,2015,2,1993,1.0,1.0,2.0,4.0,15000.0,1.0,300.0,158,87,4.0,4.0,4.0,2,2.0,3.0,2.0,4.0,5.0,3,40000.0,2.0,3.0,1.0,2.0,1,3.0,2.0,3.0,3.0,1,3
+2195,5.0,2,8,19,41,2015,2,1951,4.0,0.0,4.0,1.0,4000.0,1.0,667.0,170,140,4.0,4.0,2.0,2,1.0,3.0,1.0,5.0,5.0,3,20000.0,2.0,4.0,1.0,2.0,3,1.0,1.0,3.0,2.0,3,2
+2196,4.0,1,4,7,15,2015,2,1965,1.0,0.0,4.0,6.0,100000.0,1.0,40.0,165,100,4.0,4.0,3.0,1,3.0,2.0,5.0,3.0,7.0,1,100000.0,3.0,4.0,2.0,1.0,3,1.0,1.0,3.0,3.0,3,5
+2197,4.0,2,8,19,41,2015,2,1986,4.0,0.0,2.0,1.0,3000.0,1.0,110.0,163,120,5.0,4.0,3.0,1,4.0,3.0,1.0,5.0,2.0,2,70000.0,5.0,2.0,1.0,2.0,3,2.0,1.0,5.0,2.0,1,2
+2198,5.0,1,4,7,21,2015,1,1938,3.0,1.0,1.0,8.0,60000.0,4.0,70.0,167,146,3.0,5.0,5.0,5,2.0,5.0,2.0,4.0,3.0,5,74715.0,2.0,2.0,1.0,2.0,4,2.0,2.0,4.0,1.0,4,5
+2199,4.0,1,21,64,101,2015,2,1972,1.0,1.0,1.0,4.0,0.0,1.0,83.0,158,108,4.0,4.0,4.0,1,3.0,4.0,2.0,4.0,5.0,5,15000.0,2.0,3.0,1.0,1.0,4,2.0,1.0,4.0,2.0,2,1
+2200,4.0,1,15,43,74,2015,2,1941,1.0,1.0,1.0,3.0,20000.0,1.0,77.0,160,120,2.0,2.0,2.0,5,4.0,3.0,2.0,4.0,7.0,5,30000.0,2.0,4.0,1.0,2.0,3,2.0,2.0,4.0,3.0,4,3
+2201,5.0,1,18,53,87,2015,2,1942,1.0,1.0,1.0,3.0,20000.0,1.0,120.0,157,120,4.0,4.0,4.0,2,2.0,3.0,3.0,4.0,6.0,5,30000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,3
+2202,5.0,1,1,1,7,2015,1,1958,1.0,1.0,1.0,7.0,100000.0,1.0,88.0,175,70,5.0,5.0,5.0,2,1.0,4.0,4.0,2.0,6.0,1,150000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,4.0,3.0,3,5
+2203,4.0,2,21,64,100,2015,2,1968,1.0,1.0,1.0,3.0,10000.0,1.0,190.0,168,130,4.0,4.0,4.0,1,2.0,3.0,1.0,4.0,6.0,3,30000.0,2.0,4.0,2.0,2.0,3,2.0,1.0,3.0,2.0,2,3
+2204,3.0,1,7,18,34,2015,1,1950,1.0,1.0,1.0,9.0,32000.0,4.0,40.0,164,126,2.0,2.0,2.0,2,2.0,4.0,5.0,2.0,3.0,1,80000.0,2.0,3.0,1.0,2.0,3,3.0,3.0,3.0,3.0,4,4
+2205,4.0,1,31,86,129,2015,1,1978,1.0,1.0,1.0,4.0,20000.0,1.0,35.0,176,160,4.0,4.0,4.0,1,2.0,2.0,3.0,2.0,3.0,1,20000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+2206,4.0,1,31,87,130,2015,1,1965,1.0,1.0,1.0,1.0,60000.0,1.0,90.0,178,150,4.0,4.0,4.0,2,3.0,4.0,2.0,4.0,4.0,1,300000.0,3.0,4.0,1.0,1.0,3,2.0,2.0,3.0,2.0,3,5
+2207,4.0,1,18,55,89,2015,2,1969,1.0,1.0,1.0,3.0,3000.0,1.0,120.0,165,150,4.0,4.0,3.0,2,2.0,4.0,1.0,3.0,4.0,1,10000.0,2.0,2.0,1.0,2.0,6,3.0,1.0,4.0,2.0,2,2
+2208,5.0,2,17,48,80,2015,1,1976,1.0,1.0,1.0,4.0,30000.0,1.0,130.0,183,180,4.0,5.0,5.0,1,2.0,2.0,2.0,2.0,6.0,1,30000.0,5.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,4
+2209,2.0,2,31,87,131,2015,2,1951,1.0,1.0,1.0,3.0,0.0,1.0,50.0,150,110,1.0,1.0,3.0,1,5.0,3.0,1.0,4.0,3.0,4,0.0,1.0,1.0,1.0,2.0,7,3.0,2.0,3.0,2.0,3,1
+2210,4.0,1,9,21,43,2015,1,1979,1.0,1.0,1.0,4.0,25000.0,1.0,130.0,175,160,5.0,4.0,5.0,1,2.0,4.0,1.0,4.0,7.0,1,70000.0,4.0,4.0,2.0,1.0,3,2.0,2.0,5.0,2.0,2,4
+2211,5.0,1,16,45,76,2015,2,1946,1.0,0.0,1.0,1.0,0.0,1.0,100.0,156,110,1.0,2.0,4.0,1,4.0,4.0,1.0,5.0,6.0,4,0.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,1
+2212,5.0,1,24,72,112,2015,2,1990,1.0,1.0,1.0,4.0,0.0,1.0,140.0,156,100,5.0,5.0,5.0,1,2.0,4.0,1.0,3.0,5.0,5,155928.0,2.0,3.0,1.0,2.0,2,2.0,1.0,3.0,2.0,1,1
+2213,4.0,2,31,87,130,2015,2,1959,1.0,1.0,1.0,4.0,30000.0,1.0,100.0,163,126,3.0,5.0,5.0,1,4.0,4.0,1.0,4.0,5.0,4,60000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+2214,5.0,1,9,21,43,2015,2,1971,1.0,1.0,1.0,4.0,10000.0,1.0,200.0,157,120,4.0,4.0,4.0,1,3.0,3.0,1.0,3.0,4.0,4,20000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,3
+2215,4.0,2,2,5,12,2015,2,1977,8.0,1.0,1.0,3.0,1500.0,1.0,100.0,163,116,4.0,4.0,4.0,1,5.0,1.0,1.0,4.0,4.0,3,3500.0,4.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,2,2
+2216,4.0,1,22,66,106,2015,1,1955,1.0,1.0,1.0,4.0,40000.0,1.0,90.0,168,126,4.0,4.0,4.0,1,2.0,3.0,2.0,4.0,6.0,4,60000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+2217,4.0,2,16,46,77,2015,1,1972,1.0,0.0,2.0,4.0,100000.0,1.0,90.0,172,75,3.0,4.0,4.0,1,2.0,3.0,1.0,2.0,5.0,1,150000.0,3.0,4.0,1.0,1.0,3,1.0,1.0,3.0,2.0,2,5
+2218,4.0,2,5,10,26,2015,1,1970,1.0,1.0,1.0,4.0,50000.0,1.0,260.0,175,180,5.0,5.0,4.0,1,4.0,3.0,1.0,4.0,4.0,3,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+2219,5.0,1,24,70,110,2015,1,1972,1.0,0.0,8.0,4.0,300000.0,1.0,280.0,166,130,5.0,5.0,4.0,1,5.0,4.0,1.0,4.0,10.0,1,300000.0,3.0,4.0,1.0,1.0,3,2.0,2.0,2.0,2.0,2,5
+2220,4.0,1,4,7,21,2015,1,1959,1.0,1.0,1.0,4.0,70000.0,1.0,90.0,159,110,5.0,5.0,4.0,2,3.0,4.0,2.0,4.0,5.0,1,700000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,5
+2221,2.0,2,9,21,43,2015,2,1955,1.0,1.0,1.0,3.0,5000.0,1.0,50.0,155,135,2.0,3.0,3.0,1,2.0,3.0,1.0,3.0,1.0,3,5000.0,1.0,2.0,1.0,2.0,5,3.0,3.0,3.0,3.0,3,2
+2222,4.0,1,18,51,84,2015,2,1978,1.0,0.0,5.0,3.0,25000.0,1.0,100.0,165,100,4.0,4.0,5.0,2,1.0,3.0,2.0,4.0,4.0,1,70000.0,5.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,2,4
+2223,4.0,2,24,72,112,2015,1,1965,1.0,0.0,1.0,3.0,15000.0,4.0,150.0,160,120,3.0,5.0,5.0,1,3.0,3.0,3.0,2.0,2.0,1,25000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,3
+2224,4.0,1,1,1,5,2015,2,1937,1.0,1.0,1.0,6.0,40000.0,1.0,80.0,160,110,3.0,3.0,4.0,2,4.0,4.0,3.0,4.0,4.0,5,40000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,5
+2225,5.0,1,27,79,119,2015,1,1972,1.0,1.0,1.0,4.0,25000.0,4.0,58.0,183,170,4.0,5.0,5.0,4,2.0,3.0,4.0,1.0,4.0,1,50000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,4
+2226,3.0,2,18,53,87,2015,2,1970,1.0,1.0,1.0,1.0,10000.0,1.0,96.0,163,90,3.0,3.0,2.0,1,3.0,2.0,1.0,2.0,1.0,3,30000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,2,3
+2227,3.0,2,2,4,11,2015,1,1991,1.0,0.0,1.0,6.0,61673.0,1.0,200.0,175,100,3.0,5.0,4.0,1,2.0,2.0,2.0,3.0,3.0,1,30000.0,2.0,3.0,1.0,1.0,1,2.0,2.0,2.0,2.0,1,5
+2228,4.0,2,19,56,90,2015,1,1977,1.0,1.0,1.0,7.0,100000.0,1.0,80.0,171,140,4.0,5.0,5.0,4,3.0,3.0,3.0,4.0,6.0,1,150000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+2229,4.0,1,12,32,56,2015,2,1952,1.0,1.0,1.0,6.0,40000.0,1.0,103.0,155,108,3.0,3.0,3.0,5,2.0,4.0,3.0,4.0,4.0,5,80000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,5
+2230,4.0,1,31,87,131,2015,1,1967,1.0,1.0,1.0,4.0,50000.0,1.0,80.0,175,150,4.0,5.0,4.0,2,2.0,3.0,1.0,2.0,5.0,1,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+2231,4.0,1,11,29,52,2015,2,1957,1.0,1.0,1.0,7.0,40000.0,4.0,150.0,160,120,3.0,4.0,4.0,5,2.0,2.0,2.0,4.0,6.0,5,50000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,3,5
+2232,4.0,2,31,87,130,2015,1,1961,1.0,1.0,1.0,3.0,7000.0,1.0,100.0,155,140,4.0,4.0,4.0,1,4.0,4.0,1.0,4.0,5.0,3,30000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+2233,4.0,1,12,32,55,2015,2,1986,1.0,1.0,1.0,4.0,60000.0,1.0,68.0,163,110,4.0,5.0,4.0,1,3.0,3.0,2.0,1.0,5.0,1,150000.0,3.0,4.0,2.0,2.0,1,2.0,1.0,3.0,2.0,1,5
+2234,4.0,2,13,35,65,2015,2,1968,1.0,0.0,1.0,3.0,1000.0,1.0,300.0,150,90,1.0,2.0,2.0,1,4.0,5.0,1.0,5.0,3.0,4,85000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,1
+2235,4.0,1,31,87,130,2015,1,1960,1.0,1.0,1.0,4.0,23000.0,1.0,30.0,170,135,5.0,5.0,5.0,2,4.0,4.0,2.0,2.0,4.0,1,40000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,3
+2236,5.0,1,9,22,44,2015,1,1966,1.0,1.0,1.0,4.0,100000.0,1.0,300.0,170,140,5.0,5.0,5.0,2,2.0,2.0,1.0,5.0,5.0,1,100000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,3,5
+2237,3.0,1,13,37,68,2015,2,1955,1.0,1.0,1.0,6.0,22800.0,1.0,160.0,163,94,2.0,3.0,3.0,2,2.0,4.0,3.0,4.0,5.0,5,52800.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,3
+2238,4.0,2,21,62,98,2015,2,1972,1.0,1.0,1.0,3.0,23315.0,1.0,240.0,159,116,4.0,4.0,4.0,1,4.0,4.0,2.0,4.0,4.0,5,40000.0,2.0,3.0,2.0,1.0,3,2.0,2.0,3.0,2.0,2,3
+2239,4.0,1,22,66,105,2015,1,1979,1.0,1.0,1.0,6.0,0.0,1.0,150.0,173,135,3.0,4.0,3.0,1,4.0,4.0,2.0,2.0,5.0,1,20000.0,4.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,1
+2240,4.0,1,1,1,3,2015,1,1972,1.0,1.0,1.0,6.0,30000.0,1.0,49.0,180,150,3.0,4.0,4.0,2,3.0,3.0,2.0,2.0,3.0,1,90000.0,3.0,2.0,1.0,2.0,1,3.0,2.0,4.0,4.0,2,4
+2241,4.0,1,9,22,44,2015,2,1984,1.0,1.0,1.0,1.0,0.0,1.0,250.0,161,133,4.0,4.0,4.0,2,3.0,2.0,1.0,3.0,5.0,4,30000.0,4.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,1,1
+2242,4.0,1,12,32,59,2015,2,1938,1.0,1.0,1.0,3.0,40800.0,1.0,60.0,150,90,3.0,5.0,5.0,5,3.0,4.0,1.0,3.0,5.0,5,120000.0,2.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,5
+2243,5.0,1,19,57,93,2015,2,1957,1.0,1.0,1.0,4.0,60000.0,4.0,52.0,160,100,5.0,4.0,4.0,5,2.0,4.0,3.0,4.0,7.0,1,100000.0,2.0,3.0,1.0,2.0,3,1.0,2.0,4.0,2.0,3,5
+2244,2.0,1,12,32,57,2015,2,1960,1.0,0.0,8.0,4.0,31200.0,1.0,85.0,148,85,3.0,3.0,4.0,5,2.0,4.0,2.0,2.0,3.0,5,62400.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,4
+2245,4.0,1,4,7,18,2015,2,1934,1.0,1.0,1.0,1.0,42000.0,4.0,100.0,156,140,1.0,3.0,3.0,2,2.0,4.0,1.0,4.0,5.0,5,42000.0,1.0,3.0,0.0,2.0,7,1.0,2.0,4.0,2.0,5,5
+2246,4.0,2,22,66,105,2015,2,1947,1.0,1.0,1.0,3.0,700.0,1.0,135.0,153,76,2.0,3.0,3.0,1,4.0,3.0,1.0,4.0,5.0,6,17482.0,3.0,2.0,1.0,2.0,7,3.0,2.0,3.0,2.0,4,1
+2247,3.0,1,24,70,110,2015,2,1983,1.0,1.0,2.0,4.0,36000.0,2.0,60.0,158,95,3.0,4.0,2.0,1,2.0,3.0,2.0,2.0,3.0,5,85206.0,3.0,2.0,1.0,1.0,3,3.0,2.0,4.0,2.0,1,4
+2248,5.0,1,17,48,80,2015,1,1978,1.0,1.0,1.0,12.0,60000.0,4.0,90.0,170,136,5.0,5.0,5.0,2,2.0,5.0,5.0,4.0,4.0,1,100000.0,3.0,2.0,2.0,1.0,3,3.0,3.0,3.0,3.0,2,5
+2249,2.0,1,27,79,119,2015,1,1964,1.0,1.0,1.0,4.0,16800.0,4.0,53.0,178,140,2.0,2.0,4.0,2,3.0,3.0,4.0,2.0,2.0,1,54000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,2.0,3.0,3,3
+2250,2.0,2,18,52,85,2015,1,1950,1.0,1.0,1.0,3.0,5000.0,1.0,100.0,165,90,5.0,4.0,4.0,1,3.0,1.0,1.0,4.0,2.0,3,20000.0,4.0,3.0,1.0,2.0,3,3.0,1.0,3.0,2.0,4,2
+2251,4.0,2,2,2,9,2015,2,1965,8.0,0.0,3.0,4.0,8000.0,1.0,320.0,165,110,4.0,3.0,3.0,1,3.0,3.0,2.0,3.0,5.0,3,30000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,2
+2252,4.0,1,12,32,57,2015,2,1985,1.0,1.0,1.0,13.0,100000.0,1.0,116.0,162,90,4.0,5.0,5.0,5,3.0,4.0,3.0,3.0,7.0,1,200000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,1,5
+2253,4.0,2,2,3,10,2015,2,1967,1.0,1.0,1.0,3.0,4000.0,1.0,110.0,154,90,2.0,3.0,3.0,1,2.0,3.0,1.0,2.0,1.0,3,10000.0,4.0,2.0,2.0,2.0,3,2.0,2.0,3.0,3.0,2,2
+2254,4.0,1,31,86,129,2015,1,1951,1.0,1.0,1.0,3.0,44400.0,4.0,58.0,175,180,5.0,5.0,5.0,2,3.0,4.0,3.0,3.0,4.0,1,44400.0,2.0,2.0,1.0,2.0,4,2.0,1.0,5.0,4.0,3,5
+2255,5.0,1,4,7,16,2015,1,1954,1.0,1.0,1.0,10.0,50000.0,1.0,69.0,166,120,4.0,5.0,5.0,5,2.0,4.0,3.0,4.0,6.0,5,50000.0,2.0,4.0,1.0,2.0,3,2.0,3.0,5.0,2.0,3,5
+2256,4.0,1,16,44,75,2015,2,1946,1.0,1.0,1.0,12.0,80000.0,1.0,110.0,163,120,4.0,3.0,4.0,2,3.0,4.0,2.0,2.0,7.0,5,100000.0,2.0,4.0,1.0,2.0,3,2.0,3.0,4.0,2.0,4,5
+2257,4.0,1,6,13,29,2015,1,1971,1.0,1.0,1.0,4.0,36000.0,1.0,124.0,167,140,4.0,4.0,4.0,1,3.0,2.0,1.0,4.0,5.0,1,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,2.0,2.0,2,4
+2258,4.0,2,18,52,85,2015,1,1935,1.0,1.0,1.0,1.0,0.0,1.0,90.0,165,135,4.0,4.0,4.0,1,4.0,4.0,1.0,4.0,5.0,3,9600.0,2.0,4.0,2.0,2.0,3,1.0,1.0,4.0,2.0,4,1
+2259,4.0,2,29,84,127,2015,1,1953,1.0,1.0,1.0,4.0,20000.0,1.0,72.0,155,92,1.0,2.0,2.0,1,4.0,4.0,1.0,4.0,7.0,2,25000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,3,3
+2260,5.0,2,17,49,82,2015,2,1944,1.0,1.0,1.0,3.0,2160.0,1.0,160.0,155,115,4.0,3.0,2.0,1,3.0,5.0,1.0,1.0,4.0,4,4320.0,2.0,3.0,1.0,2.0,3,3.0,3.0,3.0,4.0,4,2
+2261,4.0,2,6,13,29,2015,1,1947,1.0,1.0,1.0,1.0,780.0,1.0,200.0,158,100,4.0,4.0,4.0,1,3.0,2.0,1.0,4.0,4.0,4,1560.0,6.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,1
+2262,5.0,1,21,63,99,2015,2,1940,1.0,1.0,1.0,3.0,40000.0,1.0,40.0,160,120,4.0,4.0,4.0,5,2.0,4.0,1.0,4.0,5.0,5,80000.0,2.0,3.0,3.0,2.0,3,2.0,2.0,3.0,2.0,4,5
+2263,4.0,2,9,21,43,2015,2,1945,1.0,1.0,1.0,3.0,760.0,1.0,60.0,155,105,2.0,3.0,3.0,1,4.0,4.0,1.0,4.0,5.0,3,20000.0,4.0,2.0,2.0,2.0,7,2.0,1.0,2.0,2.0,4,1
+2264,4.0,1,21,64,100,2015,2,1990,1.0,1.0,2.0,4.0,0.0,1.0,120.0,170,110,4.0,4.0,4.0,1,4.0,4.0,2.0,1.0,5.0,6,40000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,1,1
+2265,5.0,1,13,35,65,2015,1,1953,8.0,1.0,1.0,4.0,5000.0,1.0,170.0,168,120,5.0,4.0,4.0,1,4.0,3.0,1.0,5.0,5.0,2,20000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+2266,4.0,1,19,57,91,2015,1,1985,1.0,1.0,3.0,6.0,50000.0,1.0,42.0,178,110,4.0,4.0,4.0,1,3.0,4.0,2.0,4.0,5.0,1,200000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,2.0,2.0,1,5
+2267,3.0,1,1,1,3,2015,1,1959,1.0,1.0,1.0,4.0,8000.0,1.0,35.0,191,160,2.0,1.0,1.0,2,2.0,4.0,1.0,3.0,1.0,5,8000.0,1.0,1.0,1.0,2.0,1,3.0,3.0,4.0,2.0,3,2
+2268,3.0,1,5,8,23,2015,1,1993,3.0,1.0,1.0,7.0,36000.0,1.0,54.0,173,120,4.0,3.0,3.0,2,2.0,3.0,3.0,3.0,4.0,1,36000.0,1.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,4
+2269,4.0,2,3,6,13,2015,2,1963,1.0,1.0,1.0,4.0,6000.0,1.0,100.0,160,128,4.0,4.0,2.0,1,3.0,3.0,1.0,2.0,3.0,3,6000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,2
+2270,4.0,2,17,49,82,2015,1,1945,1.0,1.0,1.0,4.0,4000.0,1.0,120.0,170,170,2.0,3.0,5.0,1,4.0,4.0,4.0,2.0,1.0,4,8000.0,2.0,3.0,0.0,2.0,3,2.0,2.0,4.0,2.0,4,2
+2271,4.0,2,9,21,43,2015,2,1965,1.0,1.0,1.0,3.0,20000.0,1.0,80.0,165,120,4.0,5.0,4.0,1,2.0,3.0,1.0,4.0,5.0,3,30000.0,2.0,2.0,2.0,2.0,3,3.0,1.0,4.0,2.0,3,3
+2272,4.0,2,22,65,104,2015,1,1948,1.0,1.0,1.0,4.0,0.0,1.0,120.0,152,110,3.0,3.0,4.0,1,5.0,4.0,2.0,4.0,7.0,4,22993.0,3.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,4,1
+2273,2.0,1,12,33,62,2015,2,1967,1.0,0.0,4.0,3.0,36000.0,1.0,40.0,152,95,3.0,3.0,4.0,1,3.0,1.0,1.0,2.0,1.0,6,36000.0,5.0,2.0,0.0,2.0,5,3.0,2.0,3.0,3.0,2,4
+2274,4.0,2,5,10,26,2015,1,1966,1.0,1.0,1.0,3.0,20000.0,1.0,60.0,170,150,2.0,3.0,4.0,1,2.0,2.0,1.0,4.0,4.0,3,60000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+2275,4.0,2,10,28,51,2015,2,1969,1.0,1.0,1.0,4.0,20000.0,1.0,70.0,165,130,4.0,4.0,4.0,1,3.0,4.0,2.0,3.0,3.0,3,80000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,3.0,3.0,2,3
+2276,4.0,2,29,82,124,2015,1,1961,1.0,1.0,1.0,6.0,50000.0,1.0,132.0,178,150,4.0,3.0,4.0,1,2.0,4.0,4.0,4.0,4.0,2,100000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,5
+2277,4.0,1,22,66,106,2015,2,1977,1.0,1.0,3.0,7.0,30000.0,1.0,400.0,160,110,4.0,4.0,4.0,1,2.0,3.0,3.0,4.0,5.0,1,100000.0,4.0,3.0,2.0,2.0,3,2.0,2.0,3.0,3.0,2,4
+2278,3.0,2,18,53,87,2015,2,1974,1.0,1.0,6.0,3.0,8714.0,1.0,140.0,165,120,2.0,2.0,2.0,1,5.0,4.0,1.0,1.0,4.0,3,35000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,2.0,2.0,2,2
+2279,2.0,1,2,4,11,2015,2,1964,1.0,1.0,1.0,1.0,3000.0,1.0,100.0,167,140,4.0,4.0,4.0,2,2.0,2.0,2.0,2.0,5.0,4,30000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,2
+2280,4.0,2,13,35,65,2015,2,1967,8.0,1.0,1.0,3.0,3000.0,1.0,210.0,162,120,4.0,4.0,3.0,1,5.0,5.0,2.0,4.0,6.0,2,5000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,2
+2281,4.0,1,27,78,118,2015,1,1988,1.0,1.0,1.0,13.0,12000.0,4.0,65.0,180,136,5.0,4.0,3.0,2,4.0,3.0,4.0,4.0,3.0,1,12000.0,1.0,3.0,0.0,2.0,1,3.0,1.0,4.0,3.0,1,3
+2282,4.0,2,2,2,9,2015,1,1971,8.0,1.0,1.0,3.0,10000.0,1.0,150.0,172,120,4.0,4.0,4.0,1,3.0,2.0,1.0,2.0,4.0,2,15000.0,3.0,3.0,1.0,2.0,3,3.0,1.0,3.0,3.0,2,3
+2283,4.0,2,28,81,122,2015,2,1968,1.0,1.0,1.0,1.0,30000.0,1.0,90.0,160,110,4.0,4.0,5.0,1,4.0,2.0,1.0,4.0,4.0,3,30000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,4
+2284,4.0,1,22,66,105,2015,2,1962,1.0,1.0,1.0,4.0,24000.0,1.0,300.0,165,150,5.0,4.0,5.0,2,4.0,4.0,2.0,4.0,5.0,5,24000.0,1.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,3,4
+2285,4.0,1,3,6,13,2015,2,1966,2.0,1.0,1.0,10.0,50000.0,1.0,117.0,154,151,1.0,2.0,1.0,2,3.0,3.0,4.0,2.0,5.0,1,80000.0,4.0,2.0,1.0,1.0,3,2.0,2.0,4.0,3.0,3,5
+2286,3.0,2,2,5,12,2015,1,1953,8.0,1.0,1.0,3.0,6244.0,1.0,100.0,156,116,3.0,5.0,3.0,1,2.0,4.0,1.0,2.0,4.0,4,22773.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,2
+2287,4.0,1,16,46,77,2015,1,1944,1.0,1.0,1.0,3.0,10000.0,1.0,160.0,165,100,3.0,3.0,4.0,1,3.0,3.0,3.0,4.0,6.0,4,40000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,4,3
+2288,4.0,1,1,1,8,2015,2,1976,1.0,1.0,1.0,5.0,86000.0,2.0,50.0,165,115,4.0,4.0,4.0,2,2.0,2.0,4.0,2.0,5.0,1,80000.0,1.0,3.0,1.0,2.0,6,3.0,2.0,3.0,2.0,2,5
+2289,4.0,1,7,18,34,2015,2,1988,1.0,1.0,1.0,11.0,30000.0,1.0,45.0,175,120,4.0,5.0,5.0,2,3.0,4.0,2.0,4.0,6.0,5,70000.0,2.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,1,4
+2290,3.0,1,12,33,62,2015,2,1990,1.0,0.0,6.0,3.0,4833.0,1.0,94.0,159,95,4.0,4.0,3.0,1,2.0,3.0,1.0,2.0,7.0,5,62065.0,6.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,2
+2291,4.0,2,16,47,79,2015,1,1968,1.0,1.0,1.0,4.0,35000.0,1.0,110.0,170,138,3.0,5.0,4.0,1,4.0,1.0,1.0,3.0,4.0,2,100000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,4
+2292,4.0,2,28,81,122,2015,1,1956,1.0,1.0,1.0,3.0,10500.0,1.0,63.0,143,80,2.0,2.0,3.0,1,1.0,3.0,1.0,5.0,3.0,3,10500.0,3.0,2.0,1.0,2.0,3,2.0,3.0,3.0,2.0,3,3
+2293,4.0,1,4,7,21,2015,2,1970,1.0,1.0,1.0,6.0,50000.0,1.0,10.0,161,126,4.0,5.0,4.0,4,2.0,5.0,2.0,3.0,2.0,1,55000.0,1.0,2.0,0.0,2.0,6,3.0,2.0,4.0,2.0,2,5
+2294,4.0,2,31,88,133,2015,2,1958,1.0,1.0,1.0,6.0,0.0,1.0,75.0,170,110,3.0,4.0,5.0,1,3.0,3.0,1.0,3.0,4.0,3,100000.0,4.0,3.0,1.0,1.0,7,3.0,2.0,3.0,2.0,3,1
+2295,1.0,2,31,88,133,2015,2,1984,1.0,1.0,1.0,4.0,39000.0,1.0,50.0,153,130,5.0,5.0,2.0,1,1.0,5.0,1.0,3.0,1.0,4,78000.0,3.0,1.0,0.0,2.0,3,3.0,2.0,4.0,2.0,1,4
+2296,4.0,1,27,78,118,2015,1,1980,1.0,0.0,3.0,12.0,20000.0,1.0,50.0,190,210,4.0,3.0,3.0,2,3.0,4.0,1.0,2.0,7.0,1,20000.0,3.0,2.0,0.0,2.0,3,2.0,2.0,4.0,3.0,2,3
+2297,4.0,2,31,89,134,2015,2,1956,1.0,1.0,1.0,1.0,2280.0,1.0,50.0,160,120,4.0,3.0,2.0,1,1.0,5.0,1.0,4.0,1.0,4,4560.0,2.0,1.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,2
+2298,4.0,1,10,27,49,2015,2,1990,1.0,1.0,1.0,12.0,60000.0,1.0,100.0,165,100,5.0,5.0,4.0,2,3.0,2.0,2.0,4.0,5.0,1,60000.0,1.0,3.0,1.0,1.0,1,2.0,2.0,4.0,2.0,1,5
+2299,5.0,2,8,19,41,2015,1,1938,4.0,0.0,9.0,1.0,1000.0,1.0,333.0,173,144,4.0,5.0,5.0,1,1.0,4.0,5.0,5.0,8.0,3,40000.0,7.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0,4,1
+2300,4.0,2,15,41,72,2015,1,1928,1.0,1.0,1.0,4.0,33600.0,1.0,279.0,174,80,3.0,3.0,3.0,4,1.0,4.0,1.0,3.0,7.0,5,60000.0,6.0,3.0,2.0,2.0,3,2.0,1.0,3.0,2.0,5,4
+2301,3.0,1,12,32,57,2015,1,1959,1.0,1.0,1.0,4.0,20000.0,1.0,110.0,168,135,4.0,3.0,3.0,5,3.0,3.0,2.0,2.0,3.0,5,80000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,3
+2302,4.0,1,4,7,17,2015,1,1964,1.0,1.0,1.0,3.0,23000.0,1.0,13.0,165,120,3.0,2.0,4.0,1,2.0,3.0,4.0,2.0,1.0,3,30000.0,1.0,3.0,2.0,2.0,3,3.0,3.0,4.0,2.0,3,3
+2303,3.0,2,6,15,31,2015,1,1967,1.0,1.0,1.0,4.0,20000.0,1.0,200.0,160,140,3.0,3.0,3.0,1,2.0,2.0,2.0,2.0,5.0,3,40000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,2,3
+2304,3.0,2,21,64,100,2015,2,1973,1.0,1.0,1.0,3.0,0.0,1.0,180.0,140,120,2.0,2.0,1.0,1,4.0,4.0,1.0,3.0,4.0,6,30000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,5.0,2.0,2,1
+2305,5.0,2,10,25,47,2015,2,1931,1.0,1.0,1.0,1.0,0.0,1.0,100.0,150,110,4.0,4.0,5.0,1,3.0,1.0,1.0,4.0,5.0,4,18951.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,5,1
+2306,4.0,1,4,7,14,2015,1,1978,1.0,1.0,1.0,12.0,1000000.0,1.0,60.0,171,172,3.0,5.0,3.0,5,4.0,4.0,4.0,2.0,8.0,1,1000000.0,2.0,4.0,2.0,1.0,3,1.0,1.0,2.0,2.0,2,5
+2307,2.0,1,6,16,32,2015,2,1960,1.0,1.0,1.0,3.0,12000.0,1.0,70.0,160,120,3.0,4.0,4.0,2,3.0,3.0,1.0,2.0,5.0,5,80000.0,1.0,2.0,1.0,2.0,7,3.0,3.0,4.0,2.0,3,3
+2308,4.0,1,4,7,18,2015,2,1973,1.0,1.0,1.0,3.0,36000.0,1.0,15.0,160,105,3.0,3.0,4.0,1,2.0,2.0,2.0,4.0,3.0,1,36000.0,1.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,4
+2309,3.0,2,13,36,66,2015,2,1962,8.0,1.0,1.0,6.0,800.0,1.0,200.0,135,95,5.0,3.0,2.0,1,1.0,4.0,1.0,4.0,3.0,3,800.0,3.0,1.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,1
+2310,4.0,1,6,17,33,2015,1,1945,1.0,1.0,1.0,10.0,36000.0,4.0,128.0,165,148,3.0,4.0,5.0,4,2.0,4.0,2.0,4.0,6.0,5,72000.0,2.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,4
+2311,4.0,1,16,46,77,2015,1,1965,8.0,1.0,1.0,4.0,30000.0,1.0,90.0,165,160,5.0,4.0,5.0,1,3.0,3.0,3.0,4.0,5.0,1,32000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,4
+2312,2.0,1,5,8,24,2015,1,1957,1.0,1.0,1.0,3.0,20000.0,1.0,60.0,179,150,4.0,4.0,3.0,1,4.0,4.0,1.0,4.0,2.0,3,20000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,3
+2313,4.0,1,6,15,31,2015,2,1946,1.0,1.0,1.0,1.0,2000.0,1.0,90.0,155,105,3.0,3.0,4.0,1,2.0,2.0,1.0,4.0,4.0,4,2000.0,1.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,4,2
+2314,3.0,1,13,37,68,2015,1,1944,1.0,1.0,1.0,4.0,14400.0,1.0,85.0,160,110,3.0,3.0,3.0,5,2.0,4.0,2.0,4.0,4.0,5,14400.0,2.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,4,3
+2315,2.0,1,29,82,125,2015,2,1968,1.0,1.0,1.0,1.0,10000.0,1.0,30.0,160,110,2.0,2.0,3.0,4,4.0,4.0,1.0,2.0,5.0,5,30000.0,4.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,2,3
+2316,5.0,2,15,42,73,2015,1,1936,1.0,1.0,1.0,3.0,5240.0,1.0,52.0,153,120,5.0,4.0,4.0,1,4.0,4.0,3.0,3.0,4.0,4,10487.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,2
+2317,3.0,1,26,75,115,2015,1,1938,1.0,1.0,1.0,3.0,24000.0,1.0,79.0,150,106,2.0,3.0,5.0,5,4.0,4.0,1.0,4.0,4.0,5,24000.0,1.0,2.0,1.0,2.0,7,3.0,3.0,3.0,2.0,4,4
+2318,4.0,1,27,78,118,2015,1,1966,1.0,1.0,1.0,4.0,60000.0,1.0,30.0,164,140,4.0,4.0,5.0,1,3.0,2.0,2.0,4.0,7.0,1,60000.0,3.0,2.0,2.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+2319,3.0,2,6,13,29,2015,2,1968,1.0,1.0,3.0,1.0,6000.0,1.0,60.0,150,80,3.0,4.0,4.0,1,3.0,3.0,2.0,3.0,1.0,3,10000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,2
+2320,4.0,1,16,45,76,2015,2,1963,1.0,1.0,1.0,1.0,0.0,1.0,110.0,155,90,4.0,4.0,3.0,4,4.0,4.0,2.0,2.0,7.0,6,30000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,1
+2321,3.0,1,16,45,76,2015,2,1976,1.0,1.0,1.0,3.0,0.0,1.0,130.0,140,70,2.0,2.0,3.0,1,1.0,4.0,1.0,4.0,1.0,6,10000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,1
+2322,4.0,2,3,6,13,2015,2,1951,1.0,0.0,1.0,3.0,4080.0,1.0,90.0,160,110,2.0,2.0,4.0,1,3.0,3.0,1.0,2.0,4.0,3,30000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+2323,4.0,1,22,65,104,2015,2,1945,1.0,0.0,6.0,3.0,0.0,1.0,80.0,155,80,4.0,4.0,4.0,2,3.0,4.0,2.0,4.0,5.0,6,27682.0,2.0,3.0,1.0,1.0,7,2.0,2.0,4.0,2.0,4,1
+2324,4.0,2,18,55,89,2015,2,1948,1.0,0.0,2.0,1.0,0.0,1.0,220.0,157,110,2.0,2.0,2.0,1,4.0,4.0,1.0,4.0,5.0,4,26263.0,5.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,1
+2325,3.0,1,26,75,115,2015,1,1966,1.0,1.0,1.0,4.0,20000.0,1.0,90.0,165,120,2.0,2.0,3.0,1,2.0,3.0,1.0,2.0,2.0,1,20000.0,5.0,2.0,0.0,2.0,3,3.0,2.0,3.0,3.0,3,3
+2326,4.0,2,23,68,108,2015,1,1949,1.0,1.0,1.0,1.0,2500.0,2.0,130.0,173,115,3.0,1.0,1.0,1,1.0,2.0,1.0,5.0,1.0,3,4000.0,2.0,1.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,2
+2327,5.0,2,22,66,105,2015,2,1951,1.0,1.0,1.0,1.0,0.0,1.0,200.0,151,118,4.0,5.0,5.0,1,1.0,5.0,1.0,3.0,6.0,4,150000.0,2.0,3.0,1.0,1.0,7,2.0,1.0,4.0,2.0,3,1
+2328,1.0,1,13,37,68,2015,2,1950,1.0,0.0,4.0,3.0,7353.0,1.0,25.0,150,92,2.0,2.0,3.0,1,3.0,1.0,1.0,1.0,2.0,5,36371.0,1.0,1.0,0.0,2.0,1,3.0,3.0,3.0,2.0,4,2
+2329,4.0,1,5,11,27,2015,2,1968,1.0,1.0,1.0,10.0,200000.0,1.0,80.0,170,140,4.0,4.0,4.0,2,2.0,4.0,3.0,3.0,5.0,1,200000.0,2.0,4.0,2.0,1.0,7,2.0,2.0,4.0,2.0,2,5
+2330,4.0,1,12,32,55,2015,2,1987,4.0,1.0,1.0,13.0,50000.0,4.0,47.0,165,120,4.0,5.0,3.0,5,2.0,5.0,4.0,4.0,4.0,1,80000.0,2.0,2.0,0.0,2.0,3,2.0,1.0,3.0,2.0,1,5
+2331,4.0,1,5,11,27,2015,1,1953,1.0,1.0,1.0,9.0,300000.0,4.0,45.0,172,160,3.0,4.0,5.0,2,2.0,4.0,1.0,2.0,3.0,1,500000.0,3.0,2.0,2.0,2.0,3,3.0,2.0,2.0,3.0,3,5
+2332,4.0,1,9,21,43,2015,2,1972,1.0,1.0,1.0,3.0,30000.0,1.0,180.0,165,130,4.0,4.0,4.0,1,4.0,3.0,1.0,5.0,8.0,1,80000.0,3.0,4.0,1.0,1.0,3,1.0,1.0,4.0,2.0,2,4
+2333,3.0,2,31,87,130,2015,2,1978,1.0,1.0,1.0,3.0,10000.0,1.0,100.0,163,110,4.0,4.0,4.0,1,2.0,4.0,2.0,4.0,4.0,4,50000.0,4.0,4.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,3
+2334,2.0,2,18,55,89,2015,2,1980,1.0,1.0,1.0,4.0,8000.0,1.0,140.0,155,80,5.0,5.0,5.0,1,4.0,2.0,2.0,2.0,3.0,3,8888.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,2
+2335,4.0,1,15,39,70,2015,2,1989,1.0,1.0,1.0,3.0,0.0,1.0,180.0,150,96,4.0,4.0,4.0,1,3.0,3.0,2.0,3.0,4.0,1,5000000.0,4.0,2.0,1.0,2.0,3,3.0,3.0,3.0,2.0,1,1
+2336,4.0,1,7,18,37,2015,1,1971,1.0,1.0,1.0,4.0,24000.0,1.0,56.0,180,180,2.0,1.0,1.0,5,2.0,4.0,1.0,2.0,1.0,5,24000.0,3.0,1.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,4
+2337,3.0,1,12,33,62,2015,2,1973,1.0,0.0,4.0,3.0,5000.0,1.0,160.0,158,110,3.0,3.0,4.0,1,3.0,3.0,1.0,2.0,5.0,1,18000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,2
+2338,5.0,2,23,69,109,2015,1,1987,1.0,0.0,1.0,4.0,40000.0,1.0,100.0,165,160,4.0,5.0,3.0,1,2.0,2.0,1.0,3.0,5.0,3,60000.0,4.0,2.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,5
+2339,4.0,1,27,78,118,2015,1,1958,1.0,1.0,1.0,10.0,0.0,1.0,60.0,175,179,4.0,5.0,4.0,2,1.0,4.0,1.0,3.0,5.0,5,25000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,1
+2340,4.0,1,24,72,112,2015,1,1955,1.0,0.0,6.0,6.0,30000.0,1.0,12.0,165,110,2.0,3.0,3.0,1,4.0,3.0,4.0,4.0,3.0,1,60000.0,3.0,3.0,1.0,2.0,3,3.0,3.0,3.0,2.0,3,4
+2341,4.0,2,21,64,100,2015,2,1935,1.0,1.0,1.0,1.0,700.0,1.0,200.0,155,100,3.0,3.0,3.0,1,4.0,4.0,1.0,4.0,5.0,4,80000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,1
+2342,5.0,2,10,24,46,2015,2,1969,1.0,1.0,1.0,3.0,50000.0,1.0,90.0,160,110,5.0,5.0,5.0,1,3.0,4.0,1.0,2.0,10.0,5,100000.0,2.0,5.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+2343,4.0,1,15,41,72,2015,1,1956,1.0,1.0,1.0,3.0,24000.0,4.0,170.0,181,195,3.0,2.0,2.0,2,4.0,4.0,4.0,2.0,4.0,5,40000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,4
+2344,4.0,1,21,63,99,2015,2,1942,1.0,1.0,1.0,4.0,24000.0,1.0,60.0,162,160,2.0,3.0,4.0,2,2.0,3.0,2.0,4.0,5.0,5,60000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+2345,5.0,1,18,55,89,2015,2,1965,1.0,1.0,1.0,11.0,30000.0,4.0,170.0,160,114,5.0,4.0,4.0,2,1.0,3.0,4.0,2.0,4.0,1,50000.0,4.0,3.0,2.0,1.0,3,3.0,2.0,4.0,2.0,3,4
+2346,4.0,2,24,72,112,2015,1,1942,1.0,1.0,1.0,1.0,500.0,1.0,100.0,172,120,3.0,3.0,3.0,1,3.0,3.0,1.0,3.0,2.0,4,500.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,4.0,4,1
+2347,4.0,1,31,87,131,2015,1,1953,1.0,1.0,1.0,6.0,30000.0,4.0,60.0,178,160,4.0,5.0,5.0,2,2.0,4.0,2.0,2.0,5.0,5,60000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,4
+2348,4.0,2,26,74,114,2015,1,1955,1.0,1.0,1.0,3.0,10918.0,1.0,100.0,160,120,4.0,4.0,4.0,1,4.0,2.0,1.0,1.0,3.0,3,25644.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,3
+2349,4.0,1,16,46,78,2015,2,1966,1.0,1.0,1.0,3.0,9000.0,1.0,80.0,159,120,5.0,4.0,3.0,1,3.0,4.0,1.0,4.0,4.0,3,26000.0,3.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+2350,4.0,1,4,7,18,2015,1,1936,1.0,1.0,1.0,7.0,40000.0,1.0,90.0,165,130,3.0,5.0,3.0,5,3.0,4.0,4.0,2.0,7.0,1,80000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,5
+2351,1.0,1,31,87,130,2015,2,1946,1.0,1.0,1.0,3.0,3000.0,1.0,60.0,150,113,2.0,3.0,5.0,1,1.0,3.0,1.0,5.0,5.0,4,6000.0,2.0,2.0,0.0,2.0,3,3.0,2.0,4.0,3.0,4,2
+2352,2.0,1,2,3,10,2015,1,1940,1.0,1.0,1.0,1.0,5000.0,1.0,30.0,160,128,3.0,2.0,1.0,1,2.0,3.0,1.0,3.0,2.0,3,6000.0,2.0,1.0,1.0,2.0,3,3.0,2.0,3.0,3.0,4,2
+2353,5.0,2,29,84,127,2015,2,1944,1.0,1.0,1.0,1.0,0.0,4.0,250.0,165,120,3.0,2.0,5.0,1,1.0,4.0,1.0,5.0,5.0,4,35000.0,3.0,2.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,1
+2354,5.0,2,10,24,46,2015,2,1937,1.0,1.0,1.0,3.0,900.0,1.0,50.0,155,120,2.0,2.0,5.0,1,4.0,4.0,1.0,5.0,5.0,4,1800.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,4,1
+2355,4.0,1,19,57,91,2015,2,1939,1.0,1.0,1.0,7.0,36000.0,1.0,64.0,158,130,3.0,5.0,5.0,2,2.0,5.0,1.0,4.0,4.0,5,120000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,4.0,4,4
+2356,4.0,2,10,28,51,2015,2,1937,1.0,1.0,1.0,3.0,20000.0,1.0,44.0,155,110,2.0,3.0,3.0,1,2.0,3.0,1.0,4.0,4.0,4,20000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,3
+2357,4.0,2,9,20,42,2015,1,1950,1.0,1.0,1.0,3.0,5500.0,1.0,200.0,170,115,4.0,3.0,5.0,1,5.0,3.0,1.0,4.0,5.0,1,7000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,2.0,2.0,4,2
+2358,4.0,1,1,1,3,2015,1,1939,1.0,1.0,1.0,12.0,84000.0,4.0,95.0,172,138,3.0,3.0,4.0,2,3.0,4.0,4.0,4.0,6.0,5,120000.0,2.0,3.0,2.0,2.0,3,2.0,2.0,4.0,3.0,4,5
+2359,5.0,1,31,87,130,2015,2,1982,1.0,1.0,1.0,3.0,0.0,1.0,70.0,170,120,3.0,5.0,5.0,2,3.0,2.0,3.0,4.0,5.0,6,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,2.0,2.0,2,1
+2360,4.0,2,13,36,66,2015,2,1958,8.0,0.0,4.0,1.0,3000.0,1.0,270.0,155,95,4.0,5.0,4.0,1,4.0,1.0,1.0,4.0,3.0,1,20000.0,1.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,2
+2361,4.0,1,19,57,92,2015,1,1963,1.0,1.0,1.0,6.0,100000.0,1.0,66.0,175,140,5.0,4.0,4.0,2,2.0,3.0,2.0,4.0,5.0,1,130000.0,2.0,3.0,2.0,2.0,3,3.0,2.0,3.0,2.0,3,5
+2362,3.0,1,15,40,71,2015,1,1934,1.0,1.0,1.0,4.0,4000.0,1.0,60.0,167,130,3.0,3.0,3.0,2,3.0,3.0,1.0,4.0,5.0,5,70000.0,4.0,2.0,2.0,1.0,7,2.0,2.0,4.0,1.0,5,2
+2363,4.0,2,22,65,104,2015,2,1974,8.0,1.0,1.0,3.0,0.0,1.0,100.0,154,120,3.0,3.0,5.0,1,2.0,2.0,1.0,3.0,1.0,6,10000.0,5.0,1.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,1
+2364,4.0,2,6,17,33,2015,2,1949,1.0,1.0,1.0,1.0,0.0,1.0,120.0,150,120,4.0,4.0,5.0,1,3.0,2.0,1.0,4.0,7.0,4,40000.0,1.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,1
+2365,4.0,1,6,12,28,2015,1,1931,1.0,0.0,1.0,3.0,36000.0,4.0,80.0,170,150,3.0,5.0,4.0,4,5.0,4.0,2.0,4.0,6.0,5,60000.0,2.0,4.0,1.0,2.0,3,2.0,1.0,4.0,1.0,5,4
+2366,4.0,1,17,49,82,2015,1,1954,1.0,1.0,1.0,7.0,20000.0,1.0,120.0,156,150,5.0,5.0,5.0,4,2.0,4.0,2.0,4.0,7.0,5,0.0,2.0,4.0,2.0,1.0,3,1.0,1.0,4.0,2.0,3,3
+2367,4.0,2,6,17,33,2015,2,1959,1.0,1.0,1.0,3.0,1000.0,1.0,120.0,145,105,2.0,3.0,3.0,1,3.0,2.0,1.0,4.0,5.0,4,50000.0,3.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0,3,1
+2368,4.0,2,28,81,122,2015,1,1967,1.0,1.0,1.0,3.0,4000.0,1.0,136.0,160,100,4.0,4.0,4.0,1,3.0,2.0,1.0,2.0,4.0,3,6000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,2
+2369,4.0,1,24,70,110,2015,1,1965,1.0,0.0,8.0,9.0,50000.0,1.0,79.0,170,145,5.0,5.0,5.0,5,2.0,4.0,3.0,3.0,5.0,1,60000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,5
+2370,4.0,1,29,82,125,2015,2,1970,1.0,1.0,1.0,3.0,0.0,1.0,146.0,162,110,3.0,3.0,4.0,1,3.0,4.0,1.0,3.0,5.0,3,90000.0,4.0,3.0,2.0,1.0,3,2.0,3.0,3.0,2.0,2,1
+2371,4.0,2,2,5,12,2015,2,1950,8.0,1.0,1.0,3.0,10000.0,1.0,90.0,165,130,3.0,3.0,4.0,1,4.0,3.0,1.0,4.0,3.0,3,30000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,3
+2372,4.0,2,3,6,13,2015,1,1976,1.0,1.0,1.0,4.0,30000.0,1.0,210.0,165,110,5.0,5.0,5.0,1,4.0,3.0,1.0,4.0,4.0,1,40000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,1.0,2,4
+2373,4.0,2,28,81,121,2015,1,1990,1.0,1.0,1.0,7.0,20000.0,1.0,120.0,173,120,5.0,5.0,5.0,1,3.0,3.0,2.0,4.0,3.0,1,25000.0,3.0,2.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,3
+2374,5.0,1,1,1,8,2015,1,1990,1.0,1.0,1.0,12.0,0.0,1.0,25.0,177,140,5.0,5.0,5.0,2,1.0,3.0,4.0,4.0,5.0,6,120000.0,4.0,2.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,1
+2375,4.0,2,6,13,29,2015,1,1955,1.0,1.0,2.0,4.0,3000.0,1.0,105.0,148,101,4.0,4.0,4.0,1,3.0,3.0,1.0,4.0,5.0,3,4000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,3.0,3.0,3,2
+2376,5.0,1,18,53,87,2015,2,1940,1.0,1.0,1.0,4.0,28000.0,1.0,50.0,160,115,2.0,3.0,4.0,2,4.0,4.0,3.0,2.0,7.0,5,28000.0,1.0,3.0,1.0,2.0,7,2.0,1.0,4.0,3.0,4,4
+2377,2.0,2,26,74,114,2015,2,1938,1.0,1.0,1.0,1.0,1715.0,1.0,120.0,150,80,2.0,3.0,3.0,1,4.0,2.0,1.0,2.0,3.0,4,0.0,1.0,2.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,2
+2378,3.0,2,13,35,65,2015,2,1968,6.0,1.0,1.0,3.0,1575.0,1.0,75.0,158,95,3.0,3.0,3.0,1,2.0,3.0,1.0,4.0,3.0,3,3150.0,2.0,2.0,1.0,2.0,3,2.0,3.0,3.0,2.0,2,2
+2379,4.0,2,13,36,66,2015,1,1951,6.0,1.0,1.0,3.0,0.0,1.0,280.0,160,122,2.0,2.0,2.0,1,4.0,4.0,1.0,2.0,3.0,2,0.0,2.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,3,1
+2380,4.0,1,19,56,90,2015,1,1934,1.0,0.0,1.0,3.0,1000.0,1.0,70.0,157,103,5.0,4.0,4.0,1,4.0,4.0,1.0,3.0,4.0,3,2000.0,2.0,2.0,0.0,2.0,3,2.0,2.0,4.0,2.0,5,1
+2381,5.0,1,29,82,125,2015,1,1943,1.0,1.0,1.0,4.0,50000.0,4.0,57.0,155,120,4.0,5.0,5.0,5,4.0,3.0,2.0,4.0,7.0,5,50000.0,2.0,2.0,2.0,1.0,7,2.0,2.0,5.0,2.0,4,5
+2382,4.0,2,17,49,82,2015,1,1966,1.0,1.0,1.0,4.0,100000.0,1.0,180.0,178,140,4.0,4.0,3.0,1,2.0,2.0,2.0,3.0,6.0,1,100000.0,5.0,4.0,1.0,1.0,3,2.0,1.0,4.0,3.0,3,5
+2383,4.0,2,28,81,121,2015,1,1951,1.0,1.0,1.0,3.0,12000.0,1.0,120.0,165,90,4.0,5.0,4.0,1,2.0,4.0,2.0,3.0,4.0,4,40000.0,1.0,2.0,1.0,2.0,7,1.0,1.0,3.0,1.0,3,3
+2384,3.0,1,12,32,61,2015,1,1994,1.0,1.0,1.0,4.0,30000.0,1.0,30.0,170,130,4.0,5.0,2.0,1,2.0,3.0,2.0,2.0,1.0,5,51471.0,1.0,2.0,0.0,2.0,1,3.0,1.0,4.0,2.0,1,4
+2385,5.0,2,27,80,120,2015,2,1936,1.0,1.0,1.0,1.0,14400.0,1.0,70.0,150,105,3.0,4.0,4.0,1,4.0,4.0,1.0,4.0,3.0,4,14400.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,3
+2386,5.0,1,4,7,21,2015,2,1959,1.0,1.0,1.0,6.0,36000.0,1.0,56.0,168,125,4.0,5.0,5.0,5,4.0,4.0,2.0,1.0,1.0,5,120000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,3,4
+2387,4.0,1,18,53,87,2015,2,1943,1.0,1.0,1.0,3.0,1300.0,1.0,400.0,158,89,2.0,2.0,3.0,5,1.0,4.0,3.0,2.0,5.0,5,70000.0,6.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,2
+2388,5.0,2,29,82,124,2015,1,1973,1.0,1.0,1.0,4.0,100000.0,1.0,60.0,168,130,4.0,5.0,5.0,1,2.0,2.0,2.0,4.0,5.0,2,100000.0,1.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+2389,5.0,2,31,89,134,2015,2,1966,1.0,1.0,1.0,1.0,0.0,1.0,30.0,160,100,2.0,2.0,3.0,1,2.0,3.0,1.0,2.0,3.0,4,80000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,3.0,3,1
+2390,3.0,1,21,64,101,2015,2,1972,1.0,1.0,1.0,4.0,8000.0,1.0,220.0,161,115,4.0,4.0,3.0,4,4.0,3.0,1.0,2.0,5.0,5,80000.0,4.0,4.0,1.0,1.0,3,3.0,1.0,3.0,3.0,2,2
+2391,4.0,2,5,10,26,2015,1,1961,1.0,1.0,1.0,3.0,7000.0,1.0,600.0,168,140,4.0,4.0,4.0,1,3.0,3.0,2.0,4.0,5.0,1,70000.0,2.0,3.0,2.0,2.0,3,2.0,1.0,3.0,2.0,3,2
+2392,4.0,2,2,3,10,2015,1,1942,1.0,1.0,1.0,3.0,10000.0,4.0,100.0,140,90,2.0,1.0,2.0,1,2.0,1.0,1.0,5.0,5.0,3,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,3
+2393,4.0,2,10,28,51,2015,1,1991,1.0,1.0,1.0,9.0,100000.0,1.0,80.0,178,130,5.0,4.0,4.0,1,3.0,4.0,2.0,4.0,5.0,1,800000.0,1.0,4.0,2.0,1.0,1,2.0,2.0,4.0,3.0,1,5
+2394,5.0,2,5,9,25,2015,2,1949,1.0,0.0,1.0,3.0,660.0,1.0,96.0,158,120,5.0,4.0,4.0,1,4.0,4.0,1.0,1.0,5.0,5,26511.0,4.0,3.0,1.0,2.0,7,2.0,2.0,5.0,3.0,4,1
+2395,3.0,2,9,21,43,2015,2,1980,1.0,1.0,1.0,4.0,6000.0,1.0,100.0,155,120,4.0,4.0,4.0,1,4.0,3.0,1.0,2.0,3.0,2,12000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,2
+2396,4.0,2,18,52,86,2015,1,1944,1.0,1.0,1.0,10.0,20000.0,4.0,80.0,169,147,4.0,4.0,5.0,2,3.0,3.0,3.0,4.0,5.0,5,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,3
+2397,3.0,1,12,32,59,2015,2,1957,1.0,1.0,3.0,4.0,24000.0,4.0,57.0,160,120,3.0,3.0,5.0,5,4.0,4.0,2.0,1.0,5.0,5,48000.0,3.0,1.0,1.0,2.0,3,3.0,2.0,4.0,4.0,3,4
+2398,4.0,1,27,77,117,2015,1,1986,1.0,1.0,1.0,12.0,40000.0,1.0,97.0,184,200,4.0,4.0,4.0,5,2.0,4.0,3.0,4.0,5.0,1,40000.0,1.0,3.0,1.0,1.0,1,1.0,1.0,4.0,2.0,1,5
+2399,3.0,1,31,86,129,2015,1,1968,1.0,1.0,1.0,3.0,3000.0,1.0,38.0,173,130,3.0,4.0,2.0,1,1.0,2.0,1.0,4.0,1.0,1,9000.0,4.0,1.0,0.0,2.0,3,3.0,3.0,4.0,2.0,2,2
+2400,4.0,1,13,37,68,2015,1,1965,1.0,1.0,1.0,9.0,20000.0,4.0,53.0,167,130,4.0,5.0,5.0,2,4.0,4.0,3.0,2.0,5.0,1,45000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,3,3
+2401,5.0,2,9,23,45,2015,2,1970,1.0,1.0,1.0,4.0,10000.0,1.0,90.0,165,140,4.0,4.0,4.0,1,2.0,3.0,1.0,2.0,7.0,2,120000.0,5.0,4.0,2.0,1.0,3,2.0,2.0,4.0,2.0,2,3
+2402,4.0,1,26,76,116,2015,2,1965,1.0,1.0,1.0,3.0,50000.0,1.0,90.0,155,90,3.0,4.0,4.0,2,3.0,2.0,2.0,4.0,5.0,5,70000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,5
+2403,4.0,1,7,18,35,2015,1,1945,1.0,1.0,1.0,7.0,36000.0,4.0,20.0,170,150,3.0,3.0,5.0,5,1.0,4.0,4.0,4.0,4.0,5,66000.0,2.0,3.0,0.0,2.0,3,3.0,2.0,4.0,3.0,4,4
+2404,4.0,2,13,36,66,2015,1,1951,1.0,1.0,1.0,3.0,3000.0,1.0,120.0,153,110,2.0,4.0,5.0,1,2.0,4.0,1.0,4.0,5.0,2,4000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,3,2
+2405,2.0,2,28,81,122,2015,1,1952,1.0,1.0,2.0,3.0,8400.0,1.0,120.0,158,110,2.0,3.0,3.0,1,3.0,3.0,2.0,2.0,4.0,1,8400.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,2
+2406,4.0,2,10,26,48,2015,2,1949,1.0,1.0,1.0,3.0,5000.0,1.0,361.0,163,120,4.0,4.0,4.0,1,4.0,4.0,1.0,4.0,6.0,3,70000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,2
+2407,5.0,1,4,7,22,2015,2,1980,1.0,1.0,1.0,6.0,20000.0,1.0,92.0,165,124,5.0,5.0,4.0,4,2.0,4.0,3.0,3.0,2.0,1,50000.0,3.0,2.0,1.0,1.0,3,2.0,1.0,2.0,2.0,2,3
+2408,1.0,2,17,50,83,2015,2,1965,1.0,1.0,1.0,4.0,24527.0,1.0,30.0,145,85,1.0,1.0,3.0,8,1.0,2.0,1.0,2.0,1.0,3,59359.0,1.0,1.0,2.0,2.0,5,3.0,1.0,2.0,2.0,3,4
+2409,4.0,1,18,55,89,2015,1,1997,1.0,1.0,1.0,6.0,0.0,2.0,110.0,176,130,5.0,5.0,4.0,2,2.0,4.0,5.0,4.0,5.0,6,50000.0,3.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,1
+2410,4.0,1,16,46,78,2015,1,1975,1.0,1.0,1.0,4.0,30000.0,1.0,130.0,173,110,4.0,4.0,4.0,1,3.0,2.0,2.0,4.0,5.0,1,50000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,4
+2411,4.0,1,26,75,115,2015,2,1965,1.0,0.0,2.0,4.0,57000.0,1.0,102.0,156,90,4.0,3.0,4.0,5,4.0,4.0,4.0,2.0,4.0,5,110000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,5
+2412,2.0,2,21,64,102,2015,2,1968,1.0,1.0,1.0,3.0,0.0,1.0,300.0,164,110,2.0,2.0,4.0,1,4.0,4.0,1.0,4.0,4.0,4,60000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,1
+2413,3.0,1,11,30,53,2015,2,1969,1.0,1.0,1.0,3.0,6000.0,1.0,100.0,158,100,5.0,4.0,5.0,1,4.0,4.0,2.0,4.0,3.0,3,7000.0,3.0,2.0,1.0,2.0,7,2.0,2.0,5.0,2.0,2,2
+2414,4.0,2,5,10,26,2015,1,1975,1.0,1.0,1.0,3.0,70000.0,1.0,70.0,172,130,4.0,5.0,5.0,1,4.0,4.0,1.0,4.0,5.0,3,80000.0,3.0,2.0,2.0,2.0,3,3.0,1.0,4.0,3.0,2,5
+2415,4.0,2,18,52,85,2015,2,1963,1.0,1.0,1.0,3.0,5000.0,1.0,100.0,160,120,4.0,4.0,4.0,1,4.0,3.0,1.0,3.0,6.0,3,10000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+2416,4.0,1,29,82,124,2015,1,1958,1.0,1.0,1.0,6.0,10000.0,1.0,25.0,168,145,5.0,5.0,3.0,1,2.0,2.0,3.0,3.0,5.0,1,20000.0,8.0,2.0,4.0,1.0,3,2.0,2.0,4.0,3.0,3,3
+2417,4.0,1,15,41,72,2015,1,1946,1.0,1.0,1.0,3.0,48000.0,1.0,65.0,178,180,3.0,4.0,4.0,2,1.0,5.0,1.0,2.0,1.0,5,48000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,3.0,3.0,4,5
+2418,3.0,1,19,57,91,2015,2,1966,1.0,1.0,1.0,4.0,0.0,1.0,40.0,155,116,2.0,3.0,2.0,4,1.0,2.0,1.0,3.0,1.0,1,0.0,2.0,1.0,1.0,2.0,3,3.0,3.0,4.0,2.0,3,1
+2419,3.0,2,6,14,30,2015,1,1953,1.0,1.0,1.0,3.0,2000.0,1.0,120.0,165,115,3.0,4.0,4.0,1,3.0,3.0,1.0,4.0,4.0,5,4000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,2
+2420,5.0,1,29,82,125,2015,1,1989,1.0,1.0,3.0,4.0,40000.0,1.0,30.0,165,120,5.0,5.0,5.0,4,2.0,1.0,2.0,1.0,5.0,1,40000.0,4.0,3.0,0.0,2.0,3,3.0,1.0,4.0,3.0,1,5
+2421,4.0,1,17,48,80,2015,1,1978,1.0,1.0,1.0,7.0,50000.0,4.0,110.0,172,120,5.0,5.0,3.0,4,2.0,3.0,2.0,4.0,7.0,1,100000.0,3.0,4.0,2.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+2422,4.0,1,12,32,56,2015,2,1966,1.0,1.0,1.0,10.0,60000.0,1.0,35.0,160,110,4.0,2.0,3.0,5,2.0,2.0,2.0,2.0,6.0,1,100000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+2423,4.0,1,1,1,1,2015,2,1969,1.0,1.0,1.0,10.0,80000.0,1.0,38.0,165,120,4.0,5.0,5.0,2,3.0,3.0,4.0,3.0,4.0,1,150000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,5
+2424,4.0,1,10,27,50,2015,2,1933,1.0,1.0,1.0,1.0,0.0,1.0,70.0,150,100,4.0,4.0,4.0,1,2.0,4.0,1.0,4.0,4.0,4,0.0,1.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,5,1
+2425,4.0,1,27,80,120,2015,2,1975,1.0,1.0,1.0,3.0,1700.0,1.0,56.0,155,110,5.0,4.0,4.0,2,2.0,4.0,2.0,3.0,5.0,5,3000.0,2.0,2.0,1.0,2.0,2,3.0,2.0,4.0,3.0,2,2
+2426,5.0,1,10,27,49,2015,1,1980,1.0,1.0,1.0,4.0,60000.0,4.0,72.0,178,210,5.0,4.0,5.0,1,3.0,2.0,2.0,2.0,3.0,1,60000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+2427,4.0,2,22,65,103,2015,1,1934,1.0,1.0,2.0,2.0,2000.0,1.0,60.0,160,110,3.0,3.0,4.0,1,4.0,4.0,1.0,4.0,4.0,4,3000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,5,2
+2428,2.0,1,1,1,8,2015,2,1953,1.0,1.0,1.0,4.0,36000.0,1.0,80.0,160,103,3.0,4.0,4.0,2,4.0,4.0,2.0,4.0,2.0,5,36000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,3.0,3,4
+2429,4.0,2,21,64,101,2015,2,1964,1.0,1.0,1.0,4.0,2000.0,1.0,120.0,155,120,4.0,4.0,4.0,1,4.0,3.0,1.0,2.0,6.0,3,26161.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,2
+2430,4.0,2,29,82,124,2015,1,1947,1.0,1.0,1.0,3.0,30000.0,4.0,260.0,162,148,4.0,4.0,4.0,1,4.0,4.0,1.0,4.0,5.0,1,32000.0,2.0,3.0,1.0,2.0,4,2.0,2.0,3.0,2.0,4,4
+2431,4.0,1,10,24,46,2015,2,1943,1.0,1.0,1.0,3.0,0.0,1.0,60.0,160,100,2.0,2.0,3.0,1,4.0,4.0,1.0,4.0,5.0,3,0.0,1.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,1
+2432,4.0,1,7,18,38,2015,2,1960,1.0,1.0,1.0,6.0,25000.0,1.0,120.0,171,150,3.0,4.0,3.0,2,3.0,4.0,2.0,3.0,5.0,5,110000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,4.0,3.0,3,4
+2433,4.0,1,26,74,114,2015,2,1981,1.0,1.0,1.0,7.0,18000.0,1.0,100.0,160,110,4.0,4.0,4.0,4,3.0,4.0,2.0,3.0,5.0,1,57600.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+2434,4.0,2,18,52,85,2015,2,1944,1.0,1.0,1.0,3.0,2000.0,1.0,100.0,159,102,4.0,5.0,5.0,1,3.0,3.0,1.0,3.0,1.0,3,80000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,2
+2435,4.0,2,18,52,86,2015,1,1951,1.0,1.0,1.0,3.0,4000.0,4.0,70.0,175,150,5.0,4.0,4.0,1,4.0,2.0,2.0,4.0,5.0,2,17082.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+2436,4.0,2,2,3,10,2015,2,1939,1.0,0.0,6.0,1.0,800.0,1.0,80.0,145,90,2.0,2.0,3.0,1,3.0,4.0,1.0,4.0,4.0,4,1500.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,1
+2437,5.0,2,21,64,101,2015,1,1957,1.0,1.0,1.0,6.0,10139.0,1.0,135.0,160,110,4.0,5.0,5.0,1,4.0,4.0,4.0,4.0,3.0,2,50000.0,9.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,3,3
+2438,4.0,2,21,64,100,2015,2,1939,1.0,1.0,1.0,1.0,1200.0,1.0,180.0,165,115,3.0,2.0,2.0,1,1.0,4.0,1.0,4.0,2.0,4,3000.0,2.0,1.0,1.0,2.0,3,3.0,2.0,3.0,3.0,4,2
+2439,5.0,1,10,27,49,2015,1,1960,1.0,1.0,1.0,10.0,40000.0,1.0,70.0,170,130,4.0,4.0,4.0,2,4.0,3.0,5.0,4.0,5.0,1,54000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+2440,4.0,2,11,31,54,2015,2,1969,1.0,1.0,2.0,4.0,58709.0,1.0,250.0,163,140,3.0,3.0,3.0,5,3.0,3.0,2.0,4.0,6.0,1,158749.0,3.0,3.0,1.0,1.0,3,3.0,2.0,4.0,2.0,2,5
+2441,5.0,2,18,52,86,2015,1,1945,1.0,1.0,1.0,1.0,3000.0,1.0,50.0,155,120,3.0,4.0,4.0,1,3.0,4.0,1.0,4.0,5.0,3,5000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,2
+2442,4.0,2,23,69,109,2015,2,1965,1.0,1.0,1.0,1.0,8234.0,1.0,60.0,160,120,2.0,2.0,2.0,1,2.0,2.0,1.0,4.0,3.0,2,20000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,3,2
+2443,1.0,2,21,64,101,2015,2,1950,1.0,1.0,1.0,1.0,2000.0,1.0,120.0,164,114,1.0,2.0,2.0,1,4.0,4.0,1.0,4.0,1.0,4,5000.0,1.0,1.0,1.0,2.0,7,3.0,3.0,3.0,2.0,4,2
+2444,4.0,1,27,77,117,2015,2,1969,1.0,1.0,1.0,4.0,30000.0,1.0,100.0,160,110,4.0,5.0,5.0,1,3.0,4.0,2.0,4.0,5.0,1,80000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,4
+2445,4.0,2,18,51,84,2015,1,1972,1.0,1.0,1.0,3.0,10000.0,1.0,100.0,165,120,4.0,4.0,4.0,1,3.0,2.0,2.0,2.0,4.0,3,10000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,3
+2446,4.0,2,13,35,65,2015,1,1967,6.0,1.0,1.0,3.0,24000.0,1.0,200.0,150,120,4.0,4.0,4.0,1,3.0,3.0,1.0,4.0,4.0,1,30000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,4
+2447,4.0,1,11,29,52,2015,1,1968,1.0,1.0,3.0,3.0,23868.0,1.0,141.0,165,150,4.0,4.0,4.0,1,2.0,2.0,2.0,2.0,4.0,4,39950.0,3.0,1.0,1.0,2.0,3,3.0,2.0,5.0,2.0,2,3
+2448,4.0,1,4,7,20,2015,1,1990,1.0,1.0,1.0,12.0,100000.0,2.0,44.0,175,120,5.0,5.0,4.0,5,3.0,4.0,4.0,4.0,6.0,1,100000.0,1.0,3.0,1.0,2.0,1,2.0,1.0,5.0,2.0,1,5
+2449,4.0,2,18,55,89,2015,2,1976,1.0,1.0,1.0,4.0,20000.0,1.0,130.0,160,120,5.0,5.0,5.0,1,4.0,3.0,3.0,4.0,5.0,2,60000.0,6.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,3
+2450,2.0,2,21,64,102,2015,1,1977,1.0,1.0,1.0,4.0,60000.0,1.0,180.0,170,130,5.0,5.0,4.0,1,2.0,2.0,2.0,2.0,5.0,1,100000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,5
+2451,2.0,1,6,15,31,2015,1,1967,1.0,1.0,1.0,4.0,30000.0,1.0,40.0,165,105,4.0,4.0,4.0,1,3.0,2.0,1.0,2.0,4.0,3,50000.0,5.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,4
+2452,5.0,1,4,7,21,2015,2,1978,1.0,1.0,2.0,9.0,0.0,1.0,128.0,165,114,5.0,4.0,4.0,2,3.0,4.0,2.0,4.0,5.0,5,200000.0,6.0,3.0,5.0,1.0,3,1.0,1.0,4.0,1.0,2,1
+2453,5.0,2,16,45,76,2015,1,1958,1.0,1.0,3.0,3.0,20000.0,1.0,120.0,167,110,3.0,4.0,4.0,1,3.0,2.0,1.0,2.0,5.0,3,20000.0,3.0,2.0,1.0,2.0,2,2.0,2.0,3.0,2.0,3,3
+2454,4.0,2,11,30,53,2015,1,1961,1.0,1.0,1.0,6.0,40000.0,1.0,120.0,175,120,4.0,4.0,4.0,1,3.0,3.0,2.0,4.0,4.0,1,40000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,3,5
+2455,5.0,2,5,8,23,2015,2,1973,1.0,1.0,1.0,6.0,50000.0,1.0,60.0,160,125,5.0,5.0,5.0,5,4.0,3.0,2.0,4.0,6.0,1,100000.0,2.0,4.0,1.0,2.0,3,2.0,2.0,5.0,2.0,2,5
+2456,3.0,1,12,32,60,2015,2,1988,1.0,1.0,1.0,4.0,0.0,1.0,110.0,156,120,5.0,5.0,5.0,1,2.0,4.0,2.0,3.0,5.0,5,24000.0,3.0,3.0,0.0,2.0,3,2.0,2.0,3.0,2.0,1,1
+2457,4.0,1,27,79,119,2015,1,1948,1.0,1.0,1.0,9.0,30000.0,1.0,65.0,170,140,3.0,5.0,5.0,2,1.0,3.0,3.0,4.0,4.0,5,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,4,4
+2458,3.0,2,6,16,32,2015,1,1967,1.0,1.0,1.0,3.0,40000.0,1.0,300.0,165,120,2.0,3.0,4.0,2,3.0,2.0,1.0,2.0,6.0,1,50000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,3.0,2.0,2,5
+2459,5.0,1,27,80,120,2015,1,1940,1.0,1.0,1.0,3.0,20000.0,1.0,75.0,167,154,3.0,4.0,2.0,5,3.0,5.0,1.0,4.0,2.0,5,30000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,4,3
+2460,5.0,1,12,32,56,2015,2,1972,1.0,1.0,1.0,9.0,2247.0,1.0,98.0,162,140,3.0,4.0,3.0,4,2.0,5.0,2.0,2.0,4.0,6,100000.0,4.0,4.0,2.0,2.0,3,2.0,3.0,2.0,3.0,2,2
+2461,4.0,1,10,26,48,2015,1,1982,1.0,1.0,1.0,4.0,40000.0,1.0,59.0,175,178,4.0,4.0,4.0,1,3.0,3.0,2.0,2.0,6.0,1,60000.0,3.0,3.0,1.0,1.0,3,3.0,1.0,4.0,2.0,2,5
+2462,3.0,1,12,33,62,2015,1,1943,1.0,1.0,1.0,3.0,5396.0,1.0,70.0,165,130,2.0,4.0,4.0,1,2.0,4.0,1.0,1.0,4.0,4,4800.0,6.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,4,2
+2463,5.0,2,22,65,103,2015,1,1946,1.0,0.0,2.0,4.0,10000.0,1.0,100.0,170,140,4.0,4.0,4.0,1,3.0,5.0,1.0,4.0,3.0,4,10000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,3
+2464,4.0,2,31,89,134,2015,1,1992,1.0,1.0,1.0,11.0,10000.0,2.0,42.0,178,100,4.0,5.0,4.0,1,4.0,5.0,4.0,2.0,3.0,1,30000.0,2.0,2.0,1.0,2.0,1,2.0,1.0,5.0,3.0,1,3
+2465,5.0,2,28,81,122,2015,1,1944,1.0,1.0,1.0,4.0,11000.0,1.0,57.0,158,98,2.0,3.0,4.0,2,2.0,4.0,1.0,5.0,3.0,4,13000.0,4.0,2.0,1.0,2.0,3,2.0,2.0,2.0,2.0,4,3
+2466,2.0,2,24,71,111,2015,1,1970,1.0,1.0,1.0,6.0,48000.0,1.0,150.0,163,110,3.0,5.0,4.0,4,3.0,2.0,1.0,4.0,5.0,1,60000.0,3.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+2467,2.0,1,22,65,104,2015,2,1955,1.0,1.0,4.0,4.0,0.0,1.0,35.0,150,106,4.0,4.0,4.0,2,5.0,5.0,2.0,3.0,6.0,6,45483.0,3.0,4.0,0.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+2468,4.0,2,21,61,97,2015,2,1935,1.0,1.0,1.0,1.0,0.0,1.0,40.0,150,70,2.0,1.0,4.0,1,2.0,4.0,1.0,4.0,5.0,4,0.0,1.0,2.0,1.0,2.0,7,3.0,3.0,4.0,2.0,4,1
+2469,4.0,1,12,34,64,2015,1,1963,1.0,1.0,2.0,9.0,150000.0,4.0,120.0,174,140,5.0,4.0,4.0,5,4.0,3.0,4.0,2.0,6.0,1,400000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+2470,4.0,1,31,89,134,2015,2,1948,1.0,1.0,1.0,3.0,660.0,1.0,75.0,150,150,2.0,1.0,2.0,1,2.0,4.0,1.0,3.0,4.0,4,175998.0,4.0,2.0,0.0,2.0,3,3.0,3.0,4.0,4.0,4,1
+2471,4.0,1,26,76,116,2015,1,1947,1.0,1.0,1.0,2.0,30000.0,1.0,80.0,160,100,4.0,4.0,4.0,2,3.0,3.0,2.0,4.0,3.0,5,30000.0,1.0,2.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,4
+2472,4.0,1,11,30,53,2015,2,1975,1.0,1.0,1.0,3.0,50000.0,1.0,150.0,163,130,4.0,4.0,5.0,1,4.0,4.0,2.0,2.0,5.0,1,70000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+2473,5.0,1,10,26,48,2015,2,1973,1.0,1.0,2.0,6.0,30000.0,1.0,70.0,165,120,4.0,3.0,4.0,2,4.0,3.0,2.0,4.0,5.0,1,40000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,4
+2474,4.0,1,29,82,125,2015,2,1955,1.0,1.0,1.0,1.0,0.0,1.0,90.0,165,100,3.0,4.0,4.0,1,3.0,2.0,2.0,2.0,3.0,3,10000.0,2.0,1.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,1
+2475,3.0,1,10,27,50,2015,1,1982,1.0,1.0,1.0,3.0,10000.0,1.0,80.0,170,150,4.0,4.0,4.0,1,2.0,2.0,1.0,3.0,4.0,3,30000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+2476,5.0,1,30,85,128,2015,2,1944,4.0,0.0,1.0,3.0,12000.0,1.0,57.0,152,110,4.0,5.0,4.0,2,5.0,5.0,1.0,4.0,5.0,5,622248.0,4.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,4,3
+2477,4.0,2,26,76,116,2015,1,1968,1.0,1.0,3.0,3.0,8000.0,1.0,260.0,160,100,5.0,5.0,5.0,1,5.0,5.0,1.0,3.0,3.0,3,10000.0,5.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,2
+2478,5.0,2,15,40,71,2015,1,1945,1.0,1.0,1.0,3.0,48000.0,1.0,200.0,160,140,4.0,4.0,4.0,2,3.0,4.0,4.0,4.0,6.0,5,130000.0,5.0,3.0,2.0,1.0,3,2.0,1.0,3.0,2.0,4,5
+2479,4.0,2,5,10,26,2015,2,1982,3.0,1.0,1.0,4.0,60000.0,1.0,80.0,160,110,4.0,4.0,4.0,1,4.0,3.0,3.0,3.0,6.0,3,70000.0,4.0,3.0,2.0,2.0,3,2.0,2.0,4.0,3.0,2,5
+2480,4.0,2,31,87,132,2015,1,1981,1.0,1.0,1.0,12.0,180000.0,1.0,82.5,173,178,3.0,5.0,5.0,2,4.0,4.0,3.0,4.0,1.0,1,180000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,2,5
+2481,5.0,1,17,49,82,2015,1,1990,1.0,1.0,1.0,7.0,20000.0,1.0,120.0,173,150,4.0,4.0,3.0,1,4.0,3.0,2.0,4.0,4.0,1,20000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,1,3
+2482,4.0,1,28,81,121,2015,2,1932,1.0,1.0,1.0,1.0,15000.0,1.0,36.0,155,90,2.0,3.0,3.0,4,4.0,3.0,1.0,3.0,5.0,5,15000.0,1.0,2.0,0.0,2.0,7,2.0,2.0,4.0,2.0,5,3
+2483,5.0,1,31,87,130,2015,2,1943,3.0,1.0,1.0,4.0,19200.0,1.0,36.0,155,126,2.0,2.0,3.0,2,1.0,1.0,1.0,5.0,1.0,5,48000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,3
+2484,3.0,1,26,76,116,2015,1,1969,1.0,1.0,1.0,4.0,50000.0,1.0,100.0,175,180,3.0,1.0,3.0,2,4.0,4.0,4.0,2.0,5.0,1,100000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,5
+2485,4.0,1,18,55,89,2015,2,1945,1.0,1.0,1.0,4.0,36000.0,1.0,90.0,160,90,4.0,5.0,5.0,2,4.0,3.0,2.0,4.0,6.0,5,72000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+2486,4.0,1,13,36,67,2015,2,1969,1.0,1.0,1.0,3.0,18000.0,1.0,30.0,150,90,4.0,4.0,3.0,2,2.0,2.0,1.0,2.0,1.0,1,40000.0,2.0,1.0,1.0,2.0,3,3.0,1.0,4.0,3.0,2,3
+2487,4.0,1,4,7,21,2015,2,1988,1.0,1.0,1.0,13.0,50000.0,2.0,55.0,170,110,3.0,4.0,4.0,5,3.0,3.0,2.0,3.0,4.0,1,120000.0,2.0,2.0,0.0,2.0,3,3.0,1.0,4.0,3.0,1,5
+2488,5.0,1,28,81,121,2015,1,1950,1.0,1.0,1.0,7.0,40000.0,1.0,30.0,165,150,4.0,4.0,5.0,4,2.0,4.0,2.0,3.0,1.0,5,100000.0,3.0,3.0,0.0,2.0,4,2.0,2.0,2.0,3.0,4,5
+2489,4.0,1,15,39,70,2015,1,1972,1.0,0.0,4.0,3.0,50000.0,1.0,110.0,170,110,4.0,4.0,4.0,1,4.0,3.0,1.0,2.0,4.0,1,70000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,5
+2490,2.0,1,27,79,119,2015,2,1977,1.0,1.0,1.0,4.0,0.0,1.0,60.0,165,130,4.0,5.0,3.0,1,3.0,2.0,1.0,3.0,1.0,6,5000.0,2.0,1.0,0.0,2.0,3,3.0,2.0,4.0,2.0,2,1
+2491,3.0,1,12,32,59,2015,2,1994,1.0,1.0,1.0,9.0,0.0,1.0,23.0,163,96,4.0,4.0,3.0,2,2.0,3.0,3.0,2.0,4.0,6,30000.0,3.0,1.0,1.0,2.0,1,3.0,2.0,3.0,2.0,1,1
+2492,4.0,2,2,5,12,2015,1,1960,8.0,1.0,1.0,3.0,5000.0,1.0,110.0,160,120,5.0,4.0,4.0,1,4.0,2.0,1.0,4.0,5.0,3,10000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,3,2
+2493,4.0,1,1,1,4,2015,2,1956,1.0,1.0,1.0,4.0,24240.0,1.0,43.0,172,150,3.0,5.0,5.0,2,3.0,4.0,1.0,3.0,4.0,1,65040.0,2.0,2.0,2.0,2.0,3,3.0,2.0,3.0,3.0,3,4
+2494,4.0,1,21,64,101,2015,2,1988,1.0,1.0,1.0,10.0,20000.0,1.0,99.0,160,100,4.0,4.0,4.0,1,2.0,3.0,4.0,4.0,7.0,1,70000.0,5.0,2.0,1.0,1.0,3,3.0,2.0,4.0,3.0,1,3
+2495,4.0,1,21,61,97,2015,1,1957,1.0,1.0,1.0,1.0,15000.0,1.0,90.0,161,140,2.0,5.0,2.0,2,4.0,3.0,1.0,1.0,1.0,3,60000.0,4.0,2.0,2.0,2.0,3,3.0,3.0,4.0,2.0,3,3
+2496,2.0,2,6,12,28,2015,1,1971,1.0,1.0,1.0,3.0,0.0,1.0,70.0,170,140,5.0,5.0,3.0,1,5.0,5.0,1.0,3.0,3.0,5,0.0,1.0,2.0,1.0,2.0,1,3.0,2.0,4.0,2.0,2,1
+2497,5.0,2,31,88,133,2015,2,1945,1.0,1.0,1.0,3.0,0.0,1.0,40.0,167,150,4.0,5.0,4.0,1,3.0,4.0,1.0,4.0,10.0,4,36000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,1
+2498,4.0,2,6,17,33,2015,2,1970,1.0,1.0,1.0,3.0,10000.0,1.0,300.0,165,104,5.0,4.0,4.0,1,4.0,4.0,1.0,2.0,7.0,3,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+2499,5.0,2,31,86,129,2015,2,1985,1.0,1.0,1.0,4.0,0.0,1.0,71.0,164,135,4.0,5.0,5.0,1,4.0,3.0,1.0,1.0,8.0,4,25000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,1
+2500,5.0,1,12,34,63,2015,2,1938,1.0,1.0,1.0,3.0,37253.0,1.0,80.0,150,130,3.0,4.0,4.0,2,3.0,3.0,2.0,4.0,4.0,5,105007.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,4
+2501,5.0,1,1,1,6,2015,2,1976,1.0,1.0,1.0,12.0,0.0,4.0,90.0,160,120,5.0,5.0,5.0,2,2.0,3.0,4.0,4.0,6.0,4,300000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,1
+2502,5.0,1,5,8,23,2015,2,1938,1.0,1.0,1.0,1.0,13000.0,1.0,64.0,162,130,4.0,4.0,5.0,2,2.0,4.0,1.0,2.0,5.0,4,90000.0,3.0,3.0,1.0,2.0,7,2.0,3.0,4.0,2.0,4,3
+2503,4.0,2,6,16,32,2015,1,1968,1.0,1.0,1.0,3.0,80000.0,1.0,120.0,170,110,4.0,4.0,4.0,1,2.0,1.0,1.0,4.0,6.0,3,100000.0,7.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+2504,5.0,2,5,9,25,2015,2,1972,1.0,1.0,1.0,4.0,20000.0,1.0,120.0,158,110,4.0,4.0,3.0,1,3.0,3.0,1.0,5.0,5.0,3,40000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+2505,4.0,2,10,24,46,2015,1,1950,4.0,0.0,7.0,3.0,2000.0,1.0,60.0,160,130,2.0,3.0,4.0,1,2.0,3.0,1.0,4.0,5.0,3,2960.0,5.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,2
+2506,4.0,1,29,82,125,2015,1,1966,1.0,1.0,1.0,10.0,60000.0,4.0,95.0,168,120,5.0,4.0,4.0,4,3.0,4.0,4.0,4.0,6.0,1,120000.0,3.0,4.0,1.0,2.0,3,1.0,1.0,4.0,2.0,3,5
+2507,4.0,1,12,32,59,2015,2,1965,1.0,1.0,4.0,6.0,24000.0,1.0,34.0,158,120,3.0,4.0,5.0,5,3.0,4.0,2.0,3.0,4.0,1,84000.0,3.0,2.0,0.0,2.0,1,3.0,2.0,3.0,2.0,3,4
+2508,4.0,2,28,81,121,2015,2,1969,1.0,1.0,1.0,3.0,5000.0,1.0,120.0,159,80,3.0,4.0,4.0,1,4.0,3.0,2.0,4.0,5.0,4,50000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0,2,2
+2509,4.0,2,5,8,24,2015,2,1987,1.0,0.0,1.0,3.0,30000.0,1.0,84.0,140,86,4.0,4.0,4.0,1,3.0,3.0,1.0,4.0,4.0,3,30000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,1,4
+2510,3.0,2,19,56,90,2015,2,1956,1.0,1.0,3.0,1.0,11565.0,1.0,60.0,150,102,4.0,5.0,3.0,1,3.0,3.0,2.0,2.0,5.0,1,36126.0,2.0,3.0,1.0,2.0,3,3.0,1.0,5.0,2.0,3,3
+2511,4.0,2,22,67,107,2015,2,1963,8.0,1.0,1.0,3.0,6000.0,1.0,130.0,148,118,5.0,5.0,3.0,1,2.0,3.0,1.0,2.0,5.0,3,7000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,2
+2512,5.0,1,12,34,63,2015,2,1932,1.0,0.0,8.0,14.0,60000.0,4.0,130.0,140,125,3.0,4.0,4.0,2,2.0,5.0,2.0,2.0,6.0,5,2000000.0,2.0,4.0,1.0,2.0,7,1.0,2.0,3.0,2.0,5,5
+2513,3.0,1,22,67,107,2015,2,1943,1.0,1.0,1.0,4.0,21600.0,1.0,60.0,154,120,2.0,4.0,2.0,4,4.0,4.0,2.0,2.0,4.0,5,21600.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,3
+2514,5.0,1,15,40,71,2015,1,1989,1.0,1.0,1.0,10.0,80000.0,1.0,125.0,178,170,5.0,5.0,4.0,2,3.0,4.0,2.0,4.0,5.0,1,100000.0,2.0,3.0,2.0,2.0,3,1.0,1.0,3.0,2.0,1,5
+2515,4.0,1,18,55,89,2015,1,1988,1.0,1.0,1.0,6.0,20000.0,1.0,84.0,170,110,5.0,5.0,3.0,1,2.0,5.0,2.0,2.0,4.0,1,5000.0,1.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,3
+2516,4.0,1,2,4,11,2015,2,1978,1.0,1.0,1.0,6.0,10000.0,1.0,200.0,162,110,5.0,4.0,4.0,5,3.0,2.0,2.0,3.0,5.0,1,30000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+2517,3.0,1,4,7,15,2015,2,1980,1.0,1.0,2.0,10.0,50000.0,1.0,15.0,160,90,5.0,5.0,4.0,2,4.0,3.0,3.0,4.0,3.0,1,90000.0,2.0,3.0,0.0,2.0,3,1.0,1.0,3.0,2.0,2,5
+2518,4.0,2,18,52,85,2015,2,1945,1.0,1.0,1.0,1.0,0.0,1.0,200.0,157,120,3.0,3.0,4.0,1,3.0,5.0,1.0,3.0,5.0,4,30000.0,2.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,1
+2519,3.0,1,21,61,97,2015,1,1966,1.0,1.0,1.0,1.0,49570.0,1.0,130.0,168,120,5.0,5.0,3.0,1,4.0,3.0,3.0,2.0,6.0,1,80403.0,4.0,2.0,1.0,1.0,3,3.0,1.0,3.0,2.0,3,5
+2520,4.0,2,13,37,68,2015,2,1970,1.0,1.0,1.0,4.0,12000.0,1.0,120.0,158,110,3.0,2.0,3.0,1,2.0,3.0,1.0,3.0,5.0,1,20000.0,6.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,2,3
+2521,3.0,2,26,74,114,2015,2,1942,1.0,1.0,1.0,1.0,10000.0,1.0,300.0,160,120,1.0,2.0,3.0,4,2.0,1.0,1.0,3.0,5.0,5,20000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,3
+2522,3.0,2,19,56,90,2015,1,1986,8.0,1.0,1.0,3.0,35000.0,1.0,20.0,164,140,4.0,5.0,5.0,5,3.0,2.0,1.0,2.0,5.0,1,35000.0,3.0,1.0,0.0,2.0,3,3.0,2.0,2.0,2.0,1,4
+2523,4.0,2,28,81,123,2015,1,1953,1.0,1.0,1.0,3.0,2000.0,1.0,50.0,170,110,2.0,2.0,2.0,4,2.0,4.0,1.0,3.0,5.0,4,2000.0,1.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,3,2
+2524,4.0,1,7,18,39,2015,1,1969,1.0,1.0,1.0,11.0,60000.0,4.0,95.0,170,160,5.0,5.0,5.0,2,2.0,4.0,4.0,3.0,5.0,1,120000.0,3.0,2.0,2.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+2525,3.0,2,22,65,103,2015,2,1948,8.0,1.0,1.0,1.0,0.0,1.0,90.0,150,68,2.0,1.0,3.0,1,4.0,5.0,1.0,4.0,3.0,4,3000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,1
+2526,4.0,2,18,53,87,2015,1,1953,1.0,1.0,1.0,6.0,7000.0,1.0,200.0,172,130,2.0,2.0,3.0,1,1.0,4.0,1.0,4.0,3.0,3,13000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,2.0,3.0,3,2
+2527,4.0,1,7,18,35,2015,1,1948,1.0,1.0,1.0,3.0,28800.0,1.0,15.0,170,170,4.0,5.0,5.0,6,2.0,4.0,1.0,4.0,2.0,5,60000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,4
+2528,4.0,1,15,39,70,2015,2,1984,1.0,1.0,1.0,4.0,374.0,1.0,97.0,160,102,4.0,3.0,3.0,2,3.0,4.0,1.0,4.0,6.0,6,50000.0,3.0,3.0,0.0,2.0,3,3.0,2.0,3.0,2.0,1,1
+2529,4.0,1,10,27,50,2015,2,1962,1.0,1.0,1.0,6.0,0.0,2.0,134.0,160,126,2.0,3.0,3.0,4,3.0,4.0,2.0,4.0,5.0,4,20000.0,2.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,1
+2530,4.0,1,27,79,119,2015,2,1966,3.0,1.0,1.0,6.0,0.0,4.0,94.3,167,135,5.0,5.0,5.0,2,4.0,3.0,2.0,3.0,5.0,5,50000.0,3.0,2.0,1.0,2.0,2,2.0,2.0,4.0,3.0,3,1
+2531,2.0,2,28,81,123,2015,2,1968,1.0,0.0,1.0,3.0,1000.0,1.0,120.0,134,75,2.0,3.0,3.0,1,3.0,3.0,1.0,3.0,5.0,4,10000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,3.0,3.0,2,1
+2532,4.0,1,12,34,64,2015,2,1948,1.0,0.0,2.0,7.0,40000.0,1.0,94.0,150,98,4.0,5.0,5.0,2,1.0,2.0,1.0,4.0,5.0,5,121805.0,5.0,4.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,5
+2533,4.0,2,18,52,86,2015,2,1975,1.0,1.0,1.0,4.0,2331.0,1.0,300.0,165,120,3.0,4.0,4.0,1,3.0,3.0,3.0,4.0,4.0,6,15000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,2
+2534,2.0,2,22,65,103,2015,1,1950,1.0,1.0,1.0,1.0,10000.0,1.0,100.0,150,100,2.0,3.0,3.0,1,3.0,3.0,1.0,4.0,2.0,3,20000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,3
+2535,4.0,1,1,1,1,2015,1,1982,1.0,1.0,1.0,9.0,52000.0,1.0,58.0,180,165,4.0,4.0,4.0,2,3.0,3.0,3.0,4.0,5.0,1,86000.0,2.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,2,5
+2536,4.0,1,4,7,15,2015,2,1989,1.0,1.0,1.0,10.0,40000.0,1.0,8.0,164,112,4.0,5.0,4.0,1,2.0,3.0,3.0,2.0,4.0,1,50000.0,1.0,2.0,1.0,1.0,1,3.0,2.0,5.0,3.0,1,5
+2537,4.0,1,19,57,91,2015,1,1972,1.0,1.0,1.0,9.0,60000.0,1.0,39.0,160,98,4.0,5.0,5.0,5,2.0,4.0,4.0,2.0,7.0,1,100000.0,3.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+2538,2.0,1,16,45,76,2015,1,1984,1.0,1.0,1.0,3.0,24372.0,1.0,70.0,170,110,4.0,4.0,3.0,1,3.0,3.0,1.0,2.0,4.0,3,42779.0,7.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,1,4
+2539,3.0,1,16,46,77,2015,2,1986,1.0,1.0,1.0,4.0,20000.0,1.0,70.0,156,115,3.0,4.0,4.0,1,2.0,4.0,2.0,4.0,4.0,1,40000.0,2.0,2.0,0.0,2.0,3,3.0,3.0,3.0,3.0,1,3
+2540,4.0,2,18,51,84,2015,2,1973,1.0,1.0,1.0,3.0,0.0,1.0,100.0,164,120,3.0,3.0,3.0,1,4.0,3.0,1.0,2.0,4.0,3,40000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,2,1
+2541,5.0,1,12,34,63,2015,2,1990,1.0,1.0,1.0,10.0,53038.0,1.0,88.0,160,100,4.0,5.0,4.0,2,3.0,3.0,3.0,4.0,7.0,1,200000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,5
+2542,4.0,1,12,34,64,2015,1,1990,1.0,1.0,1.0,4.0,60000.0,1.0,95.0,180,156,5.0,5.0,5.0,5,3.0,3.0,2.0,5.0,5.0,1,60000.0,1.0,3.0,0.0,2.0,1,2.0,1.0,5.0,2.0,1,5
+2543,4.0,1,15,39,70,2015,1,1946,1.0,1.0,1.0,4.0,3000.0,1.0,180.0,170,120,3.0,3.0,4.0,1,4.0,4.0,1.0,4.0,4.0,3,80000.0,4.0,3.0,1.0,2.0,3,3.0,3.0,3.0,2.0,4,2
+2544,5.0,1,15,43,74,2015,2,1952,1.0,1.0,1.0,3.0,24000.0,1.0,240.0,166,124,5.0,5.0,5.0,2,4.0,5.0,1.0,4.0,5.0,5,48000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,3,4
+2545,5.0,1,4,7,17,2015,2,1964,1.0,1.0,1.0,4.0,24000.0,1.0,50.0,158,130,3.0,5.0,3.0,2,3.0,4.0,3.0,4.0,5.0,1,92400.0,4.0,2.0,1.0,2.0,3,2.0,1.0,3.0,3.0,3,4
+2546,2.0,2,29,82,124,2015,2,1974,1.0,1.0,1.0,3.0,5000.0,1.0,60.0,163,130,4.0,4.0,4.0,1,2.0,2.0,1.0,2.0,5.0,3,10000.0,2.0,1.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,2
+2547,5.0,1,5,11,27,2015,2,1945,4.0,1.0,1.0,6.0,15000.0,4.0,64.4,157,102,2.0,3.0,4.0,4,2.0,4.0,4.0,4.0,5.0,5,30000.0,2.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0,4,3
+2548,4.0,2,22,67,107,2015,1,1979,1.0,1.0,5.0,4.0,120000.0,1.0,200.0,170,156,5.0,5.0,4.0,1,4.0,3.0,2.0,4.0,6.0,1,120000.0,4.0,4.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+2549,4.0,1,11,29,52,2015,1,1947,1.0,1.0,1.0,4.0,20000.0,1.0,55.0,165,130,2.0,4.0,3.0,5,1.0,4.0,2.0,4.0,5.0,5,60000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,3
+2550,5.0,1,27,77,117,2015,1,1966,1.0,1.0,1.0,10.0,50000.0,1.0,176.0,158,132,5.0,5.0,5.0,5,2.0,5.0,5.0,3.0,5.0,1,200000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,4.0,3.0,3,5
+2551,3.0,1,11,29,52,2015,1,1980,1.0,1.0,1.0,1.0,70000.0,1.0,89.0,180,120,1.0,1.0,1.0,2,2.0,3.0,2.0,2.0,4.0,5,70000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+2552,4.0,2,10,27,50,2015,2,1965,1.0,1.0,1.0,1.0,2000.0,1.0,90.0,162,110,4.0,4.0,4.0,1,3.0,2.0,1.0,4.0,5.0,3,30000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+2553,2.0,1,21,61,97,2015,1,1960,1.0,1.0,1.0,3.0,3500.0,1.0,180.0,165,104,1.0,1.0,1.0,4,1.0,1.0,1.0,2.0,3.0,3,7000.0,3.0,3.0,1.0,2.0,3,3.0,3.0,3.0,2.0,3,2
+2554,4.0,1,12,32,55,2015,1,1968,1.0,1.0,1.0,7.0,50000.0,1.0,100.0,175,160,4.0,5.0,4.0,1,2.0,2.0,2.0,2.0,2.0,1,100000.0,3.0,3.0,0.0,2.0,3,3.0,2.0,3.0,2.0,2,5
+2555,4.0,1,26,76,116,2015,1,1956,1.0,1.0,1.0,9.0,40000.0,4.0,120.0,175,170,3.0,4.0,4.0,2,2.0,2.0,2.0,4.0,4.0,1,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+2556,5.0,1,17,48,80,2015,1,1973,1.0,1.0,1.0,12.0,100000.0,1.0,100.0,145,130,5.0,5.0,5.0,4,2.0,3.0,3.0,4.0,4.0,1,100000.0,4.0,2.0,2.0,1.0,3,3.0,3.0,4.0,3.0,2,5
+2557,4.0,1,21,64,101,2015,2,1960,1.0,1.0,1.0,3.0,20000.0,1.0,120.0,172,144,4.0,4.0,4.0,2,3.0,4.0,1.0,2.0,3.0,1,35000.0,2.0,2.0,1.0,2.0,3,2.0,3.0,4.0,3.0,3,3
+2558,3.0,1,12,33,62,2015,1,1986,1.0,1.0,1.0,4.0,36000.0,1.0,110.0,165,140,4.0,4.0,4.0,1,3.0,3.0,2.0,2.0,5.0,1,115958.0,7.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0,1,4
+2559,4.0,1,4,7,16,2015,1,1955,1.0,1.0,1.0,9.0,40000.0,1.0,106.0,171,122,5.0,5.0,5.0,5,1.0,5.0,5.0,4.0,4.0,5,120000.0,2.0,3.0,2.0,1.0,3,2.0,1.0,2.0,3.0,3,5
+2560,4.0,2,18,51,84,2015,2,1945,1.0,1.0,1.0,1.0,2000.0,1.0,100.0,160,120,4.0,4.0,4.0,1,4.0,4.0,1.0,4.0,1.0,3,20000.0,1.0,3.0,1.0,2.0,7,3.0,2.0,4.0,2.0,4,2
+2561,4.0,2,2,5,12,2015,1,1969,1.0,1.0,1.0,3.0,20000.0,1.0,200.0,172,150,4.0,4.0,4.0,1,4.0,3.0,3.0,4.0,4.0,1,20000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+2562,4.0,1,19,59,95,2015,1,1968,1.0,1.0,1.0,11.0,100000.0,4.0,120.0,167,120,4.0,4.0,4.0,2,3.0,2.0,5.0,4.0,4.0,1,200000.0,3.0,4.0,2.0,1.0,3,1.0,1.0,4.0,3.0,2,5
+2563,5.0,2,28,81,121,2015,1,1989,1.0,1.0,1.0,4.0,10000.0,1.0,180.0,170,115,4.0,4.0,4.0,1,3.0,4.0,4.0,5.0,5.0,3,25000.0,6.0,2.0,2.0,2.0,3,2.0,1.0,4.0,2.0,1,3
+2564,4.0,1,27,77,117,2015,2,1938,1.0,1.0,1.0,3.0,24000.0,1.0,57.0,158,132,4.0,4.0,4.0,5,1.0,1.0,1.0,3.0,4.0,5,48000.0,2.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,4,4
+2565,4.0,1,15,43,74,2015,1,1951,1.0,1.0,1.0,6.0,36000.0,4.0,70.0,172,160,5.0,4.0,4.0,2,2.0,4.0,2.0,4.0,5.0,1,0.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,3.0,3,4
+2566,4.0,2,2,5,12,2015,1,1945,8.0,1.0,1.0,1.0,0.0,1.0,120.0,170,130,3.0,5.0,4.0,1,4.0,4.0,1.0,4.0,3.0,4,20000.0,5.0,3.0,1.0,1.0,7,3.0,2.0,4.0,2.0,4,1
+2567,4.0,1,4,7,20,2015,2,1973,1.0,0.0,1.0,9.0,40000.0,1.0,73.0,164,130,3.0,3.0,3.0,5,1.0,4.0,4.0,2.0,5.0,1,100000.0,3.0,3.0,1.0,1.0,3,3.0,3.0,4.0,2.0,2,5
+2568,4.0,1,15,43,74,2015,2,1937,1.0,1.0,1.0,6.0,30000.0,1.0,100.0,155,130,4.0,4.0,4.0,2,3.0,3.0,2.0,4.0,8.0,5,130000.0,2.0,5.0,1.0,2.0,3,1.0,2.0,4.0,2.0,4,4
+2569,4.0,1,10,27,50,2015,1,1992,1.0,1.0,1.0,12.0,10000.0,2.0,300.0,180,150,4.0,5.0,5.0,1,3.0,4.0,2.0,4.0,7.0,1,76340.0,4.0,3.0,2.0,2.0,1,2.0,1.0,4.0,2.0,1,3
+2570,4.0,1,1,1,2,2015,1,1954,1.0,0.0,3.0,4.0,42916.0,1.0,42.0,172,140,4.0,5.0,5.0,2,2.0,4.0,2.0,2.0,4.0,5,110400.0,3.0,3.0,1.0,2.0,3,3.0,3.0,3.0,2.0,3,5
+2571,4.0,1,19,57,93,2015,1,1932,1.0,1.0,1.0,3.0,30000.0,1.0,66.0,170,180,4.0,4.0,4.0,5,2.0,4.0,1.0,4.0,5.0,5,130000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,5,4
+2572,4.0,1,7,18,34,2015,1,1964,1.0,1.0,1.0,10.0,30000.0,1.0,60.0,180,170,4.0,4.0,5.0,5,3.0,3.0,3.0,4.0,7.0,1,60000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+2573,4.0,1,26,74,114,2015,2,1969,8.0,1.0,1.0,4.0,10000.0,1.0,60.0,158,135,4.0,4.0,4.0,4,4.0,2.0,3.0,4.0,5.0,1,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,3
+2574,5.0,2,10,27,50,2015,1,1973,1.0,1.0,1.0,4.0,35000.0,1.0,110.0,176,135,4.0,4.0,4.0,1,2.0,3.0,2.0,4.0,5.0,1,35000.0,1.0,3.0,3.0,2.0,1,2.0,2.0,4.0,2.0,2,4
+2575,4.0,1,1,1,5,2015,2,1969,1.0,1.0,1.0,6.0,40000.0,1.0,78.0,161,120,4.0,4.0,4.0,2,4.0,4.0,4.0,3.0,4.0,1,90000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,5
+2576,4.0,1,28,81,123,2015,2,1952,1.0,1.0,1.0,3.0,11000.0,1.0,57.0,163,110,3.0,4.0,5.0,4,3.0,4.0,2.0,3.0,5.0,3,20000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+2577,4.0,2,28,81,123,2015,1,1952,1.0,1.0,1.0,3.0,1200.0,1.0,350.0,150,102,3.0,3.0,2.0,1,4.0,2.0,1.0,4.0,1.0,3,5000.0,3.0,1.0,2.0,2.0,3,3.0,3.0,4.0,3.0,3,2
+2578,4.0,2,16,47,79,2015,1,1960,1.0,1.0,1.0,4.0,10000.0,4.0,100.0,165,120,4.0,4.0,4.0,1,4.0,4.0,3.0,4.0,7.0,1,10000.0,2.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+2579,5.0,1,30,85,128,2015,2,1944,1.0,0.0,1.0,7.0,51600.0,1.0,84.33,156,112,3.0,5.0,3.0,2,4.0,5.0,3.0,4.0,5.0,5,117600.0,2.0,4.0,1.0,2.0,3,2.0,2.0,5.0,2.0,4,5
+2580,5.0,2,18,52,86,2015,1,1950,1.0,1.0,1.0,1.0,3300.0,1.0,60.0,167,130,2.0,2.0,3.0,1,4.0,2.0,1.0,4.0,5.0,3,3300.0,1.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,4,2
+2581,5.0,1,7,18,37,2015,2,1988,1.0,1.0,1.0,12.0,100000.0,1.0,64.0,170,120,4.0,4.0,4.0,2,3.0,4.0,3.0,4.0,6.0,1,100000.0,4.0,2.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,5
+2582,5.0,2,9,23,45,2015,1,1958,1.0,1.0,3.0,3.0,10000.0,1.0,120.0,170,120,4.0,3.0,4.0,1,4.0,3.0,1.0,4.0,5.0,2,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,3,3
+2583,5.0,1,5,11,27,2015,2,1993,1.0,1.0,1.0,12.0,10000.0,2.0,130.0,177,160,5.0,4.0,5.0,2,2.0,4.0,4.0,4.0,4.0,5,100000.0,1.0,3.0,2.0,1.0,1,2.0,2.0,5.0,2.0,1,3
+2584,4.0,1,21,64,102,2015,1,1963,1.0,1.0,1.0,4.0,6000.0,1.0,200.0,165,120,3.0,3.0,4.0,2,2.0,4.0,4.0,3.0,5.0,5,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,2
+2585,3.0,2,21,62,98,2015,1,1984,1.0,1.0,1.0,4.0,40000.0,1.0,240.0,158,130,3.0,3.0,3.0,1,3.0,3.0,1.0,3.0,3.0,1,79295.0,5.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,1,5
+2586,4.0,2,6,12,28,2015,2,1950,1.0,1.0,1.0,1.0,3000.0,1.0,120.0,158,120,4.0,4.0,4.0,1,4.0,3.0,1.0,4.0,5.0,3,20000.0,2.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,2
+2587,2.0,1,31,87,132,2015,1,1973,1.0,1.0,1.0,6.0,30000.0,1.0,42.0,170,140,3.0,5.0,3.0,2,1.0,2.0,2.0,1.0,2.0,1,50000.0,3.0,2.0,0.0,2.0,3,3.0,2.0,4.0,3.0,2,4
+2588,4.0,1,18,55,89,2015,2,1943,1.0,1.0,1.0,4.0,5000.0,1.0,200.0,156,110,3.0,5.0,4.0,1,2.0,2.0,2.0,4.0,5.0,5,100000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,2
+2589,4.0,2,5,9,25,2015,2,1936,1.0,1.0,1.0,4.0,660.0,1.0,120.0,160,130,4.0,4.0,4.0,1,1.0,4.0,1.0,4.0,4.0,4,10000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,1
+2590,4.0,1,26,76,116,2015,2,1944,1.0,1.0,4.0,3.0,15000.0,1.0,160.0,146,94,4.0,5.0,5.0,5,3.0,4.0,1.0,4.0,6.0,5,240479.0,4.0,4.0,1.0,1.0,7,2.0,2.0,4.0,2.0,4,3
+2591,4.0,2,5,8,23,2015,1,1963,1.0,1.0,1.0,6.0,20000.0,1.0,70.0,185,130,4.0,4.0,4.0,1,3.0,3.0,1.0,2.0,4.0,1,50000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,5.0,2.0,3,3
+2592,2.0,2,17,49,82,2015,2,1972,1.0,1.0,1.0,3.0,10000.0,1.0,225.0,160,100,2.0,3.0,2.0,1,1.0,1.0,2.0,1.0,5.0,1,10000.0,4.0,1.0,2.0,2.0,3,3.0,3.0,2.0,3.0,2,3
+2593,5.0,1,12,33,62,2015,2,1957,1.0,0.0,6.0,4.0,3180.0,1.0,98.0,157,130,3.0,2.0,3.0,1,2.0,4.0,1.0,4.0,5.0,4,34960.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,2
+2594,4.0,1,5,8,24,2015,2,1955,1.0,0.0,1.0,3.0,10000.0,1.0,50.0,156,106,3.0,4.0,4.0,2,2.0,2.0,2.0,3.0,5.0,5,10000.0,1.0,2.0,0.0,2.0,7,3.0,2.0,3.0,3.0,3,3
+2595,4.0,2,27,77,117,2015,2,1963,1.0,1.0,3.0,3.0,6000.0,1.0,100.0,160,120,4.0,2.0,2.0,1,3.0,4.0,1.0,3.0,1.0,3,15000.0,1.0,2.0,1.0,2.0,3,3.0,2.0,4.0,4.0,3,2
+2596,4.0,1,27,78,118,2015,2,1948,1.0,1.0,1.0,3.0,25200.0,1.0,82.0,156,120,4.0,4.0,4.0,5,2.0,3.0,2.0,3.0,1.0,1,24000.0,1.0,2.0,0.0,2.0,7,3.0,2.0,4.0,2.0,4,4
+2597,4.0,2,18,54,88,2015,2,1950,1.0,1.0,1.0,1.0,960.0,1.0,300.0,160,90,3.0,3.0,4.0,1,3.0,3.0,1.0,4.0,5.0,3,10000.0,4.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,1
+2598,2.0,2,16,46,78,2015,2,1956,1.0,1.0,1.0,1.0,0.0,1.0,180.0,154,90,3.0,1.0,2.0,1,2.0,4.0,1.0,4.0,4.0,2,31074.0,2.0,3.0,1.0,2.0,7,3.0,2.0,4.0,2.0,3,1
+2599,5.0,2,15,40,71,2015,1,1996,1.0,1.0,1.0,6.0,0.0,2.0,174.0,180,160,5.0,5.0,5.0,2,3.0,3.0,3.0,4.0,6.0,6,70000.0,3.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,1
+2600,5.0,1,10,25,47,2015,1,1969,1.0,1.0,1.0,4.0,160000.0,1.0,100.0,170,170,3.0,3.0,3.0,1,3.0,4.0,2.0,4.0,5.0,1,160000.0,4.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+2601,4.0,2,31,87,130,2015,1,1965,1.0,1.0,1.0,3.0,10000.0,1.0,100.0,158,116,5.0,4.0,4.0,1,4.0,4.0,1.0,4.0,3.0,3,10000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,3
+2602,5.0,2,5,9,25,2015,2,1972,1.0,1.0,1.0,3.0,10000.0,1.0,70.0,160,110,5.0,5.0,5.0,1,2.0,3.0,1.0,4.0,2.0,5,30000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,3
+2603,4.0,2,2,2,9,2015,1,1964,8.0,1.0,1.0,4.0,35000.0,1.0,400.0,170,170,4.0,4.0,5.0,1,3.0,4.0,3.0,2.0,2.0,1,35000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+2604,4.0,1,1,1,3,2015,1,1958,1.0,1.0,1.0,6.0,24240.0,1.0,50.0,169,120,3.0,5.0,5.0,2,1.0,4.0,1.0,4.0,1.0,1,24240.0,1.0,2.0,1.0,2.0,1,3.0,2.0,3.0,2.0,3,4
+2605,4.0,1,16,44,75,2015,1,1975,1.0,1.0,1.0,4.0,36000.0,1.0,80.0,170,130,3.0,3.0,4.0,1,4.0,4.0,1.0,2.0,4.0,1,70000.0,4.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+2606,4.0,2,18,54,88,2015,2,1926,1.0,0.0,2.0,1.0,0.0,1.0,100.0,165,70,4.0,2.0,3.0,1,2.0,1.0,1.0,3.0,3.0,5,50000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,5,1
+2607,5.0,1,10,25,47,2015,2,1983,1.0,1.0,1.0,4.0,0.0,1.0,193.0,159,96,4.0,3.0,4.0,1,3.0,4.0,1.0,4.0,4.0,4,30000.0,7.0,2.0,2.0,2.0,3,3.0,1.0,4.0,4.0,1,1
+2608,4.0,1,16,46,77,2015,2,1935,1.0,1.0,1.0,3.0,0.0,1.0,70.0,152,98,2.0,2.0,2.0,4,3.0,2.0,1.0,2.0,5.0,5,50000.0,5.0,2.0,1.0,2.0,7,3.0,2.0,2.0,3.0,4,1
+2609,5.0,1,21,64,101,2015,2,1951,1.0,1.0,1.0,1.0,12000.0,1.0,250.0,171,140,2.0,2.0,4.0,1,4.0,4.0,1.0,4.0,5.0,3,20000.0,2.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,3
+2610,3.0,2,4,7,22,2015,1,1958,1.0,1.0,1.0,4.0,3000.0,1.0,100.0,175,120,2.0,2.0,3.0,2,1.0,3.0,1.0,2.0,1.0,1,3000.0,3.0,3.0,1.0,1.0,3,3.0,1.0,4.0,3.0,3,2
+2611,4.0,2,5,9,25,2015,1,1973,1.0,1.0,1.0,11.0,30000.0,1.0,120.0,165,150,5.0,5.0,5.0,1,3.0,3.0,2.0,4.0,1.0,1,60000.0,3.0,3.0,2.0,1.0,3,2.0,2.0,4.0,3.0,2,4
+2612,5.0,1,18,54,88,2015,1,1945,1.0,1.0,1.0,1.0,0.0,1.0,70.0,180,160,5.0,4.0,4.0,2,2.0,5.0,1.0,2.0,5.0,5,100697.0,2.0,3.0,1.0,2.0,4,2.0,1.0,4.0,2.0,4,1
+2613,4.0,2,10,27,50,2015,1,1954,1.0,1.0,1.0,3.0,0.0,1.0,80.0,170,140,3.0,4.0,4.0,1,2.0,2.0,1.0,4.0,5.0,4,0.0,2.0,2.0,0.0,2.0,3,3.0,2.0,4.0,2.0,3,1
+2614,5.0,1,1,1,8,2015,2,1945,1.0,1.0,1.0,8.0,66000.0,1.0,12.0,158,145,3.0,5.0,5.0,2,1.0,3.0,1.0,3.0,3.0,5,79000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,4,5
+2615,4.0,1,4,7,16,2015,2,1970,1.0,1.0,1.0,10.0,200000.0,1.0,90.0,165,130,3.0,4.0,4.0,2,3.0,3.0,2.0,4.0,6.0,1,300000.0,3.0,3.0,3.0,1.0,2,2.0,2.0,4.0,2.0,2,5
+2616,4.0,1,19,57,91,2015,1,1946,1.0,1.0,1.0,3.0,36000.0,1.0,50.0,169,144,3.0,5.0,5.0,5,4.0,4.0,1.0,4.0,4.0,5,60000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,4,4
+2617,4.0,1,4,7,21,2015,2,1981,1.0,1.0,1.0,4.0,20000.0,1.0,10.0,160,82,1.0,4.0,3.0,1,1.0,2.0,2.0,3.0,2.0,1,60000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,3
+2618,5.0,1,10,25,47,2015,1,1989,1.0,1.0,1.0,9.0,40000.0,1.0,100.0,181,180,5.0,5.0,5.0,2,3.0,3.0,2.0,3.0,5.0,1,250000.0,3.0,3.0,2.0,1.0,1,2.0,2.0,4.0,3.0,1,5
+2619,4.0,2,29,82,124,2015,1,1947,1.0,1.0,1.0,3.0,4000.0,1.0,120.0,165,120,2.0,2.0,4.0,1,2.0,3.0,1.0,3.0,4.0,3,8000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,4,2
+2620,3.0,1,21,64,102,2015,1,1994,1.0,0.0,1.0,11.0,0.0,2.0,200.0,182,130,4.0,5.0,4.0,2,2.0,4.0,4.0,4.0,1.0,6,20000.0,2.0,1.0,1.0,2.0,1,3.0,3.0,4.0,3.0,1,1
+2621,3.0,1,6,15,31,2015,1,1945,1.0,1.0,1.0,7.0,50000.0,1.0,30.0,160,130,3.0,3.0,3.0,2,2.0,2.0,3.0,3.0,4.0,1,90000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,5
+2622,4.0,2,9,22,44,2015,1,1980,1.0,1.0,1.0,4.0,15000.0,1.0,80.0,170,170,5.0,5.0,4.0,1,1.0,4.0,1.0,2.0,5.0,1,20000.0,3.0,3.0,2.0,2.0,3,3.0,2.0,2.0,3.0,2,3
+2623,4.0,1,15,39,70,2015,1,1956,1.0,1.0,1.0,3.0,30000.0,1.0,56.0,169,140,4.0,4.0,4.0,1,3.0,3.0,1.0,3.0,4.0,1,35000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,4
+2624,4.0,2,16,47,79,2015,1,1979,1.0,0.0,1.0,4.0,40000.0,1.0,100.0,165,115,4.0,4.0,4.0,1,4.0,4.0,3.0,4.0,5.0,4,40000.0,4.0,3.0,0.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+2625,4.0,1,15,41,72,2015,2,1938,1.0,1.0,1.0,3.0,20000.0,1.0,86.0,162,120,3.0,5.0,4.0,2,2.0,2.0,2.0,4.0,9.0,5,20000.0,1.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0,4,3
+2626,4.0,2,16,44,75,2015,2,1966,1.0,1.0,1.0,4.0,0.0,1.0,100.0,165,120,2.0,4.0,3.0,1,3.0,4.0,1.0,3.0,5.0,6,48000.0,5.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,1
+2627,3.0,2,9,22,44,2015,2,1949,1.0,1.0,1.0,1.0,0.0,1.0,50.0,160,160,1.0,1.0,1.0,1,3.0,4.0,1.0,4.0,5.0,3,9759.0,3.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,4,1
+2628,3.0,1,24,71,111,2015,2,1986,1.0,0.0,7.0,7.0,10000.0,1.0,200.0,161,102,3.0,4.0,5.0,5,2.0,2.0,2.0,3.0,1.0,1,1413298.0,4.0,3.0,1.0,2.0,1,3.0,3.0,4.0,2.0,1,3
+2629,5.0,1,19,56,90,2015,2,1975,1.0,1.0,1.0,6.0,40000.0,1.0,120.0,165,126,4.0,5.0,5.0,1,2.0,2.0,4.0,4.0,7.0,1,100000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+2630,4.0,1,18,52,85,2015,1,1978,4.0,0.0,4.0,3.0,40000.0,1.0,110.0,170,140,5.0,5.0,5.0,2,2.0,2.0,2.0,4.0,5.0,1,40000.0,3.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,5
+2631,4.0,1,10,26,48,2015,1,1969,1.0,1.0,1.0,7.0,65847.0,2.0,120.0,175,160,4.0,4.0,3.0,2,4.0,4.0,3.0,3.0,5.0,1,109529.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+2632,4.0,2,6,15,31,2015,1,1952,1.0,1.0,1.0,4.0,10000.0,1.0,240.0,166,150,4.0,3.0,4.0,1,2.0,3.0,1.0,4.0,8.0,4,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,1.0,3,3
+2633,4.0,1,26,74,114,2015,1,1957,1.0,1.0,1.0,9.0,30000.0,4.0,100.0,166,134,5.0,5.0,5.0,5,2.0,4.0,5.0,4.0,3.0,1,50000.0,1.0,2.0,3.0,2.0,7,2.0,2.0,4.0,3.0,3,4
+2634,4.0,1,26,76,116,2015,2,1939,1.0,1.0,1.0,3.0,5820.0,1.0,90.0,156,190,2.0,3.0,2.0,2,4.0,4.0,1.0,4.0,3.0,4,5820.0,1.0,3.0,1.0,2.0,7,3.0,2.0,3.0,2.0,4,2
+2635,5.0,2,23,68,108,2015,1,1960,1.0,1.0,1.0,3.0,30000.0,1.0,100.0,160,120,4.0,4.0,4.0,1,4.0,4.0,2.0,5.0,2.0,2,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,4
+2636,4.0,1,7,18,34,2015,1,1958,1.0,1.0,1.0,6.0,36000.0,1.0,32.0,170,110,5.0,5.0,5.0,5,1.0,2.0,1.0,3.0,5.0,1,55000.0,3.0,2.0,0.0,2.0,3,3.0,1.0,4.0,3.0,3,4
+2637,4.0,1,6,15,31,2015,2,1954,1.0,1.0,1.0,1.0,15000.0,1.0,90.0,155,100,4.0,4.0,4.0,1,3.0,2.0,1.0,3.0,5.0,5,15000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,3,3
+2638,5.0,2,5,8,24,2015,2,1969,1.0,1.0,1.0,3.0,10000.0,1.0,89.0,158,110,4.0,5.0,4.0,1,2.0,4.0,1.0,3.0,5.0,4,40000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,4.0,2.0,2,3
+2639,4.0,1,21,64,101,2015,1,1973,1.0,1.0,1.0,4.0,30000.0,1.0,170.0,178,150,4.0,4.0,4.0,4,2.0,3.0,2.0,3.0,4.0,1,60000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+2640,4.0,2,5,10,26,2015,1,1969,3.0,1.0,1.0,3.0,50000.0,1.0,100.0,169,140,4.0,4.0,4.0,1,2.0,2.0,1.0,4.0,5.0,3,50000.0,5.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+2641,4.0,1,19,56,90,2015,2,1980,1.0,0.0,1.0,4.0,35000.0,1.0,100.0,168,130,4.0,4.0,5.0,2,3.0,4.0,1.0,4.0,8.0,1,130000.0,3.0,4.0,1.0,1.0,3,2.0,1.0,3.0,2.0,2,4
+2642,4.0,2,29,84,127,2015,1,1975,1.0,1.0,1.0,3.0,20000.0,1.0,80.0,165,120,5.0,5.0,3.0,1,4.0,4.0,2.0,4.0,4.0,2,30000.0,2.0,2.0,3.0,2.0,3,3.0,1.0,4.0,2.0,2,3
+2643,4.0,1,10,26,48,2015,1,1929,1.0,1.0,2.0,4.0,48000.0,4.0,50.0,162,130,4.0,3.0,4.0,2,3.0,3.0,1.0,4.0,5.0,5,48000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,5,5
+2644,4.0,2,28,81,123,2015,1,1955,1.0,1.0,1.0,3.0,45000.0,1.0,60.0,167,130,4.0,3.0,3.0,1,4.0,4.0,1.0,4.0,4.0,3,4860.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,5
+2645,4.0,1,26,75,115,2015,1,1984,1.0,1.0,1.0,12.0,70000.0,2.0,45.0,168,120,4.0,5.0,5.0,5,4.0,4.0,1.0,2.0,7.0,1,80000.0,2.0,3.0,1.0,1.0,1,2.0,1.0,3.0,2.0,1,5
+2646,2.0,1,7,18,37,2015,2,1986,1.0,1.0,1.0,7.0,36000.0,1.0,90.0,173,114,3.0,4.0,2.0,2,3.0,3.0,3.0,2.0,4.0,1,180000.0,3.0,4.0,2.0,1.0,1,2.0,1.0,4.0,3.0,1,4
+2647,4.0,1,19,57,93,2015,1,1975,1.0,1.0,1.0,6.0,200000.0,1.0,100.0,175,140,4.0,4.0,4.0,4,3.0,3.0,3.0,3.0,5.0,1,150000.0,6.0,3.0,3.0,1.0,6,2.0,1.0,3.0,3.0,2,5
+2648,4.0,2,30,85,128,2015,1,1958,1.0,1.0,1.0,1.0,2000.0,1.0,1000.0,175,120,5.0,4.0,4.0,1,2.0,3.0,1.0,4.0,5.0,1,30000.0,7.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,3,2
+2649,4.0,1,16,44,75,2015,1,1975,1.0,0.0,1.0,4.0,60000.0,1.0,90.0,160,100,4.0,4.0,4.0,1,4.0,2.0,3.0,4.0,3.0,1,60000.0,3.0,2.0,1.0,2.0,3,2.0,3.0,4.0,2.0,2,5
+2650,4.0,1,19,57,93,2015,2,1971,1.0,0.0,8.0,3.0,20000.0,1.0,60.0,160,104,4.0,5.0,5.0,4,1.0,2.0,1.0,4.0,1.0,1,35000.0,3.0,2.0,0.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+2651,5.0,1,5,8,24,2015,1,1971,1.0,1.0,1.0,6.0,50000.0,1.0,70.0,170,120,5.0,5.0,5.0,5,3.0,4.0,2.0,4.0,6.0,1,100000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,5.0,1.0,2,5
+2652,3.0,2,17,49,82,2015,1,1944,1.0,1.0,1.0,3.0,10000.0,4.0,225.0,170,110,4.0,4.0,1.0,1,5.0,4.0,1.0,5.0,1.0,4,1000.0,2.0,1.0,0.0,2.0,3,3.0,3.0,5.0,2.0,4,3
+2653,2.0,2,10,28,51,2015,1,1981,1.0,1.0,1.0,5.0,20000.0,1.0,60.0,175,135,4.0,4.0,4.0,1,3.0,4.0,3.0,2.0,3.0,3,40000.0,3.0,2.0,1.0,2.0,6,3.0,3.0,4.0,3.0,2,3
+2654,2.0,2,6,14,30,2015,2,1968,1.0,1.0,1.0,3.0,3000.0,1.0,120.0,150,84,4.0,4.0,4.0,1,2.0,2.0,2.0,4.0,3.0,3,12000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,2
+2655,4.0,2,18,55,89,2015,1,1973,1.0,1.0,1.0,4.0,15000.0,1.0,120.0,170,105,4.0,4.0,4.0,1,5.0,4.0,1.0,4.0,5.0,3,35000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+2656,3.0,1,18,54,88,2015,1,1970,1.0,1.0,1.0,12.0,42000.0,1.0,130.0,173,130,3.0,3.0,4.0,2,2.0,2.0,1.0,3.0,5.0,1,42000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+2657,4.0,2,6,13,29,2015,1,1935,1.0,1.0,1.0,1.0,2000.0,1.0,100.0,165,90,3.0,3.0,3.0,1,3.0,2.0,2.0,4.0,4.0,4,30000.0,3.0,3.0,1.0,2.0,7,3.0,2.0,3.0,2.0,4,2
+2658,5.0,1,21,64,101,2015,2,1945,1.0,1.0,1.0,3.0,20000.0,1.0,105.0,158,110,5.0,5.0,5.0,5,5.0,5.0,5.0,4.0,5.0,5,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,3
+2659,4.0,2,29,82,124,2015,1,1966,1.0,1.0,1.0,4.0,40000.0,4.0,90.0,168,150,2.0,3.0,3.0,1,3.0,3.0,2.0,4.0,2.0,3,70000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,5
+2660,4.0,2,19,57,92,2015,2,1964,1.0,1.0,1.0,1.0,40000.0,1.0,130.0,165,128,4.0,5.0,5.0,2,2.0,4.0,1.0,4.0,3.0,1,100000.0,3.0,2.0,1.0,1.0,3,2.0,2.0,5.0,3.0,3,5
+2661,4.0,1,7,18,40,2015,2,1957,1.0,1.0,1.0,6.0,22000.0,1.0,42.0,167,160,2.0,3.0,3.0,2,1.0,4.0,1.0,4.0,4.0,5,35000.0,2.0,2.0,1.0,2.0,7,3.0,1.0,4.0,2.0,3,3
+2662,4.0,2,6,13,29,2015,1,1958,1.0,1.0,1.0,1.0,3000.0,1.0,120.0,170,108,3.0,3.0,3.0,1,2.0,2.0,1.0,4.0,4.0,3,5000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+2663,4.0,2,28,81,121,2015,2,1980,1.0,1.0,1.0,3.0,3000.0,1.0,70.0,156,90,3.0,4.0,3.0,1,2.0,2.0,2.0,3.0,5.0,4,20000.0,9.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,2
+2664,4.0,1,1,1,4,2015,1,1979,1.0,1.0,1.0,4.0,50000.0,1.0,87.0,180,180,3.0,4.0,4.0,2,3.0,3.0,3.0,3.0,5.0,1,100000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+2665,4.0,2,18,52,85,2015,2,1988,1.0,1.0,1.0,10.0,0.0,4.0,130.0,165,100,5.0,4.0,4.0,1,3.0,2.0,4.0,4.0,5.0,5,30000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,1
+2666,4.0,1,23,69,109,2015,2,1985,1.0,1.0,1.0,12.0,30000.0,1.0,30.0,156,94,4.0,4.0,3.0,2,3.0,4.0,4.0,2.0,4.0,1,60000.0,2.0,2.0,0.0,1.0,3,3.0,1.0,4.0,2.0,1,4
+2667,4.0,2,10,28,51,2015,2,1969,1.0,1.0,1.0,4.0,50000.0,1.0,180.0,150,120,5.0,4.0,4.0,1,2.0,2.0,1.0,3.0,6.0,3,80000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,2,5
+2668,5.0,2,19,57,92,2015,2,1933,1.0,0.0,8.0,1.0,21600.0,1.0,330.0,150,70,1.0,1.0,5.0,1,1.0,5.0,1.0,1.0,4.0,4,80000.0,3.0,3.0,1.0,2.0,7,2.0,1.0,2.0,2.0,5,3
+2669,5.0,2,19,57,93,2015,1,1946,1.0,1.0,1.0,4.0,50000.0,4.0,120.0,174,140,2.0,5.0,5.0,2,4.0,4.0,1.0,4.0,3.0,1,150000.0,7.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,4,5
+2670,4.0,2,17,50,83,2015,2,1964,1.0,1.0,1.0,4.0,0.0,1.0,270.0,158,120,5.0,5.0,4.0,1,5.0,4.0,2.0,4.0,7.0,4,36000.0,1.0,4.0,1.0,2.0,3,1.0,1.0,4.0,2.0,3,1
+2671,5.0,1,1,1,3,2015,1,1981,1.0,1.0,1.0,10.0,360000.0,2.0,86.0,167,124,4.0,4.0,4.0,2,3.0,4.0,3.0,3.0,5.0,1,600000.0,3.0,3.0,1.0,1.0,2,1.0,1.0,4.0,2.0,2,5
+2672,4.0,2,13,36,66,2015,2,1948,6.0,1.0,1.0,3.0,1000.0,1.0,70.0,160,100,3.0,2.0,2.0,1,3.0,4.0,1.0,4.0,5.0,3,1000.0,4.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,4,1
+2673,5.0,1,15,41,72,2015,2,1947,1.0,1.0,1.0,4.0,24000.0,4.0,84.0,155,156,2.0,3.0,3.0,2,4.0,4.0,3.0,4.0,4.0,5,40000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,2.0,2.0,4,4
+2674,4.0,2,29,84,127,2015,2,1971,1.0,1.0,1.0,4.0,20000.0,1.0,60.0,160,95,5.0,5.0,5.0,1,2.0,2.0,1.0,4.0,4.0,3,25000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,2,3
+2675,4.0,1,12,32,61,2015,1,1970,1.0,1.0,1.0,4.0,62000.0,1.0,300.0,170,120,3.0,4.0,3.0,4,4.0,3.0,2.0,2.0,5.0,1,100000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+2676,5.0,1,18,54,88,2015,1,1997,1.0,1.0,1.0,6.0,0.0,2.0,130.0,179,140,5.0,5.0,4.0,1,2.0,3.0,3.0,4.0,4.0,6,60000.0,3.0,3.0,1.0,1.0,1,2.0,2.0,4.0,2.0,1,1
+2677,3.0,2,18,54,88,2015,1,1991,1.0,1.0,1.0,4.0,26000.0,1.0,100.0,175,135,5.0,4.0,4.0,1,4.0,3.0,2.0,2.0,4.0,1,40000.0,7.0,2.0,2.0,2.0,3,3.0,1.0,3.0,3.0,1,4
+2678,4.0,1,8,19,41,2015,1,1986,4.0,0.0,4.0,10.0,100000.0,2.0,98.0,173,135,4.0,4.0,3.0,4,2.0,3.0,3.0,4.0,3.0,5,100000.0,3.0,3.0,1.0,1.0,5,2.0,1.0,4.0,2.0,1,5
+2679,5.0,2,9,22,44,2015,1,1981,1.0,1.0,1.0,7.0,300000.0,4.0,150.0,167,180,5.0,4.0,5.0,2,4.0,4.0,3.0,2.0,5.0,1,160000.0,4.0,3.0,2.0,2.0,3,2.0,2.0,4.0,1.0,2,5
+2680,4.0,2,17,49,82,2015,1,1972,1.0,1.0,1.0,4.0,24000.0,1.0,100.0,170,176,5.0,5.0,4.0,1,2.0,3.0,2.0,4.0,3.0,1,36000.0,4.0,3.0,1.0,2.0,3,2.0,3.0,3.0,2.0,2,4
+2681,4.0,2,10,27,50,2015,2,1966,1.0,1.0,1.0,1.0,0.0,1.0,100.0,160,130,3.0,3.0,5.0,1,2.0,2.0,1.0,4.0,5.0,3,30000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,1
+2682,4.0,1,5,8,23,2015,2,1955,1.0,0.0,6.0,6.0,20000.0,1.0,58.0,160,65,4.0,5.0,5.0,2,3.0,3.0,2.0,4.0,4.0,5,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+2683,3.0,2,21,61,97,2015,1,1955,1.0,1.0,1.0,3.0,10000.0,1.0,130.0,175,135,3.0,4.0,4.0,1,3.0,2.0,1.0,2.0,5.0,2,15000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+2684,4.0,2,6,17,33,2015,2,1955,1.0,1.0,1.0,1.0,3000.0,1.0,180.0,150,130,2.0,3.0,4.0,1,3.0,2.0,1.0,3.0,5.0,3,20000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,2
+2685,3.0,2,13,36,67,2015,1,1951,1.0,1.0,1.0,4.0,0.0,1.0,100.0,168,98,2.0,2.0,2.0,1,3.0,4.0,1.0,4.0,3.0,3,25815.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,1
+2686,4.0,2,22,66,105,2015,2,1935,1.0,1.0,1.0,3.0,600.0,1.0,90.0,160,130,2.0,1.0,1.0,1,2.0,4.0,1.0,4.0,5.0,4,1200.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,1
+2687,5.0,2,5,10,26,2015,1,1938,1.0,1.0,1.0,3.0,0.0,1.0,90.0,173,140,4.0,3.0,5.0,1,4.0,3.0,1.0,4.0,7.0,4,0.0,4.0,3.0,1.0,1.0,7,3.0,1.0,3.0,2.0,4,1
+2688,4.0,2,19,56,90,2015,2,1942,1.0,0.0,4.0,1.0,7200.0,1.0,200.0,160,133,3.0,3.0,4.0,1,2.0,4.0,1.0,4.0,5.0,4,7200.0,1.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,2
+2689,4.0,2,26,74,114,2015,2,1937,1.0,1.0,1.0,3.0,600.0,1.0,500.0,150,85,4.0,4.0,4.0,1,4.0,2.0,1.0,4.0,5.0,4,42600.0,2.0,3.0,3.0,1.0,3,2.0,2.0,4.0,2.0,4,1
+2690,4.0,1,18,53,87,2015,1,1968,1.0,1.0,1.0,3.0,20000.0,1.0,30.0,175,160,4.0,4.0,4.0,1,2.0,2.0,2.0,4.0,4.0,1,20000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+2691,4.0,2,22,66,106,2015,2,1966,1.0,1.0,1.0,3.0,10000.0,1.0,300.0,150,100,4.0,4.0,4.0,1,3.0,3.0,1.0,4.0,3.0,1,25000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+2692,4.0,1,1,1,5,2015,1,1973,1.0,1.0,1.0,10.0,60000.0,1.0,80.0,173,146,3.0,4.0,4.0,2,3.0,4.0,3.0,3.0,6.0,1,60000.0,1.0,3.0,2.0,1.0,3,2.0,2.0,3.0,3.0,2,5
+2693,4.0,1,9,23,45,2015,1,1949,1.0,1.0,1.0,5.0,30000.0,4.0,100.0,158,110,4.0,5.0,4.0,2,2.0,5.0,3.0,4.0,7.0,5,120000.0,4.0,4.0,1.0,2.0,3,2.0,3.0,5.0,2.0,4,4
+2694,3.0,1,19,57,93,2015,2,1963,1.0,1.0,1.0,4.0,80000.0,1.0,86.0,170,150,3.0,5.0,4.0,4,2.0,3.0,2.0,1.0,1.0,1,100000.0,3.0,2.0,3.0,1.0,3,2.0,2.0,4.0,2.0,3,5
+2695,3.0,2,18,53,87,2015,2,1955,1.0,1.0,1.0,3.0,4000.0,1.0,220.0,160,120,5.0,5.0,4.0,1,4.0,4.0,1.0,4.0,4.0,3,8000.0,4.0,2.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,2
+2696,4.0,1,9,20,42,2015,1,1963,1.0,1.0,1.0,4.0,11000.0,1.0,40.0,167,120,3.0,5.0,4.0,5,2.0,4.0,1.0,4.0,5.0,1,11000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+2697,2.0,2,22,65,104,2015,2,1961,1.0,1.0,1.0,3.0,10000.0,1.0,40.0,158,150,2.0,2.0,2.0,1,3.0,4.0,1.0,2.0,1.0,4,14000.0,1.0,1.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,3
+2698,4.0,1,27,77,117,2015,2,1973,1.0,1.0,1.0,12.0,30000.0,1.0,100.0,160,100,5.0,5.0,5.0,4,1.0,2.0,2.0,4.0,6.0,1,70000.0,3.0,2.0,1.0,1.0,3,3.0,1.0,4.0,2.0,2,4
+2699,4.0,1,27,80,120,2015,1,1953,1.0,1.0,1.0,4.0,24000.0,1.0,60.0,167,118,4.0,4.0,4.0,2,4.0,4.0,2.0,4.0,3.0,5,24000.0,1.0,2.0,1.0,2.0,7,2.0,1.0,4.0,2.0,3,4
+2700,3.0,1,1,1,3,2015,1,1971,1.0,0.0,1.0,10.0,122661.0,1.0,100.0,175,160,3.0,4.0,4.0,2,2.0,3.0,3.0,3.0,5.0,1,221656.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,5
+2701,4.0,1,22,66,105,2015,1,1946,1.0,1.0,1.0,4.0,40000.0,1.0,150.0,165,120,2.0,2.0,3.0,2,4.0,4.0,2.0,3.0,5.0,4,40000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,5
+2702,5.0,1,31,86,129,2015,2,1980,1.0,1.0,1.0,3.0,9000.0,1.0,78.0,160,148,2.0,3.0,3.0,1,3.0,2.0,4.0,2.0,5.0,1,23000.0,2.0,1.0,1.0,2.0,3,2.0,1.0,3.0,3.0,2,2
+2703,4.0,1,26,76,116,2015,1,1985,1.0,0.0,4.0,10.0,100000.0,1.0,130.0,170,140,4.0,5.0,4.0,2,5.0,4.0,2.0,4.0,5.0,1,100000.0,1.0,3.0,2.0,1.0,1,1.0,1.0,4.0,2.0,1,5
+2704,5.0,2,31,87,132,2015,2,1953,1.0,1.0,1.0,3.0,3430.0,1.0,80.0,157,90,3.0,4.0,5.0,1,3.0,4.0,1.0,3.0,2.0,3,10000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,3,2
+2705,4.0,1,11,30,53,2015,1,1969,1.0,1.0,1.0,11.0,30000.0,1.0,80.0,170,130,4.0,4.0,3.0,5,3.0,4.0,3.0,4.0,5.0,1,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+2706,3.0,2,22,66,106,2015,1,1955,1.0,1.0,1.0,5.0,20000.0,1.0,300.0,170,180,3.0,4.0,4.0,1,3.0,3.0,2.0,2.0,4.0,3,20000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+2707,4.0,2,13,36,66,2015,2,1968,1.0,0.0,4.0,3.0,3000.0,1.0,210.0,148,90,3.0,3.0,4.0,1,4.0,4.0,1.0,4.0,6.0,4,6000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,2
+2708,5.0,2,8,19,41,2015,2,1995,4.0,0.0,8.0,6.0,2000.0,2.0,150.0,158,114,4.0,4.0,4.0,1,4.0,3.0,3.0,4.0,3.0,3,41300.0,6.0,3.0,1.0,2.0,1,2.0,2.0,3.0,3.0,1,2
+2709,4.0,1,19,56,90,2015,1,1978,1.0,1.0,1.0,5.0,70000.0,1.0,90.0,165,120,2.0,2.0,5.0,1,3.0,3.0,3.0,2.0,5.0,1,100000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,3.0,3.0,2,5
+2710,3.0,2,18,54,88,2015,1,1995,1.0,1.0,1.0,7.0,13000.0,1.0,100.0,169,104,4.0,4.0,4.0,1,2.0,2.0,1.0,3.0,5.0,1,26000.0,4.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,3
+2711,3.0,1,13,35,65,2015,1,1980,6.0,1.0,1.0,4.0,18000.0,1.0,300.0,163,110,2.0,2.0,2.0,2,2.0,2.0,1.0,3.0,2.0,5,107645.0,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,3.0,2,3
+2712,4.0,1,16,44,75,2015,2,1967,1.0,1.0,3.0,3.0,8000.0,1.0,22.0,153,102,2.0,3.0,3.0,4,3.0,2.0,1.0,4.0,3.0,1,18000.0,4.0,1.0,1.0,2.0,3,3.0,1.0,4.0,3.0,2,2
+2713,4.0,1,12,32,56,2015,2,1948,1.0,1.0,1.0,12.0,60000.0,1.0,102.0,150,130,2.0,4.0,4.0,5,2.0,4.0,2.0,2.0,7.0,5,60000.0,2.0,4.0,1.0,2.0,3,2.0,2.0,3.0,3.0,4,5
+2714,3.0,1,12,32,60,2015,2,1985,1.0,0.0,6.0,8.0,12000.0,1.0,85.0,160,120,3.0,3.0,3.0,1,4.0,4.0,3.0,3.0,4.0,1,24000.0,3.0,1.0,0.0,2.0,3,3.0,2.0,4.0,2.0,1,3
+2715,4.0,2,28,81,122,2015,2,1952,1.0,1.0,1.0,1.0,800.0,1.0,150.0,140,120,1.0,2.0,3.0,1,4.0,4.0,1.0,3.0,4.0,4,1000.0,4.0,3.0,1.0,2.0,3,1.0,1.0,3.0,2.0,3,1
+2716,4.0,2,16,45,76,2015,2,1936,1.0,1.0,1.0,1.0,3000.0,1.0,90.0,150,80,2.0,4.0,5.0,1,4.0,3.0,1.0,4.0,1.0,4,60000.0,1.0,3.0,2.0,2.0,7,2.0,2.0,4.0,2.0,4,2
+2717,4.0,1,30,85,128,2015,2,1961,1.0,0.0,8.0,1.0,0.0,1.0,80.0,160,140,4.0,5.0,5.0,2,1.0,4.0,1.0,3.0,5.0,6,48696.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+2718,4.0,2,10,26,48,2015,2,1994,1.0,1.0,1.0,12.0,0.0,2.0,80.0,165,120,4.0,4.0,3.0,1,3.0,2.0,3.0,4.0,5.0,6,334000.0,4.0,3.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,1
+2719,4.0,1,1,1,8,2015,1,1945,1.0,1.0,1.0,6.0,27600.0,1.0,102.0,175,120,4.0,4.0,4.0,2,2.0,3.0,1.0,4.0,6.0,5,52800.0,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,3.0,4,4
+2720,5.0,1,11,29,52,2015,2,1970,1.0,1.0,1.0,4.0,20000.0,1.0,200.0,165,146,5.0,5.0,5.0,1,5.0,1.0,1.0,5.0,5.0,5,30000.0,5.0,4.0,1.0,2.0,3,1.0,2.0,4.0,2.0,2,3
+2721,4.0,1,15,39,70,2015,1,1950,1.0,1.0,1.0,3.0,14400.0,1.0,80.0,162,100,2.0,2.0,5.0,1,1.0,1.0,1.0,4.0,5.0,1,36000.0,3.0,1.0,1.0,2.0,7,3.0,1.0,4.0,3.0,4,3
+2722,4.0,1,7,18,34,2015,2,1997,1.0,1.0,1.0,4.0,20000.0,1.0,9.0,164,130,5.0,5.0,5.0,1,2.0,2.0,2.0,3.0,3.0,1,74322.0,1.0,3.0,1.0,2.0,1,2.0,2.0,4.0,3.0,1,3
+2723,4.0,2,22,67,107,2015,1,1968,1.0,1.0,1.0,3.0,10000.0,1.0,300.0,168,150,4.0,3.0,4.0,1,2.0,2.0,2.0,4.0,5.0,2,40000.0,4.0,3.0,2.0,2.0,3,2.0,3.0,4.0,2.0,2,3
+2724,5.0,2,5,10,26,2015,2,1997,3.0,1.0,1.0,10.0,3297.0,2.0,120.0,164,100,3.0,3.0,3.0,1,3.0,4.0,5.0,4.0,5.0,6,150000.0,5.0,3.0,1.0,1.0,1,2.0,1.0,3.0,2.0,1,2
+2725,4.0,1,1,1,1,2015,1,1949,1.0,1.0,1.0,12.0,60000.0,4.0,97.0,172,134,3.0,4.0,4.0,2,2.0,5.0,5.0,4.0,3.0,5,60000.0,1.0,3.0,1.0,2.0,6,2.0,2.0,4.0,2.0,4,5
+2726,5.0,1,4,7,19,2015,1,1955,1.0,1.0,1.0,4.0,36000.0,1.0,70.0,172,120,4.0,4.0,5.0,5,1.0,5.0,1.0,4.0,7.0,5,72000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,4
+2727,5.0,2,19,57,93,2015,2,1949,1.0,1.0,1.0,1.0,0.0,1.0,150.0,156,112,5.0,5.0,5.0,1,3.0,4.0,1.0,4.0,5.0,3,31307.0,6.0,4.0,1.0,1.0,3,2.0,2.0,4.0,2.0,4,1
+2728,4.0,2,21,64,100,2015,1,1947,1.0,1.0,1.0,4.0,1500.0,1.0,150.0,165,125,2.0,2.0,3.0,1,3.0,4.0,1.0,3.0,5.0,3,3000.0,2.0,3.0,1.0,2.0,3,3.0,3.0,4.0,3.0,4,2
+2729,2.0,2,2,5,12,2015,1,1926,8.0,1.0,1.0,1.0,3531.0,1.0,80.0,165,120,2.0,3.0,4.0,1,3.0,3.0,2.0,4.0,2.0,3,10000.0,4.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,5,2
+2730,4.0,1,31,87,131,2015,1,1990,1.0,1.0,1.0,4.0,200000.0,1.0,78.0,170,160,3.0,5.0,5.0,1,4.0,5.0,2.0,3.0,5.0,3,100000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,5
+2731,3.0,1,12,32,61,2015,1,1966,1.0,1.0,1.0,12.0,50000.0,4.0,99.0,169,110,4.0,5.0,5.0,4,2.0,2.0,2.0,1.0,5.0,1,50000.0,4.0,2.0,4.0,1.0,3,3.0,2.0,3.0,3.0,3,5
+2732,3.0,2,6,16,32,2015,1,1964,1.0,1.0,1.0,1.0,30000.0,1.0,100.0,170,130,3.0,4.0,4.0,1,2.0,2.0,1.0,4.0,4.0,1,50000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,4
+2733,4.0,2,15,40,71,2015,1,1967,1.0,1.0,1.0,4.0,40000.0,1.0,40.0,170,150,2.0,3.0,4.0,1,5.0,3.0,1.0,2.0,4.0,1,40000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+2734,4.0,2,22,65,103,2015,1,1959,1.0,1.0,1.0,6.0,5000.0,1.0,200.0,175,120,4.0,4.0,4.0,1,4.0,4.0,1.0,4.0,3.0,4,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+2735,4.0,2,22,67,107,2015,1,1979,1.0,1.0,3.0,6.0,30000.0,1.0,200.0,173,140,4.0,4.0,4.0,1,3.0,3.0,2.0,4.0,4.0,1,30000.0,7.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+2736,4.0,1,27,77,117,2015,1,1941,1.0,0.0,1.0,7.0,20000.0,1.0,56.0,172,140,4.0,4.0,4.0,4,2.0,4.0,1.0,2.0,3.0,5,40000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,3
+2737,4.0,2,15,40,71,2015,1,1952,1.0,1.0,1.0,4.0,24000.0,1.0,300.0,170,140,2.0,3.0,3.0,2,3.0,3.0,1.0,3.0,4.0,5,100000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+2738,5.0,1,31,87,132,2015,1,1946,1.0,1.0,1.0,6.0,26000.0,1.0,62.0,170,124,1.0,2.0,4.0,2,2.0,4.0,2.0,4.0,1.0,5,50000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,4
+2739,3.0,1,17,49,82,2015,1,1979,1.0,1.0,1.0,9.0,30000.0,4.0,110.0,170,155,3.0,3.0,3.0,4,3.0,5.0,3.0,1.0,1.0,1,60000.0,3.0,3.0,1.0,2.0,3,2.0,3.0,4.0,3.0,2,4
+2740,4.0,2,10,28,51,2015,1,1971,1.0,1.0,1.0,4.0,1000000.0,4.0,165.0,174,150,5.0,4.0,4.0,1,4.0,5.0,2.0,4.0,6.0,1,1000000.0,3.0,4.0,3.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+2741,4.0,2,15,42,73,2015,2,1933,1.0,1.0,1.0,1.0,2318.0,1.0,150.0,150,90,2.0,2.0,3.0,1,4.0,2.0,2.0,4.0,4.0,4,30000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,5,2
+2742,3.0,1,13,37,68,2015,2,1987,1.0,1.0,1.0,3.0,0.0,1.0,20.0,148,80,5.0,5.0,5.0,1,4.0,2.0,2.0,1.0,2.0,5,15000.0,3.0,2.0,0.0,2.0,3,3.0,3.0,3.0,2.0,1,1
+2743,4.0,1,28,81,123,2015,2,1970,1.0,1.0,1.0,3.0,0.0,1.0,130.0,160,133,4.0,4.0,3.0,2,4.0,5.0,2.0,2.0,4.0,5,5000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,3.0,3.0,2,1
+2744,5.0,2,21,64,101,2015,2,1961,1.0,1.0,1.0,4.0,5000.0,1.0,240.0,160,90,4.0,4.0,5.0,1,4.0,3.0,2.0,2.0,3.0,3,20000.0,4.0,3.0,2.0,2.0,3,3.0,3.0,4.0,2.0,3,2
+2745,4.0,1,27,77,117,2015,2,1973,1.0,1.0,1.0,12.0,35000.0,1.0,133.0,157,130,3.0,3.0,3.0,2,1.0,4.0,3.0,2.0,6.0,1,35000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,5.0,3.0,2,4
+2746,4.0,2,13,35,65,2015,1,1961,6.0,1.0,1.0,4.0,11797.0,1.0,140.0,165,106,4.0,5.0,4.0,1,5.0,5.0,2.0,2.0,5.0,3,19367.0,4.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+2747,3.0,2,11,31,54,2015,2,1980,1.0,1.0,3.0,4.0,0.0,1.0,270.0,162,110,4.0,4.0,3.0,1,3.0,4.0,2.0,2.0,5.0,4,30000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+2748,4.0,2,9,21,43,2015,2,1966,1.0,0.0,1.0,1.0,15000.0,1.0,200.0,152,120,3.0,3.0,2.0,1,4.0,3.0,1.0,2.0,4.0,3,60000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+2749,4.0,1,12,32,57,2015,1,1948,1.0,1.0,1.0,7.0,30000.0,1.0,108.0,172,135,3.0,3.0,4.0,2,4.0,4.0,2.0,2.0,4.0,5,160000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+2750,3.0,1,19,57,92,2015,2,1972,1.0,1.0,1.0,4.0,20000.0,1.0,90.0,160,110,2.0,3.0,4.0,2,2.0,3.0,1.0,1.0,4.0,1,45000.0,3.0,2.0,0.0,2.0,3,2.0,2.0,4.0,3.0,2,3
+2751,4.0,1,19,57,93,2015,1,1970,1.0,0.0,1.0,10.0,40000.0,1.0,48.0,172,150,3.0,5.0,4.0,4,2.0,4.0,2.0,2.0,4.0,1,70000.0,3.0,2.0,2.0,1.0,3,3.0,2.0,3.0,3.0,2,5
+2752,4.0,1,6,12,28,2015,2,1937,1.0,1.0,1.0,1.0,24000.0,1.0,45.0,147,110,4.0,5.0,4.0,2,5.0,4.0,2.0,4.0,5.0,5,50000.0,1.0,2.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,4
+2753,4.0,2,9,23,45,2015,2,1958,1.0,0.0,1.0,4.0,10000.0,1.0,60.0,155,90,2.0,3.0,4.0,1,2.0,2.0,1.0,2.0,5.0,1,30000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,3
+2754,4.0,2,16,45,76,2015,2,1962,1.0,0.0,1.0,4.0,15000.0,1.0,120.0,163,113,3.0,4.0,4.0,1,5.0,4.0,2.0,2.0,5.0,3,20000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+2755,3.0,1,4,7,15,2015,1,1976,1.0,0.0,3.0,3.0,3000.0,1.0,15.0,170,175,5.0,5.0,4.0,1,2.0,5.0,1.0,2.0,3.0,1,4000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,2,2
+2756,3.0,2,16,46,78,2015,1,1963,1.0,1.0,1.0,4.0,8600.0,1.0,100.0,165,112,3.0,3.0,3.0,1,2.0,3.0,1.0,4.0,3.0,4,10000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,2
+2757,3.0,1,7,18,35,2015,2,1951,1.0,1.0,1.0,7.0,25000.0,1.0,39.0,165,108,3.0,5.0,3.0,2,1.0,4.0,3.0,2.0,4.0,5,48000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,3,4
+2758,2.0,2,6,16,32,2015,2,1963,1.0,1.0,1.0,4.0,5000.0,1.0,130.0,160,120,2.0,2.0,3.0,4,3.0,2.0,1.0,3.0,4.0,1,84225.0,3.0,2.0,1.0,2.0,7,3.0,2.0,5.0,3.0,3,2
+2759,4.0,2,10,28,51,2015,1,1943,1.0,1.0,1.0,3.0,30000.0,1.0,120.0,165,92,2.0,3.0,3.0,1,3.0,3.0,1.0,3.0,4.0,2,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,2.0,2.0,4,4
+2760,4.0,1,17,50,83,2015,1,1961,1.0,1.0,1.0,6.0,20000.0,1.0,150.0,162,140,3.0,4.0,4.0,2,4.0,4.0,3.0,4.0,6.0,1,50000.0,5.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,3,3
+2761,5.0,1,23,68,108,2015,2,1979,1.0,1.0,2.0,3.0,25000.0,1.0,85.0,164,135,3.0,4.0,5.0,1,1.0,4.0,1.0,2.0,5.0,1,65000.0,4.0,1.0,1.0,1.0,3,3.0,2.0,3.0,3.0,2,4
+2762,5.0,1,19,57,92,2015,1,1953,1.0,1.0,1.0,3.0,30000.0,1.0,138.0,165,100,3.0,4.0,4.0,2,3.0,2.0,4.0,4.0,4.0,3,30000.0,2.0,2.0,4.0,2.0,3,3.0,1.0,3.0,2.0,3,4
+2763,3.0,2,2,4,11,2015,2,1930,1.0,1.0,1.0,1.0,1000.0,1.0,90.0,150,80,2.0,2.0,3.0,1,1.0,4.0,1.0,2.0,2.0,4,2000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,5,1
+2764,4.0,1,15,43,74,2015,2,1994,1.0,1.0,1.0,7.0,35000.0,2.0,110.0,166,120,5.0,5.0,4.0,1,2.0,4.0,2.0,3.0,3.0,1,75000.0,2.0,3.0,1.0,2.0,1,2.0,2.0,4.0,3.0,1,4
+2765,5.0,2,8,19,41,2015,2,1970,4.0,0.0,7.0,1.0,5000.0,1.0,120.0,163,115,3.0,3.0,3.0,1,3.0,4.0,1.0,5.0,3.0,4,20000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,2
+2766,4.0,2,10,24,46,2015,2,1970,4.0,0.0,8.0,3.0,20000.0,1.0,100.0,160,140,4.0,5.0,5.0,1,2.0,2.0,1.0,4.0,5.0,3,30000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+2767,5.0,1,12,32,61,2015,2,1976,1.0,0.0,3.0,4.0,0.0,1.0,200.0,155,97,3.0,2.0,3.0,4,4.0,4.0,4.0,3.0,6.0,1,50000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,1
+2768,4.0,2,19,57,92,2015,2,1970,1.0,1.0,1.0,3.0,120000.0,1.0,230.0,155,140,5.0,5.0,4.0,1,1.0,2.0,1.0,1.0,4.0,1,120000.0,3.0,1.0,2.0,2.0,3,3.0,1.0,5.0,2.0,2,5
+2769,4.0,2,22,67,107,2015,1,1973,8.0,1.0,3.0,4.0,10000.0,1.0,80.0,168,112,3.0,4.0,3.0,1,3.0,2.0,1.0,4.0,3.0,1,40000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+2770,4.0,1,7,18,35,2015,1,1957,1.0,1.0,1.0,4.0,36000.0,4.0,20.0,170,140,3.0,4.0,5.0,2,5.0,5.0,3.0,3.0,4.0,5,50000.0,2.0,2.0,0.0,2.0,3,3.0,2.0,5.0,2.0,3,4
+2771,5.0,1,11,29,52,2015,2,1967,1.0,1.0,1.0,4.0,0.0,1.0,200.0,172,165,4.0,4.0,4.0,1,4.0,2.0,2.0,3.0,3.0,4,0.0,3.0,3.0,2.0,1.0,3,2.0,2.0,3.0,2.0,2,1
+2772,4.0,1,1,1,1,2015,1,1947,1.0,1.0,1.0,11.0,50000.0,1.0,140.0,168,156,3.0,5.0,5.0,5,2.0,3.0,1.0,4.0,6.0,5,100000.0,2.0,4.0,3.0,1.0,3,1.0,2.0,4.0,2.0,4,5
+2773,4.0,2,24,70,110,2015,1,1931,1.0,1.0,4.0,1.0,1800.0,1.0,150.0,166,90,4.0,5.0,5.0,1,2.0,5.0,1.0,2.0,5.0,4,30000.0,4.0,3.0,1.0,1.0,3,2.0,1.0,5.0,3.0,5,2
+2774,4.0,1,17,48,80,2015,1,1989,1.0,1.0,1.0,10.0,60000.0,1.0,89.3,178,132,5.0,5.0,3.0,1,4.0,4.0,1.0,2.0,3.0,1,80000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,1,5
+2775,4.0,1,27,79,119,2015,2,1965,1.0,1.0,1.0,4.0,0.0,1.0,60.0,160,118,5.0,4.0,4.0,1,2.0,4.0,1.0,2.0,4.0,4,50000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,5.0,2.0,3,1
+2776,4.0,1,7,18,34,2015,2,1959,1.0,1.0,1.0,4.0,24000.0,1.0,110.0,153,120,4.0,5.0,4.0,5,1.0,2.0,2.0,4.0,4.0,5,36000.0,3.0,2.0,1.0,1.0,3,2.0,1.0,4.0,2.0,3,4
+2777,4.0,2,9,22,44,2015,1,1953,1.0,1.0,1.0,1.0,0.0,1.0,70.0,174,112,3.0,3.0,4.0,1,1.0,3.0,1.0,3.0,3.0,3,400.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,1
+2778,5.0,2,10,24,46,2015,2,1983,1.0,1.0,1.0,4.0,0.0,1.0,110.0,162,140,5.0,5.0,5.0,1,1.0,4.0,4.0,4.0,5.0,2,20000.0,4.0,3.0,1.0,1.0,3,3.0,3.0,3.0,2.0,1,1
+2779,4.0,1,16,46,78,2015,2,1991,1.0,1.0,1.0,10.0,28800.0,1.0,100.0,162,92,5.0,5.0,5.0,5,2.0,4.0,3.0,2.0,3.0,1,64800.0,2.0,3.0,0.0,2.0,1,2.0,1.0,5.0,2.0,1,4
+2780,4.0,1,1,1,4,2015,2,1966,1.0,1.0,1.0,4.0,0.0,1.0,73.0,163,140,2.0,3.0,3.0,1,3.0,3.0,2.0,3.0,6.0,5,52800.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,1
+2781,4.0,1,30,85,128,2015,2,1976,1.0,1.0,3.0,4.0,35000.0,1.0,40.0,164,130,5.0,4.0,3.0,1,2.0,2.0,2.0,3.0,3.0,1,70000.0,3.0,1.0,1.0,2.0,3,2.0,2.0,2.0,2.0,2,4
+2782,4.0,1,1,1,1,2015,1,1955,1.0,1.0,1.0,11.0,400000.0,4.0,140.0,165,140,3.0,5.0,5.0,5,4.0,4.0,2.0,2.0,8.0,1,750000.0,3.0,4.0,4.0,1.0,3,1.0,1.0,4.0,1.0,3,5
+2783,2.0,1,21,62,98,2015,2,1963,1.0,1.0,1.0,1.0,5000.0,1.0,300.0,156,105,4.0,5.0,2.0,1,2.0,2.0,1.0,4.0,3.0,4,10000.0,3.0,2.0,1.0,2.0,3,2.0,3.0,4.0,3.0,3,2
+2784,4.0,2,13,36,66,2015,1,1965,8.0,1.0,1.0,4.0,6000.0,1.0,130.0,172,130,4.0,4.0,5.0,1,5.0,5.0,1.0,5.0,5.0,1,10000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,2
+2785,4.0,2,2,2,9,2015,2,1957,8.0,0.0,3.0,1.0,4000.0,1.0,200.0,150,86,4.0,4.0,4.0,1,4.0,3.0,1.0,4.0,5.0,3,25977.0,3.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+2786,5.0,1,13,37,68,2015,2,1957,1.0,1.0,1.0,7.0,24000.0,4.0,350.0,150,80,3.0,5.0,4.0,2,4.0,4.0,4.0,4.0,5.0,5,138000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+2787,4.0,1,13,35,65,2015,2,1953,6.0,0.0,6.0,1.0,10000.0,1.0,240.0,160,103,4.0,4.0,4.0,1,3.0,4.0,1.0,4.0,5.0,1,16000.0,2.0,3.0,2.0,1.0,3,2.0,1.0,3.0,3.0,3,3
+2788,4.0,2,10,28,51,2015,2,1945,1.0,1.0,1.0,1.0,3600.0,1.0,70.0,156,110,2.0,1.0,3.0,1,2.0,2.0,2.0,2.0,4.0,4,3600.0,1.0,2.0,1.0,2.0,7,3.0,3.0,4.0,3.0,4,2
+2789,5.0,1,21,64,102,2015,2,1955,1.0,1.0,1.0,3.0,12000.0,1.0,110.0,154,110,3.0,5.0,5.0,4,5.0,4.0,1.0,4.0,5.0,5,40000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+2790,5.0,2,11,30,53,2015,1,1955,1.0,1.0,1.0,3.0,15000.0,1.0,150.0,165,119,5.0,5.0,5.0,1,3.0,4.0,1.0,4.0,3.0,1,40000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,3
+2791,4.0,1,27,80,120,2015,1,1960,1.0,1.0,1.0,4.0,40000.0,4.0,70.0,170,130,2.0,3.0,4.0,2,3.0,4.0,2.0,4.0,4.0,1,60000.0,3.0,2.0,0.0,2.0,3,3.0,1.0,4.0,2.0,3,5
+2792,4.0,1,11,30,53,2015,2,1985,1.0,1.0,1.0,10.0,0.0,2.0,78.0,156,120,5.0,5.0,5.0,2,4.0,4.0,2.0,4.0,5.0,1,10000.0,4.0,2.0,1.0,2.0,3,2.0,1.0,5.0,2.0,1,1
+2793,4.0,1,27,80,120,2015,2,1951,1.0,1.0,1.0,6.0,0.0,1.0,62.7,166,130,5.0,4.0,5.0,2,3.0,4.0,2.0,2.0,8.0,5,24000.0,2.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0,3,1
+2794,4.0,1,7,18,35,2015,1,1960,4.0,0.0,1.0,4.0,0.0,1.0,80.0,172,120,4.0,5.0,5.0,2,1.0,4.0,2.0,3.0,4.0,5,30000.0,5.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+2795,4.0,1,6,12,28,2015,1,1954,1.0,1.0,1.0,4.0,24000.0,1.0,88.0,160,110,2.0,4.0,4.0,2,3.0,3.0,1.0,5.0,5.0,5,30000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,4
+2796,4.0,1,18,55,89,2015,2,1963,1.0,1.0,1.0,4.0,12000.0,1.0,150.0,170,105,4.0,4.0,4.0,2,1.0,4.0,1.0,4.0,5.0,5,56231.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+2797,4.0,1,24,70,110,2015,1,1964,1.0,1.0,1.0,11.0,60000.0,4.0,98.0,167,140,4.0,4.0,4.0,4,2.0,3.0,5.0,3.0,7.0,1,100000.0,3.0,4.0,2.0,2.0,3,1.0,2.0,4.0,3.0,3,5
+2798,5.0,1,6,12,28,2015,2,1987,1.0,1.0,1.0,10.0,36000.0,1.0,113.0,160,94,4.0,3.0,4.0,4,3.0,3.0,1.0,1.0,3.0,1,121486.0,5.0,2.0,1.0,2.0,3,3.0,2.0,4.0,4.0,1,4
+2799,4.0,2,9,21,43,2015,2,1993,4.0,0.0,3.0,4.0,0.0,1.0,120.0,150,90,4.0,4.0,4.0,1,2.0,2.0,1.0,4.0,6.0,5,20000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,3.0,3.0,1,1
+2800,4.0,2,19,57,92,2015,2,1994,1.0,1.0,1.0,4.0,60000.0,1.0,200.0,156,95,5.0,5.0,4.0,1,3.0,4.0,2.0,4.0,5.0,1,200000.0,4.0,4.0,2.0,1.0,3,2.0,1.0,2.0,2.0,1,5
+2801,4.0,1,10,27,49,2015,1,1980,1.0,1.0,1.0,12.0,48000.0,1.0,90.0,180,150,5.0,5.0,4.0,2,4.0,3.0,3.0,3.0,5.0,1,146622.0,1.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+2802,2.0,1,26,75,115,2015,2,1982,1.0,1.0,1.0,6.0,42000.0,1.0,70.0,165,120,4.0,3.0,4.0,2,3.0,3.0,4.0,1.0,5.0,5,70000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+2803,4.0,2,9,23,45,2015,2,1949,1.0,1.0,1.0,1.0,0.0,1.0,160.0,149,64,1.0,1.0,3.0,1,2.0,3.0,1.0,2.0,5.0,4,23574.0,3.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,4,1
+2804,5.0,1,3,6,13,2015,2,1961,1.0,1.0,1.0,4.0,10000.0,1.0,60.0,168,120,4.0,5.0,5.0,2,2.0,3.0,1.0,1.0,6.0,5,40000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,3
+2805,3.0,2,6,15,31,2015,2,1966,1.0,1.0,1.0,4.0,100000.0,1.0,600.0,152,100,3.0,3.0,3.0,1,2.0,3.0,2.0,3.0,4.0,1,200000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+2806,4.0,1,27,79,119,2015,2,1970,1.0,1.0,1.0,4.0,30000.0,1.0,39.0,171,120,5.0,5.0,4.0,2,3.0,4.0,3.0,2.0,5.0,1,100000.0,4.0,3.0,2.0,2.0,3,2.0,3.0,4.0,2.0,2,4
+2807,4.0,2,18,55,89,2015,1,1979,1.0,1.0,1.0,10.0,24000.0,1.0,300.0,175,170,4.0,5.0,3.0,2,4.0,3.0,3.0,3.0,5.0,1,48000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,4
+2808,5.0,2,5,8,24,2015,2,1952,1.0,1.0,1.0,4.0,20000.0,2.0,75.0,152,109,4.0,4.0,5.0,1,4.0,4.0,1.0,4.0,2.0,4,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+2809,5.0,2,22,67,107,2015,1,1941,8.0,0.0,1.0,4.0,4000.0,1.0,120.0,156,100,3.0,4.0,5.0,1,5.0,5.0,3.0,3.0,3.0,3,4000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,2
+2810,3.0,2,15,40,71,2015,2,1969,1.0,1.0,1.0,6.0,0.0,1.0,200.0,165,145,4.0,4.0,5.0,4,2.0,4.0,1.0,4.0,7.0,6,50000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+2811,4.0,1,13,37,68,2015,1,1956,1.0,1.0,1.0,10.0,40000.0,4.0,180.0,168,124,4.0,5.0,4.0,5,4.0,4.0,3.0,3.0,5.0,1,60000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,3,5
+2812,4.0,1,18,55,89,2015,2,1956,1.0,1.0,1.0,6.0,10000.0,1.0,200.0,160,120,5.0,4.0,4.0,2,3.0,3.0,2.0,4.0,5.0,5,50000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+2813,4.0,1,16,46,78,2015,2,1929,1.0,1.0,1.0,1.0,0.0,1.0,100.0,150,80,1.0,1.0,2.0,1,2.0,4.0,1.0,4.0,3.0,4,36000.0,4.0,2.0,1.0,2.0,7,3.0,3.0,3.0,3.0,5,1
+2814,5.0,1,19,56,90,2015,1,1956,1.0,1.0,1.0,4.0,134400.0,1.0,80.0,168,155,4.0,5.0,5.0,5,3.0,5.0,5.0,4.0,5.0,1,134400.0,3.0,4.0,3.0,1.0,3,1.0,1.0,4.0,2.0,3,5
+2815,4.0,1,7,18,39,2015,1,1970,1.0,1.0,1.0,6.0,50000.0,1.0,58.0,172,120,5.0,5.0,4.0,2,2.0,4.0,2.0,2.0,3.0,1,90000.0,3.0,3.0,1.0,2.0,3,3.0,1.0,3.0,3.0,2,5
+2816,2.0,2,18,51,84,2015,2,1954,1.0,1.0,1.0,1.0,10000.0,1.0,60.0,155,90,2.0,2.0,2.0,1,4.0,2.0,1.0,3.0,4.0,3,10000.0,1.0,2.0,1.0,2.0,7,3.0,1.0,4.0,2.0,3,3
+2817,3.0,1,12,32,58,2015,1,1956,1.0,1.0,1.0,6.0,0.0,1.0,70.0,165,110,3.0,5.0,5.0,5,3.0,4.0,1.0,1.0,1.0,1,4000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,4.0,3,1
+2818,4.0,2,10,24,46,2015,1,1981,1.0,1.0,1.0,4.0,8000.0,1.0,200.0,178,170,4.0,5.0,5.0,1,4.0,3.0,1.0,4.0,6.0,3,8000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,2
+2819,4.0,1,5,8,24,2015,2,1959,1.0,1.0,1.0,3.0,0.0,1.0,60.0,164,110,4.0,4.0,4.0,2,4.0,4.0,2.0,4.0,3.0,4,25000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+2820,4.0,2,31,87,131,2015,2,1987,8.0,1.0,1.0,4.0,0.0,1.0,50.0,155,100,3.0,5.0,5.0,1,3.0,1.0,1.0,2.0,1.0,2,10000.0,3.0,1.0,1.0,2.0,3,2.0,2.0,4.0,4.0,1,1
+2821,4.0,2,15,42,73,2015,1,1960,1.0,1.0,1.0,6.0,40000.0,1.0,120.0,165,130,4.0,4.0,4.0,1,4.0,2.0,1.0,4.0,4.0,1,100000.0,1.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0,3,5
+2822,5.0,1,30,85,128,2015,1,1978,1.0,1.0,1.0,6.0,20000.0,1.0,70.0,172,130,3.0,3.0,3.0,2,2.0,3.0,1.0,3.0,1.0,1,20000.0,3.0,1.0,0.0,1.0,3,3.0,2.0,2.0,2.0,2,3
+2823,5.0,2,3,6,13,2015,1,1930,1.0,1.0,1.0,6.0,1000.0,1.0,80.0,170,100,3.0,4.0,4.0,1,4.0,4.0,1.0,4.0,5.0,4,2000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,5,1
+2824,3.0,1,7,18,39,2015,1,1976,1.0,0.0,1.0,4.0,0.0,1.0,71.0,165,108,5.0,5.0,4.0,2,1.0,1.0,1.0,2.0,1.0,5,48000.0,3.0,2.0,1.0,2.0,1,3.0,1.0,3.0,2.0,2,1
+2825,4.0,1,16,44,75,2015,2,1948,1.0,1.0,1.0,3.0,0.0,1.0,98.0,155,120,4.0,4.0,4.0,1,3.0,4.0,1.0,4.0,4.0,4,80000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,1
+2826,3.0,2,31,88,133,2015,2,1968,3.0,1.0,1.0,4.0,10000.0,1.0,68.0,160,120,3.0,2.0,4.0,1,3.0,4.0,1.0,2.0,3.0,3,30000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,2.0,3.0,2,3
+2827,4.0,2,17,50,83,2015,1,1981,1.0,1.0,1.0,6.0,30000.0,1.0,230.0,172,155,5.0,4.0,4.0,1,2.0,3.0,4.0,2.0,7.0,1,40000.0,4.0,4.0,1.0,1.0,3,1.0,1.0,3.0,2.0,2,4
+2828,5.0,1,11,31,54,2015,1,1950,1.0,1.0,1.0,7.0,32310.0,1.0,120.0,165,100,4.0,5.0,5.0,2,2.0,3.0,3.0,4.0,2.0,5,30000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,4
+2829,4.0,2,10,24,46,2015,1,1965,4.0,0.0,4.0,4.0,10000.0,1.0,120.0,167,120,2.0,2.0,3.0,1,2.0,4.0,1.0,2.0,5.0,3,20000.0,1.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+2830,3.0,1,29,82,125,2015,1,1977,1.0,1.0,1.0,6.0,20000.0,1.0,21.0,168,130,5.0,4.0,3.0,2,3.0,3.0,2.0,3.0,4.0,1,20000.0,4.0,2.0,0.0,2.0,3,3.0,2.0,4.0,2.0,2,3
+2831,4.0,1,12,32,55,2015,2,1930,1.0,1.0,1.0,1.0,36000.0,1.0,60.0,150,70,4.0,4.0,4.0,8,3.0,5.0,1.0,3.0,1.0,5,36000.0,1.0,2.0,0.0,2.0,7,3.0,1.0,3.0,2.0,5,4
+2832,4.0,2,6,12,28,2015,2,1952,1.0,1.0,1.0,3.0,0.0,1.0,120.0,160,110,4.0,4.0,4.0,2,4.0,4.0,4.0,4.0,7.0,3,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,3,1
+2833,4.0,2,28,81,122,2015,1,1954,1.0,1.0,1.0,4.0,12000.0,4.0,90.0,161,110,4.0,4.0,4.0,4,3.0,2.0,5.0,4.0,7.0,5,12000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+2834,4.0,2,13,36,66,2015,1,1964,6.0,0.0,1.0,4.0,0.0,1.0,200.0,165,130,2.0,2.0,4.0,1,5.0,4.0,4.0,2.0,6.0,2,3000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,2.0,2.0,3,1
+2835,5.0,1,12,32,57,2015,1,1946,1.0,1.0,6.0,1.0,660.0,1.0,80.0,165,120,4.0,4.0,4.0,1,1.0,1.0,1.0,3.0,5.0,4,27971.0,3.0,3.0,4.0,1.0,3,2.0,1.0,4.0,2.0,4,1
+2836,3.0,1,22,65,103,2015,2,1971,1.0,1.0,1.0,4.0,50000.0,1.0,150.0,160,120,3.0,5.0,5.0,1,1.0,3.0,1.0,2.0,5.0,1,600000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,2.0,2.0,2,5
+2837,2.0,2,5,8,23,2015,2,1960,1.0,1.0,1.0,4.0,6852.0,1.0,67.0,157,104,4.0,5.0,5.0,1,4.0,3.0,1.0,2.0,2.0,6,26463.0,5.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,3,2
+2838,5.0,1,16,46,77,2015,1,1983,1.0,1.0,1.0,12.0,84256.0,4.0,120.0,175,140,5.0,4.0,4.0,5,3.0,3.0,3.0,4.0,5.0,1,136188.0,5.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,1,5
+2839,4.0,2,23,69,109,2015,1,1964,1.0,1.0,1.0,6.0,20000.0,1.0,60.0,170,120,4.0,4.0,2.0,1,5.0,5.0,5.0,2.0,1.0,5,20000.0,1.0,2.0,2.0,2.0,3,2.0,1.0,1.0,2.0,3,3
+2840,4.0,1,31,89,134,2015,1,1970,1.0,1.0,1.0,6.0,0.0,1.0,70.0,166,124,1.0,4.0,3.0,2,2.0,5.0,2.0,4.0,3.0,5,14000.0,1.0,3.0,0.0,2.0,3,3.0,2.0,4.0,2.0,2,1
+2841,5.0,2,5,8,24,2015,1,1989,1.0,1.0,1.0,4.0,10000.0,1.0,90.0,170,130,5.0,5.0,5.0,1,2.0,2.0,2.0,4.0,3.0,1,0.0,5.0,3.0,1.0,2.0,3,3.0,2.0,5.0,2.0,1,3
+2842,5.0,1,15,42,73,2015,2,1957,1.0,1.0,6.0,3.0,6537.0,1.0,100.0,157,106,5.0,4.0,4.0,1,5.0,4.0,2.0,4.0,6.0,2,6000.0,2.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+2843,3.0,1,1,1,4,2015,1,1945,1.0,1.0,1.0,9.0,69600.0,1.0,69.0,155,100,3.0,4.0,4.0,2,3.0,3.0,3.0,3.0,5.0,2,140000.0,3.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,5
+2844,3.0,2,31,86,129,2015,1,1966,1.0,1.0,1.0,3.0,0.0,1.0,80.0,175,120,2.0,3.0,5.0,1,2.0,2.0,1.0,3.0,4.0,3,0.0,3.0,3.0,1.0,2.0,3,3.0,3.0,4.0,2.0,3,1
+2845,4.0,2,21,64,101,2015,1,1965,1.0,1.0,1.0,3.0,30000.0,1.0,220.0,167,140,4.0,4.0,4.0,1,3.0,3.0,2.0,4.0,5.0,2,35000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,3,4
+2846,4.0,2,17,49,82,2015,1,1979,1.0,1.0,1.0,4.0,30000.0,1.0,120.0,170,130,4.0,4.0,4.0,1,3.0,2.0,1.0,4.0,4.0,5,45000.0,4.0,3.0,2.0,2.0,6,3.0,1.0,3.0,2.0,2,4
+2847,3.0,2,22,65,103,2015,1,1955,1.0,1.0,1.0,3.0,10000.0,1.0,120.0,160,110,3.0,4.0,3.0,1,3.0,3.0,1.0,4.0,2.0,3,50000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+2848,5.0,1,4,7,16,2015,1,1984,1.0,0.0,1.0,9.0,200000.0,2.0,61.0,178,130,5.0,5.0,5.0,1,4.0,4.0,3.0,3.0,7.0,1,350000.0,5.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,1,5
+2849,3.0,1,16,46,77,2015,1,1963,1.0,1.0,1.0,4.0,42421.0,1.0,80.0,167,160,4.0,4.0,4.0,1,2.0,3.0,2.0,4.0,6.0,1,80173.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,5
+2850,5.0,1,1,1,3,2015,2,1974,1.0,1.0,1.0,11.0,100000.0,1.0,135.0,160,95,5.0,5.0,5.0,2,3.0,3.0,4.0,4.0,7.0,1,300000.0,3.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+2851,3.0,1,22,67,107,2015,2,1945,1.0,1.0,1.0,1.0,24000.0,1.0,78.0,155,110,3.0,3.0,3.0,5,2.0,4.0,1.0,3.0,4.0,5,40000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,4.0,2.0,4,4
+2852,4.0,2,10,28,51,2015,1,1962,1.0,1.0,1.0,6.0,30000.0,1.0,50.0,177,150,3.0,5.0,4.0,1,2.0,4.0,2.0,4.0,7.0,1,30000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,4
+2853,4.0,1,26,76,116,2015,2,1975,1.0,1.0,1.0,6.0,6000.0,1.0,100.0,164,98,4.0,4.0,4.0,1,1.0,2.0,1.0,4.0,6.0,1,100000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,2
+2854,4.0,1,30,85,128,2015,2,1958,1.0,1.0,1.0,4.0,24000.0,1.0,50.0,168,120,4.0,4.0,4.0,2,2.0,4.0,2.0,4.0,5.0,5,24000.0,1.0,4.0,1.0,2.0,7,2.0,1.0,3.0,2.0,3,4
+2855,5.0,1,27,80,120,2015,2,1957,1.0,0.0,8.0,6.0,19000.0,1.0,84.0,166,130,5.0,5.0,5.0,2,3.0,3.0,3.0,3.0,3.0,5,40000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,4.0,1.0,3,3
+2856,5.0,1,15,39,70,2015,2,1979,1.0,1.0,1.0,4.0,33943.0,1.0,60.0,160,110,5.0,4.0,5.0,1,3.0,3.0,2.0,4.0,7.0,1,69540.0,2.0,4.0,0.0,1.0,3,2.0,2.0,3.0,2.0,2,4
+2857,4.0,1,31,89,134,2015,1,1970,1.0,1.0,1.0,4.0,8000.0,1.0,73.0,177,130,4.0,5.0,5.0,2,2.0,4.0,2.0,4.0,1.0,5,8000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,2
+2858,5.0,2,2,3,10,2015,2,1952,1.0,1.0,1.0,4.0,7745.0,1.0,150.0,145,120,5.0,5.0,5.0,1,1.0,1.0,1.0,5.0,6.0,3,20000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,3,2
+2859,3.0,1,1,1,3,2015,1,1959,1.0,1.0,1.0,4.0,50000.0,1.0,43.3,170,168,2.0,2.0,5.0,2,4.0,3.0,3.0,4.0,4.0,1,40000.0,5.0,3.0,1.0,2.0,3,2.0,3.0,3.0,2.0,3,5
+2860,4.0,2,9,23,45,2015,1,1968,1.0,1.0,1.0,3.0,50000.0,1.0,120.0,174,190,5.0,5.0,3.0,1,2.0,2.0,2.0,4.0,3.0,3,50000.0,3.0,3.0,1.0,1.0,4,2.0,1.0,4.0,2.0,2,5
+2861,4.0,2,6,12,28,2015,2,1965,1.0,1.0,1.0,3.0,0.0,1.0,150.0,150,100,4.0,4.0,4.0,1,4.0,3.0,1.0,4.0,3.0,6,10000.0,1.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,3,1
+2862,5.0,1,24,72,112,2015,1,1983,1.0,0.0,4.0,10.0,2000000.0,1.0,100.0,169,130,5.0,5.0,5.0,5,4.0,4.0,2.0,5.0,5.0,1,2000000.0,3.0,3.0,2.0,1.0,3,2.0,1.0,3.0,1.0,1,5
+2863,4.0,2,21,64,101,2015,1,1962,1.0,1.0,1.0,4.0,10000.0,1.0,200.0,170,130,4.0,3.0,3.0,1,4.0,3.0,3.0,1.0,5.0,3,10000.0,8.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+2864,1.0,1,31,87,132,2015,2,1965,1.0,0.0,1.0,4.0,12000.0,1.0,34.0,158,110,2.0,2.0,3.0,2,4.0,2.0,1.0,2.0,1.0,1,23400.0,2.0,2.0,1.0,2.0,6,3.0,2.0,2.0,3.0,3,3
+2865,4.0,1,16,47,79,2015,2,1975,1.0,1.0,1.0,6.0,0.0,1.0,92.0,150,80,5.0,4.0,4.0,4,2.0,2.0,2.0,2.0,4.0,6,251937.0,5.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,1
+2866,4.0,1,10,25,47,2015,2,1968,1.0,1.0,1.0,3.0,12000.0,1.0,90.0,163,150,3.0,5.0,5.0,1,1.0,2.0,1.0,3.0,3.0,1,30000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,2,3
+2867,4.0,1,10,24,46,2015,2,1984,1.0,1.0,1.0,10.0,50000.0,1.0,90.0,160,90,5.0,5.0,5.0,4,2.0,3.0,2.0,5.0,8.0,1,100000.0,2.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,5
+2868,4.0,2,29,83,126,2015,2,1963,1.0,1.0,1.0,1.0,0.0,1.0,110.0,160,90,4.0,4.0,4.0,1,4.0,3.0,2.0,4.0,6.0,4,7000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,1
+2869,4.0,1,11,30,53,2015,2,1980,1.0,1.0,1.0,11.0,25000.0,2.0,100.0,164,120,4.0,4.0,3.0,1,3.0,3.0,2.0,3.0,5.0,1,65000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,4.0,3.0,2,4
+2870,4.0,2,13,36,67,2015,2,1980,6.0,1.0,1.0,4.0,24000.0,1.0,70.0,160,120,4.0,4.0,4.0,1,1.0,2.0,2.0,4.0,5.0,1,30000.0,4.0,1.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,4
+2871,4.0,1,12,34,64,2015,1,1977,1.0,1.0,3.0,10.0,101338.0,1.0,80.0,165,120,4.0,4.0,4.0,2,3.0,4.0,4.0,2.0,6.0,1,254946.0,3.0,3.0,1.0,1.0,3,1.0,1.0,3.0,2.0,2,5
+2872,5.0,1,10,26,48,2015,1,1950,1.0,1.0,1.0,3.0,40000.0,4.0,60.0,172,135,4.0,3.0,4.0,2,4.0,4.0,2.0,4.0,6.0,5,40000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,1.0,4,5
+2873,4.0,1,12,32,55,2015,1,1945,1.0,1.0,1.0,4.0,40000.0,1.0,96.0,149,102,3.0,2.0,3.0,5,5.0,4.0,4.0,3.0,4.0,5,120000.0,2.0,3.0,2.0,2.0,3,2.0,3.0,3.0,2.0,4,5
+2874,4.0,1,13,36,66,2015,1,1951,8.0,1.0,1.0,3.0,3516.0,1.0,200.0,158,120,4.0,4.0,5.0,1,4.0,3.0,2.0,4.0,4.0,3,3516.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,2
+2875,4.0,2,28,81,121,2015,1,1978,1.0,1.0,1.0,4.0,20000.0,1.0,210.0,170,120,3.0,4.0,4.0,1,4.0,3.0,4.0,4.0,5.0,3,20000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+2876,4.0,2,29,83,126,2015,1,1979,1.0,0.0,1.0,4.0,40000.0,1.0,80.0,175,130,5.0,5.0,5.0,1,4.0,4.0,2.0,2.0,4.0,1,40000.0,3.0,3.0,1.0,2.0,3,3.0,1.0,3.0,3.0,2,5
+2877,4.0,1,6,16,32,2015,1,1928,1.0,1.0,1.0,11.0,23000.0,4.0,40.0,156,110,4.0,5.0,5.0,2,4.0,4.0,4.0,4.0,5.0,5,40000.0,2.0,2.0,0.0,2.0,2,3.0,2.0,3.0,2.0,5,3
+2878,5.0,1,19,57,91,2015,1,1925,1.0,1.0,1.0,1.0,55783.0,1.0,55.0,175,180,5.0,4.0,4.0,2,2.0,4.0,2.0,3.0,5.0,5,97151.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,5,5
+2879,5.0,1,9,23,45,2015,1,1996,1.0,1.0,1.0,10.0,0.0,2.0,97.0,173,135,5.0,5.0,5.0,5,3.0,3.0,3.0,3.0,5.0,6,118330.0,3.0,3.0,1.0,1.0,1,2.0,2.0,3.0,2.0,1,1
+2880,3.0,1,13,35,65,2015,2,1958,6.0,0.0,3.0,3.0,4800.0,1.0,216.0,156,90,4.0,5.0,5.0,1,4.0,3.0,2.0,4.0,5.0,3,34800.0,2.0,4.0,1.0,1.0,3,2.0,1.0,4.0,2.0,3,2
+2881,5.0,1,31,87,132,2015,2,1952,1.0,1.0,1.0,3.0,20000.0,2.0,50.0,155,138,5.0,5.0,2.0,2,4.0,3.0,1.0,5.0,1.0,1,20000.0,1.0,2.0,1.0,2.0,7,3.0,3.0,4.0,3.0,3,3
+2882,2.0,2,26,76,116,2015,2,1951,1.0,1.0,1.0,3.0,3000.0,1.0,110.0,155,105,2.0,3.0,3.0,1,2.0,2.0,2.0,2.0,4.0,1,3000.0,5.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,2
+2883,5.0,1,15,40,71,2015,2,1986,1.0,1.0,1.0,4.0,3600.0,1.0,60.0,145,120,3.0,4.0,4.0,2,2.0,4.0,2.0,4.0,2.0,6,44000.0,4.0,3.0,2.0,2.0,1,3.0,3.0,2.0,2.0,1,2
+2884,3.0,1,12,33,62,2015,1,1976,1.0,0.0,4.0,3.0,41269.0,1.0,54.0,170,125,4.0,4.0,4.0,1,3.0,3.0,1.0,2.0,4.0,2,37399.0,4.0,2.0,1.0,2.0,3,3.0,2.0,2.0,2.0,2,5
+2885,5.0,1,1,1,3,2015,2,1986,1.0,1.0,1.0,6.0,26000.0,4.0,35.0,169,140,5.0,4.0,4.0,2,4.0,4.0,4.0,4.0,8.0,1,52000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,4
+2886,4.0,2,23,68,108,2015,2,1968,1.0,1.0,1.0,4.0,10000.0,1.0,200.0,160,130,3.0,4.0,2.0,1,3.0,5.0,1.0,4.0,6.0,3,30000.0,2.0,3.0,1.0,2.0,4,2.0,1.0,4.0,2.0,2,3
+2887,4.0,1,31,88,133,2015,2,1949,1.0,1.0,1.0,6.0,0.0,4.0,86.0,168,180,2.0,2.0,3.0,2,2.0,4.0,1.0,2.0,5.0,5,55000.0,5.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,4,1
+2888,5.0,1,4,7,16,2015,1,1975,1.0,1.0,1.0,12.0,1000000.0,1.0,180.0,173,140,4.0,4.0,4.0,1,2.0,4.0,3.0,4.0,7.0,1,1000000.0,3.0,4.0,1.0,1.0,3,1.0,1.0,2.0,2.0,2,5
+2889,4.0,2,21,64,102,2015,1,1948,1.0,1.0,1.0,3.0,15000.0,1.0,200.0,170,120,2.0,4.0,4.0,1,3.0,4.0,1.0,3.0,3.0,1,16000.0,2.0,2.0,2.0,2.0,3,3.0,2.0,4.0,2.0,4,3
+2890,5.0,2,2,3,10,2015,2,1984,8.0,0.0,9.0,3.0,4000.0,1.0,40.0,156,114,5.0,5.0,5.0,1,1.0,2.0,1.0,3.0,5.0,3,14000.0,6.0,2.0,2.0,2.0,3,3.0,1.0,3.0,3.0,1,2
+2891,1.0,2,19,57,92,2015,1,1959,1.0,1.0,3.0,1.0,200000.0,1.0,400.0,175,160,2.0,2.0,2.0,1,2.0,2.0,1.0,5.0,2.0,1,200000.0,3.0,1.0,1.0,2.0,3,3.0,3.0,3.0,2.0,3,5
+2892,4.0,2,21,62,98,2015,1,1946,1.0,1.0,1.0,3.0,5000.0,1.0,100.0,170,120,4.0,2.0,3.0,1,4.0,4.0,1.0,4.0,3.0,4,80000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,2
+2893,3.0,1,4,7,17,2015,2,1992,1.0,1.0,1.0,7.0,30000.0,1.0,7.0,160,115,4.0,4.0,4.0,1,3.0,3.0,2.0,3.0,5.0,1,50000.0,4.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,4
+2894,4.0,1,18,51,84,2015,2,1981,1.0,1.0,1.0,12.0,36000.0,4.0,100.0,165,120,5.0,5.0,4.0,2,3.0,4.0,4.0,4.0,6.0,1,100000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,2,4
+2895,4.0,1,10,27,50,2015,1,1970,1.0,1.0,1.0,4.0,25000.0,1.0,110.0,168,140,3.0,3.0,4.0,1,3.0,4.0,2.0,3.0,5.0,1,40000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+2896,4.0,1,19,59,95,2015,2,1947,1.0,1.0,1.0,1.0,20000.0,1.0,100.0,155,103,4.0,2.0,2.0,1,1.0,2.0,1.0,1.0,4.0,1,50000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,3
+2897,5.0,1,31,87,132,2015,1,1970,1.0,1.0,1.0,12.0,150000.0,4.0,86.0,178,180,4.0,5.0,4.0,5,2.0,4.0,3.0,4.0,6.0,1,250000.0,2.0,3.0,2.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+2898,4.0,1,26,75,115,2015,1,1956,1.0,1.0,1.0,4.0,12000.0,1.0,82.0,160,110,4.0,4.0,4.0,2,4.0,4.0,2.0,3.0,5.0,5,96000.0,3.0,3.0,0.0,2.0,1,2.0,2.0,4.0,2.0,3,3
+2899,4.0,1,15,41,72,2015,1,1993,1.0,1.0,1.0,5.0,20000.0,1.0,100.0,175,120,5.0,5.0,4.0,1,3.0,3.0,3.0,3.0,5.0,1,40000.0,3.0,2.0,1.0,2.0,1,3.0,1.0,4.0,2.0,1,3
+2900,4.0,1,13,36,67,2015,2,1984,1.0,1.0,1.0,4.0,14146.0,1.0,60.0,160,130,4.0,5.0,5.0,4,2.0,4.0,2.0,4.0,5.0,5,50000.0,3.0,2.0,1.0,1.0,3,3.0,1.0,3.0,2.0,1,3
+2901,3.0,1,17,48,80,2015,1,1965,1.0,1.0,1.0,7.0,60000.0,1.0,65.0,177,160,5.0,5.0,5.0,2,2.0,3.0,1.0,2.0,5.0,1,80000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+2902,5.0,2,23,68,108,2015,1,1949,1.0,1.0,1.0,1.0,13000.0,1.0,114.0,167,110,4.0,3.0,3.0,1,2.0,3.0,1.0,5.0,6.0,2,40000.0,6.0,2.0,2.0,1.0,3,2.0,1.0,5.0,2.0,4,3
+2903,4.0,2,24,71,111,2015,1,1976,1.0,0.0,3.0,3.0,25000.0,1.0,125.0,170,120,5.0,5.0,3.0,1,3.0,3.0,1.0,4.0,2.0,1,35000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,4
+2904,4.0,1,6,12,28,2015,2,1989,1.0,1.0,1.0,7.0,0.0,2.0,103.0,155,133,3.0,4.0,4.0,1,4.0,4.0,2.0,4.0,6.0,5,30000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,1
+2905,4.0,1,21,61,97,2015,2,1943,1.0,1.0,1.0,1.0,100.0,1.0,250.0,160,102,4.0,3.0,3.0,1,2.0,4.0,1.0,5.0,4.0,4,30200.0,5.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,1
+2906,4.0,2,2,2,9,2015,2,1970,8.0,1.0,3.0,4.0,100000.0,2.0,500.0,162,160,5.0,5.0,5.0,1,2.0,2.0,1.0,5.0,5.0,3,100000.0,5.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+2907,4.0,1,18,55,89,2015,1,1944,1.0,0.0,8.0,4.0,30000.0,1.0,120.0,170,100,2.0,3.0,5.0,2,2.0,5.0,2.0,4.0,6.0,5,30000.0,2.0,3.0,1.0,2.0,3,1.0,1.0,3.0,2.0,4,4
+2908,4.0,1,6,17,33,2015,2,1970,1.0,1.0,1.0,4.0,40000.0,1.0,120.0,163,120,4.0,4.0,2.0,1,3.0,2.0,1.0,4.0,5.0,1,40000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+2909,5.0,1,15,41,72,2015,1,1977,1.0,1.0,1.0,6.0,30000.0,1.0,106.0,178,180,5.0,5.0,5.0,4,2.0,4.0,1.0,3.0,7.0,1,50000.0,3.0,4.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,4
+2910,4.0,1,4,7,20,2015,1,1967,1.0,1.0,1.0,4.0,50000.0,1.0,48.0,174,138,2.0,4.0,4.0,2,4.0,4.0,2.0,3.0,5.0,1,120000.0,3.0,2.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+2911,4.0,2,31,89,134,2015,1,1947,1.0,1.0,1.0,3.0,2660.0,4.0,70.0,160,120,2.0,2.0,3.0,1,5.0,5.0,2.0,3.0,4.0,3,5900.0,2.0,2.0,1.0,2.0,4,3.0,1.0,2.0,2.0,4,2
+2912,4.0,1,15,39,70,2015,2,1972,1.0,1.0,1.0,11.0,70000.0,1.0,200.0,160,100,4.0,4.0,4.0,4,3.0,3.0,4.0,2.0,5.0,1,150000.0,3.0,4.0,1.0,1.0,3,1.0,2.0,4.0,3.0,2,5
+2913,5.0,1,4,7,17,2015,1,1942,1.0,1.0,1.0,7.0,50000.0,4.0,97.0,175,136,4.0,4.0,5.0,5,3.0,4.0,3.0,4.0,6.0,5,100000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,5
+2914,3.0,2,29,83,126,2015,1,1988,1.0,1.0,1.0,6.0,0.0,2.0,100.0,168,120,4.0,4.0,5.0,1,3.0,4.0,2.0,2.0,5.0,2,24000.0,7.0,3.0,1.0,2.0,3,3.0,2.0,4.0,4.0,1,1
+2915,4.0,2,19,57,92,2015,1,1958,1.0,1.0,1.0,3.0,20000.0,1.0,110.0,165,110,4.0,4.0,4.0,2,3.0,4.0,1.0,4.0,4.0,1,70000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,3
+2916,5.0,1,27,77,117,2015,2,1949,1.0,1.0,1.0,9.0,21600.0,1.0,74.0,155,102,2.0,4.0,4.0,5,3.0,3.0,1.0,3.0,2.0,5,45600.0,2.0,2.0,1.0,1.0,3,3.0,1.0,5.0,4.0,4,3
+2917,5.0,1,4,7,20,2015,2,1942,1.0,1.0,1.0,4.0,42000.0,1.0,63.4,153,100,1.0,2.0,4.0,5,4.0,5.0,3.0,4.0,5.0,5,42000.0,1.0,3.0,1.0,2.0,7,3.0,1.0,3.0,2.0,4,5
+2918,4.0,2,5,10,26,2015,1,1976,1.0,1.0,1.0,6.0,100000.0,1.0,150.0,170,150,4.0,5.0,5.0,1,5.0,2.0,2.0,4.0,3.0,3,100000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,5.0,3.0,2,5
+2919,4.0,2,30,85,128,2015,1,1941,1.0,0.0,1.0,7.0,10000.0,1.0,240.0,165,160,2.0,2.0,4.0,1,1.0,4.0,1.0,4.0,10.0,1,20000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,3
+2920,4.0,1,13,35,65,2015,1,1948,6.0,1.0,1.0,3.0,800.0,1.0,120.0,170,100,2.0,3.0,3.0,1,2.0,3.0,1.0,3.0,5.0,3,48000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,4,1
+2921,4.0,1,27,79,119,2015,2,1955,1.0,1.0,1.0,1.0,12000.0,1.0,32.0,150,130,3.0,5.0,5.0,2,3.0,4.0,1.0,2.0,2.0,5,26400.0,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,3.0,3,3
+2922,4.0,1,26,76,116,2015,2,1974,8.0,1.0,1.0,4.0,22000.0,1.0,60.0,156,110,4.0,4.0,4.0,1,4.0,3.0,1.0,2.0,5.0,1,55000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,3
+2923,5.0,1,9,20,42,2015,1,1943,1.0,1.0,1.0,12.0,36000.0,4.0,180.0,160,110,3.0,2.0,3.0,2,2.0,4.0,2.0,4.0,4.0,5,60000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,4,4
+2924,4.0,1,26,74,114,2015,2,1970,1.0,1.0,1.0,1.0,31688.0,1.0,60.0,155,95,4.0,4.0,4.0,1,4.0,2.0,1.0,2.0,4.0,1,40000.0,3.0,3.0,2.0,1.0,3,2.0,2.0,3.0,2.0,2,4
+2925,4.0,2,30,85,128,2015,1,1979,1.0,1.0,2.0,4.0,50000.0,1.0,600.0,180,140,4.0,5.0,2.0,1,4.0,5.0,1.0,2.0,5.0,1,50000.0,4.0,3.0,1.0,1.0,3,2.0,1.0,4.0,3.0,2,5
+2926,4.0,2,9,22,44,2015,2,1981,1.0,1.0,1.0,1.0,0.0,1.0,150.0,160,140,5.0,4.0,3.0,1,5.0,4.0,1.0,2.0,5.0,3,50000.0,3.0,3.0,1.0,1.0,3,2.0,3.0,4.0,2.0,2,1
+2927,5.0,2,23,69,109,2015,2,1962,1.0,0.0,3.0,3.0,4000.0,1.0,50.0,168,118,2.0,5.0,3.0,1,3.0,5.0,1.0,5.0,5.0,3,5000.0,2.0,4.0,1.0,2.0,3,1.0,1.0,1.0,2.0,3,2
+2928,5.0,2,15,42,73,2015,1,1951,1.0,1.0,1.0,3.0,7219.0,1.0,115.0,170,122,5.0,4.0,4.0,1,2.0,3.0,1.0,2.0,7.0,2,10000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+2929,5.0,1,7,18,36,2015,2,1954,1.0,1.0,1.0,4.0,50000.0,1.0,45.0,160,120,3.0,3.0,3.0,5,2.0,3.0,3.0,4.0,4.0,5,110000.0,2.0,4.0,1.0,2.0,7,2.0,2.0,4.0,2.0,3,5
+2930,4.0,1,31,87,132,2015,1,1977,1.0,1.0,1.0,10.0,50000.0,4.0,67.0,175,130,5.0,4.0,4.0,2,3.0,3.0,2.0,4.0,6.0,1,80000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+2931,3.0,1,21,64,100,2015,2,1955,1.0,1.0,1.0,4.0,14000.0,4.0,50.0,160,105,4.0,2.0,2.0,2,2.0,3.0,2.0,2.0,4.0,1,25000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,4.0,3,3
+2932,4.0,2,13,35,65,2015,1,1954,6.0,1.0,1.0,4.0,2200.0,1.0,112.0,160,100,3.0,4.0,4.0,1,4.0,4.0,1.0,4.0,4.0,2,3000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,2
+2933,3.0,1,22,65,103,2015,2,1966,1.0,0.0,3.0,3.0,30000.0,1.0,80.0,160,112,4.0,4.0,2.0,1,4.0,3.0,1.0,3.0,5.0,5,60000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,4
+2934,3.0,2,26,74,114,2015,2,1959,1.0,1.0,1.0,1.0,2000.0,1.0,100.0,150,100,4.0,4.0,4.0,1,4.0,2.0,1.0,3.0,4.0,3,4000.0,3.0,2.0,2.0,2.0,3,3.0,1.0,4.0,2.0,3,2
+2935,4.0,2,5,8,24,2015,1,1991,1.0,1.0,1.0,7.0,10000.0,1.0,117.0,175,134,5.0,5.0,4.0,1,4.0,2.0,2.0,4.0,5.0,1,60000.0,5.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,1,3
+2936,4.0,1,10,26,48,2015,1,1970,1.0,0.0,7.0,12.0,100000.0,1.0,100.0,176,161,4.0,4.0,4.0,2,4.0,4.0,4.0,3.0,4.0,1,240000.0,4.0,4.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+2937,3.0,1,15,40,71,2015,2,1976,1.0,1.0,1.0,3.0,70000.0,1.0,56.0,156,100,5.0,2.0,3.0,1,4.0,3.0,1.0,4.0,4.0,1,70000.0,1.0,3.0,0.0,1.0,6,2.0,1.0,4.0,2.0,2,5
+2938,4.0,1,17,48,80,2015,1,1979,1.0,1.0,1.0,6.0,30000.0,4.0,83.0,174,115,5.0,5.0,5.0,2,4.0,3.0,1.0,2.0,5.0,1,50000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,4
+2939,1.0,1,15,41,72,2015,1,1969,1.0,1.0,1.0,4.0,10000.0,1.0,105.0,168,130,5.0,5.0,2.0,2,3.0,4.0,5.0,1.0,1.0,5,15000.0,3.0,3.0,1.0,1.0,4,2.0,3.0,4.0,3.0,2,3
+2940,3.0,2,17,49,82,2015,1,1982,1.0,1.0,1.0,3.0,25000.0,1.0,100.0,165,150,4.0,3.0,3.0,1,3.0,4.0,1.0,3.0,5.0,1,25000.0,4.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,4
+2941,4.0,2,31,87,131,2015,1,1977,3.0,1.0,1.0,4.0,20000.0,1.0,88.0,175,145,4.0,4.0,4.0,1,2.0,4.0,2.0,3.0,5.0,2,70000.0,5.0,2.0,1.0,2.0,4,2.0,2.0,4.0,3.0,2,3
+2942,4.0,2,29,83,126,2015,2,1994,1.0,1.0,1.0,4.0,0.0,2.0,130.0,154,80,5.0,5.0,5.0,4,4.0,4.0,2.0,2.0,7.0,6,20000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,1,1
+2943,5.0,2,22,65,104,2015,2,1943,1.0,1.0,1.0,2.0,0.0,1.0,80.0,160,100,3.0,5.0,4.0,1,5.0,4.0,1.0,4.0,5.0,4,10186.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,1
+2944,4.0,2,10,27,50,2015,1,1994,1.0,1.0,1.0,4.0,30000.0,1.0,120.0,176,130,4.0,4.0,4.0,1,1.0,2.0,2.0,3.0,4.0,5,60000.0,4.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,4
+2945,5.0,1,31,88,133,2015,1,1970,1.0,1.0,1.0,12.0,30000.0,4.0,90.0,170,160,3.0,4.0,3.0,2,3.0,4.0,3.0,4.0,5.0,1,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,5.0,3.0,2,4
+2946,5.0,1,27,77,117,2015,1,1969,2.0,1.0,1.0,4.0,1000000.0,1.0,120.0,170,140,5.0,4.0,4.0,2,5.0,3.0,1.0,1.0,6.0,1,1500000.0,2.0,5.0,1.0,1.0,3,1.0,3.0,3.0,2.0,2,5
+2947,4.0,1,9,20,42,2015,2,1975,1.0,1.0,1.0,5.0,0.0,1.0,300.0,155,101,2.0,3.0,3.0,4,2.0,2.0,2.0,3.0,5.0,5,50000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,1
+2948,5.0,1,15,40,71,2015,1,1952,1.0,1.0,1.0,7.0,26000.0,4.0,33.0,170,120,2.0,4.0,4.0,4,2.0,3.0,1.0,2.0,3.0,5,50000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,2.0,3,4
+2949,4.0,2,19,57,93,2015,1,1946,1.0,1.0,1.0,3.0,20000.0,4.0,150.0,175,150,2.0,3.0,3.0,4,2.0,2.0,2.0,4.0,8.0,5,81496.0,6.0,3.0,1.0,2.0,3,1.0,2.0,4.0,2.0,4,3
+2950,4.0,1,18,53,87,2015,2,1977,1.0,1.0,1.0,9.0,51000.0,1.0,100.0,163,120,4.0,4.0,4.0,2,2.0,4.0,2.0,2.0,8.0,1,120000.0,4.0,4.0,2.0,1.0,3,1.0,1.0,4.0,3.0,2,5
+2951,3.0,1,4,7,15,2015,2,1974,1.0,1.0,1.0,4.0,42207.0,1.0,10.0,162,125,5.0,5.0,5.0,1,2.0,2.0,3.0,2.0,2.0,1,68481.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,5
+2952,4.0,1,18,53,87,2015,1,1992,1.0,1.0,1.0,4.0,20000.0,1.0,146.0,168,140,5.0,5.0,5.0,1,2.0,4.0,4.0,4.0,6.0,1,30000.0,3.0,3.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,3
+2953,4.0,1,24,70,110,2015,1,1955,1.0,1.0,1.0,3.0,0.0,1.0,300.0,170,140,2.0,2.0,3.0,1,2.0,3.0,2.0,3.0,5.0,1,55375.0,3.0,2.0,1.0,1.0,3,3.0,3.0,3.0,3.0,3,1
+2954,5.0,2,10,24,46,2015,2,1973,1.0,1.0,1.0,3.0,10000.0,1.0,180.0,163,140,5.0,4.0,3.0,1,3.0,3.0,1.0,4.0,5.0,1,40000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,3
+2955,5.0,1,8,19,41,2015,2,1986,4.0,0.0,3.0,10.0,0.0,1.0,94.0,160,92,4.0,5.0,3.0,2,4.0,3.0,2.0,4.0,7.0,5,30000.0,3.0,2.0,1.0,2.0,3,2.0,3.0,3.0,3.0,1,1
+2956,2.0,1,15,40,71,2015,2,1971,1.0,1.0,1.0,11.0,70000.0,1.0,137.0,160,102,4.0,4.0,5.0,4,3.0,3.0,4.0,2.0,7.0,1,150000.0,3.0,4.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+2957,4.0,1,31,87,132,2015,1,1959,1.0,1.0,1.0,6.0,10000.0,1.0,81.0,168,135,4.0,4.0,4.0,2,1.0,3.0,2.0,3.0,4.0,1,20000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,3.0,3,3
+2958,4.0,2,10,26,48,2015,1,1974,1.0,1.0,1.0,7.0,30000.0,1.0,150.0,170,130,4.0,4.0,4.0,1,2.0,3.0,3.0,3.0,7.0,1,30000.0,4.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,4
+2959,4.0,2,21,62,98,2015,2,1960,1.0,0.0,1.0,3.0,20000.0,1.0,120.0,162,120,2.0,2.0,4.0,1,4.0,3.0,1.0,3.0,2.0,3,50000.0,3.0,4.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,3
+2960,4.0,1,5,8,24,2015,2,1947,1.0,0.0,2.0,3.0,18000.0,1.0,70.0,155,110,3.0,4.0,4.0,1,4.0,4.0,1.0,4.0,3.0,5,40000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,3
+2961,4.0,1,7,18,35,2015,1,1963,1.0,1.0,1.0,7.0,40000.0,1.0,60.0,176,150,4.0,5.0,4.0,2,2.0,3.0,2.0,2.0,5.0,1,60000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+2962,4.0,1,11,31,54,2015,2,1961,1.0,1.0,1.0,4.0,21606.0,1.0,200.0,165,145,4.0,5.0,5.0,1,2.0,4.0,2.0,3.0,2.0,1,65965.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+2963,4.0,1,7,18,36,2015,1,1934,1.0,1.0,1.0,12.0,50000.0,4.0,37.0,167,130,4.0,4.0,4.0,4,2.0,3.0,3.0,4.0,5.0,5,50000.0,1.0,4.0,1.0,2.0,7,1.0,2.0,4.0,2.0,5,5
+2964,4.0,1,1,1,1,2015,1,1942,1.0,1.0,1.0,10.0,60000.0,4.0,72.0,170,144,4.0,4.0,4.0,5,3.0,4.0,3.0,3.0,6.0,5,100000.0,2.0,3.0,2.0,2.0,3,2.0,2.0,3.0,2.0,4,5
+2965,2.0,2,22,65,104,2015,2,1957,1.0,1.0,1.0,4.0,0.0,1.0,200.0,155,105,1.0,1.0,2.0,1,2.0,4.0,2.0,3.0,5.0,6,30000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+2966,4.0,1,15,40,71,2015,1,1952,1.0,1.0,1.0,4.0,27073.0,1.0,55.0,174,125,5.0,4.0,4.0,2,4.0,1.0,1.0,2.0,4.0,5,46157.0,3.0,3.0,2.0,1.0,3,2.0,1.0,3.0,3.0,3,4
+2967,4.0,1,27,80,120,2015,1,1972,1.0,1.0,1.0,4.0,30000.0,1.0,93.0,168,72,5.0,4.0,4.0,1,2.0,4.0,1.0,4.0,7.0,1,60000.0,5.0,3.0,2.0,1.0,3,2.0,1.0,4.0,2.0,2,4
+2968,1.0,1,22,66,106,2015,2,1962,1.0,1.0,1.0,3.0,40000.0,1.0,110.0,163,100,1.0,2.0,3.0,1,3.0,2.0,1.0,1.0,3.0,1,40000.0,1.0,2.0,1.0,2.0,7,3.0,3.0,5.0,3.0,3,5
+2969,4.0,2,28,81,122,2015,2,1943,1.0,1.0,2.0,3.0,2623.0,1.0,100.0,153,95,2.0,3.0,3.0,1,3.0,3.0,1.0,4.0,5.0,3,10000.0,2.0,2.0,1.0,2.0,7,3.0,3.0,3.0,2.0,4,2
+2970,4.0,1,4,7,14,2015,2,1971,1.0,1.0,1.0,4.0,20000.0,1.0,60.0,164,130,3.0,5.0,5.0,2,4.0,5.0,2.0,4.0,1.0,1,114654.0,4.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,3
+2971,4.0,1,12,32,59,2015,2,1966,1.0,1.0,1.0,4.0,30000.0,1.0,46.0,160,126,3.0,4.0,4.0,2,3.0,3.0,2.0,2.0,5.0,1,30000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,2.0,2.0,3,4
+2972,4.0,2,2,2,9,2015,1,1978,8.0,1.0,1.0,3.0,10000.0,1.0,400.0,164,120,3.0,3.0,4.0,1,4.0,4.0,2.0,4.0,5.0,1,53940.0,6.0,3.0,1.0,1.0,3,2.0,2.0,3.0,3.0,2,3
+2973,4.0,1,2,5,12,2015,2,1973,8.0,1.0,1.0,3.0,18000.0,1.0,100.0,160,120,5.0,5.0,4.0,1,4.0,4.0,1.0,4.0,5.0,1,30000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,3
+2974,4.0,2,24,70,110,2015,1,1953,1.0,1.0,3.0,4.0,2040.0,4.0,75.0,170,137,4.0,2.0,5.0,1,3.0,5.0,1.0,1.0,1.0,5,4080.0,2.0,3.0,2.0,2.0,3,2.0,2.0,5.0,4.0,3,2
+2975,4.0,1,12,32,56,2015,2,1940,1.0,1.0,1.0,6.0,40000.0,4.0,135.0,160,95,4.0,3.0,3.0,2,4.0,4.0,2.0,4.0,5.0,5,70000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,4,5
+2976,4.0,2,28,81,121,2015,2,1957,1.0,1.0,1.0,4.0,50000.0,1.0,120.0,155,110,4.0,4.0,4.0,1,3.0,3.0,3.0,3.0,3.0,1,80000.0,4.0,3.0,1.0,2.0,3,1.0,2.0,4.0,2.0,3,5
+2977,4.0,1,22,66,105,2015,2,1994,1.0,1.0,1.0,7.0,20000.0,1.0,80.0,156,110,4.0,4.0,3.0,1,2.0,4.0,2.0,3.0,5.0,1,20000.0,1.0,3.0,1.0,2.0,1,3.0,1.0,4.0,2.0,1,3
+2978,4.0,1,27,79,119,2015,1,1934,1.0,1.0,1.0,4.0,32400.0,1.0,41.0,173,110,2.0,2.0,5.0,4,1.0,5.0,1.0,4.0,1.0,5,64800.0,2.0,2.0,1.0,2.0,3,1.0,1.0,4.0,2.0,5,4
+2979,2.0,2,21,62,98,2015,2,1953,8.0,1.0,1.0,1.0,2000.0,1.0,98.0,150,80,2.0,3.0,3.0,1,3.0,2.0,1.0,3.0,1.0,3,20000.0,5.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,3,2
+2980,4.0,1,13,36,67,2015,1,1986,6.0,1.0,1.0,11.0,70000.0,1.0,88.0,165,118,4.0,5.0,5.0,1,2.0,4.0,4.0,4.0,2.0,1,100000.0,3.0,3.0,1.0,2.0,3,1.0,2.0,5.0,3.0,1,5
+2981,4.0,2,29,83,126,2015,1,1967,1.0,1.0,1.0,3.0,6000.0,1.0,210.0,170,114,4.0,3.0,4.0,1,2.0,1.0,1.0,4.0,4.0,3,6000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,2
+2982,3.0,1,6,15,31,2015,1,1966,1.0,1.0,1.0,1.0,50000.0,1.0,100.0,165,120,3.0,3.0,3.0,1,2.0,2.0,2.0,3.0,4.0,1,80000.0,2.0,3.0,0.0,1.0,6,2.0,2.0,3.0,2.0,3,5
+2983,4.0,2,16,46,78,2015,2,1966,1.0,0.0,1.0,3.0,0.0,1.0,160.0,158,120,5.0,5.0,3.0,1,4.0,4.0,1.0,4.0,3.0,2,30000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,1
+2984,2.0,2,21,62,98,2015,1,1946,8.0,1.0,1.0,3.0,10000.0,1.0,120.0,156,90,2.0,2.0,2.0,1,3.0,3.0,1.0,3.0,1.0,4,55000.0,4.0,3.0,1.0,2.0,3,3.0,3.0,4.0,2.0,4,3
+2985,4.0,1,12,32,57,2015,1,1989,1.0,1.0,1.0,7.0,89458.0,1.0,93.0,183,200,4.0,5.0,5.0,4,3.0,3.0,3.0,2.0,5.0,1,206977.0,3.0,3.0,2.0,1.0,3,2.0,1.0,4.0,2.0,1,5
+2986,3.0,2,17,49,82,2015,1,1960,1.0,1.0,1.0,4.0,20000.0,1.0,160.0,170,130,5.0,5.0,5.0,1,4.0,2.0,1.0,2.0,3.0,1,20000.0,3.0,1.0,2.0,2.0,3,3.0,2.0,5.0,3.0,3,3
+2987,3.0,1,24,71,111,2015,2,1955,1.0,0.0,7.0,1.0,12000.0,1.0,250.0,160,110,4.0,5.0,3.0,5,5.0,5.0,1.0,3.0,3.0,5,25000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+2988,4.0,1,22,65,104,2015,2,1952,1.0,1.0,1.0,3.0,0.0,1.0,60.0,155,135,3.0,5.0,5.0,4,1.0,4.0,1.0,4.0,4.0,5,30000.0,3.0,3.0,2.0,2.0,3,3.0,1.0,4.0,3.0,3,1
+2989,4.0,1,27,77,117,2015,1,1983,2.0,1.0,1.0,11.0,30000.0,4.0,120.0,183,180,4.0,5.0,5.0,2,2.0,4.0,3.0,4.0,6.0,1,60000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,1,4
+2990,4.0,1,5,11,27,2015,1,1947,1.0,1.0,1.0,9.0,10000.0,4.0,40.0,170,120,4.0,3.0,3.0,2,4.0,4.0,2.0,4.0,2.0,1,20000.0,3.0,2.0,0.0,2.0,4,3.0,2.0,3.0,4.0,4,3
+2991,2.0,2,3,6,13,2015,2,1940,1.0,1.0,1.0,1.0,600.0,1.0,120.0,160,100,1.0,2.0,3.0,1,2.0,4.0,1.0,4.0,8.0,4,1200.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,4,1
+2992,2.0,2,13,35,65,2015,1,1975,6.0,1.0,1.0,4.0,24843.0,4.0,100.0,170,140,4.0,4.0,4.0,1,4.0,3.0,2.0,3.0,3.0,2,35904.0,2.0,2.0,1.0,2.0,3,2.0,1.0,3.0,3.0,2,4
+2993,4.0,2,19,57,92,2015,2,1968,1.0,1.0,1.0,3.0,50000.0,1.0,90.0,160,120,4.0,4.0,4.0,1,3.0,2.0,1.0,3.0,5.0,1,79421.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+2994,4.0,2,21,64,101,2015,1,1959,1.0,1.0,1.0,4.0,10000.0,1.0,120.0,165,110,4.0,4.0,4.0,1,3.0,3.0,3.0,4.0,5.0,3,20000.0,2.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+2995,4.0,2,31,87,131,2015,1,1973,1.0,1.0,1.0,7.0,30000.0,1.0,60.0,173,140,4.0,4.0,4.0,1,2.0,2.0,2.0,3.0,3.0,2,60000.0,3.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,2,4
+2996,4.0,1,12,34,63,2015,1,1962,1.0,1.0,1.0,6.0,40000.0,1.0,30.0,162,120,5.0,5.0,5.0,1,2.0,3.0,3.0,3.0,5.0,1,80000.0,1.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,5
+2997,4.0,1,22,67,107,2015,2,1975,1.0,1.0,1.0,6.0,0.0,1.0,110.0,163,104,4.0,3.0,4.0,2,2.0,3.0,3.0,4.0,6.0,5,100000.0,4.0,4.0,1.0,1.0,3,1.0,2.0,4.0,2.0,2,1
+2998,4.0,2,18,51,84,2015,1,1990,1.0,1.0,1.0,4.0,30000.0,1.0,150.0,165,120,5.0,4.0,4.0,1,3.0,3.0,2.0,3.0,5.0,1,30000.0,3.0,3.0,1.0,2.0,1,2.0,1.0,3.0,3.0,1,4
+2999,4.0,1,19,59,95,2015,1,1968,1.0,1.0,1.0,4.0,80000.0,4.0,57.0,160,120,5.0,5.0,4.0,1,2.0,4.0,2.0,3.0,4.0,1,130000.0,3.0,3.0,2.0,2.0,3,2.0,1.0,4.0,3.0,2,5
+3000,4.0,2,27,80,120,2015,2,1950,1.0,1.0,1.0,3.0,1900.0,1.0,120.0,155,118,4.0,4.0,5.0,1,4.0,4.0,1.0,4.0,3.0,4,7800.0,2.0,3.0,1.0,2.0,3,3.0,1.0,5.0,2.0,4,2
+3001,2.0,1,16,46,77,2015,2,1977,1.0,1.0,1.0,4.0,30000.0,1.0,100.0,161,100,5.0,4.0,4.0,1,4.0,3.0,3.0,1.0,6.0,1,120000.0,4.0,3.0,3.0,1.0,3,2.0,2.0,4.0,3.0,2,4
+3002,4.0,1,18,51,84,2015,2,1946,1.0,1.0,1.0,8.0,24000.0,1.0,90.0,160,106,4.0,4.0,4.0,2,4.0,3.0,2.0,4.0,5.0,5,50000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,4
+3003,4.0,1,12,32,58,2015,1,1984,1.0,1.0,1.0,6.0,40000.0,1.0,40.0,174,110,5.0,5.0,5.0,5,2.0,3.0,3.0,1.0,5.0,1,80000.0,2.0,2.0,0.0,2.0,3,2.0,1.0,3.0,2.0,1,5
+3004,4.0,2,13,35,65,2015,1,1952,6.0,1.0,1.0,3.0,0.0,1.0,170.0,150,110,4.0,4.0,4.0,1,2.0,4.0,1.0,5.0,6.0,3,25672.0,5.0,2.0,1.0,2.0,4,3.0,2.0,3.0,2.0,3,1
+3005,4.0,1,15,43,74,2015,2,1977,1.0,1.0,1.0,12.0,70000.0,1.0,130.0,160,120,4.0,4.0,4.0,4,3.0,4.0,4.0,4.0,4.0,1,160000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,5
+3006,4.0,1,16,46,78,2015,1,1978,1.0,1.0,1.0,4.0,25000.0,1.0,110.0,168,110,5.0,5.0,5.0,2,4.0,3.0,2.0,4.0,5.0,1,60000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,4
+3007,2.0,1,27,77,117,2015,1,1922,1.0,1.0,1.0,4.0,60000.0,4.0,120.0,180,140,1.0,1.0,2.0,5,2.0,4.0,1.0,3.0,3.0,5,80000.0,2.0,4.0,1.0,2.0,3,1.0,2.0,3.0,2.0,5,5
+3008,3.0,1,12,34,64,2015,1,1987,1.0,1.0,1.0,4.0,40000.0,1.0,85.0,162,120,5.0,5.0,5.0,1,3.0,2.0,2.0,2.0,3.0,1,116763.0,8.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,1,5
+3009,4.0,2,22,65,104,2015,2,1974,8.0,1.0,1.0,6.0,25000.0,1.0,160.0,160,98,4.0,5.0,2.0,1,4.0,3.0,3.0,4.0,7.0,1,65000.0,4.0,4.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,4
+3010,5.0,1,21,61,97,2015,1,1937,1.0,1.0,1.0,4.0,660.0,4.0,150.0,165,105,4.0,5.0,5.0,4,5.0,4.0,2.0,5.0,5.0,5,2000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,1
+3011,4.0,1,21,64,102,2015,1,1940,1.0,1.0,1.0,10.0,50000.0,1.0,110.0,173,100,3.0,4.0,3.0,5,2.0,5.0,5.0,4.0,6.0,5,50000.0,1.0,3.0,1.0,2.0,7,1.0,2.0,4.0,2.0,4,5
+3012,3.0,2,4,7,22,2015,2,1962,1.0,1.0,1.0,3.0,0.0,1.0,40.0,160,136,2.0,3.0,3.0,1,3.0,4.0,1.0,3.0,1.0,4,20000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+3013,4.0,2,22,65,103,2015,1,1947,1.0,1.0,2.0,7.0,36000.0,4.0,105.0,168,106,4.0,4.0,4.0,4,2.0,4.0,2.0,4.0,5.0,5,36000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,4,4
+3014,4.0,1,19,57,92,2015,1,1944,1.0,1.0,1.0,4.0,20000.0,2.0,78.0,170,156,5.0,5.0,5.0,2,4.0,2.0,1.0,4.0,5.0,5,45000.0,2.0,3.0,0.0,2.0,3,2.0,1.0,4.0,2.0,4,3
+3015,2.0,2,29,84,127,2015,2,1961,1.0,1.0,1.0,4.0,0.0,1.0,20.0,155,90,2.0,2.0,3.0,1,2.0,4.0,1.0,2.0,1.0,4,20000.0,2.0,1.0,0.0,2.0,3,3.0,2.0,2.0,3.0,3,1
+3016,4.0,1,27,79,119,2015,1,1977,1.0,1.0,1.0,9.0,36000.0,4.0,104.0,175,180,4.0,4.0,4.0,5,4.0,4.0,2.0,2.0,8.0,1,72000.0,5.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,4
+3017,4.0,2,23,68,108,2015,2,1963,1.0,1.0,1.0,1.0,3000.0,1.0,60.0,165,130,2.0,2.0,2.0,1,1.0,1.0,1.0,1.0,1.0,3,10000.0,2.0,1.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,2
+3018,2.0,1,15,42,73,2015,2,1954,1.0,1.0,1.0,1.0,6066.0,1.0,120.0,160,183,2.0,2.0,3.0,1,3.0,4.0,1.0,2.0,2.0,4,0.0,5.0,2.0,1.0,2.0,3,3.0,3.0,3.0,2.0,3,2
+3019,5.0,2,5,9,25,2015,2,1973,1.0,1.0,1.0,4.0,30000.0,1.0,120.0,160,100,4.0,4.0,4.0,1,1.0,4.0,1.0,4.0,6.0,4,60000.0,5.0,3.0,2.0,2.0,3,2.0,1.0,3.0,1.0,2,4
+3020,4.0,1,13,36,66,2015,1,1955,8.0,1.0,1.0,6.0,20000.0,1.0,100.0,158,104,4.0,4.0,3.0,2,2.0,2.0,3.0,2.0,4.0,5,20000.0,2.0,3.0,2.0,2.0,3,2.0,3.0,4.0,2.0,3,3
+3021,5.0,1,18,53,87,2015,2,1947,4.0,0.0,7.0,4.0,60000.0,1.0,98.0,160,130,4.0,3.0,4.0,2,4.0,3.0,2.0,4.0,6.0,5,51878.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,5
+3022,4.0,1,27,80,120,2015,2,1965,3.0,1.0,1.0,3.0,18000.0,1.0,140.0,160,140,5.0,4.0,4.0,4,2.0,5.0,2.0,4.0,6.0,1,110000.0,3.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+3023,4.0,1,7,18,34,2015,2,1960,1.0,1.0,1.0,6.0,25200.0,1.0,38.0,155,120,2.0,2.0,5.0,2,2.0,3.0,2.0,3.0,4.0,5,90000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,4
+3024,5.0,1,22,65,104,2015,1,1943,8.0,1.0,1.0,3.0,15000.0,1.0,80.0,165,150,3.0,5.0,3.0,1,5.0,5.0,1.0,4.0,1.0,4,15000.0,4.0,2.0,1.0,2.0,3,2.0,2.0,2.0,2.0,4,3
+3025,4.0,2,26,76,116,2015,1,1971,1.0,1.0,1.0,4.0,30000.0,1.0,240.0,167,150,4.0,4.0,4.0,1,3.0,3.0,1.0,4.0,5.0,1,40000.0,2.0,4.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,4
+3026,5.0,1,12,32,60,2015,2,1958,1.0,1.0,1.0,1.0,12000.0,1.0,70.0,155,100,3.0,4.0,3.0,4,2.0,5.0,2.0,4.0,3.0,5,12000.0,7.0,2.0,1.0,2.0,7,3.0,1.0,4.0,2.0,3,3
+3027,1.0,2,31,88,133,2015,2,1987,1.0,1.0,1.0,12.0,15000.0,1.0,76.0,170,115,4.0,5.0,4.0,1,3.0,3.0,3.0,2.0,5.0,5,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,3
+3028,5.0,2,31,89,134,2015,2,1985,1.0,1.0,1.0,3.0,20000.0,1.0,77.0,160,132,5.0,5.0,3.0,1,3.0,3.0,1.0,3.0,5.0,1,40000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,1,3
+3029,4.0,2,27,80,120,2015,2,1952,1.0,1.0,1.0,3.0,2550.0,1.0,64.0,158,120,2.0,2.0,2.0,5,4.0,3.0,1.0,4.0,5.0,4,5100.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+3030,4.0,1,2,2,9,2015,2,1946,8.0,0.0,4.0,4.0,0.0,1.0,300.0,150,90,4.0,5.0,4.0,1,3.0,4.0,3.0,3.0,5.0,4,63290.0,5.0,3.0,4.0,1.0,3,3.0,1.0,4.0,3.0,4,1
+3031,4.0,1,4,7,20,2015,1,1991,1.0,1.0,1.0,12.0,80000.0,1.0,70.0,170,150,5.0,4.0,4.0,5,3.0,3.0,3.0,4.0,5.0,5,90000.0,2.0,3.0,2.0,2.0,3,2.0,2.0,3.0,2.0,1,5
+3032,4.0,1,1,1,5,2015,1,1938,1.0,1.0,1.0,4.0,37200.0,1.0,12.0,170,130,4.0,4.0,4.0,2,5.0,5.0,3.0,4.0,6.0,5,77000.0,1.0,3.0,1.0,2.0,2,2.0,2.0,4.0,2.0,4,4
+3033,4.0,2,2,5,12,2015,2,1981,8.0,1.0,1.0,5.0,10000.0,1.0,200.0,155,110,5.0,4.0,4.0,5,4.0,4.0,2.0,4.0,5.0,1,20000.0,3.0,3.0,1.0,2.0,6,2.0,1.0,4.0,2.0,2,3
+3034,2.0,1,31,87,132,2015,1,1971,1.0,1.0,1.0,4.0,30000.0,1.0,32.0,175,155,3.0,5.0,4.0,2,3.0,3.0,1.0,1.0,2.0,1,30000.0,1.0,2.0,1.0,2.0,1,3.0,2.0,3.0,2.0,2,4
+3035,4.0,1,21,61,97,2015,2,1979,1.0,1.0,1.0,3.0,13000.0,1.0,85.0,155,110,5.0,5.0,3.0,2,3.0,4.0,1.0,4.0,5.0,5,24000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+3036,5.0,2,4,7,22,2015,1,1958,1.0,1.0,1.0,6.0,62778.0,1.0,1300.0,170,140,5.0,5.0,5.0,1,2.0,3.0,1.0,4.0,7.0,1,62049.0,6.0,3.0,3.0,1.0,3,2.0,1.0,1.0,1.0,3,5
+3037,4.0,1,4,7,21,2015,2,1957,1.0,1.0,1.0,6.0,30624.0,1.0,23.0,166,140,4.0,5.0,3.0,5,5.0,4.0,2.0,2.0,7.0,5,57000.0,2.0,2.0,0.0,1.0,3,2.0,2.0,4.0,3.0,3,4
+3038,3.0,1,21,64,101,2015,1,1953,1.0,1.0,1.0,4.0,5000.0,1.0,320.0,175,150,3.0,3.0,5.0,1,2.0,3.0,1.0,2.0,2.0,1,8000.0,4.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+3039,4.0,1,5,8,23,2015,2,1973,1.0,0.0,1.0,6.0,30000.0,1.0,69.0,171,140,4.0,4.0,4.0,2,3.0,3.0,3.0,4.0,5.0,5,50000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,4
+3040,1.0,1,30,85,128,2015,2,1973,1.0,1.0,1.0,6.0,20000.0,1.0,94.0,165,110,5.0,5.0,2.0,5,3.0,2.0,2.0,1.0,5.0,1,80000.0,2.0,2.0,1.0,1.0,4,3.0,1.0,3.0,3.0,2,3
+3041,2.0,2,2,2,9,2015,2,1982,8.0,1.0,1.0,4.0,5117.0,1.0,100.0,160,90,4.0,5.0,2.0,1,3.0,3.0,1.0,4.0,2.0,4,40837.0,5.0,1.0,2.0,2.0,3,3.0,2.0,4.0,3.0,2,2
+3042,2.0,1,1,1,1,2015,2,1939,1.0,1.0,1.0,9.0,48000.0,1.0,70.0,156,90,3.0,3.0,3.0,2,3.0,4.0,2.0,4.0,4.0,5,48000.0,1.0,2.0,1.0,2.0,7,3.0,3.0,3.0,3.0,4,5
+3043,4.0,1,15,39,70,2015,1,1934,1.0,1.0,1.0,12.0,48000.0,1.0,150.0,158,115,4.0,3.0,3.0,5,1.0,1.0,1.0,4.0,7.0,5,50600.0,1.0,4.0,1.0,2.0,3,1.0,2.0,3.0,2.0,5,5
+3044,5.0,2,31,86,129,2015,2,1945,1.0,1.0,1.0,1.0,0.0,1.0,13.0,154,130,2.0,2.0,3.0,1,1.0,4.0,1.0,5.0,3.0,4,0.0,2.0,1.0,1.0,2.0,3,3.0,2.0,5.0,2.0,4,1
+3045,4.0,1,16,47,79,2015,1,1958,1.0,1.0,1.0,3.0,20000.0,1.0,120.0,155,140,5.0,5.0,5.0,1,2.0,1.0,1.0,1.0,7.0,4,25000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0,3,3
+3046,4.0,1,22,66,105,2015,1,1976,1.0,1.0,1.0,12.0,50000.0,4.0,100.0,170,140,4.0,4.0,4.0,1,4.0,2.0,3.0,4.0,6.0,1,100000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+3047,4.0,2,24,72,112,2015,1,1946,1.0,1.0,1.0,4.0,0.0,1.0,100.0,170,116,3.0,3.0,4.0,1,2.0,2.0,3.0,4.0,4.0,4,40000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,1
+3048,4.0,2,17,48,81,2015,1,1969,1.0,1.0,1.0,4.0,35000.0,1.0,99.0,173,180,5.0,5.0,4.0,1,3.0,3.0,3.0,4.0,4.0,1,70000.0,2.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,2,4
+3049,4.0,1,9,23,45,2015,2,1975,1.0,1.0,1.0,11.0,80000.0,4.0,97.0,157,118,4.0,5.0,3.0,4,2.0,2.0,3.0,4.0,7.0,1,150000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+3050,4.0,1,19,57,91,2015,1,1992,1.0,1.0,1.0,10.0,0.0,1.0,40.0,185,156,3.0,3.0,3.0,5,2.0,4.0,3.0,3.0,4.0,6,50000.0,4.0,2.0,1.0,1.0,1,3.0,2.0,3.0,2.0,1,1
+3051,4.0,1,1,1,8,2015,2,1951,1.0,1.0,1.0,7.0,35000.0,1.0,46.0,163,130,1.0,5.0,5.0,2,2.0,2.0,1.0,2.0,4.0,6,120000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+3052,4.0,2,21,62,98,2015,1,1961,8.0,1.0,1.0,3.0,20000.0,1.0,230.0,162,110,2.0,4.0,3.0,1,4.0,4.0,1.0,4.0,2.0,4,20000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,3.0,3,3
+3053,5.0,1,4,7,21,2015,2,1949,4.0,1.0,1.0,7.0,36000.0,1.0,74.0,155,125,2.0,3.0,4.0,5,2.0,4.0,3.0,3.0,3.0,5,72000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,4
+3054,4.0,1,18,51,84,2015,2,1994,1.0,1.0,1.0,9.0,0.0,1.0,110.0,160,86,4.0,5.0,5.0,2,2.0,4.0,3.0,1.0,4.0,6,0.0,2.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,1
+3055,4.0,1,16,45,76,2015,1,1976,1.0,1.0,1.0,4.0,18000.0,1.0,120.0,160,160,4.0,4.0,4.0,1,3.0,2.0,1.0,3.0,1.0,1,20000.0,5.0,1.0,1.0,2.0,6,3.0,2.0,2.0,3.0,2,3
+3056,4.0,2,21,64,101,2015,1,1957,1.0,1.0,1.0,6.0,20000.0,1.0,180.0,160,110,5.0,4.0,4.0,1,4.0,4.0,1.0,2.0,4.0,1,20000.0,4.0,2.0,2.0,2.0,3,3.0,2.0,4.0,3.0,3,3
+3057,4.0,1,7,18,34,2015,1,1979,1.0,1.0,1.0,10.0,60000.0,1.0,110.0,175,120,4.0,5.0,4.0,5,1.0,3.0,1.0,4.0,6.0,1,60000.0,4.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,2,5
+3058,3.0,2,31,87,132,2015,1,1994,1.0,1.0,1.0,6.0,860.0,2.0,75.0,172,109,2.0,5.0,1.0,1,2.0,3.0,5.0,5.0,3.0,5,10000.0,3.0,2.0,1.0,2.0,1,3.0,2.0,2.0,4.0,1,1
+3059,4.0,2,28,81,122,2015,1,1929,1.0,1.0,1.0,1.0,2400.0,4.0,60.0,172,130,2.0,3.0,3.0,1,3.0,4.0,1.0,4.0,7.0,4,3000.0,2.0,1.0,1.0,2.0,3,3.0,2.0,3.0,2.0,5,2
+3060,4.0,1,5,11,27,2015,2,1952,1.0,1.0,1.0,4.0,30000.0,1.0,61.0,146,100,4.0,5.0,4.0,5,3.0,4.0,2.0,4.0,5.0,5,80000.0,5.0,2.0,2.0,1.0,3,2.0,1.0,4.0,3.0,3,4
+3061,5.0,2,9,22,44,2015,1,1972,1.0,1.0,1.0,4.0,20000.0,1.0,180.0,178,145,5.0,5.0,5.0,1,2.0,3.0,1.0,5.0,5.0,1,20000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,3
+3062,5.0,1,17,48,80,2015,2,1980,1.0,1.0,1.0,12.0,40000.0,1.0,110.0,162,112,5.0,5.0,3.0,4,3.0,3.0,3.0,3.0,4.0,1,100000.0,3.0,2.0,2.0,1.0,3,2.0,2.0,3.0,2.0,2,5
+3063,3.0,2,6,14,30,2015,1,1953,1.0,1.0,1.0,3.0,1500.0,1.0,50.0,169,110,4.0,3.0,3.0,1,3.0,2.0,1.0,3.0,4.0,2,5000.0,1.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,2
+3064,4.0,1,2,2,9,2015,2,1929,8.0,0.0,4.0,1.0,0.0,1.0,266.0,150,80,5.0,4.0,4.0,1,4.0,4.0,2.0,4.0,4.0,4,50000.0,5.0,3.0,1.0,1.0,7,2.0,2.0,4.0,2.0,5,1
+3065,3.0,2,9,22,44,2015,2,1948,1.0,1.0,1.0,1.0,2000.0,1.0,75.0,160,100,2.0,3.0,3.0,1,3.0,2.0,1.0,4.0,3.0,3,8000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,2
+3066,4.0,2,2,5,12,2015,2,1975,8.0,1.0,1.0,4.0,10000.0,1.0,200.0,165,120,4.0,4.0,4.0,1,4.0,3.0,2.0,4.0,4.0,2,20000.0,5.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+3067,5.0,1,18,52,86,2015,1,1984,1.0,1.0,1.0,6.0,80000.0,4.0,200.0,175,150,5.0,5.0,4.0,2,4.0,3.0,4.0,4.0,4.0,1,100000.0,3.0,3.0,1.0,1.0,3,3.0,2.0,4.0,2.0,1,5
+3068,4.0,2,2,5,12,2015,1,1967,8.0,1.0,1.0,3.0,5000.0,1.0,130.0,170,120,2.0,2.0,3.0,1,4.0,3.0,1.0,3.0,3.0,3,20000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,2
+3069,5.0,1,28,81,122,2015,2,1966,1.0,1.0,1.0,3.0,5000.0,1.0,108.0,158,100,4.0,3.0,3.0,1,5.0,5.0,1.0,4.0,5.0,4,25000.0,2.0,2.0,2.0,2.0,3,2.0,2.0,4.0,3.0,3,2
+3070,4.0,1,26,75,115,2015,1,1993,1.0,1.0,1.0,6.0,130485.0,2.0,95.0,172,150,2.0,5.0,4.0,1,3.0,4.0,2.0,2.0,3.0,6,94441.0,4.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,1,5
+3071,4.0,2,16,46,78,2015,2,1959,1.0,1.0,1.0,3.0,3000.0,1.0,200.0,167,125,4.0,4.0,3.0,1,2.0,3.0,1.0,2.0,4.0,3,3000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+3072,3.0,2,29,84,127,2015,1,1962,1.0,1.0,1.0,4.0,10000.0,2.0,100.0,170,100,5.0,4.0,4.0,1,3.0,4.0,2.0,4.0,5.0,3,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,3
+3073,4.0,1,7,18,35,2015,2,1964,1.0,1.0,1.0,6.0,24000.0,1.0,18.0,160,116,3.0,5.0,3.0,2,1.0,3.0,2.0,4.0,1.0,5,24000.0,3.0,2.0,0.0,2.0,7,3.0,2.0,4.0,3.0,3,4
+3074,2.0,2,16,47,79,2015,2,1997,1.0,1.0,1.0,4.0,0.0,1.0,120.0,155,98,3.0,5.0,2.0,1,2.0,2.0,2.0,2.0,2.0,5,54629.0,8.0,2.0,2.0,2.0,1,2.0,1.0,3.0,2.0,1,1
+3075,4.0,2,17,49,82,2015,2,1975,1.0,1.0,1.0,1.0,28091.0,1.0,150.0,155,130,4.0,4.0,4.0,1,2.0,3.0,1.0,4.0,3.0,1,57193.0,4.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,2,4
+3076,4.0,2,24,70,110,2015,1,1946,1.0,0.0,6.0,1.0,20000.0,1.0,150.0,165,126,2.0,1.0,5.0,1,5.0,4.0,1.0,4.0,5.0,4,60000.0,3.0,3.0,1.0,2.0,1,3.0,2.0,4.0,2.0,4,3
+3077,4.0,1,21,64,100,2015,1,1978,1.0,1.0,1.0,10.0,20000.0,1.0,80.0,170,130,3.0,5.0,5.0,2,2.0,2.0,2.0,3.0,5.0,1,40000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,3
+3078,4.0,2,2,5,12,2015,1,1951,8.0,1.0,1.0,3.0,3000.0,1.0,100.0,160,130,4.0,4.0,5.0,1,2.0,3.0,1.0,4.0,3.0,3,20000.0,5.0,2.0,1.0,2.0,3,3.0,1.0,5.0,3.0,3,2
+3079,5.0,2,21,64,102,2015,1,1954,1.0,1.0,1.0,4.0,12000.0,4.0,300.0,165,150,5.0,4.0,4.0,1,4.0,3.0,2.0,5.0,5.0,1,42000.0,6.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+3080,4.0,1,6,16,32,2015,2,1969,1.0,1.0,1.0,6.0,6450.0,1.0,120.0,162,121,4.0,4.0,4.0,1,4.0,3.0,2.0,2.0,5.0,4,60000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,2
+3081,2.0,1,12,33,62,2015,2,1969,1.0,0.0,6.0,3.0,0.0,1.0,70.0,154,110,3.0,5.0,2.0,1,3.0,3.0,1.0,2.0,2.0,5,24000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,2.0,2.0,2,1
+3082,5.0,1,5,8,23,2015,2,1933,3.0,1.0,1.0,3.0,24000.0,1.0,68.0,160,140,2.0,2.0,2.0,4,1.0,4.0,1.0,2.0,6.0,5,48000.0,3.0,2.0,1.0,2.0,7,2.0,1.0,1.0,3.0,5,4
+3083,4.0,1,31,89,134,2015,1,1947,1.0,1.0,1.0,4.0,30000.0,1.0,62.5,168,120,2.0,2.0,3.0,2,1.0,5.0,1.0,4.0,5.0,5,30000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,3.0,1.0,4,4
+3084,3.0,2,5,9,25,2015,1,1969,1.0,0.0,1.0,3.0,0.0,1.0,65.0,170,125,1.0,1.0,3.0,1,1.0,4.0,1.0,3.0,4.0,5,72000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,2,1
+3085,5.0,2,19,56,90,2015,1,1966,1.0,1.0,1.0,4.0,30000.0,1.0,190.0,170,160,4.0,5.0,4.0,1,2.0,2.0,2.0,4.0,8.0,1,160000.0,6.0,3.0,3.0,2.0,3,2.0,1.0,3.0,3.0,3,4
+3086,4.0,1,1,1,3,2015,1,1987,1.0,1.0,1.0,8.0,35000.0,1.0,52.0,175,160,3.0,4.0,3.0,2,2.0,3.0,4.0,3.0,5.0,1,100000.0,3.0,2.0,1.0,2.0,1,3.0,2.0,4.0,3.0,1,4
+3087,3.0,2,21,62,98,2015,1,1956,1.0,1.0,1.0,3.0,5000.0,4.0,120.0,172,120,3.0,3.0,3.0,1,3.0,2.0,1.0,4.0,2.0,5,30000.0,3.0,2.0,1.0,2.0,7,3.0,3.0,4.0,2.0,3,2
+3088,5.0,1,16,46,78,2015,2,1938,1.0,1.0,1.0,1.0,20000.0,1.0,70.0,156,97,4.0,5.0,5.0,2,5.0,5.0,1.0,5.0,5.0,4,20000.0,1.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0,4,3
+3089,3.0,2,6,16,32,2015,2,1966,1.0,1.0,1.0,3.0,5000.0,1.0,80.0,160,120,4.0,3.0,3.0,1,3.0,4.0,2.0,4.0,2.0,4,5000.0,1.0,2.0,1.0,2.0,1,2.0,2.0,3.0,2.0,3,2
+3090,3.0,2,17,50,83,2015,2,1983,1.0,1.0,1.0,4.0,15000.0,1.0,120.0,168,156,4.0,5.0,4.0,1,4.0,4.0,2.0,3.0,3.0,3,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,1,3
+3091,4.0,1,16,46,77,2015,2,1972,1.0,0.0,1.0,3.0,53880.0,1.0,140.0,158,130,4.0,4.0,4.0,4,2.0,3.0,1.0,3.0,5.0,1,140660.0,7.0,2.0,1.0,2.0,3,3.0,1.0,3.0,3.0,2,5
+3092,4.0,1,15,39,70,2015,1,1984,1.0,1.0,1.0,7.0,50000.0,2.0,60.0,179,160,4.0,4.0,4.0,5,3.0,3.0,3.0,4.0,4.0,1,80000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,1,5
+3093,3.0,2,6,13,29,2015,2,1972,1.0,1.0,1.0,4.0,20000.0,1.0,115.0,158,98,3.0,3.0,3.0,1,3.0,3.0,3.0,3.0,4.0,3,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+3094,4.0,1,22,67,107,2015,1,1964,1.0,0.0,3.0,7.0,150000.0,4.0,135.0,168,128,2.0,3.0,3.0,5,2.0,3.0,2.0,4.0,7.0,1,150000.0,2.0,4.0,1.0,1.0,3,1.0,1.0,4.0,2.0,3,5
+3095,5.0,1,4,7,19,2015,2,1967,1.0,1.0,1.0,5.0,0.0,1.0,8.0,162,100,3.0,3.0,4.0,5,3.0,4.0,1.0,3.0,4.0,5,30000.0,2.0,2.0,1.0,2.0,2,3.0,3.0,4.0,3.0,2,1
+3096,4.0,1,24,70,110,2015,2,1967,1.0,0.0,3.0,3.0,24000.0,1.0,264.0,155,100,4.0,5.0,5.0,4,2.0,3.0,3.0,4.0,5.0,1,40000.0,3.0,2.0,2.0,2.0,3,3.0,1.0,3.0,2.0,2,4
+3097,4.0,1,15,43,74,2015,2,1974,1.0,0.0,7.0,10.0,36000.0,1.0,90.0,165,120,4.0,4.0,4.0,2,3.0,3.0,3.0,4.0,5.0,1,80000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,2,4
+3098,4.0,1,15,39,70,2015,2,1974,1.0,1.0,1.0,4.0,24000.0,1.0,130.0,158,100,4.0,4.0,4.0,1,3.0,3.0,2.0,3.0,3.0,1,92033.0,3.0,4.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,4
+3099,5.0,1,15,43,74,2015,2,1994,1.0,1.0,1.0,10.0,10000.0,4.0,90.0,160,115,4.0,4.0,4.0,1,3.0,4.0,3.0,4.0,5.0,1,40000.0,2.0,3.0,1.0,2.0,1,2.0,1.0,4.0,3.0,1,3
+3100,4.0,1,6,13,29,2015,1,1963,1.0,1.0,1.0,6.0,30000.0,1.0,83.0,181,160,4.0,4.0,4.0,2,3.0,2.0,1.0,3.0,5.0,1,50000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,4
+3101,5.0,1,18,55,89,2015,1,1936,1.0,1.0,1.0,7.0,24000.0,2.0,120.0,170,130,5.0,4.0,4.0,2,4.0,3.0,1.0,2.0,6.0,5,40000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+3102,4.0,1,31,87,132,2015,2,1990,1.0,1.0,1.0,12.0,24000.0,4.0,90.0,164,110,5.0,5.0,3.0,2,1.0,4.0,2.0,2.0,4.0,1,100000.0,4.0,2.0,1.0,1.0,3,2.0,2.0,4.0,3.0,1,4
+3103,4.0,2,17,50,83,2015,2,1965,1.0,1.0,1.0,4.0,0.0,1.0,300.0,160,95,3.0,3.0,3.0,1,4.0,3.0,1.0,3.0,5.0,3,20000.0,7.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,1
+3104,5.0,1,21,64,102,2015,2,1930,1.0,1.0,1.0,1.0,0.0,1.0,120.0,155,105,4.0,4.0,4.0,2,2.0,4.0,1.0,4.0,5.0,6,40000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,5,1
+3105,4.0,2,11,31,54,2015,1,1953,1.0,1.0,1.0,4.0,21407.0,4.0,180.0,173,180,3.0,5.0,5.0,1,5.0,3.0,2.0,4.0,5.0,4,31053.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+3106,4.0,1,13,36,67,2015,2,1971,6.0,1.0,1.0,4.0,31379.0,1.0,70.0,156,95,4.0,5.0,5.0,2,3.0,2.0,1.0,4.0,5.0,1,62472.0,4.0,3.0,1.0,2.0,4,2.0,1.0,4.0,2.0,2,4
+3107,4.0,2,10,28,51,2015,1,1976,1.0,1.0,1.0,6.0,100000.0,1.0,180.0,178,140,5.0,4.0,5.0,1,4.0,3.0,2.0,2.0,7.0,1,500000.0,2.0,4.0,1.0,1.0,3,1.0,1.0,4.0,2.0,2,5
+3108,3.0,1,31,89,134,2015,1,1949,1.0,1.0,1.0,4.0,21000.0,1.0,60.0,164,120,4.0,5.0,5.0,2,1.0,4.0,1.0,2.0,4.0,5,40000.0,5.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,4,3
+3109,4.0,1,12,32,58,2015,2,1954,1.0,1.0,1.0,4.0,35000.0,1.0,86.0,158,130,2.0,4.0,4.0,5,2.0,3.0,2.0,4.0,5.0,5,70000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+3110,3.0,1,19,57,92,2015,2,1973,1.0,1.0,1.0,4.0,0.0,1.0,90.0,153,118,2.0,3.0,3.0,1,1.0,2.0,1.0,2.0,6.0,5,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+3111,4.0,1,1,1,1,2015,2,1942,1.0,1.0,1.0,10.0,120000.0,4.0,109.0,163,132,3.0,4.0,4.0,2,2.0,4.0,2.0,4.0,9.0,5,120000.0,2.0,3.0,2.0,2.0,7,1.0,2.0,4.0,2.0,4,5
+3112,3.0,1,21,64,101,2015,1,1949,1.0,1.0,1.0,3.0,2000.0,1.0,120.0,165,164,4.0,3.0,5.0,1,3.0,4.0,2.0,2.0,5.0,1,2000.0,2.0,2.0,1.0,2.0,4,2.0,1.0,5.0,3.0,4,2
+3113,4.0,1,31,89,134,2015,2,1954,1.0,1.0,1.0,7.0,300000.0,4.0,113.0,160,116,5.0,5.0,5.0,2,1.0,4.0,1.0,4.0,5.0,5,50000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,5
+3114,4.0,1,24,72,112,2015,2,1968,1.0,1.0,3.0,3.0,0.0,1.0,40.0,163,130,5.0,5.0,5.0,1,2.0,2.0,1.0,1.0,4.0,5,24000.0,1.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,1
+3115,3.0,1,21,64,102,2015,1,1944,1.0,1.0,1.0,3.0,4700.0,1.0,80.0,180,110,3.0,3.0,5.0,4,2.0,5.0,1.0,4.0,5.0,5,4700.0,1.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,2
+3116,4.0,1,4,7,18,2015,1,1980,1.0,1.0,1.0,13.0,190000.0,4.0,90.0,170,170,5.0,5.0,3.0,4,4.0,4.0,5.0,3.0,5.0,1,300000.0,3.0,3.0,2.0,1.0,3,2.0,1.0,3.0,4.0,2,5
+3117,4.0,1,24,70,110,2015,1,1966,1.0,1.0,2.0,4.0,45000.0,1.0,70.0,166,120,4.0,5.0,5.0,1,4.0,4.0,2.0,2.0,5.0,1,45000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+3118,4.0,1,27,78,118,2015,2,1963,1.0,1.0,1.0,9.0,58200.0,1.0,40.0,160,105,4.0,4.0,4.0,2,2.0,5.0,1.0,4.0,5.0,1,58200.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,3,5
+3119,4.0,2,9,23,45,2015,2,1986,1.0,1.0,1.0,4.0,30000.0,1.0,200.0,158,102,5.0,5.0,5.0,1,4.0,4.0,2.0,2.0,1.0,1,50000.0,6.0,3.0,1.0,1.0,3,3.0,1.0,3.0,2.0,1,4
+3120,4.0,1,1,1,8,2015,1,1960,1.0,1.0,1.0,6.0,25000.0,1.0,15.0,165,125,4.0,5.0,5.0,2,1.0,2.0,1.0,2.0,4.0,5,55000.0,2.0,2.0,1.0,2.0,1,3.0,2.0,3.0,3.0,3,4
+3121,4.0,2,17,49,82,2015,2,1965,1.0,1.0,1.0,4.0,18789.0,1.0,100.0,163,132,2.0,2.0,2.0,1,3.0,4.0,1.0,2.0,1.0,1,30000.0,4.0,2.0,1.0,2.0,3,1.0,2.0,3.0,2.0,3,3
+3122,5.0,2,11,31,54,2015,1,1972,1.0,1.0,1.0,3.0,30000.0,1.0,120.0,170,124,3.0,5.0,3.0,1,2.0,2.0,2.0,3.0,2.0,1,50000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,2,4
+3123,3.0,1,19,59,95,2015,2,1985,1.0,1.0,1.0,4.0,75000.0,1.0,75.0,160,100,5.0,5.0,5.0,1,2.0,3.0,2.0,4.0,5.0,1,10000.0,3.0,3.0,0.0,1.0,3,2.0,1.0,4.0,2.0,1,5
+3124,5.0,1,1,1,8,2015,2,1958,1.0,0.0,1.0,6.0,36000.0,1.0,75.0,165,145,4.0,4.0,5.0,2,2.0,4.0,2.0,4.0,6.0,5,36000.0,1.0,3.0,1.0,2.0,6,3.0,2.0,3.0,2.0,3,4
+3125,4.0,2,15,42,73,2015,1,1950,1.0,0.0,6.0,5.0,40000.0,1.0,120.0,175,140,5.0,5.0,4.0,2,2.0,3.0,3.0,2.0,6.0,5,80000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,5
+3126,4.0,1,27,78,118,2015,1,1994,1.0,1.0,1.0,12.0,14000.0,1.0,60.0,180,140,5.0,5.0,5.0,1,2.0,4.0,3.0,4.0,2.0,1,48000.0,2.0,3.0,1.0,2.0,1,3.0,2.0,3.0,2.0,1,3
+3127,3.0,2,9,23,45,2015,2,1963,1.0,1.0,1.0,3.0,0.0,1.0,60.0,155,95,3.0,5.0,5.0,1,1.0,5.0,1.0,4.0,1.0,3,12000.0,1.0,2.0,1.0,2.0,3,3.0,1.0,3.0,3.0,3,1
+3128,1.0,1,1,1,5,2015,2,1969,1.0,1.0,1.0,10.0,25000.0,1.0,30.0,168,125,3.0,4.0,4.0,2,4.0,4.0,4.0,2.0,4.0,1,91417.0,1.0,2.0,1.0,2.0,3,2.0,3.0,4.0,4.0,2,4
+3129,3.0,2,31,87,132,2015,2,1970,1.0,1.0,1.0,3.0,25000.0,1.0,90.0,160,90,2.0,5.0,3.0,1,4.0,3.0,1.0,1.0,1.0,3,19355.0,4.0,1.0,1.0,2.0,3,2.0,1.0,2.0,3.0,2,4
+3130,4.0,1,27,78,118,2015,2,1961,1.0,1.0,1.0,4.0,10000.0,1.0,51.0,160,102,4.0,5.0,5.0,1,2.0,2.0,3.0,2.0,5.0,1,40000.0,3.0,3.0,1.0,2.0,4,3.0,1.0,4.0,2.0,3,3
+3131,4.0,2,5,8,24,2015,1,1964,1.0,1.0,1.0,4.0,50000.0,1.0,80.0,172,180,4.0,4.0,5.0,1,4.0,3.0,1.0,4.0,4.0,1,50000.0,2.0,4.0,1.0,2.0,3,1.0,2.0,3.0,2.0,3,5
+3132,4.0,1,12,34,64,2015,1,1949,1.0,1.0,2.0,4.0,90000.0,1.0,110.0,166,135,3.0,3.0,3.0,2,3.0,3.0,2.0,4.0,6.0,5,360000.0,5.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,4,5
+3133,4.0,2,2,4,11,2015,1,1963,1.0,1.0,1.0,1.0,0.0,1.0,110.0,155,100,4.0,4.0,4.0,1,2.0,1.0,1.0,4.0,1.0,4,2000.0,1.0,2.0,1.0,2.0,7,2.0,2.0,3.0,2.0,3,1
+3134,4.0,1,2,2,9,2015,2,1954,8.0,1.0,1.0,4.0,500.0,1.0,300.0,162,108,5.0,5.0,4.0,2,3.0,3.0,3.0,2.0,6.0,3,5000.0,1.0,4.0,3.0,1.0,3,2.0,1.0,4.0,2.0,3,1
+3135,4.0,1,21,61,97,2015,1,1995,1.0,1.0,1.0,12.0,0.0,2.0,120.0,175,130,5.0,5.0,5.0,2,2.0,4.0,3.0,4.0,5.0,6,90000.0,1.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,1
+3136,4.0,1,26,76,116,2015,1,1981,1.0,1.0,3.0,10.0,100000.0,1.0,90.0,175,120,4.0,5.0,5.0,5,4.0,4.0,2.0,4.0,5.0,1,9150000.0,1.0,3.0,2.0,1.0,1,2.0,2.0,3.0,3.0,2,5
+3137,4.0,2,6,17,33,2015,2,1965,1.0,1.0,1.0,4.0,10000.0,1.0,120.0,157,100,4.0,4.0,4.0,1,4.0,3.0,1.0,3.0,5.0,2,30000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+3138,4.0,2,3,6,13,2015,1,1959,1.0,1.0,1.0,4.0,10000.0,1.0,30.0,155,115,1.0,5.0,5.0,1,5.0,5.0,1.0,2.0,5.0,2,17000.0,3.0,1.0,1.0,2.0,3,3.0,2.0,4.0,4.0,3,3
+3139,4.0,2,5,10,26,2015,1,1960,1.0,1.0,1.0,3.0,0.0,1.0,100.0,170,150,2.0,2.0,2.0,1,5.0,4.0,1.0,4.0,5.0,4,50000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,1
+3140,4.0,1,12,32,61,2015,1,1982,1.0,1.0,1.0,4.0,20000.0,1.0,200.0,166,105,4.0,5.0,4.0,4,5.0,4.0,2.0,3.0,4.0,1,40000.0,3.0,2.0,1.0,1.0,3,3.0,1.0,3.0,2.0,2,3
+3141,4.0,1,26,74,114,2015,1,1976,1.0,1.0,1.0,3.0,24000.0,1.0,30.0,175,140,5.0,4.0,4.0,1,3.0,3.0,2.0,4.0,4.0,1,24000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,4
+3142,5.0,2,29,84,127,2015,1,1961,1.0,1.0,1.0,4.0,10000.0,1.0,250.0,165,148,2.0,2.0,5.0,1,5.0,5.0,1.0,5.0,5.0,3,75000.0,6.0,3.0,2.0,1.0,3,2.0,1.0,4.0,1.0,3,3
+3143,2.0,1,13,36,66,2015,2,1943,8.0,1.0,1.0,1.0,840.0,1.0,80.0,150,88,2.0,4.0,2.0,1,4.0,5.0,1.0,4.0,3.0,4,64085.0,5.0,1.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,1
+3144,3.0,1,6,12,28,2015,1,1957,1.0,1.0,1.0,4.0,15000.0,1.0,110.0,165,115,3.0,5.0,4.0,2,3.0,4.0,1.0,3.0,6.0,5,30000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,3
+3145,4.0,1,9,21,43,2015,2,1952,1.0,1.0,1.0,1.0,20000.0,1.0,180.0,160,120,2.0,2.0,3.0,1,3.0,2.0,1.0,4.0,5.0,3,40000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,5.0,2.0,3,3
+3146,2.0,2,28,81,122,2015,2,1962,1.0,1.0,1.0,3.0,1500.0,1.0,80.0,145,40,2.0,3.0,3.0,1,3.0,4.0,1.0,4.0,5.0,4,3000.0,3.0,1.0,1.0,2.0,3,3.0,2.0,1.0,2.0,3,2
+3147,1.0,2,24,72,112,2015,1,1942,1.0,1.0,1.0,3.0,0.0,1.0,50.0,150,80,4.0,4.0,1.0,1,2.0,2.0,1.0,4.0,1.0,4,5000.0,2.0,1.0,1.0,2.0,3,3.0,3.0,3.0,4.0,4,1
+3148,4.0,2,5,8,24,2015,1,1951,1.0,1.0,1.0,3.0,20000.0,1.0,85.0,175,180,4.0,4.0,4.0,1,3.0,4.0,2.0,4.0,5.0,3,40000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+3149,5.0,2,18,52,86,2015,2,1950,1.0,1.0,1.0,4.0,9991500.0,1.0,189.0,160,118,4.0,4.0,4.0,1,1.0,1.0,1.0,4.0,5.0,3,3000.0,5.0,4.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,5
+3150,5.0,1,27,80,120,2015,2,1949,1.0,1.0,1.0,4.0,660.0,1.0,54.0,158,120,4.0,4.0,4.0,1,2.0,3.0,2.0,2.0,5.0,4,50000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,1
+3151,3.0,1,15,41,72,2015,2,1972,1.0,1.0,1.0,6.0,20000.0,1.0,106.0,165,124,4.0,4.0,4.0,4,2.0,4.0,1.0,3.0,5.0,1,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+3152,3.0,1,6,16,32,2015,1,1997,1.0,1.0,1.0,6.0,0.0,1.0,60.0,163,105,4.0,4.0,5.0,2,3.0,2.0,1.0,2.0,6.0,6,109261.0,4.0,3.0,1.0,2.0,1,2.0,1.0,5.0,2.0,1,1
+3153,4.0,2,5,10,26,2015,2,1955,3.0,1.0,1.0,1.0,4000.0,1.0,700.0,160,98,2.0,2.0,3.0,1,3.0,3.0,1.0,4.0,5.0,4,20000.0,4.0,3.0,1.0,1.0,7,2.0,2.0,4.0,2.0,3,2
+3154,4.0,2,29,82,124,2015,2,1960,1.0,0.0,4.0,4.0,10000.0,1.0,24.0,165,80,5.0,5.0,2.0,4,3.0,3.0,2.0,4.0,1.0,3,12000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,3
+3155,4.0,1,3,6,13,2015,1,1964,2.0,1.0,3.0,3.0,65000.0,1.0,110.0,173,130,5.0,5.0,3.0,1,3.0,2.0,1.0,4.0,4.0,2,70000.0,3.0,2.0,2.0,1.0,3,2.0,3.0,4.0,2.0,3,5
+3156,4.0,1,26,75,115,2015,1,1950,1.0,0.0,1.0,3.0,70000.0,1.0,76.0,176,167,4.0,3.0,4.0,2,1.0,1.0,1.0,2.0,4.0,5,120000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,5
+3157,2.0,2,2,4,11,2015,1,1964,1.0,1.0,1.0,1.0,4000.0,1.0,100.0,168,130,3.0,3.0,2.0,1,3.0,3.0,1.0,3.0,3.0,3,10000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,2
+3158,4.0,1,4,7,20,2015,2,1983,2.0,1.0,1.0,12.0,50000.0,1.0,105.0,168,90,3.0,4.0,4.0,5,3.0,2.0,3.0,3.0,6.0,1,150000.0,5.0,2.0,1.0,1.0,3,3.0,2.0,4.0,2.0,1,5
+3159,5.0,2,5,10,26,2015,2,1933,1.0,1.0,1.0,1.0,2000.0,1.0,70.0,155,120,3.0,3.0,4.0,1,4.0,1.0,1.0,5.0,2.0,4,40000.0,3.0,3.0,1.0,2.0,7,2.0,1.0,5.0,2.0,5,2
+3160,4.0,2,11,30,53,2015,2,1949,1.0,1.0,1.0,1.0,0.0,1.0,78.0,157,87,4.0,4.0,3.0,1,3.0,3.0,1.0,2.0,4.0,6,0.0,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,1
+3161,4.0,1,12,32,61,2015,1,1990,1.0,1.0,1.0,12.0,3000.0,1.0,15.0,173,144,5.0,5.0,5.0,1,3.0,3.0,5.0,4.0,5.0,1,20000.0,2.0,2.0,2.0,2.0,1,3.0,2.0,4.0,3.0,1,2
+3162,4.0,1,27,78,118,2015,1,1963,1.0,1.0,1.0,6.0,50000.0,1.0,90.0,175,130,5.0,5.0,5.0,2,2.0,3.0,3.0,4.0,5.0,1,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+3163,3.0,2,28,81,122,2015,1,1958,1.0,1.0,1.0,3.0,12000.0,1.0,50.0,170,100,4.0,4.0,4.0,1,3.0,5.0,3.0,3.0,4.0,3,15000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+3164,4.0,1,10,27,49,2015,2,1983,1.0,1.0,1.0,7.0,0.0,1.0,85.0,165,110,5.0,4.0,4.0,2,2.0,2.0,2.0,1.0,2.0,5,30000.0,3.0,2.0,1.0,1.0,3,3.0,2.0,3.0,1.0,1,1
+3165,3.0,1,6,16,32,2015,1,1945,1.0,1.0,1.0,11.0,20000.0,1.0,61.0,165,100,4.0,5.0,5.0,2,2.0,2.0,2.0,2.0,5.0,5,45958.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,4,3
+3166,5.0,1,10,27,49,2015,1,1983,4.0,0.0,4.0,6.0,50000.0,1.0,50.0,173,140,5.0,5.0,5.0,2,3.0,4.0,3.0,5.0,6.0,1,100000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,1.0,1,5
+3167,2.0,1,21,64,101,2015,2,1980,1.0,1.0,1.0,12.0,80000.0,1.0,120.0,159,96,4.0,4.0,3.0,4,3.0,3.0,3.0,2.0,4.0,1,120000.0,5.0,4.0,2.0,1.0,3,1.0,1.0,4.0,3.0,2,5
+3168,4.0,1,16,44,75,2015,1,1956,1.0,1.0,1.0,3.0,6000.0,1.0,30.0,165,102,5.0,5.0,4.0,2,1.0,4.0,2.0,3.0,5.0,2,6000.0,1.0,3.0,1.0,2.0,6,2.0,2.0,3.0,2.0,3,2
+3169,3.0,2,9,22,44,2015,1,1955,1.0,1.0,1.0,3.0,20000.0,1.0,90.0,162,110,4.0,2.0,3.0,1,3.0,3.0,1.0,4.0,2.0,3,20000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,3.0,3.0,3,3
+3170,3.0,1,31,89,134,2015,1,1956,1.0,1.0,1.0,6.0,21000.0,1.0,29.0,172,160,3.0,4.0,5.0,2,2.0,5.0,1.0,4.0,5.0,5,42000.0,2.0,2.0,2.0,2.0,3,2.0,2.0,5.0,3.0,3,3
+3171,5.0,2,23,68,108,2015,2,1954,1.0,1.0,1.0,1.0,5000.0,1.0,68.0,160,108,1.0,2.0,2.0,1,1.0,2.0,1.0,4.0,2.0,3,20000.0,2.0,1.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,2
+3172,3.0,1,9,23,45,2015,2,1973,1.0,1.0,1.0,3.0,20000.0,1.0,60.0,157,100,3.0,5.0,3.0,1,2.0,4.0,1.0,3.0,2.0,1,60000.0,3.0,3.0,1.0,2.0,4,2.0,2.0,4.0,2.0,2,3
+3173,4.0,1,1,1,7,2015,2,1932,1.0,0.0,1.0,3.0,40000.0,1.0,26.0,155,80,2.0,3.0,4.0,2,2.0,4.0,1.0,4.0,5.0,5,40000.0,1.0,2.0,1.0,2.0,7,2.0,2.0,4.0,2.0,5,5
+3174,4.0,1,23,69,109,2015,1,1992,1.0,1.0,1.0,10.0,0.0,2.0,40.0,170,150,3.0,4.0,4.0,2,3.0,3.0,3.0,2.0,3.0,1,30000.0,4.0,3.0,1.0,2.0,1,3.0,2.0,3.0,3.0,1,1
+3175,3.0,2,5,8,23,2015,1,1963,1.0,0.0,1.0,3.0,36000.0,1.0,78.0,164,120,4.0,4.0,4.0,2,4.0,4.0,1.0,2.0,4.0,4,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,4
+3176,4.0,2,28,81,122,2015,1,1996,1.0,1.0,1.0,6.0,3296.0,2.0,200.0,170,120,5.0,4.0,4.0,1,2.0,3.0,5.0,4.0,5.0,6,30000.0,3.0,4.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,2
+3177,4.0,1,26,75,115,2015,2,1994,1.0,1.0,1.0,12.0,24000.0,1.0,90.0,160,104,5.0,4.0,4.0,2,1.0,3.0,3.0,4.0,6.0,6,320000.0,4.0,3.0,2.0,1.0,1,1.0,1.0,2.0,2.0,1,4
+3178,4.0,1,12,32,60,2015,2,1991,1.0,1.0,1.0,7.0,12000.0,1.0,50.0,161,108,4.0,4.0,4.0,4,3.0,4.0,2.0,3.0,4.0,1,72000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,3
+3179,4.0,1,29,82,125,2015,2,1978,1.0,1.0,1.0,6.0,0.0,1.0,120.0,152,110,4.0,4.0,4.0,2,3.0,3.0,3.0,3.0,5.0,5,40000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+3180,5.0,1,9,20,42,2015,1,1959,1.0,1.0,1.0,6.0,50000.0,1.0,180.0,168,130,4.0,5.0,4.0,2,3.0,4.0,3.0,4.0,3.0,1,60000.0,2.0,3.0,2.0,2.0,3,2.0,2.0,4.0,3.0,3,5
+3181,4.0,1,13,36,67,2015,2,1974,1.0,1.0,1.0,4.0,0.0,1.0,200.0,150,90,3.0,5.0,3.0,2,3.0,3.0,3.0,4.0,5.0,5,132360.0,2.0,3.0,1.0,2.0,3,3.0,3.0,4.0,2.0,2,1
+3182,5.0,2,10,24,46,2015,1,1982,4.0,0.0,5.0,3.0,50000.0,1.0,80.0,165,160,5.0,5.0,5.0,1,2.0,4.0,2.0,2.0,5.0,3,60000.0,4.0,3.0,1.0,1.0,3,2.0,1.0,4.0,3.0,2,5
+3183,3.0,1,31,87,130,2015,1,1986,1.0,1.0,1.0,10.0,40000.0,1.0,90.0,170,140,5.0,5.0,2.0,2,2.0,4.0,2.0,2.0,1.0,1,70000.0,3.0,3.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,5
+3184,4.0,1,12,32,56,2015,1,1971,1.0,1.0,1.0,5.0,50000.0,1.0,70.0,168,138,4.0,5.0,5.0,4,3.0,4.0,2.0,2.0,5.0,1,60000.0,3.0,2.0,0.0,2.0,3,3.0,2.0,2.0,3.0,2,5
+3185,4.0,1,27,78,118,2015,2,1991,1.0,1.0,1.0,13.0,7400.0,4.0,105.0,168,125,5.0,5.0,5.0,2,2.0,5.0,3.0,4.0,3.0,1,60000.0,3.0,2.0,1.0,2.0,1,3.0,2.0,4.0,2.0,1,2
+3186,3.0,1,9,22,44,2015,1,1967,1.0,1.0,1.0,4.0,0.0,1.0,145.0,178,182,1.0,1.0,3.0,1,5.0,4.0,2.0,4.0,4.0,5,20000.0,3.0,2.0,2.0,2.0,3,3.0,3.0,5.0,2.0,2,1
+3187,2.0,2,28,81,123,2015,2,1938,1.0,1.0,1.0,1.0,300.0,1.0,260.0,148,70,1.0,1.0,1.0,2,3.0,2.0,1.0,3.0,3.0,3,300.0,1.0,2.0,1.0,2.0,3,3.0,1.0,3.0,3.0,4,1
+3188,3.0,1,21,63,99,2015,2,1943,1.0,1.0,1.0,8.0,36000.0,1.0,80.0,160,130,1.0,1.0,5.0,5,5.0,3.0,2.0,2.0,4.0,5,60000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+3189,4.0,1,28,81,122,2015,2,1970,1.0,1.0,1.0,3.0,10000.0,1.0,100.0,150,110,3.0,3.0,3.0,1,4.0,3.0,1.0,3.0,3.0,3,100000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0,2,3
+3190,4.0,2,29,82,124,2015,2,1964,1.0,0.0,3.0,4.0,10000.0,1.0,100.0,148,110,4.0,4.0,3.0,1,3.0,3.0,1.0,4.0,5.0,3,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+3191,4.0,1,31,87,130,2015,2,1957,1.0,1.0,1.0,6.0,2000.0,1.0,33.6,160,120,4.0,4.0,4.0,2,4.0,4.0,1.0,3.0,5.0,5,2000.0,1.0,2.0,1.0,2.0,7,2.0,2.0,4.0,2.0,3,2
+3192,4.0,2,28,81,122,2015,1,1965,1.0,1.0,1.0,3.0,2000.0,1.0,100.0,170,120,4.0,4.0,4.0,1,3.0,2.0,1.0,4.0,5.0,3,15000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,3.0,3.0,3,2
+3193,4.0,1,4,7,14,2015,1,1986,1.0,1.0,1.0,6.0,48000.0,1.0,10.0,176,135,4.0,4.0,3.0,1,3.0,3.0,3.0,4.0,5.0,1,48000.0,1.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,5
+3194,3.0,2,22,65,103,2015,1,1941,1.0,1.0,1.0,3.0,700.0,1.0,100.0,150,80,3.0,3.0,3.0,1,3.0,4.0,1.0,2.0,2.0,4,40700.0,2.0,2.0,1.0,2.0,7,3.0,2.0,4.0,2.0,4,1
+3195,4.0,1,15,42,73,2015,2,1972,1.0,1.0,1.0,4.0,20000.0,1.0,100.0,160,120,5.0,4.0,5.0,2,2.0,3.0,2.0,4.0,5.0,1,900000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+3196,4.0,1,31,87,130,2015,1,1954,1.0,1.0,1.0,6.0,20000.0,1.0,72.0,167,75,1.0,2.0,2.0,2,1.0,1.0,1.0,4.0,2.0,5,15000.0,1.0,3.0,1.0,2.0,6,3.0,1.0,4.0,2.0,3,3
+3197,4.0,2,31,88,133,2015,1,1967,1.0,1.0,1.0,4.0,50000.0,1.0,40.0,170,140,3.0,4.0,4.0,1,4.0,4.0,1.0,2.0,2.0,2,50000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,5
+3198,3.0,1,13,36,67,2015,1,1959,1.0,1.0,1.0,4.0,0.0,1.0,90.0,165,128,3.0,5.0,5.0,2,4.0,4.0,4.0,2.0,2.0,5,74189.0,2.0,3.0,1.0,2.0,3,3.0,3.0,5.0,2.0,3,1
+3199,3.0,1,1,1,5,2015,2,1956,1.0,0.0,8.0,6.0,36000.0,1.0,60.0,158,130,3.0,3.0,3.0,2,5.0,5.0,3.0,3.0,2.0,5,300000.0,2.0,3.0,1.0,1.0,3,2.0,3.0,4.0,2.0,3,4
+3200,4.0,1,7,18,40,2015,1,1954,1.0,1.0,1.0,9.0,12000.0,4.0,40.0,172,170,2.0,2.0,2.0,2,3.0,4.0,3.0,3.0,4.0,5,30000.0,2.0,3.0,2.0,2.0,3,2.0,1.0,3.0,1.0,3,3
+3201,4.0,1,1,1,6,2015,2,1944,1.0,1.0,1.0,6.0,43200.0,1.0,34.0,150,80,3.0,2.0,4.0,2,2.0,2.0,2.0,4.0,5.0,5,94800.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,5
+3202,4.0,2,2,2,9,2015,2,1949,8.0,0.0,7.0,3.0,1500.0,1.0,100.0,160,100,4.0,4.0,4.0,1,3.0,3.0,1.0,1.0,3.0,1,3000.0,2.0,3.0,3.0,2.0,3,2.0,2.0,2.0,2.0,4,2
+3203,4.0,2,13,36,66,2015,2,1970,8.0,1.0,1.0,1.0,13641.0,1.0,450.0,150,90,4.0,4.0,4.0,1,4.0,3.0,1.0,4.0,4.0,3,41207.0,2.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,3
+3204,4.0,1,19,57,91,2015,1,1990,1.0,1.0,1.0,13.0,30000.0,4.0,90.0,175,140,4.0,5.0,4.0,2,4.0,3.0,4.0,3.0,2.0,1,200000.0,1.0,3.0,2.0,1.0,1,2.0,1.0,2.0,2.0,1,4
+3205,4.0,1,31,87,132,2015,2,1981,1.0,1.0,1.0,10.0,40000.0,1.0,65.0,165,120,5.0,5.0,4.0,2,3.0,4.0,4.0,4.0,4.0,1,80000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+3206,2.0,1,15,42,73,2015,2,1939,1.0,1.0,1.0,1.0,3486.0,1.0,150.0,157,120,3.0,4.0,4.0,1,4.0,4.0,1.0,3.0,6.0,4,80000.0,3.0,3.0,2.0,1.0,3,2.0,2.0,3.0,2.0,4,2
+3207,1.0,1,13,37,68,2015,1,1975,1.0,1.0,1.0,3.0,12000.0,1.0,75.0,175,130,5.0,3.0,2.0,1,2.0,4.0,1.0,1.0,1.0,1,50000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,3.0,1.0,2,3
+3208,5.0,1,24,71,111,2015,2,1988,1.0,0.0,9.0,10.0,36000.0,2.0,200.0,168,110,4.0,5.0,4.0,5,4.0,4.0,2.0,4.0,5.0,1,100000.0,3.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,1,4
+3209,4.0,2,2,2,9,2015,1,1957,8.0,1.0,1.0,3.0,9442.0,1.0,300.0,170,100,3.0,4.0,4.0,1,4.0,3.0,1.0,4.0,5.0,3,50000.0,7.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,3,2
+3210,3.0,1,11,30,53,2015,2,1963,1.0,1.0,1.0,3.0,6000.0,1.0,100.0,160,134,4.0,4.0,3.0,1,4.0,4.0,1.0,4.0,4.0,1,6000.0,4.0,2.0,0.0,2.0,3,3.0,2.0,4.0,2.0,3,2
+3211,5.0,1,27,78,118,2015,1,1975,1.0,1.0,1.0,12.0,48000.0,1.0,90.0,176,150,4.0,4.0,5.0,2,2.0,4.0,2.0,4.0,3.0,1,84000.0,3.0,2.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+3212,5.0,1,21,63,99,2015,1,1956,1.0,1.0,1.0,3.0,50000.0,1.0,100.0,166,130,4.0,4.0,5.0,2,4.0,5.0,3.0,4.0,7.0,1,50000.0,3.0,4.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,5
+3213,4.0,1,31,86,129,2015,2,1977,1.0,1.0,1.0,4.0,0.0,1.0,40.0,160,110,2.0,4.0,4.0,1,2.0,5.0,1.0,4.0,3.0,6,10000.0,3.0,2.0,0.0,2.0,3,3.0,2.0,4.0,3.0,2,1
+3214,4.0,2,6,16,32,2015,2,1952,1.0,1.0,1.0,4.0,6000.0,1.0,200.0,155,90,2.0,3.0,3.0,1,3.0,2.0,1.0,3.0,6.0,3,22961.0,4.0,2.0,1.0,2.0,3,2.0,2.0,5.0,2.0,3,2
+3215,4.0,1,5,11,27,2015,2,1986,1.0,1.0,1.0,10.0,35000.0,1.0,60.0,160,120,3.0,4.0,4.0,2,3.0,3.0,2.0,3.0,5.0,1,90000.0,3.0,3.0,1.0,2.0,3,1.0,2.0,3.0,2.0,1,4
+3216,4.0,2,18,51,84,2015,2,1940,1.0,1.0,1.0,1.0,1500.0,1.0,60.0,150,85,3.0,3.0,3.0,1,3.0,1.0,1.0,2.0,3.0,5,1500.0,1.0,1.0,1.0,2.0,7,3.0,1.0,3.0,2.0,4,2
+3217,4.0,2,17,48,81,2015,1,1952,3.0,0.0,8.0,3.0,35000.0,1.0,90.0,173,120,3.0,4.0,3.0,1,2.0,4.0,1.0,2.0,3.0,1,40000.0,2.0,2.0,1.0,2.0,3,1.0,2.0,4.0,2.0,3,4
+3218,5.0,1,23,69,109,2015,2,1993,1.0,1.0,1.0,4.0,0.0,1.0,110.0,176,103,4.0,5.0,5.0,1,2.0,4.0,2.0,5.0,10.0,6,40000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,1
+3219,2.0,1,13,37,68,2015,1,1980,1.0,1.0,1.0,11.0,21600.0,4.0,22.0,173,140,5.0,5.0,2.0,1,2.0,2.0,2.0,2.0,1.0,1,21600.0,5.0,2.0,0.0,2.0,3,3.0,2.0,3.0,3.0,2,3
+3220,4.0,2,22,65,104,2015,2,1972,8.0,1.0,4.0,3.0,0.0,1.0,100.0,150,100,2.0,2.0,3.0,1,4.0,4.0,1.0,3.0,2.0,6,10000.0,5.0,1.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,1
+3221,4.0,1,18,55,89,2015,2,1968,1.0,1.0,1.0,6.0,18000.0,1.0,110.0,160,120,5.0,4.0,4.0,2,2.0,4.0,2.0,2.0,4.0,1,30000.0,4.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,3
+3222,2.0,1,12,33,62,2015,1,1971,1.0,1.0,1.0,3.0,24000.0,1.0,80.0,174,130,4.0,4.0,2.0,1,5.0,2.0,1.0,2.0,4.0,1,24000.0,6.0,2.0,1.0,2.0,3,2.0,1.0,4.0,3.0,2,4
+3223,5.0,1,1,1,8,2015,2,1931,1.0,1.0,1.0,4.0,36000.0,4.0,12.0,158,115,4.0,5.0,5.0,2,4.0,1.0,1.0,3.0,5.0,5,36000.0,1.0,2.0,1.0,2.0,7,2.0,2.0,3.0,3.0,5,4
+3224,3.0,1,6,15,31,2015,1,1938,1.0,1.0,1.0,7.0,36000.0,1.0,43.0,168,88,3.0,3.0,3.0,2,3.0,3.0,3.0,3.0,5.0,5,72000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,4
+3225,2.0,2,22,66,105,2015,2,1945,1.0,1.0,1.0,3.0,0.0,1.0,160.0,156,80,2.0,2.0,3.0,1,3.0,4.0,1.0,3.0,2.0,4,1200.0,1.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,1
+3226,4.0,2,15,43,74,2015,2,1965,1.0,1.0,1.0,3.0,2000.0,1.0,300.0,155,120,4.0,4.0,4.0,1,3.0,3.0,1.0,2.0,6.0,3,90000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,2
+3227,4.0,2,29,82,124,2015,1,1964,1.0,1.0,1.0,4.0,20000.0,1.0,80.0,173,134,4.0,3.0,3.0,1,3.0,3.0,1.0,4.0,5.0,1,40000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+3228,4.0,1,9,20,42,2015,1,1997,1.0,1.0,1.0,6.0,0.0,2.0,20.0,170,150,4.0,4.0,4.0,1,4.0,3.0,3.0,4.0,6.0,6,57752.0,2.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,1
+3229,4.0,2,29,83,126,2015,2,1963,1.0,1.0,1.0,2.0,0.0,1.0,200.0,162,102,5.0,4.0,4.0,1,2.0,1.0,1.0,4.0,4.0,4,60000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,1
+3230,1.0,2,11,31,54,2015,2,1950,1.0,1.0,1.0,4.0,18025.0,1.0,120.0,160,120,2.0,3.0,3.0,1,4.0,3.0,4.0,2.0,3.0,1,31569.0,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,3
+3231,3.0,1,1,1,7,2015,2,1948,1.0,0.0,1.0,7.0,37200.0,1.0,41.0,160,110,3.0,4.0,4.0,2,2.0,3.0,1.0,3.0,7.0,5,37200.0,1.0,2.0,2.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+3232,3.0,1,12,34,64,2015,2,1975,1.0,0.0,3.0,4.0,11658.0,1.0,140.0,160,104,3.0,2.0,2.0,2,2.0,2.0,1.0,1.0,3.0,4,111957.0,5.0,2.0,1.0,1.0,3,2.0,2.0,5.0,2.0,2,3
+3233,4.0,2,31,87,131,2015,2,1942,1.0,1.0,1.0,1.0,0.0,1.0,60.0,150,66,2.0,4.0,4.0,1,3.0,4.0,1.0,4.0,5.0,3,30000.0,1.0,3.0,1.0,2.0,7,2.0,1.0,5.0,2.0,4,1
+3234,4.0,1,29,82,125,2015,2,1969,1.0,1.0,1.0,3.0,50000.0,1.0,140.0,162,130,5.0,4.0,4.0,1,2.0,3.0,2.0,2.0,5.0,1,90000.0,4.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+3235,4.0,1,12,32,58,2015,2,1984,1.0,1.0,3.0,9.0,20000.0,1.0,50.0,164,42,4.0,5.0,5.0,4,2.0,4.0,4.0,3.0,4.0,5,200000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,1,3
+3236,4.0,1,1,1,4,2015,2,1966,1.0,1.0,1.0,6.0,36000.0,1.0,76.0,150,105,3.0,4.0,4.0,5,4.0,4.0,4.0,4.0,7.0,1,100000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+3237,4.0,2,31,87,130,2015,1,1940,1.0,1.0,1.0,3.0,660.0,1.0,100.0,175,126,4.0,5.0,2.0,1,3.0,4.0,1.0,4.0,5.0,4,20000.0,4.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0,4,1
+3238,3.0,1,1,1,4,2015,1,1962,1.0,1.0,1.0,8.0,24240.0,1.0,85.3,170,130,4.0,4.0,4.0,2,3.0,3.0,3.0,3.0,5.0,1,60000.0,2.0,2.0,1.0,2.0,6,3.0,2.0,3.0,2.0,3,4
+3239,4.0,1,15,43,74,2015,2,1975,1.0,1.0,1.0,11.0,55222.0,1.0,100.0,168,120,4.0,4.0,4.0,5,3.0,2.0,2.0,4.0,5.0,1,139219.0,3.0,3.0,3.0,2.0,3,2.0,2.0,3.0,3.0,2,5
+3240,4.0,1,29,82,125,2015,1,1948,1.0,1.0,1.0,6.0,30000.0,4.0,120.0,170,150,2.0,2.0,2.0,2,4.0,4.0,2.0,3.0,2.0,5,40000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,4,4
+3241,4.0,1,31,87,132,2015,1,1958,1.0,1.0,1.0,12.0,60000.0,4.0,50.0,176,150,2.0,4.0,4.0,2,3.0,1.0,1.0,2.0,4.0,1,100000.0,2.0,3.0,2.0,2.0,3,3.0,3.0,4.0,3.0,3,5
+3242,4.0,1,5,8,23,2015,2,1992,3.0,1.0,1.0,12.0,0.0,2.0,84.0,166,120,4.0,5.0,5.0,5,4.0,4.0,4.0,4.0,6.0,1,100000.0,1.0,4.0,1.0,2.0,1,2.0,2.0,5.0,2.0,1,1
+3243,4.0,1,27,77,117,2015,2,1942,1.0,1.0,1.0,1.0,24000.0,1.0,80.0,168,130,3.0,3.0,3.0,5,4.0,3.0,1.0,4.0,5.0,5,45000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,4
+3244,4.0,1,1,1,6,2015,2,1982,1.0,1.0,1.0,6.0,36000.0,1.0,40.0,164,110,4.0,4.0,4.0,2,4.0,4.0,2.0,3.0,6.0,1,160000.0,4.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,4
+3245,4.0,1,9,20,42,2015,1,1948,1.0,1.0,1.0,7.0,30000.0,4.0,160.0,168,140,4.0,5.0,4.0,2,3.0,4.0,4.0,4.0,6.0,5,60000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,4
+3246,4.0,2,13,36,66,2015,2,1953,6.0,1.0,1.0,1.0,6000.0,1.0,200.0,150,120,2.0,3.0,3.0,1,2.0,2.0,1.0,3.0,5.0,3,20000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,5.0,3.0,3,2
+3247,4.0,2,13,36,66,2015,1,1962,8.0,0.0,1.0,4.0,7000.0,1.0,550.0,168,110,5.0,4.0,4.0,1,4.0,4.0,2.0,4.0,4.0,2,193300.0,2.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,3,2
+3248,5.0,1,10,25,47,2015,2,1948,1.0,0.0,8.0,3.0,0.0,1.0,90.0,159,125,3.0,3.0,5.0,1,2.0,4.0,4.0,5.0,5.0,4,30000.0,2.0,2.0,2.0,2.0,3,2.0,1.0,4.0,2.0,4,1
+3249,4.0,1,23,69,109,2015,1,1975,1.0,1.0,1.0,10.0,40000.0,1.0,40.0,175,130,5.0,5.0,5.0,2,2.0,4.0,4.0,3.0,2.0,1,60000.0,3.0,1.0,0.0,1.0,3,3.0,2.0,4.0,3.0,2,5
+3250,4.0,2,13,35,65,2015,2,1947,6.0,1.0,1.0,1.0,0.0,1.0,400.0,160,89,1.0,1.0,3.0,1,2.0,3.0,1.0,4.0,5.0,4,72000.0,4.0,2.0,1.0,2.0,3,2.0,1.0,5.0,2.0,4,1
+3251,4.0,2,5,9,25,2015,1,1934,1.0,1.0,1.0,1.0,0.0,1.0,100.0,170,150,4.0,4.0,4.0,1,3.0,3.0,1.0,4.0,4.0,4,40000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,5,1
+3252,4.0,2,21,62,98,2015,1,1947,8.0,1.0,1.0,3.0,5000.0,1.0,240.0,167,130,4.0,4.0,4.0,1,4.0,4.0,1.0,4.0,1.0,2,10000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,2
+3253,3.0,2,28,81,122,2015,1,1952,1.0,1.0,1.0,3.0,10000.0,1.0,70.0,175,140,3.0,3.0,3.0,1,4.0,3.0,2.0,2.0,4.0,3,15000.0,2.0,2.0,2.0,2.0,4,3.0,2.0,3.0,2.0,3,3
+3254,4.0,1,19,57,91,2015,1,1957,1.0,1.0,1.0,4.0,100000.0,1.0,45.0,174,130,4.0,4.0,4.0,5,3.0,4.0,2.0,2.0,5.0,1,120000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+3255,4.0,2,10,28,51,2015,1,1967,1.0,1.0,1.0,3.0,20000.0,1.0,159.0,170,135,5.0,5.0,5.0,1,3.0,3.0,1.0,3.0,5.0,3,30000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+3256,4.0,2,29,83,126,2015,2,1949,1.0,1.0,1.0,3.0,10000.0,1.0,90.0,156,110,4.0,4.0,4.0,1,2.0,1.0,1.0,3.0,4.0,3,40000.0,1.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,3
+3257,5.0,1,9,20,42,2015,2,1951,1.0,1.0,1.0,6.0,12000.0,4.0,130.0,168,120,3.0,5.0,5.0,1,2.0,4.0,2.0,4.0,8.0,5,80000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+3258,4.0,1,18,53,87,2015,1,1968,1.0,1.0,1.0,4.0,10000.0,1.0,100.0,174,180,4.0,5.0,4.0,2,1.0,4.0,4.0,2.0,1.0,5,15000.0,2.0,2.0,1.0,2.0,6,2.0,2.0,3.0,2.0,2,3
+3259,3.0,2,22,65,104,2015,2,1960,1.0,1.0,1.0,3.0,0.0,1.0,100.0,150,102,3.0,4.0,3.0,1,2.0,4.0,1.0,2.0,3.0,4,30000.0,1.0,2.0,1.0,2.0,7,3.0,3.0,4.0,2.0,3,1
+3260,4.0,1,27,78,118,2015,1,1989,1.0,1.0,1.0,4.0,80000.0,1.0,80.0,165,108,4.0,4.0,4.0,1,1.0,2.0,2.0,3.0,3.0,1,80000.0,3.0,2.0,0.0,2.0,3,2.0,1.0,4.0,2.0,1,5
+3261,4.0,1,16,44,75,2015,1,1982,1.0,0.0,1.0,6.0,50000.0,1.0,100.0,168,140,4.0,5.0,5.0,5,2.0,4.0,1.0,4.0,6.0,1,150000.0,4.0,3.0,2.0,1.0,3,2.0,1.0,3.0,2.0,2,5
+3262,4.0,2,15,40,71,2015,2,1951,1.0,1.0,1.0,7.0,36000.0,1.0,300.0,157,110,4.0,4.0,4.0,2,3.0,1.0,1.0,4.0,5.0,5,62140.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,3,4
+3263,4.0,1,4,7,17,2015,2,1934,1.0,1.0,1.0,1.0,0.0,1.0,107.0,160,120,1.0,2.0,3.0,5,2.0,4.0,2.0,4.0,2.0,4,100000.0,5.0,2.0,1.0,1.0,3,2.0,2.0,4.0,3.0,5,1
+3264,3.0,1,2,3,10,2015,1,1968,1.0,1.0,1.0,4.0,37323.0,4.0,260.0,173,156,3.0,4.0,4.0,1,3.0,3.0,2.0,5.0,3.0,2,49370.0,7.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,2,4
+3265,4.0,1,27,77,117,2015,1,1927,1.0,1.0,1.0,4.0,30000.0,1.0,45.0,167,120,4.0,4.0,4.0,2,1.0,4.0,1.0,2.0,4.0,5,35000.0,2.0,3.0,1.0,2.0,7,2.0,2.0,2.0,2.0,5,4
+3266,4.0,1,27,77,117,2015,1,1963,1.0,1.0,1.0,11.0,48000.0,4.0,120.0,180,160,5.0,5.0,5.0,5,1.0,5.0,5.0,3.0,5.0,1,120000.0,4.0,3.0,2.0,1.0,3,2.0,2.0,3.0,2.0,3,5
+3267,3.0,1,24,72,112,2015,1,1974,1.0,1.0,1.0,6.0,44703.0,1.0,70.0,172,120,4.0,4.0,4.0,1,3.0,2.0,2.0,2.0,3.0,1,56675.0,8.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+3268,4.0,2,22,67,107,2015,2,1952,8.0,1.0,4.0,3.0,2000.0,1.0,106.0,165,112,3.0,4.0,3.0,1,3.0,3.0,1.0,3.0,4.0,3,42000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+3269,2.0,1,19,57,93,2015,2,1985,1.0,0.0,4.0,4.0,50322.0,1.0,100.0,160,120,4.0,5.0,2.0,2,3.0,4.0,3.0,2.0,5.0,1,116537.0,1.0,3.0,2.0,1.0,6,2.0,2.0,3.0,2.0,1,5
+3270,4.0,1,19,57,92,2015,1,1972,1.0,1.0,1.0,4.0,80000.0,1.0,125.0,175,130,4.0,4.0,4.0,1,3.0,2.0,2.0,4.0,7.0,1,99548.0,5.0,3.0,0.0,2.0,3,3.0,2.0,2.0,2.0,2,5
+3271,4.0,1,31,87,130,2015,1,1975,1.0,1.0,1.0,4.0,40000.0,1.0,84.0,162,120,5.0,5.0,3.0,1,2.0,2.0,1.0,4.0,4.0,1,86000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+3272,5.0,2,9,20,42,2015,2,1954,1.0,1.0,1.0,1.0,10000.0,1.0,200.0,155,115,4.0,4.0,4.0,1,1.0,4.0,1.0,4.0,6.0,6,55000.0,6.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+3273,4.0,1,1,1,4,2015,1,1995,1.0,1.0,1.0,7.0,38616.0,1.0,62.0,170,140,5.0,5.0,5.0,2,2.0,3.0,3.0,3.0,5.0,1,77016.0,2.0,3.0,1.0,2.0,1,2.0,2.0,3.0,3.0,1,4
+3274,4.0,2,8,19,41,2015,2,1962,4.0,0.0,3.0,3.0,5000.0,1.0,168.0,168,100,1.0,1.0,3.0,1,1.0,3.0,1.0,4.0,5.0,3,30000.0,5.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,3,2
+3275,4.0,1,8,19,41,2015,1,1997,4.0,0.0,8.0,4.0,90000.0,1.0,18.0,178,121,4.0,4.0,3.0,2,2.0,3.0,1.0,3.0,5.0,1,160000.0,4.0,3.0,2.0,2.0,1,2.0,2.0,3.0,1.0,1,5
+3276,4.0,2,22,66,105,2015,1,1954,1.0,1.0,1.0,1.0,6000.0,1.0,100.0,160,100,3.0,3.0,3.0,1,2.0,4.0,2.0,3.0,3.0,4,6000.0,1.0,1.0,1.0,2.0,6,3.0,2.0,4.0,2.0,3,2
+3277,2.0,2,27,77,117,2015,2,1991,1.0,0.0,1.0,4.0,0.0,1.0,100.0,159,170,4.0,4.0,4.0,1,2.0,3.0,1.0,2.0,5.0,6,40000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,1,1
+3278,4.0,2,6,14,30,2015,1,1967,1.0,1.0,1.0,4.0,5000.0,1.0,110.0,170,130,2.0,4.0,3.0,1,4.0,2.0,1.0,5.0,6.0,2,7000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,2
+3279,4.0,2,31,89,134,2015,1,1975,1.0,1.0,1.0,4.0,30000.0,4.0,58.0,175,140,5.0,5.0,4.0,1,2.0,4.0,3.0,4.0,5.0,4,30000.0,1.0,4.0,2.0,1.0,3,1.0,2.0,4.0,2.0,2,4
+3280,4.0,1,16,46,77,2015,1,1995,1.0,1.0,1.0,12.0,1000.0,2.0,120.0,176,124,4.0,4.0,3.0,1,4.0,3.0,4.0,3.0,5.0,6,80000.0,4.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,1
+3281,5.0,2,17,49,82,2015,2,1962,1.0,1.0,1.0,6.0,10000.0,1.0,150.0,161,140,5.0,5.0,5.0,1,4.0,4.0,3.0,4.0,8.0,5,100000.0,6.0,4.0,1.0,1.0,3,2.0,1.0,4.0,2.0,3,3
+3282,4.0,1,10,25,47,2015,2,1996,1.0,1.0,1.0,4.0,12000.0,2.0,115.0,170,120,5.0,5.0,5.0,2,1.0,3.0,1.0,3.0,5.0,1,30000.0,4.0,3.0,1.0,2.0,1,2.0,1.0,2.0,2.0,1,3
+3283,4.0,1,16,45,76,2015,2,1990,1.0,1.0,1.0,13.0,3655.0,4.0,120.0,156,86,5.0,5.0,5.0,1,2.0,3.0,4.0,1.0,4.0,6,53198.0,5.0,3.0,1.0,2.0,1,2.0,2.0,3.0,4.0,1,2
+3284,4.0,1,16,44,75,2015,1,1946,1.0,1.0,1.0,10.0,20000.0,1.0,250.0,170,140,2.0,5.0,4.0,5,3.0,4.0,2.0,2.0,3.0,5,30000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,2.0,3.0,4,3
+3285,4.0,1,27,80,120,2015,2,1947,8.0,1.0,1.0,4.0,27756.0,1.0,101.0,163,110,4.0,4.0,4.0,2,2.0,4.0,1.0,4.0,5.0,5,27756.0,1.0,2.0,1.0,2.0,7,3.0,2.0,4.0,2.0,4,4
+3286,4.0,1,31,89,134,2015,1,1956,1.0,1.0,1.0,9.0,23000.0,4.0,60.0,170,192,2.0,2.0,5.0,2,1.0,4.0,1.0,4.0,5.0,5,108000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,3
+3287,4.0,2,6,17,33,2015,1,1940,1.0,1.0,1.0,2.0,40000.0,1.0,150.0,162,133,4.0,5.0,5.0,1,5.0,4.0,2.0,4.0,6.0,1,40000.0,1.0,4.0,1.0,2.0,7,1.0,1.0,4.0,2.0,4,5
+3288,2.0,1,28,81,121,2015,2,1987,1.0,1.0,1.0,4.0,30000.0,1.0,60.0,140,110,5.0,5.0,5.0,1,1.0,2.0,1.0,2.0,5.0,1,60000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,1,4
+3289,2.0,2,21,62,98,2015,2,1960,8.0,1.0,1.0,1.0,2000.0,1.0,150.0,154,106,2.0,2.0,2.0,1,2.0,4.0,1.0,2.0,1.0,4,40000.0,2.0,1.0,1.0,2.0,3,2.0,1.0,3.0,3.0,3,2
+3290,3.0,1,5,8,23,2015,2,1962,1.0,1.0,1.0,6.0,19200.0,1.0,65.0,165,120,2.0,3.0,3.0,2,2.0,3.0,2.0,3.0,3.0,5,50000.0,2.0,3.0,0.0,2.0,3,2.0,2.0,3.0,3.0,3,3
+3291,4.0,2,18,54,88,2015,1,1958,1.0,1.0,1.0,4.0,10000.0,1.0,230.0,167,115,3.0,4.0,4.0,1,2.0,3.0,2.0,3.0,5.0,2,15000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,3
+3292,3.0,1,19,59,95,2015,1,1976,1.0,1.0,1.0,4.0,50000.0,1.0,60.0,172,170,4.0,4.0,4.0,1,3.0,3.0,3.0,4.0,5.0,1,50000.0,5.0,3.0,1.0,2.0,3,3.0,1.0,3.0,3.0,2,5
+3293,4.0,1,27,78,118,2015,2,1964,1.0,1.0,1.0,6.0,20000.0,1.0,90.0,165,120,4.0,4.0,4.0,2,2.0,3.0,2.0,4.0,2.0,1,55000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,3
+3294,4.0,2,6,16,32,2015,2,1981,1.0,1.0,1.0,9.0,30000.0,1.0,170.0,159,103,5.0,5.0,5.0,1,4.0,4.0,3.0,2.0,5.0,1,70000.0,5.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+3295,4.0,1,27,79,119,2015,2,1990,1.0,1.0,1.0,10.0,30000.0,1.0,60.0,160,100,5.0,5.0,5.0,1,2.0,4.0,3.0,4.0,5.0,1,70000.0,2.0,3.0,0.0,1.0,3,2.0,1.0,4.0,2.0,1,4
+3296,5.0,2,5,9,25,2015,1,1940,1.0,1.0,1.0,3.0,0.0,1.0,100.0,164,120,4.0,4.0,5.0,1,5.0,5.0,1.0,3.0,5.0,3,40000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,1
+3297,4.0,1,4,7,21,2015,1,1980,1.0,1.0,3.0,12.0,150000.0,1.0,76.0,182,168,4.0,5.0,3.0,5,2.0,3.0,3.0,2.0,5.0,1,300000.0,2.0,2.0,1.0,1.0,3,2.0,2.0,4.0,3.0,2,5
+3298,4.0,1,27,77,117,2015,2,1987,2.0,1.0,1.0,12.0,30000.0,2.0,95.0,165,110,4.0,5.0,5.0,1,3.0,3.0,1.0,4.0,5.0,1,50000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,1,4
+3299,4.0,2,2,2,9,2015,2,1989,8.0,1.0,1.0,3.0,25000.0,1.0,50.0,160,125,3.0,3.0,4.0,1,4.0,3.0,1.0,4.0,4.0,2,55000.0,6.0,4.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,4
+3300,4.0,2,21,62,98,2015,2,1956,8.0,1.0,1.0,1.0,6000.0,1.0,250.0,155,120,2.0,2.0,3.0,1,3.0,3.0,1.0,4.0,2.0,3,12000.0,2.0,3.0,1.0,2.0,7,3.0,1.0,4.0,2.0,3,2
+3301,4.0,1,29,82,125,2015,1,1958,1.0,1.0,1.0,6.0,36000.0,1.0,78.0,170,120,3.0,4.0,4.0,2,3.0,3.0,1.0,4.0,4.0,5,60000.0,8.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+3302,5.0,2,28,81,121,2015,1,1996,1.0,1.0,1.0,12.0,0.0,2.0,300.0,175,130,4.0,5.0,4.0,1,2.0,3.0,5.0,4.0,6.0,1,20000.0,5.0,2.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,1
+3303,4.0,1,1,1,6,2015,2,1973,1.0,1.0,1.0,3.0,30000.0,1.0,38.9,159,104,3.0,3.0,3.0,2,2.0,3.0,1.0,2.0,3.0,1,70800.0,3.0,2.0,1.0,2.0,3,3.0,1.0,3.0,3.0,2,4
+3304,4.0,1,27,79,119,2015,1,1939,1.0,1.0,1.0,12.0,32000.0,1.0,60.0,178,150,5.0,5.0,5.0,2,3.0,4.0,3.0,4.0,5.0,5,50000.0,2.0,3.0,2.0,2.0,3,2.0,1.0,3.0,2.0,4,4
+3305,4.0,2,17,50,83,2015,1,1989,1.0,1.0,1.0,4.0,20000.0,1.0,220.0,173,140,5.0,4.0,4.0,1,3.0,4.0,2.0,3.0,5.0,1,40000.0,8.0,3.0,1.0,2.0,3,2.0,3.0,3.0,3.0,1,3
+3306,5.0,1,21,64,102,2015,1,1997,1.0,1.0,1.0,6.0,0.0,1.0,90.0,166,116,5.0,5.0,4.0,2,3.0,3.0,4.0,4.0,5.0,6,120000.0,2.0,4.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,1
+3307,3.0,1,21,64,102,2015,1,1970,1.0,1.0,1.0,7.0,40000.0,1.0,80.0,170,145,4.0,5.0,3.0,5,4.0,3.0,3.0,3.0,5.0,1,80000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+3308,4.0,2,6,14,30,2015,2,1949,1.0,1.0,1.0,1.0,500.0,1.0,100.0,155,110,1.0,2.0,3.0,1,3.0,3.0,1.0,4.0,3.0,3,0.0,4.0,3.0,1.0,2.0,7,3.0,2.0,3.0,2.0,4,1
+3309,4.0,2,31,87,132,2015,1,1964,1.0,1.0,1.0,6.0,20000.0,1.0,100.0,166,150,5.0,5.0,5.0,1,3.0,1.0,1.0,4.0,5.0,3,20000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+3310,4.0,1,31,89,134,2015,1,1996,1.0,1.0,1.0,12.0,100.0,2.0,50.9,175,110,5.0,4.0,4.0,2,2.0,4.0,5.0,4.0,6.0,5,48000.0,4.0,3.0,1.0,2.0,1,2.0,2.0,5.0,2.0,1,1
+3311,5.0,1,12,32,55,2015,1,1991,1.0,1.0,1.0,12.0,100000.0,1.0,70.0,173,140,5.0,5.0,5.0,4,3.0,4.0,3.0,1.0,4.0,1,162671.0,3.0,3.0,1.0,1.0,1,2.0,1.0,3.0,3.0,1,5
+3312,4.0,1,6,16,32,2015,2,1997,1.0,1.0,1.0,6.0,9994.0,2.0,50.0,157,100,4.0,5.0,5.0,1,3.0,3.0,4.0,4.0,4.0,5,88591.0,3.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,2
+3313,4.0,1,4,7,20,2015,1,1955,1.0,1.0,1.0,9.0,90000.0,4.0,64.0,172,144,3.0,4.0,4.0,4,2.0,4.0,4.0,4.0,7.0,5,100000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,3,5
+3314,3.0,1,1,1,6,2015,2,1973,1.0,1.0,1.0,4.0,13533.0,1.0,48.0,159,100,4.0,3.0,4.0,1,3.0,3.0,2.0,2.0,4.0,5,250000.0,2.0,2.0,1.0,1.0,3,3.0,2.0,3.0,2.0,2,3
+3315,4.0,1,1,1,2,2015,1,1984,1.0,1.0,1.0,6.0,36000.0,1.0,128.0,160,120,5.0,5.0,4.0,1,3.0,3.0,3.0,4.0,5.0,1,36000.0,1.0,2.0,0.0,2.0,1,3.0,2.0,3.0,3.0,1,4
+3316,4.0,1,24,71,111,2015,1,1937,1.0,0.0,1.0,3.0,0.0,1.0,80.0,170,120,5.0,5.0,3.0,1,3.0,3.0,1.0,4.0,2.0,2,24000.0,3.0,1.0,1.0,2.0,3,3.0,2.0,2.0,3.0,4,1
+3317,4.0,2,21,64,101,2015,2,1937,1.0,1.0,1.0,1.0,10000.0,1.0,90.0,155,120,2.0,2.0,4.0,1,3.0,4.0,1.0,4.0,5.0,4,25000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,2.0,2.0,4,3
+3318,3.0,2,18,53,87,2015,2,1946,1.0,1.0,1.0,1.0,1500.0,1.0,200.0,163,100,2.0,2.0,3.0,1,2.0,3.0,1.0,3.0,3.0,3,3000.0,1.0,2.0,1.0,2.0,7,3.0,1.0,3.0,3.0,4,2
+3319,5.0,2,5,10,26,2015,1,1969,1.0,1.0,1.0,3.0,10000.0,1.0,100.0,170,140,4.0,4.0,4.0,1,4.0,4.0,1.0,5.0,10.0,3,40000.0,4.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+3320,3.0,2,21,62,98,2015,2,1977,1.0,1.0,1.0,3.0,10000.0,1.0,300.0,170,120,5.0,4.0,4.0,1,3.0,3.0,2.0,2.0,1.0,1,30000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,3
+3321,4.0,2,27,77,117,2015,2,1956,1.0,1.0,1.0,3.0,1000.0,1.0,110.0,166,150,2.0,3.0,3.0,1,5.0,5.0,1.0,4.0,5.0,5,2000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+3322,4.0,2,17,50,83,2015,2,1957,1.0,1.0,1.0,1.0,10000.0,1.0,270.0,160,130,3.0,4.0,4.0,1,4.0,4.0,1.0,2.0,1.0,3,50000.0,4.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,3,3
+3323,4.0,1,15,39,70,2015,2,1954,1.0,1.0,1.0,4.0,36000.0,1.0,56.0,156,115,2.0,3.0,4.0,5,2.0,4.0,1.0,2.0,6.0,5,60000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+3324,4.0,2,16,47,79,2015,1,1977,1.0,0.0,1.0,5.0,10000.0,1.0,110.0,172,120,3.0,4.0,4.0,1,1.0,2.0,2.0,2.0,5.0,3,20000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,3
+3325,2.0,1,11,31,54,2015,1,1972,1.0,1.0,4.0,4.0,25000.0,1.0,61.0,171,150,4.0,3.0,3.0,2,2.0,2.0,1.0,1.0,5.0,5,25000.0,1.0,2.0,1.0,2.0,6,2.0,3.0,4.0,3.0,2,4
+3326,4.0,2,21,62,98,2015,2,1989,1.0,0.0,4.0,4.0,0.0,1.0,142.0,144,104,4.0,5.0,2.0,1,2.0,2.0,1.0,2.0,5.0,5,15000.0,4.0,2.0,1.0,1.0,3,3.0,3.0,4.0,2.0,1,1
+3327,4.0,1,27,79,119,2015,1,1992,1.0,1.0,1.0,12.0,3000.0,2.0,70.0,170,130,5.0,4.0,5.0,2,2.0,2.0,3.0,2.0,5.0,5,100000.0,2.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,2
+3328,4.0,1,12,32,56,2015,2,1977,1.0,1.0,1.0,12.0,70000.0,4.0,60.0,155,90,3.0,3.0,3.0,5,3.0,3.0,4.0,2.0,4.0,1,140000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,4.0,3.0,2,5
+3329,4.0,1,4,7,19,2015,1,1975,1.0,1.0,1.0,10.0,80000.0,1.0,159.0,171,134,5.0,5.0,4.0,4,2.0,4.0,4.0,2.0,6.0,5,150000.0,3.0,3.0,4.0,1.0,6,2.0,1.0,1.0,3.0,2,5
+3330,5.0,1,16,46,77,2015,1,1965,1.0,0.0,3.0,6.0,50000.0,2.0,300.0,170,140,5.0,4.0,4.0,1,3.0,3.0,2.0,4.0,4.0,1,120000.0,5.0,3.0,2.0,1.0,3,2.0,1.0,3.0,2.0,3,5
+3331,4.0,2,21,64,100,2015,1,1956,1.0,1.0,1.0,4.0,10000.0,1.0,160.0,170,150,4.0,2.0,4.0,1,4.0,3.0,1.0,4.0,5.0,2,20000.0,2.0,3.0,1.0,2.0,3,3.0,3.0,4.0,2.0,3,3
+3332,4.0,2,28,81,123,2015,1,1953,1.0,1.0,1.0,1.0,9600.0,1.0,80.0,157,100,2.0,3.0,2.0,1,3.0,3.0,1.0,2.0,4.0,4,13505.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,2
+3333,4.0,1,18,51,84,2015,1,1989,1.0,1.0,1.0,5.0,30000.0,1.0,110.0,174,136,5.0,5.0,5.0,1,4.0,4.0,4.0,4.0,4.0,1,30000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0,1,4
+3334,5.0,2,23,68,108,2015,1,1956,1.0,1.0,1.0,4.0,30000.0,1.0,256.0,168,116,5.0,3.0,3.0,1,3.0,4.0,1.0,1.0,3.0,3,90000.0,4.0,5.0,1.0,2.0,3,1.0,1.0,2.0,2.0,3,4
+3335,4.0,2,6,14,30,2015,1,1944,1.0,1.0,1.0,4.0,10000.0,1.0,120.0,170,105,3.0,3.0,3.0,1,2.0,2.0,1.0,4.0,4.0,2,20000.0,2.0,2.0,0.0,2.0,3,3.0,2.0,3.0,2.0,4,3
+3336,4.0,2,31,87,130,2015,1,1973,1.0,1.0,1.0,4.0,23188.0,1.0,200.0,175,150,5.0,5.0,4.0,1,5.0,4.0,1.0,4.0,6.0,3,43146.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+3337,5.0,1,31,86,129,2015,1,1939,1.0,1.0,1.0,3.0,35000.0,1.0,80.0,176,160,2.0,4.0,3.0,2,1.0,5.0,1.0,5.0,6.0,5,50000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,4,4
+3338,4.0,2,28,81,123,2015,1,1952,1.0,1.0,1.0,4.0,1080.0,1.0,100.0,168,110,4.0,3.0,3.0,1,3.0,4.0,3.0,4.0,7.0,5,10000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,3,1
+3339,5.0,1,27,79,119,2015,1,1942,3.0,1.0,1.0,3.0,24000.0,1.0,40.0,173,150,4.0,5.0,5.0,2,1.0,4.0,1.0,3.0,3.0,5,25000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+3340,5.0,2,21,62,98,2015,2,1992,8.0,1.0,1.0,6.0,0.0,2.0,120.0,163,112,5.0,5.0,4.0,1,4.0,4.0,2.0,3.0,5.0,6,100000.0,6.0,4.0,1.0,2.0,1,3.0,2.0,4.0,2.0,1,1
+3341,4.0,1,4,7,21,2015,1,1953,1.0,1.0,3.0,4.0,75000.0,1.0,56.0,172,140,2.0,4.0,5.0,5,3.0,5.0,5.0,4.0,5.0,5,125000.0,2.0,3.0,2.0,1.0,3,2.0,2.0,3.0,3.0,3,5
+3342,3.0,2,13,37,68,2015,1,1935,1.0,1.0,1.0,4.0,1140.0,1.0,120.0,170,93,3.0,3.0,3.0,1,4.0,4.0,1.0,4.0,4.0,4,18000.0,5.0,3.0,1.0,2.0,7,3.0,1.0,3.0,2.0,4,1
+3343,4.0,1,13,36,66,2015,2,1963,1.0,1.0,1.0,6.0,8400.0,1.0,110.0,150,120,2.0,2.0,3.0,2,1.0,3.0,1.0,4.0,6.0,5,61369.0,3.0,3.0,1.0,2.0,3,2.0,3.0,4.0,2.0,3,2
+3344,4.0,2,17,49,82,2015,2,1960,1.0,1.0,1.0,4.0,6000.0,1.0,160.0,158,150,4.0,2.0,3.0,1,2.0,2.0,1.0,2.0,4.0,3,10000.0,2.0,3.0,1.0,2.0,3,3.0,3.0,4.0,2.0,3,2
+3345,3.0,2,5,10,26,2015,2,1953,1.0,1.0,1.0,1.0,0.0,1.0,150.0,160,120,3.0,2.0,2.0,1,3.0,4.0,1.0,4.0,2.0,4,50000.0,6.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,1
+3346,4.0,1,26,75,115,2015,1,1955,1.0,1.0,1.0,3.0,15000.0,1.0,86.0,158,156,5.0,5.0,5.0,2,1.0,5.0,1.0,4.0,3.0,1,18000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,3
+3347,5.0,2,31,89,134,2015,2,1986,1.0,1.0,1.0,4.0,15000.0,1.0,98.0,155,117,3.0,5.0,3.0,1,4.0,5.0,1.0,4.0,5.0,4,15000.0,5.0,2.0,2.0,2.0,3,2.0,2.0,4.0,2.0,1,3
+3348,4.0,1,11,29,52,2015,2,1957,1.0,1.0,1.0,4.0,24000.0,1.0,150.0,167,142,4.0,4.0,4.0,5,3.0,4.0,3.0,3.0,5.0,5,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+3349,5.0,1,11,29,52,2015,1,1973,1.0,1.0,1.0,10.0,130859.0,1.0,300.0,173,150,3.0,5.0,5.0,1,3.0,3.0,1.0,4.0,4.0,1,138437.0,4.0,3.0,1.0,1.0,3,2.0,3.0,2.0,3.0,2,5
+3350,2.0,1,5,11,27,2015,2,1984,1.0,1.0,1.0,4.0,1000.0,2.0,16.0,158,88,2.0,2.0,3.0,1,3.0,3.0,2.0,1.0,1.0,4,10000.0,5.0,2.0,1.0,2.0,3,2.0,3.0,3.0,3.0,1,1
+3351,5.0,2,23,68,108,2015,1,1936,1.0,0.0,4.0,3.0,1000.0,1.0,80.0,157,86,4.0,4.0,5.0,1,4.0,5.0,1.0,5.0,5.0,4,25000.0,3.0,4.0,1.0,2.0,3,2.0,1.0,5.0,1.0,4,1
+3352,4.0,1,4,7,17,2015,2,1954,1.0,1.0,1.0,12.0,50000.0,4.0,90.0,170,146,4.0,4.0,5.0,5,2.0,3.0,3.0,4.0,5.0,5,100000.0,2.0,3.0,1.0,1.0,3,1.0,2.0,5.0,2.0,3,5
+3353,3.0,1,1,1,2,2015,2,1973,3.0,1.0,1.0,10.0,100000.0,1.0,130.0,162,51,5.0,5.0,5.0,2,1.0,4.0,3.0,3.0,5.0,1,100000.0,1.0,3.0,1.0,1.0,1,2.0,2.0,3.0,2.0,2,5
+3354,4.0,1,4,7,14,2015,2,1993,1.0,1.0,1.0,10.0,200000.0,1.0,40.0,159,80,4.0,5.0,2.0,2,3.0,3.0,2.0,2.0,7.0,1,400000.0,2.0,3.0,0.0,2.0,2,1.0,1.0,2.0,2.0,1,5
+3355,4.0,2,22,67,107,2015,1,1970,1.0,1.0,1.0,4.0,5000.0,1.0,100.0,168,140,3.0,1.0,4.0,1,5.0,5.0,3.0,2.0,5.0,2,10000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,2
+3356,3.0,2,29,82,124,2015,1,1963,1.0,1.0,1.0,6.0,2000.0,4.0,60.0,170,110,2.0,3.0,3.0,1,3.0,3.0,2.0,3.0,3.0,3,2000.0,1.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,3,2
+3357,4.0,1,13,37,68,2015,2,1954,1.0,1.0,1.0,4.0,21600.0,4.0,100.0,156,120,2.0,5.0,5.0,5,3.0,4.0,2.0,4.0,4.0,5,50000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,5.0,2.0,3,3
+3358,5.0,1,16,44,75,2015,1,1972,1.0,0.0,1.0,6.0,15000.0,1.0,40.0,176,130,4.0,4.0,4.0,1,2.0,5.0,4.0,4.0,1.0,5,20000.0,4.0,1.0,1.0,2.0,6,3.0,1.0,3.0,3.0,2,3
+3359,5.0,1,10,25,47,2015,2,1944,1.0,1.0,1.0,3.0,0.0,1.0,90.0,155,120,3.0,3.0,3.0,1,2.0,4.0,1.0,4.0,2.0,4,10000.0,4.0,2.0,1.0,2.0,7,3.0,2.0,3.0,3.0,4,1
+3360,5.0,1,15,43,74,2015,1,1965,1.0,1.0,1.0,10.0,120000.0,4.0,220.0,173,150,4.0,4.0,4.0,2,4.0,5.0,4.0,4.0,6.0,1,150000.0,3.0,4.0,3.0,1.0,3,1.0,2.0,4.0,1.0,3,5
+3361,3.0,2,17,49,82,2015,1,1960,1.0,1.0,1.0,6.0,5000.0,1.0,150.0,168,130,4.0,4.0,4.0,1,2.0,4.0,1.0,3.0,1.0,3,5000.0,3.0,1.0,1.0,2.0,6,3.0,1.0,3.0,2.0,3,2
+3362,5.0,2,31,88,133,2015,1,1954,1.0,1.0,1.0,4.0,30000.0,1.0,87.0,178,130,3.0,3.0,2.0,1,4.0,4.0,2.0,4.0,5.0,3,60000.0,3.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+3363,4.0,2,3,6,13,2015,1,1951,1.0,1.0,1.0,3.0,20000.0,1.0,100.0,167,127,3.0,3.0,3.0,1,3.0,2.0,2.0,4.0,5.0,3,30000.0,2.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+3364,4.0,2,31,87,131,2015,2,1957,1.0,1.0,1.0,3.0,0.0,1.0,57.0,175,150,2.0,1.0,2.0,1,2.0,4.0,1.0,4.0,5.0,3,20000.0,4.0,1.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,1
+3365,4.0,2,10,28,51,2015,1,1945,1.0,1.0,1.0,3.0,2830.0,1.0,100.0,174,140,2.0,2.0,4.0,1,3.0,2.0,1.0,4.0,3.0,2,5660.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,2
+3366,4.0,1,19,56,90,2015,2,1990,1.0,1.0,1.0,12.0,40000.0,4.0,65.0,160,85,3.0,5.0,3.0,4,3.0,3.0,3.0,4.0,5.0,1,100000.0,3.0,2.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,5
+3367,4.0,1,26,74,114,2015,2,1975,8.0,1.0,1.0,4.0,18000.0,1.0,90.0,160,95,4.0,3.0,4.0,1,4.0,4.0,1.0,2.0,4.0,1,38000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,3
+3368,4.0,1,17,48,80,2015,2,1979,1.0,1.0,1.0,4.0,0.0,1.0,88.9,160,170,3.0,5.0,5.0,1,4.0,4.0,1.0,4.0,5.0,4,100000.0,4.0,3.0,1.0,1.0,3,2.0,3.0,4.0,2.0,2,1
+3369,4.0,2,17,50,83,2015,1,1940,1.0,1.0,1.0,4.0,0.0,4.0,270.0,170,100,4.0,4.0,4.0,2,1.0,3.0,3.0,4.0,5.0,5,0.0,2.0,3.0,1.0,2.0,3,1.0,1.0,3.0,2.0,4,1
+3370,2.0,1,21,63,99,2015,2,1973,1.0,1.0,1.0,3.0,0.0,1.0,100.0,168,132,4.0,5.0,3.0,1,5.0,5.0,2.0,3.0,1.0,4,120000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,1
+3371,4.0,1,26,76,116,2015,2,1967,1.0,1.0,1.0,3.0,40000.0,1.0,120.0,150,120,4.0,4.0,4.0,1,4.0,4.0,1.0,4.0,3.0,1,40000.0,2.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,2,5
+3372,4.0,1,26,75,115,2015,1,1957,1.0,1.0,1.0,6.0,20000.0,1.0,53.8,165,90,5.0,5.0,5.0,5,1.0,5.0,1.0,4.0,5.0,5,60000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,3,3
+3373,4.0,1,16,46,78,2015,2,1994,1.0,1.0,3.0,11.0,4000.0,2.0,120.0,163,85,4.0,4.0,4.0,1,3.0,3.0,5.0,3.0,5.0,6,70000.0,4.0,3.0,1.0,2.0,1,3.0,2.0,4.0,3.0,1,2
+3374,4.0,1,4,7,16,2015,2,1982,6.0,0.0,1.0,10.0,30000.0,1.0,76.0,155,140,3.0,3.0,4.0,4,3.0,5.0,2.0,1.0,3.0,1,80000.0,6.0,2.0,3.0,2.0,3,3.0,3.0,3.0,3.0,2,4
+3375,4.0,1,29,82,125,2015,2,1983,1.0,1.0,1.0,4.0,18000.0,1.0,90.0,155,110,5.0,4.0,4.0,2,3.0,3.0,1.0,4.0,3.0,1,36000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,1,3
+3376,3.0,2,23,69,109,2015,1,1965,1.0,1.0,1.0,4.0,25000.0,1.0,120.0,153,120,3.0,5.0,4.0,1,2.0,2.0,4.0,2.0,1.0,1,50000.0,2.0,2.0,1.0,1.0,3,3.0,1.0,3.0,3.0,3,4
+3377,4.0,1,16,47,79,2015,1,1981,1.0,1.0,1.0,3.0,50000.0,1.0,120.0,175,140,4.0,4.0,3.0,1,3.0,3.0,1.0,2.0,6.0,1,80000.0,6.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0,2,5
+3378,4.0,2,5,9,25,2015,2,1968,1.0,1.0,1.0,3.0,0.0,1.0,80.0,160,90,3.0,3.0,3.0,1,3.0,2.0,1.0,4.0,1.0,4,20000.0,4.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+3379,3.0,1,24,72,112,2015,2,1963,1.0,0.0,3.0,3.0,20000.0,1.0,120.0,150,120,2.0,2.0,3.0,4,3.0,3.0,1.0,2.0,5.0,1,80000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,3.0,3,3
+3380,4.0,1,9,20,42,2015,2,1966,1.0,1.0,1.0,4.0,3000.0,1.0,70.0,156,102,3.0,3.0,4.0,1,2.0,3.0,2.0,4.0,4.0,1,15000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,2
+3381,5.0,1,18,53,87,2015,1,1940,1.0,1.0,1.0,4.0,32400.0,4.0,107.0,170,124,4.0,4.0,5.0,2,3.0,4.0,4.0,2.0,6.0,5,32400.0,2.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,4,4
+3382,4.0,1,10,26,48,2015,1,1950,1.0,1.0,1.0,3.0,30000.0,4.0,80.0,175,140,4.0,4.0,4.0,2,3.0,3.0,1.0,3.0,5.0,5,30000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,4
+3383,4.0,1,21,63,99,2015,2,1985,1.0,1.0,1.0,7.0,24000.0,1.0,70.0,163,120,4.0,4.0,4.0,1,2.0,3.0,3.0,4.0,4.0,1,44000.0,2.0,3.0,2.0,2.0,1,3.0,2.0,4.0,3.0,1,4
+3384,4.0,2,18,52,86,2015,2,1928,1.0,1.0,1.0,1.0,1000.0,1.0,170.0,160,100,2.0,3.0,4.0,1,2.0,2.0,1.0,4.0,4.0,4,2000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,5,1
+3385,4.0,1,15,39,70,2015,2,1954,1.0,1.0,1.0,1.0,12000.0,1.0,120.0,158,102,4.0,4.0,4.0,1,4.0,3.0,1.0,4.0,5.0,4,24000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,3
+3386,4.0,2,26,74,114,2015,2,1964,1.0,1.0,1.0,4.0,500.0,1.0,180.0,158,105,5.0,4.0,3.0,1,4.0,4.0,1.0,4.0,3.0,3,60000.0,2.0,3.0,2.0,1.0,3,3.0,2.0,5.0,4.0,3,1
+3387,4.0,1,10,27,50,2015,1,1996,1.0,1.0,1.0,6.0,0.0,1.0,70.0,176,120,5.0,4.0,4.0,2,3.0,3.0,4.0,4.0,5.0,6,20000.0,4.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,1
+3388,5.0,1,15,41,72,2015,2,1941,1.0,0.0,9.0,1.0,10000.0,1.0,130.0,150,110,5.0,3.0,4.0,1,4.0,2.0,1.0,4.0,3.0,4,18000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,3
+3389,5.0,1,7,18,38,2015,2,1928,1.0,1.0,1.0,3.0,33600.0,1.0,45.0,158,124,3.0,3.0,4.0,5,2.0,5.0,1.0,2.0,3.0,5,50000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,5,4
+3390,3.0,1,1,1,8,2015,1,1987,1.0,1.0,1.0,9.0,100000.0,1.0,110.0,178,159,3.0,4.0,5.0,2,3.0,3.0,3.0,3.0,3.0,1,100000.0,1.0,4.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,5
+3391,3.0,1,1,1,2,2015,1,1947,1.0,1.0,1.0,3.0,39533.0,1.0,35.0,168,105,4.0,5.0,5.0,2,2.0,2.0,2.0,3.0,4.0,5,76014.0,5.0,3.0,1.0,2.0,3,3.0,2.0,2.0,3.0,4,4
+3392,4.0,1,21,64,100,2015,1,1963,1.0,1.0,1.0,7.0,36000.0,4.0,150.0,175,140,4.0,4.0,4.0,2,2.0,3.0,4.0,4.0,5.0,1,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+3393,4.0,1,18,53,87,2015,2,1967,1.0,1.0,1.0,4.0,20000.0,1.0,260.0,163,110,4.0,4.0,4.0,4,1.0,4.0,2.0,3.0,4.0,3,40000.0,2.0,3.0,2.0,2.0,3,2.0,1.0,4.0,3.0,2,3
+3394,4.0,2,9,22,44,2015,1,1950,1.0,1.0,1.0,3.0,950.0,1.0,75.0,175,150,2.0,3.0,4.0,1,1.0,4.0,1.0,4.0,3.0,3,1500.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,1
+3395,4.0,1,21,63,99,2015,2,1967,1.0,1.0,1.0,6.0,13000.0,1.0,60.0,163,110,4.0,4.0,4.0,2,2.0,3.0,4.0,4.0,5.0,1,36000.0,2.0,3.0,1.0,2.0,4,3.0,3.0,4.0,3.0,2,3
+3396,2.0,1,30,85,128,2015,1,1964,1.0,1.0,3.0,4.0,12000.0,1.0,40.0,168,138,3.0,3.0,3.0,1,2.0,2.0,1.0,2.0,1.0,1,22000.0,3.0,1.0,0.0,2.0,3,3.0,3.0,3.0,3.0,3,3
+3397,4.0,2,9,23,45,2015,2,1972,1.0,1.0,3.0,3.0,10000.0,1.0,200.0,155,90,5.0,4.0,4.0,1,4.0,3.0,1.0,2.0,7.0,2,30000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,2,3
+3398,3.0,2,28,81,122,2015,1,1978,1.0,1.0,1.0,7.0,5000.0,2.0,120.0,161,150,4.0,3.0,3.0,1,2.0,2.0,4.0,3.0,4.0,3,20000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,2
+3399,3.0,1,28,81,122,2015,1,1946,1.0,1.0,3.0,3.0,5000.0,1.0,80.0,160,106,2.0,3.0,3.0,1,2.0,3.0,1.0,2.0,4.0,4,6000.0,2.0,1.0,1.0,2.0,7,3.0,2.0,3.0,2.0,4,2
+3400,4.0,2,18,53,87,2015,2,1934,1.0,0.0,9.0,1.0,0.0,1.0,150.0,155,90,3.0,4.0,4.0,1,4.0,3.0,2.0,4.0,5.0,4,27664.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,5,1
+3401,4.0,1,5,11,27,2015,2,1933,1.0,1.0,1.0,1.0,30000.0,1.0,52.0,160,150,4.0,5.0,4.0,2,2.0,3.0,2.0,4.0,3.0,5,30000.0,2.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,5,4
+3402,4.0,1,11,30,53,2015,1,1955,1.0,1.0,1.0,3.0,0.0,1.0,90.0,170,120,5.0,5.0,5.0,1,3.0,4.0,2.0,3.0,4.0,4,40000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,2.0,2.0,3,1
+3403,3.0,1,1,1,5,2015,2,1946,1.0,1.0,1.0,6.0,34800.0,1.0,30.0,155,120,3.0,3.0,3.0,2,3.0,3.0,3.0,3.0,5.0,5,61903.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+3404,5.0,1,7,18,40,2015,1,1934,1.0,1.0,1.0,3.0,34800.0,1.0,29.0,170,130,2.0,2.0,3.0,2,2.0,4.0,1.0,4.0,3.0,5,52000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,5,4
+3405,5.0,2,9,22,44,2015,1,1947,1.0,1.0,1.0,7.0,30000.0,1.0,240.0,165,98,4.0,3.0,4.0,2,4.0,4.0,2.0,5.0,7.0,5,60000.0,4.0,4.0,2.0,2.0,3,2.0,2.0,5.0,1.0,4,4
+3406,4.0,2,9,23,45,2015,1,1964,1.0,1.0,1.0,1.0,10000.0,1.0,200.0,170,130,3.0,5.0,4.0,1,3.0,3.0,1.0,4.0,3.0,3,15000.0,1.0,2.0,1.0,2.0,1,2.0,2.0,3.0,2.0,3,3
+3407,3.0,1,6,16,32,2015,1,1963,1.0,1.0,1.0,4.0,10000.0,1.0,35.0,172,120,3.0,4.0,4.0,2,2.0,3.0,3.0,3.0,6.0,1,10000.0,1.0,1.0,0.0,2.0,6,2.0,2.0,3.0,2.0,3,3
+3408,4.0,2,6,13,29,2015,2,1959,1.0,1.0,1.0,3.0,25000.0,1.0,138.0,170,150,4.0,4.0,4.0,1,4.0,3.0,2.0,4.0,4.0,4,32010.0,2.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,4
+3409,4.0,1,1,1,8,2015,1,1964,1.0,1.0,1.0,9.0,144000.0,4.0,120.0,178,150,5.0,5.0,5.0,2,1.0,2.0,3.0,4.0,6.0,1,1320000.0,1.0,3.0,2.0,1.0,3,2.0,2.0,3.0,3.0,3,5
+3410,3.0,2,28,81,123,2015,1,1942,1.0,1.0,1.0,3.0,1080.0,4.0,100.0,158,95,4.0,3.0,3.0,1,2.0,4.0,2.0,3.0,4.0,4,20000.0,3.0,3.0,1.0,2.0,3,3.0,1.0,3.0,2.0,4,1
+3411,4.0,2,6,12,28,2015,2,1971,1.0,1.0,1.0,4.0,3000.0,1.0,140.0,160,105,4.0,5.0,4.0,1,3.0,3.0,2.0,4.0,5.0,3,30000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,2
+3412,4.0,1,1,1,1,2015,1,1932,1.0,1.0,1.0,11.0,33000.0,1.0,80.0,170,130,4.0,4.0,4.0,2,3.0,4.0,2.0,4.0,4.0,5,60000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,3.0,5,4
+3413,4.0,1,16,44,75,2015,1,1971,1.0,1.0,1.0,4.0,50000.0,1.0,80.0,165,140,4.0,5.0,3.0,1,4.0,4.0,1.0,4.0,4.0,1,50000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+3414,3.0,1,13,37,68,2015,2,1982,1.0,1.0,1.0,10.0,26000.0,1.0,30.0,156,110,4.0,5.0,4.0,1,2.0,2.0,2.0,4.0,4.0,1,60000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,4
+3415,4.0,1,12,34,63,2015,1,1982,1.0,1.0,1.0,4.0,48000.0,1.0,70.0,175,150,4.0,5.0,4.0,1,3.0,3.0,2.0,2.0,5.0,1,50000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,5
+3416,3.0,1,12,33,62,2015,1,1971,1.0,1.0,1.0,3.0,13000.0,1.0,100.0,167,140,3.0,4.0,3.0,1,3.0,4.0,1.0,2.0,5.0,1,13000.0,6.0,2.0,1.0,2.0,3,3.0,2.0,2.0,3.0,2,3
+3417,4.0,2,29,83,126,2015,2,1964,1.0,1.0,1.0,3.0,800.0,1.0,90.0,162,120,2.0,4.0,5.0,1,3.0,3.0,2.0,4.0,5.0,4,30000.0,2.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+3418,4.0,1,12,32,59,2015,2,1936,1.0,1.0,1.0,1.0,20000.0,1.0,35.0,157,115,3.0,4.0,4.0,5,2.0,4.0,2.0,3.0,6.0,5,40000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,3
+3419,4.0,2,22,65,103,2015,2,1947,8.0,1.0,1.0,3.0,1000.0,1.0,90.0,160,90,2.0,2.0,4.0,1,2.0,2.0,1.0,4.0,2.0,4,2000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,1
+3420,2.0,2,21,62,98,2015,2,1963,1.0,1.0,1.0,3.0,0.0,1.0,100.0,150,130,5.0,5.0,4.0,1,5.0,4.0,1.0,1.0,1.0,6,20000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,3,1
+3421,5.0,1,21,64,100,2015,2,1945,1.0,1.0,4.0,3.0,50000.0,1.0,60.0,160,100,2.0,1.0,4.0,2,2.0,4.0,1.0,4.0,3.0,5,30000.0,1.0,1.0,1.0,2.0,7,3.0,1.0,5.0,3.0,4,5
+3422,3.0,1,12,32,57,2015,1,1970,1.0,0.0,3.0,4.0,35000.0,1.0,98.0,167,167,4.0,5.0,5.0,4,2.0,4.0,2.0,2.0,4.0,1,40000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,4.0,2,4
+3423,5.0,1,15,43,74,2015,1,1966,1.0,0.0,8.0,12.0,200000.0,1.0,147.0,180,180,4.0,4.0,4.0,5,3.0,4.0,4.0,4.0,7.0,1,300000.0,4.0,4.0,3.0,1.0,4,2.0,2.0,4.0,2.0,3,5
+3424,4.0,2,29,84,127,2015,1,1952,1.0,1.0,1.0,3.0,10000.0,1.0,30.0,165,105,3.0,3.0,3.0,1,4.0,1.0,1.0,2.0,2.0,2,10000.0,1.0,4.0,1.0,2.0,7,2.0,2.0,4.0,2.0,3,3
+3425,2.0,2,13,35,65,2015,2,1933,6.0,1.0,1.0,3.0,730.0,1.0,220.0,150,76,2.0,2.0,3.0,1,3.0,3.0,1.0,3.0,3.0,4,29811.0,3.0,2.0,1.0,2.0,7,3.0,1.0,3.0,2.0,5,1
+3426,4.0,2,18,51,84,2015,1,1950,1.0,1.0,1.0,1.0,500.0,1.0,120.0,167,140,2.0,2.0,4.0,1,3.0,4.0,1.0,4.0,4.0,4,1000.0,3.0,2.0,1.0,2.0,3,2.0,3.0,3.0,2.0,4,1
+3427,5.0,1,10,27,49,2015,2,1958,1.0,1.0,1.0,4.0,12000.0,1.0,40.0,165,136,3.0,4.0,3.0,2,2.0,4.0,3.0,3.0,5.0,1,72000.0,2.0,3.0,0.0,2.0,3,2.0,2.0,4.0,3.0,3,3
+3428,4.0,2,5,10,26,2015,1,1982,1.0,1.0,1.0,4.0,30000.0,4.0,51.0,170,120,5.0,4.0,5.0,1,2.0,1.0,1.0,4.0,1.0,3,50000.0,4.0,3.0,1.0,2.0,3,3.0,2.0,5.0,2.0,2,4
+3429,4.0,1,24,70,110,2015,2,1943,1.0,1.0,1.0,1.0,840.0,1.0,200.0,155,108,4.0,5.0,5.0,2,3.0,3.0,1.0,2.0,4.0,6,20000.0,8.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,4,1
+3430,5.0,2,31,86,129,2015,2,1953,1.0,1.0,1.0,3.0,0.0,1.0,90.0,152,110,2.0,2.0,4.0,1,3.0,5.0,1.0,4.0,5.0,4,15000.0,1.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,1
+3431,4.0,1,24,71,111,2015,1,1966,1.0,1.0,4.0,6.0,36000.0,1.0,85.0,167,130,4.0,4.0,4.0,5,2.0,3.0,2.0,3.0,5.0,1,60000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+3432,3.0,1,1,1,3,2015,2,1947,1.0,1.0,1.0,4.0,35000.0,1.0,51.0,160,90,2.0,2.0,2.0,2,4.0,3.0,1.0,2.0,6.0,5,80000.0,2.0,3.0,1.0,2.0,5,2.0,1.0,4.0,2.0,4,4
+3433,5.0,2,18,52,86,2015,1,1996,1.0,1.0,1.0,6.0,0.0,1.0,220.0,175,130,5.0,5.0,5.0,1,2.0,2.0,4.0,4.0,5.0,6,20000.0,4.0,3.0,1.0,2.0,1,2.0,2.0,5.0,3.0,1,1
+3434,4.0,2,18,53,87,2015,1,1984,1.0,1.0,1.0,11.0,0.0,1.0,180.0,180,176,5.0,5.0,5.0,1,5.0,4.0,2.0,4.0,5.0,2,50000.0,6.0,4.0,2.0,2.0,3,2.0,1.0,4.0,2.0,1,1
+3435,3.0,1,31,87,130,2015,1,1960,1.0,1.0,1.0,6.0,36000.0,1.0,70.0,180,140,3.0,3.0,3.0,2,1.0,3.0,1.0,2.0,5.0,1,60000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,4
+3436,4.0,1,21,64,102,2015,1,1981,1.0,1.0,1.0,9.0,25000.0,1.0,250.0,170,110,5.0,5.0,3.0,5,2.0,4.0,5.0,4.0,5.0,1,80400.0,7.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+3437,3.0,1,26,75,115,2015,1,1979,1.0,1.0,1.0,3.0,90000.0,1.0,30.0,160,120,5.0,5.0,3.0,1,2.0,2.0,2.0,2.0,6.0,1,90000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+3438,1.0,2,28,81,122,2015,1,1935,1.0,1.0,1.0,1.0,1080.0,1.0,50.0,155,95,1.0,3.0,3.0,1,2.0,4.0,1.0,2.0,1.0,4,1080.0,1.0,1.0,0.0,2.0,7,3.0,3.0,3.0,2.0,4,1
+3439,4.0,2,10,24,46,2015,1,1965,1.0,1.0,1.0,4.0,6000.0,1.0,70.0,175,180,4.0,5.0,5.0,1,3.0,4.0,2.0,4.0,5.0,3,7000.0,3.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+3440,5.0,1,4,7,21,2015,1,1982,1.0,1.0,1.0,11.0,50000.0,4.0,33.0,178,160,5.0,5.0,5.0,4,4.0,4.0,4.0,3.0,5.0,1,80000.0,3.0,3.0,0.0,1.0,3,2.0,2.0,3.0,2.0,2,5
+3441,4.0,2,18,52,86,2015,1,1945,1.0,1.0,1.0,1.0,1000.0,1.0,60.0,170,120,4.0,4.0,4.0,1,4.0,1.0,1.0,4.0,4.0,2,2000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,1
+3442,1.0,1,8,19,41,2015,2,1981,4.0,0.0,4.0,4.0,550.0,1.0,50.0,165,160,1.0,1.0,2.0,1,2.0,4.0,1.0,1.0,1.0,5,4000.0,4.0,1.0,0.0,2.0,3,3.0,3.0,4.0,4.0,2,1
+3443,4.0,1,22,66,106,2015,1,1980,1.0,1.0,1.0,12.0,50000.0,1.0,120.0,158,120,5.0,4.0,5.0,2,4.0,4.0,4.0,2.0,6.0,1,50000.0,4.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+3444,5.0,2,22,66,105,2015,1,1948,1.0,1.0,3.0,3.0,3000.0,1.0,140.0,178,140,4.0,4.0,4.0,1,5.0,5.0,2.0,2.0,3.0,3,7000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,5.0,2.0,4,2
+3445,4.0,2,22,66,106,2015,1,1947,1.0,1.0,1.0,4.0,30000.0,1.0,240.0,160,120,4.0,4.0,4.0,1,4.0,3.0,1.0,4.0,5.0,3,30000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,4
+3446,2.0,1,10,27,50,2015,1,1952,1.0,1.0,1.0,4.0,0.0,1.0,120.0,170,130,1.0,1.0,2.0,1,1.0,4.0,1.0,2.0,4.0,4,35000.0,5.0,2.0,1.0,2.0,4,3.0,2.0,4.0,2.0,3,1
+3447,2.0,2,18,53,87,2015,1,1947,1.0,1.0,1.0,4.0,50000.0,1.0,145.0,167,100,4.0,4.0,5.0,1,2.0,2.0,1.0,2.0,5.0,2,55000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,5
+3448,4.0,1,4,7,20,2015,1,1990,1.0,1.0,1.0,12.0,150000.0,2.0,20.0,174,116,4.0,4.0,5.0,2,4.0,4.0,4.0,4.0,7.0,1,960000.0,1.0,3.0,3.0,1.0,1,2.0,1.0,2.0,2.0,1,5
+3449,4.0,2,10,28,51,2015,2,1979,1.0,1.0,1.0,12.0,0.0,2.0,60.0,165,148,5.0,5.0,4.0,1,3.0,4.0,4.0,3.0,6.0,5,50000.0,4.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,1
+3450,4.0,1,19,57,92,2015,1,1993,1.0,1.0,1.0,5.0,30000.0,1.0,120.0,172,100,5.0,4.0,4.0,4,2.0,4.0,2.0,4.0,4.0,1,90000.0,3.0,3.0,0.0,2.0,1,2.0,1.0,2.0,2.0,1,4
+3451,2.0,2,16,46,77,2015,1,1971,1.0,1.0,1.0,3.0,30000.0,1.0,123.0,180,190,2.0,2.0,2.0,1,2.0,3.0,1.0,4.0,2.0,3,40000.0,5.0,1.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,4
+3452,2.0,1,15,41,72,2015,2,1975,1.0,1.0,1.0,6.0,12000.0,1.0,130.0,160,104,3.0,5.0,3.0,4,2.0,4.0,2.0,2.0,1.0,1,40000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,4.0,2,3
+3453,4.0,2,31,86,129,2015,1,1967,1.0,0.0,1.0,4.0,15000.0,1.0,70.0,170,140,2.0,4.0,5.0,1,3.0,5.0,1.0,4.0,2.0,1,30000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,3
+3454,4.0,2,6,14,30,2015,1,1973,1.0,1.0,1.0,3.0,70000.0,1.0,90.0,168,123,4.0,3.0,3.0,1,2.0,1.0,2.0,3.0,5.0,3,10000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,5
+3455,4.0,1,12,33,62,2015,1,1987,1.0,0.0,6.0,6.0,76599.0,1.0,350.0,175,170,4.0,5.0,3.0,1,2.0,4.0,1.0,1.0,5.0,1,104361.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,1,5
+3456,4.0,2,16,46,78,2015,1,1967,1.0,1.0,1.0,12.0,60000.0,4.0,210.0,172,67,4.0,3.0,3.0,4,3.0,3.0,4.0,4.0,6.0,1,100000.0,4.0,3.0,2.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+3457,4.0,1,1,1,8,2015,2,1982,1.0,1.0,1.0,7.0,36000.0,1.0,32.0,162,104,5.0,5.0,5.0,2,2.0,3.0,3.0,3.0,5.0,5,70000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,4
+3458,4.0,2,28,81,123,2015,1,1973,1.0,1.0,1.0,7.0,5000.0,4.0,260.0,175,140,4.0,4.0,4.0,1,4.0,3.0,3.0,4.0,1.0,2,10000.0,4.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,2
+3459,3.0,1,18,54,88,2015,2,1989,1.0,1.0,1.0,4.0,0.0,1.0,90.0,162,120,3.0,5.0,5.0,1,3.0,3.0,1.0,3.0,2.0,4,40000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,1,1
+3460,4.0,2,29,84,127,2015,1,1947,1.0,1.0,1.0,3.0,0.0,1.0,260.0,168,145,2.0,3.0,4.0,1,5.0,4.0,4.0,4.0,5.0,2,20000.0,6.0,2.0,1.0,2.0,3,2.0,2.0,5.0,2.0,4,1
+3461,5.0,1,27,80,120,2015,1,1993,1.0,1.0,1.0,4.0,40000.0,1.0,67.0,168,146,5.0,4.0,4.0,1,1.0,3.0,1.0,2.0,4.0,1,70000.0,2.0,2.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,5
+3462,4.0,2,29,83,126,2015,1,1969,1.0,1.0,1.0,4.0,20000.0,1.0,100.0,156,110,5.0,5.0,4.0,1,2.0,4.0,1.0,3.0,5.0,1,20000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+3463,3.0,1,12,32,61,2015,2,1966,1.0,1.0,1.0,1.0,0.0,1.0,50.0,165,130,4.0,5.0,5.0,1,4.0,4.0,1.0,2.0,5.0,5,44261.0,2.0,2.0,0.0,2.0,7,2.0,3.0,4.0,2.0,3,1
+3464,5.0,1,12,34,64,2015,2,1977,1.0,1.0,1.0,7.0,0.0,1.0,130.0,155,115,5.0,5.0,5.0,2,2.0,3.0,3.0,4.0,7.0,5,137995.0,4.0,4.0,2.0,2.0,3,2.0,1.0,4.0,2.0,2,1
+3465,4.0,1,7,18,39,2015,2,1990,1.0,1.0,1.0,8.0,40000.0,1.0,67.0,155,90,4.0,5.0,5.0,2,1.0,3.0,2.0,4.0,4.0,1,40000.0,1.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,5
+3466,5.0,1,4,7,20,2015,2,1963,1.0,1.0,1.0,4.0,40000.0,1.0,400.0,158,150,3.0,5.0,4.0,5,4.0,3.0,2.0,5.0,5.0,5,70000.0,5.0,3.0,1.0,1.0,6,2.0,1.0,3.0,2.0,3,5
+3467,4.0,2,24,72,112,2015,2,1940,1.0,0.0,3.0,1.0,0.0,1.0,100.0,155,110,2.0,3.0,2.0,1,4.0,2.0,1.0,2.0,3.0,4,36000.0,1.0,3.0,1.0,1.0,3,3.0,1.0,3.0,2.0,4,1
+3468,4.0,1,6,16,32,2015,1,1972,1.0,1.0,1.0,4.0,59280.0,1.0,70.0,162,140,3.0,4.0,4.0,5,3.0,2.0,1.0,2.0,7.0,1,100965.0,5.0,3.0,1.0,1.0,4,2.0,1.0,3.0,2.0,2,5
+3469,5.0,2,8,19,41,2015,2,1951,4.0,0.0,4.0,1.0,6862.0,1.0,78.0,160,120,2.0,2.0,2.0,1,1.0,4.0,1.0,4.0,4.0,3,5000.0,3.0,1.0,0.0,2.0,3,3.0,1.0,4.0,2.0,3,2
+3470,4.0,1,27,80,120,2015,2,1968,1.0,1.0,1.0,4.0,10000.0,1.0,40.0,160,90,4.0,5.0,4.0,1,2.0,4.0,1.0,2.0,3.0,1,10000.0,3.0,2.0,0.0,2.0,3,3.0,2.0,4.0,2.0,2,3
+3471,4.0,2,18,52,85,2015,1,1943,1.0,1.0,1.0,3.0,15000.0,1.0,80.0,175,170,4.0,4.0,4.0,1,2.0,3.0,1.0,4.0,5.0,3,20000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,3
+3472,4.0,1,1,1,1,2015,2,1968,1.0,1.0,1.0,11.0,60000.0,1.0,45.0,162,125,4.0,4.0,3.0,5,3.0,4.0,4.0,3.0,4.0,1,60000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,5
+3473,4.0,2,6,17,33,2015,1,1955,1.0,1.0,1.0,3.0,1500.0,1.0,150.0,158,94,3.0,3.0,5.0,1,3.0,4.0,1.0,4.0,5.0,4,40601.0,3.0,3.0,1.0,2.0,6,2.0,2.0,4.0,2.0,3,2
+3474,3.0,1,4,7,14,2015,2,1963,1.0,1.0,1.0,6.0,36000.0,1.0,67.0,160,115,4.0,4.0,5.0,5,2.0,4.0,1.0,2.0,1.0,5,36000.0,1.0,2.0,1.0,2.0,1,3.0,2.0,3.0,4.0,3,4
+3475,5.0,2,8,19,41,2015,2,1973,4.0,0.0,9.0,1.0,6000.0,1.0,200.0,157,110,5.0,5.0,5.0,1,2.0,3.0,1.0,2.0,3.0,4,30000.0,7.0,3.0,1.0,2.0,3,2.0,2.0,4.0,4.0,2,2
+3476,4.0,1,21,64,102,2015,1,1952,1.0,1.0,1.0,4.0,42000.0,2.0,180.0,175,135,4.0,5.0,5.0,2,1.0,5.0,1.0,2.0,4.0,5,100000.0,3.0,2.0,1.0,1.0,3,3.0,2.0,4.0,2.0,3,5
+3477,1.0,1,8,19,41,2015,2,1965,4.0,0.0,3.0,1.0,0.0,1.0,80.0,165,94,2.0,1.0,1.0,2,1.0,3.0,1.0,1.0,1.0,5,0.0,2.0,1.0,0.0,2.0,6,3.0,3.0,3.0,3.0,3,1
+3478,3.0,1,6,17,33,2015,2,1973,1.0,1.0,1.0,4.0,20000.0,1.0,80.0,155,94,4.0,4.0,4.0,4,2.0,4.0,2.0,2.0,7.0,1,20000.0,3.0,3.0,0.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+3479,4.0,1,11,31,54,2015,2,1970,1.0,1.0,1.0,6.0,0.0,1.0,110.0,163,130,5.0,5.0,4.0,4,3.0,4.0,2.0,3.0,5.0,6,100000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,1
+3480,4.0,2,6,15,31,2015,2,1944,1.0,1.0,1.0,3.0,15000.0,1.0,105.0,155,120,3.0,3.0,4.0,1,3.0,4.0,1.0,3.0,6.0,4,15000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,3.0,4.0,4,3
+3481,3.0,2,15,42,73,2015,1,1965,1.0,1.0,1.0,4.0,80000.0,1.0,270.0,170,130,5.0,5.0,5.0,1,4.0,3.0,1.0,2.0,5.0,1,100000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+3482,4.0,1,18,51,84,2015,2,1972,1.0,0.0,4.0,6.0,0.0,1.0,160.0,162,65,5.0,5.0,4.0,1,5.0,4.0,2.0,2.0,5.0,5,40000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,1
+3483,4.0,1,16,46,77,2015,2,1970,1.0,1.0,1.0,3.0,20000.0,1.0,80.0,153,130,3.0,3.0,2.0,1,4.0,3.0,1.0,3.0,5.0,2,60000.0,4.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,3
+3484,4.0,2,19,56,90,2015,2,1963,1.0,0.0,1.0,3.0,25000.0,1.0,120.0,156,105,4.0,3.0,3.0,1,4.0,2.0,1.0,2.0,5.0,1,75000.0,3.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,4
+3485,4.0,1,28,81,122,2015,2,1975,1.0,0.0,3.0,7.0,60000.0,1.0,97.0,155,100,4.0,4.0,4.0,2,3.0,3.0,3.0,4.0,5.0,1,112000.0,2.0,4.0,1.0,2.0,3,1.0,2.0,3.0,2.0,2,5
+3486,5.0,2,28,81,121,2015,2,1974,1.0,1.0,1.0,6.0,14000.0,4.0,160.0,175,150,5.0,5.0,4.0,1,4.0,3.0,3.0,4.0,5.0,3,20000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,5.0,2.0,2,3
+3487,4.0,1,12,32,56,2015,2,1953,1.0,0.0,6.0,6.0,30000.0,1.0,80.0,158,120,3.0,4.0,3.0,5,3.0,4.0,1.0,4.0,4.0,5,30000.0,1.0,2.0,1.0,2.0,7,2.0,2.0,3.0,2.0,3,4
+3488,4.0,1,26,75,115,2015,1,1956,1.0,1.0,1.0,1.0,21088.0,1.0,130.0,155,100,3.0,4.0,4.0,1,2.0,3.0,1.0,2.0,4.0,5,146563.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+3489,4.0,1,7,18,35,2015,1,1952,4.0,0.0,1.0,10.0,60000.0,1.0,80.0,170,110,3.0,5.0,5.0,2,2.0,4.0,3.0,2.0,4.0,5,100000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,4.0,2.0,3,5
+3490,5.0,1,18,54,88,2015,2,1990,1.0,1.0,1.0,7.0,12341.0,1.0,90.0,150,75,5.0,5.0,3.0,1,3.0,4.0,2.0,2.0,4.0,5,10000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,2.0,2.0,1,3
+3491,3.0,2,5,8,23,2015,1,1956,1.0,1.0,1.0,1.0,0.0,1.0,60.0,168,130,4.0,4.0,4.0,1,1.0,1.0,1.0,4.0,4.0,3,0.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,1
+3492,4.0,1,19,59,95,2015,2,1985,1.0,1.0,1.0,4.0,40000.0,1.0,47.7,165,140,5.0,5.0,5.0,1,3.0,3.0,3.0,3.0,4.0,1,60000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,1,5
+3493,4.0,1,5,8,23,2015,1,1991,1.0,0.0,3.0,10.0,0.0,1.0,40.0,175,100,2.0,5.0,3.0,1,1.0,3.0,1.0,2.0,2.0,1,70000.0,1.0,2.0,0.0,2.0,3,2.0,1.0,2.0,2.0,1,1
+3494,4.0,2,27,80,120,2015,2,1977,1.0,1.0,1.0,4.0,20000.0,1.0,100.0,157,120,3.0,4.0,3.0,1,2.0,3.0,3.0,3.0,2.0,1,50000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+3495,4.0,2,18,52,86,2015,2,1989,1.0,1.0,1.0,4.0,0.0,1.0,200.0,167,122,5.0,5.0,4.0,1,4.0,3.0,3.0,2.0,5.0,5,20000.0,6.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,1
+3496,4.0,1,12,34,63,2015,2,1979,1.0,1.0,1.0,6.0,30000.0,1.0,40.0,155,98,5.0,4.0,4.0,2,3.0,3.0,2.0,4.0,4.0,1,55000.0,3.0,2.0,0.0,2.0,3,3.0,2.0,5.0,4.0,2,4
+3497,4.0,2,4,7,22,2015,1,1978,1.0,1.0,1.0,3.0,0.0,1.0,15.0,163,160,2.0,1.0,1.0,1,2.0,4.0,1.0,1.0,1.0,5,24000.0,3.0,1.0,2.0,2.0,3,3.0,2.0,3.0,2.0,2,1
+3498,4.0,1,6,12,28,2015,1,1951,1.0,1.0,1.0,3.0,20000.0,1.0,104.0,160,140,3.0,5.0,4.0,1,2.0,4.0,3.0,4.0,6.0,2,20000.0,4.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,3,3
+3499,4.0,2,15,41,72,2015,1,1973,1.0,1.0,1.0,4.0,20000.0,1.0,60.0,175,154,5.0,5.0,5.0,1,4.0,4.0,2.0,4.0,5.0,2,35000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,3
+3500,4.0,1,15,43,74,2015,2,1979,1.0,1.0,1.0,10.0,47168.0,1.0,140.0,160,98,4.0,4.0,4.0,5,4.0,4.0,2.0,3.0,6.0,1,80000.0,3.0,2.0,2.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+3501,4.0,1,21,63,99,2015,2,1980,1.0,1.0,1.0,12.0,20000.0,1.0,100.0,160,100,3.0,4.0,4.0,2,2.0,3.0,2.0,2.0,8.0,1,130000.0,3.0,4.0,1.0,2.0,3,1.0,2.0,4.0,3.0,2,3
+3502,4.0,1,4,7,22,2015,1,1982,1.0,1.0,2.0,4.0,0.0,1.0,92.0,167,140,5.0,5.0,5.0,4,3.0,4.0,2.0,1.0,1.0,5,20000.0,3.0,2.0,1.0,1.0,6,2.0,2.0,2.0,3.0,2,1
+3503,4.0,2,9,20,42,2015,2,1958,1.0,1.0,1.0,3.0,5000.0,2.0,200.0,155,130,4.0,3.0,3.0,1,3.0,4.0,1.0,3.0,4.0,3,10000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+3504,4.0,1,18,51,84,2015,2,1968,1.0,1.0,1.0,4.0,10000.0,1.0,70.0,152,102,5.0,5.0,5.0,1,1.0,1.0,1.0,4.0,5.0,1,30000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+3505,2.0,2,24,70,110,2015,1,1943,1.0,1.0,1.0,3.0,0.0,1.0,350.0,168,130,4.0,4.0,3.0,1,2.0,4.0,3.0,2.0,2.0,3,0.0,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,4.0,4,1
+3506,4.0,1,29,82,125,2015,2,1955,1.0,1.0,1.0,6.0,20000.0,1.0,80.0,160,100,3.0,1.0,2.0,5,4.0,4.0,1.0,3.0,4.0,5,20000.0,4.0,2.0,1.0,2.0,7,2.0,1.0,3.0,2.0,3,3
+3507,5.0,1,27,80,120,2015,2,1963,1.0,0.0,4.0,6.0,24000.0,1.0,63.0,163,140,2.0,2.0,3.0,2,2.0,3.0,3.0,4.0,5.0,5,24000.0,3.0,3.0,1.0,2.0,7,2.0,1.0,4.0,3.0,3,4
+3508,5.0,1,15,40,71,2015,2,1978,1.0,1.0,1.0,5.0,100000.0,1.0,60.0,165,125,3.0,3.0,3.0,4,4.0,3.0,5.0,3.0,5.0,1,200000.0,2.0,3.0,2.0,1.0,3,2.0,1.0,3.0,2.0,2,5
+3509,2.0,1,15,43,74,2015,2,1972,1.0,0.0,5.0,4.0,0.0,1.0,75.0,158,130,2.0,3.0,3.0,2,3.0,3.0,2.0,3.0,4.0,5,84000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,1
+3510,4.0,1,26,75,115,2015,2,1987,1.0,1.0,1.0,11.0,60000.0,1.0,160.0,168,98,4.0,5.0,5.0,5,2.0,4.0,3.0,3.0,5.0,1,1597271.0,6.0,3.0,2.0,1.0,1,2.0,1.0,3.0,3.0,1,5
+3511,4.0,2,27,80,120,2015,2,1982,1.0,1.0,1.0,9.0,0.0,1.0,20.0,163,120,3.0,4.0,3.0,1,3.0,3.0,2.0,2.0,3.0,5,400000.0,4.0,3.0,8.0,1.0,3,2.0,1.0,4.0,2.0,2,1
+3512,3.0,2,15,41,72,2015,1,1980,1.0,1.0,1.0,4.0,40000.0,1.0,130.0,170,154,5.0,4.0,4.0,1,2.0,2.0,2.0,2.0,3.0,3,40000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,2.0,3.0,2,5
+3513,4.0,1,7,18,40,2015,2,1972,1.0,1.0,1.0,6.0,24000.0,1.0,32.0,175,120,5.0,5.0,5.0,5,1.0,4.0,2.0,4.0,2.0,1,40000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,4
+3514,3.0,2,6,16,32,2015,2,1963,1.0,1.0,1.0,1.0,20000.0,1.0,100.0,154,100,3.0,4.0,4.0,1,3.0,2.0,1.0,3.0,5.0,3,20000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,3
+3515,4.0,1,15,41,72,2015,2,1939,1.0,1.0,3.0,1.0,20000.0,1.0,120.0,158,110,4.0,4.0,4.0,2,2.0,2.0,1.0,3.0,4.0,5,40000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,3
+3516,4.0,1,6,13,29,2015,1,1944,1.0,1.0,2.0,3.0,30000.0,4.0,50.0,168,135,4.0,4.0,4.0,1,3.0,4.0,3.0,4.0,4.0,5,35000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+3517,2.0,2,13,36,66,2015,1,1958,8.0,1.0,1.0,3.0,5000.0,1.0,200.0,160,135,4.0,3.0,4.0,1,5.0,4.0,1.0,3.0,4.0,3,5000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,2
+3518,4.0,1,18,51,84,2015,2,1979,1.0,1.0,1.0,4.0,30000.0,1.0,120.0,163,120,5.0,5.0,5.0,2,2.0,3.0,2.0,2.0,5.0,1,80000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,4
+3519,4.0,2,15,41,72,2015,1,1985,1.0,1.0,1.0,4.0,20000.0,1.0,100.0,172,140,5.0,4.0,2.0,1,4.0,3.0,1.0,2.0,2.0,5,30000.0,3.0,3.0,0.0,2.0,3,2.0,2.0,3.0,2.0,1,3
+3520,3.0,2,18,54,88,2015,2,1984,1.0,1.0,1.0,3.0,10000.0,1.0,150.0,165,110,4.0,5.0,5.0,1,4.0,2.0,1.0,2.0,2.0,3,36000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,3
+3521,2.0,2,2,3,10,2015,2,1974,1.0,1.0,3.0,3.0,10000.0,1.0,200.0,160,134,4.0,3.0,3.0,1,3.0,1.0,1.0,2.0,2.0,2,30000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,3
+3522,5.0,1,31,87,132,2015,1,1987,1.0,1.0,1.0,4.0,60000.0,1.0,40.0,168,120,4.0,4.0,4.0,1,3.0,3.0,2.0,2.0,4.0,1,200000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,5
+3523,5.0,1,27,77,117,2015,1,1932,1.0,1.0,1.0,3.0,35000.0,4.0,89.0,161,120,4.0,4.0,4.0,2,2.0,2.0,2.0,4.0,3.0,5,50000.0,2.0,3.0,0.0,2.0,4,2.0,1.0,4.0,2.0,5,4
+3524,3.0,1,16,46,78,2015,2,1939,1.0,0.0,2.0,3.0,0.0,1.0,80.0,150,80,2.0,2.0,3.0,2,4.0,2.0,1.0,4.0,4.0,5,3600.0,4.0,2.0,1.0,2.0,7,3.0,3.0,3.0,3.0,4,1
+3525,2.0,2,13,36,66,2015,2,1973,8.0,1.0,1.0,3.0,1200.0,1.0,50.0,155,110,4.0,5.0,3.0,1,2.0,4.0,1.0,2.0,3.0,3,25200.0,2.0,2.0,1.0,2.0,3,3.0,2.0,5.0,3.0,2,2
+3526,4.0,1,15,42,73,2015,2,1966,1.0,1.0,1.0,4.0,20000.0,1.0,108.0,155,105,4.0,3.0,4.0,1,2.0,2.0,1.0,4.0,4.0,1,100000.0,1.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,3
+3527,2.0,2,28,81,121,2015,1,1966,1.0,1.0,1.0,4.0,2500.0,1.0,100.0,168,90,2.0,1.0,1.0,1,3.0,3.0,2.0,4.0,3.0,5,2500.0,1.0,1.0,1.0,2.0,6,3.0,2.0,3.0,2.0,3,2
+3528,4.0,2,9,20,42,2015,1,1957,1.0,1.0,1.0,3.0,7000.0,1.0,120.0,166,106,4.0,3.0,3.0,1,4.0,4.0,1.0,4.0,4.0,2,15000.0,2.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+3529,4.0,1,12,32,58,2015,2,1956,1.0,1.0,1.0,4.0,30840.0,1.0,40.0,156,104,3.0,4.0,4.0,2,3.0,4.0,1.0,3.0,3.0,5,6000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,4
+3530,4.0,1,5,11,27,2015,1,1977,1.0,1.0,1.0,8.0,20000.0,1.0,53.0,170,140,4.0,4.0,4.0,2,2.0,4.0,2.0,4.0,5.0,1,40000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+3531,3.0,1,12,32,61,2015,1,1964,1.0,1.0,1.0,4.0,58117.0,1.0,130.0,173,100,4.0,5.0,4.0,1,4.0,4.0,2.0,2.0,3.0,1,69494.0,4.0,4.0,2.0,1.0,3,1.0,2.0,4.0,3.0,3,5
+3532,4.0,2,28,81,123,2015,2,1937,1.0,1.0,1.0,1.0,12000.0,1.0,120.0,148,71,2.0,2.0,4.0,1,3.0,3.0,1.0,4.0,5.0,4,12000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,3
+3533,4.0,2,5,8,24,2015,2,1988,1.0,1.0,1.0,4.0,0.0,1.0,100.0,160,100,4.0,4.0,4.0,1,4.0,4.0,2.0,4.0,4.0,4,30000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,1
+3534,4.0,1,2,5,12,2015,1,1986,8.0,1.0,1.0,12.0,30000.0,1.0,40.0,175,120,5.0,5.0,4.0,5,4.0,4.0,4.0,4.0,1.0,1,30000.0,3.0,3.0,1.0,2.0,1,3.0,1.0,5.0,2.0,1,4
+3535,4.0,1,6,16,32,2015,1,1993,1.0,1.0,1.0,7.0,0.0,2.0,70.0,170,131,5.0,5.0,5.0,1,1.0,2.0,2.0,4.0,5.0,1,57563.0,1.0,2.0,1.0,2.0,1,3.0,3.0,5.0,2.0,1,1
+3536,4.0,1,19,57,91,2015,1,1931,1.0,1.0,1.0,10.0,60000.0,4.0,73.0,162,130,3.0,3.0,4.0,5,4.0,3.0,3.0,4.0,5.0,5,150000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,1.0,5,5
+3537,4.0,2,5,10,26,2015,2,1945,1.0,1.0,1.0,1.0,2000.0,1.0,100.0,160,90,1.0,1.0,4.0,1,4.0,3.0,1.0,4.0,2.0,4,2500.0,1.0,1.0,1.0,2.0,7,2.0,3.0,4.0,2.0,4,2
+3538,4.0,2,24,72,112,2015,1,1953,1.0,1.0,1.0,3.0,9223.0,1.0,170.0,160,100,4.0,5.0,5.0,1,2.0,4.0,1.0,4.0,3.0,3,39822.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+3539,4.0,2,28,81,121,2015,1,1958,1.0,0.0,3.0,1.0,20000.0,1.0,150.0,170,120,2.0,2.0,3.0,1,2.0,3.0,2.0,3.0,4.0,1,21000.0,2.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,3
+3540,4.0,1,13,36,67,2015,2,1952,1.0,1.0,1.0,6.0,20000.0,1.0,129.0,160,140,2.0,3.0,3.0,2,3.0,4.0,2.0,4.0,5.0,5,85333.0,2.0,3.0,2.0,1.0,3,3.0,2.0,3.0,3.0,3,3
+3541,5.0,1,7,18,35,2015,2,1961,1.0,1.0,1.0,7.0,33600.0,1.0,50.0,173,200,4.0,5.0,5.0,2,2.0,4.0,4.0,4.0,6.0,5,135600.0,2.0,4.0,0.0,2.0,6,2.0,2.0,4.0,2.0,3,4
+3542,4.0,2,19,57,93,2015,2,1977,1.0,1.0,1.0,3.0,0.0,1.0,15.0,158,120,2.0,3.0,5.0,1,4.0,3.0,1.0,2.0,2.0,4,0.0,5.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,1
+3543,5.0,2,6,16,32,2015,1,1941,1.0,1.0,1.0,3.0,2000.0,1.0,60.0,165,120,2.0,3.0,3.0,4,2.0,2.0,2.0,5.0,4.0,4,2000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,4,2
+3544,2.0,1,22,65,104,2015,2,1955,1.0,0.0,4.0,1.0,10000.0,1.0,70.0,166,110,3.0,4.0,2.0,2,3.0,4.0,2.0,2.0,4.0,5,60000.0,2.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,3,3
+3545,4.0,2,5,10,26,2015,1,1988,1.0,1.0,1.0,4.0,60000.0,2.0,50.0,179,144,4.0,5.0,5.0,1,1.0,2.0,4.0,4.0,5.0,3,100000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,5.0,3.0,1,5
+3546,5.0,1,4,7,19,2015,1,1990,3.0,1.0,1.0,11.0,100000.0,4.0,70.0,172,140,5.0,5.0,5.0,2,5.0,5.0,3.0,4.0,5.0,1,200000.0,2.0,2.0,0.0,2.0,3,2.0,1.0,4.0,2.0,1,5
+3547,2.0,2,18,51,84,2015,2,1951,1.0,1.0,1.0,1.0,5000.0,1.0,180.0,163,100,2.0,2.0,3.0,1,1.0,3.0,1.0,1.0,3.0,3,7000.0,2.0,1.0,1.0,2.0,3,3.0,2.0,3.0,4.0,3,2
+3548,4.0,1,16,44,75,2015,1,1970,1.0,1.0,1.0,5.0,30000.0,1.0,75.0,170,120,3.0,3.0,3.0,5,2.0,3.0,1.0,4.0,5.0,1,40000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,4
+3549,4.0,1,15,43,74,2015,2,1935,1.0,1.0,1.0,2.0,24000.0,1.0,130.0,155,100,3.0,3.0,4.0,2,3.0,3.0,1.0,4.0,7.0,5,100000.0,3.0,4.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,4
+3550,3.0,1,26,76,116,2015,1,1980,1.0,1.0,2.0,4.0,20000.0,1.0,70.0,170,150,4.0,4.0,4.0,2,2.0,2.0,2.0,3.0,4.0,1,40000.0,2.0,2.0,1.0,2.0,6,3.0,3.0,3.0,3.0,2,3
+3551,4.0,1,6,12,28,2015,2,1954,1.0,1.0,1.0,6.0,23000.0,1.0,87.0,154,97,3.0,4.0,5.0,4,2.0,1.0,3.0,4.0,6.0,5,40000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,3
+3552,4.0,1,18,55,89,2015,1,1981,1.0,1.0,1.0,9.0,10000.0,4.0,142.0,185,180,5.0,5.0,5.0,2,2.0,4.0,3.0,2.0,5.0,1,20000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,3
+3553,4.0,1,7,18,37,2015,1,1993,1.0,1.0,1.0,6.0,0.0,1.0,60.0,181,138,5.0,5.0,3.0,2,1.0,5.0,5.0,4.0,3.0,6,80000.0,3.0,3.0,1.0,2.0,1,2.0,2.0,2.0,2.0,1,1
+3554,4.0,2,2,3,10,2015,2,1970,4.0,0.0,4.0,3.0,7078.0,1.0,150.0,157,128,4.0,5.0,5.0,1,5.0,3.0,1.0,4.0,8.0,3,10000.0,3.0,2.0,2.0,2.0,3,2.0,2.0,3.0,2.0,2,2
+3555,4.0,2,29,83,126,2015,2,1953,1.0,0.0,8.0,3.0,4000.0,1.0,90.0,162,115,4.0,4.0,4.0,1,2.0,4.0,2.0,2.0,4.0,3,10000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,2
+3556,4.0,1,10,26,48,2015,2,1968,1.0,1.0,2.0,4.0,24000.0,1.0,70.0,165,120,4.0,3.0,3.0,2,3.0,3.0,2.0,4.0,4.0,1,50000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,4
+3557,4.0,2,2,3,10,2015,2,1968,1.0,1.0,3.0,1.0,5000.0,1.0,80.0,160,100,4.0,4.0,4.0,1,3.0,3.0,1.0,3.0,2.0,3,12000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,2
+3558,4.0,1,27,78,118,2015,1,1943,1.0,1.0,1.0,6.0,24000.0,1.0,40.0,172,145,4.0,4.0,4.0,2,1.0,4.0,4.0,4.0,5.0,5,24000.0,1.0,2.0,1.0,2.0,1,3.0,1.0,2.0,3.0,4,4
+3559,4.0,1,22,66,106,2015,2,1960,1.0,1.0,1.0,10.0,30000.0,4.0,95.0,165,100,4.0,4.0,4.0,2,2.0,2.0,2.0,4.0,7.0,5,60000.0,2.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+3560,4.0,1,12,32,61,2015,1,1963,1.0,0.0,5.0,6.0,100000.0,1.0,118.0,172,125,4.0,5.0,4.0,5,2.0,4.0,3.0,2.0,5.0,1,150000.0,3.0,4.0,3.0,1.0,3,2.0,2.0,2.0,2.0,3,5
+3561,3.0,2,17,50,83,2015,2,1982,1.0,1.0,1.0,4.0,11000.0,1.0,165.0,160,101,5.0,5.0,4.0,1,1.0,2.0,2.0,1.0,6.0,1,25000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+3562,5.0,2,17,48,80,2015,2,1965,1.0,1.0,1.0,3.0,5000.0,1.0,200.0,160,130,2.0,3.0,3.0,2,1.0,3.0,1.0,5.0,4.0,3,15000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,5.0,4.0,3,2
+3563,2.0,1,15,42,73,2015,2,1970,1.0,1.0,1.0,4.0,0.0,1.0,100.0,160,100,3.0,3.0,3.0,2,5.0,4.0,3.0,2.0,4.0,6,50000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,1
+3564,4.0,2,6,17,33,2015,1,1951,1.0,1.0,1.0,3.0,40000.0,1.0,180.0,170,120,3.0,4.0,4.0,1,4.0,3.0,2.0,3.0,5.0,1,40000.0,1.0,4.0,1.0,2.0,7,1.0,1.0,4.0,2.0,3,5
+3565,4.0,1,10,26,48,2015,1,1969,1.0,1.0,3.0,6.0,50000.0,1.0,100.0,176,145,4.0,4.0,4.0,2,3.0,3.0,2.0,4.0,6.0,1,80000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+3566,4.0,1,7,18,34,2015,2,1961,1.0,1.0,1.0,6.0,36000.0,1.0,45.0,165,130,4.0,5.0,4.0,5,3.0,3.0,1.0,4.0,6.0,5,72000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+3567,1.0,2,23,68,108,2015,2,1960,1.0,1.0,1.0,1.0,1000.0,1.0,600.0,155,89,1.0,1.0,1.0,1,2.0,2.0,1.0,1.0,1.0,3,30000.0,2.0,1.0,1.0,2.0,3,3.0,1.0,4.0,4.0,3,1
+3568,2.0,2,13,36,67,2015,2,1964,6.0,1.0,1.0,4.0,0.0,1.0,200.0,160,110,2.0,4.0,4.0,1,2.0,2.0,1.0,4.0,4.0,4,23494.0,3.0,2.0,2.0,1.0,3,3.0,2.0,3.0,3.0,3,1
+3569,4.0,2,9,21,43,2015,1,1940,1.0,1.0,1.0,3.0,2500.0,1.0,50.0,170,110,4.0,5.0,5.0,1,2.0,4.0,1.0,5.0,5.0,5,2500.0,2.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,4,2
+3570,4.0,2,29,84,127,2015,2,1970,1.0,1.0,1.0,3.0,30000.0,1.0,130.0,163,140,2.0,2.0,2.0,1,2.0,4.0,1.0,4.0,1.0,1,20000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,4.0,2,4
+3571,4.0,1,11,29,52,2015,1,1964,1.0,1.0,1.0,4.0,30000.0,1.0,40.0,180,150,5.0,4.0,4.0,1,4.0,3.0,2.0,2.0,3.0,2,40000.0,3.0,2.0,0.0,2.0,3,3.0,2.0,4.0,2.0,3,4
+3572,4.0,1,5,11,27,2015,2,1966,1.0,1.0,1.0,12.0,60000.0,1.0,80.0,162,112,5.0,4.0,4.0,2,2.0,3.0,3.0,3.0,5.0,1,120000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,3.0,3,5
+3573,4.0,1,4,7,18,2015,1,1952,1.0,1.0,1.0,4.0,36000.0,1.0,54.0,165,147,3.0,2.0,4.0,5,2.0,4.0,2.0,2.0,1.0,5,66000.0,5.0,2.0,1.0,1.0,3,2.0,2.0,2.0,3.0,3,4
+3574,4.0,2,16,44,75,2015,1,1976,1.0,0.0,1.0,4.0,30000.0,1.0,402.0,170,156,2.0,5.0,5.0,1,4.0,3.0,2.0,4.0,1.0,1,30000.0,5.0,1.0,1.0,2.0,3,3.0,1.0,4.0,3.0,2,4
+3575,5.0,1,19,57,93,2015,2,1931,1.0,1.0,1.0,1.0,45000.0,1.0,28.0,161,195,5.0,4.0,5.0,2,2.0,2.0,2.0,4.0,5.0,5,45000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,5,5
+3576,5.0,2,18,54,88,2015,1,1992,1.0,1.0,1.0,4.0,25000.0,1.0,120.0,170,150,4.0,5.0,5.0,1,4.0,4.0,3.0,4.0,5.0,5,30000.0,5.0,3.0,1.0,1.0,3,2.0,2.0,3.0,3.0,1,4
+3577,5.0,1,12,32,55,2015,2,1989,1.0,1.0,1.0,13.0,200000.0,4.0,40.0,150,108,4.0,5.0,5.0,5,3.0,4.0,4.0,4.0,7.0,1,200000.0,2.0,4.0,0.0,2.0,3,2.0,1.0,3.0,3.0,1,5
+3578,4.0,1,1,1,8,2015,2,1930,1.0,1.0,1.0,4.0,120000.0,1.0,50.9,158,130,3.0,3.0,3.0,2,1.0,2.0,1.0,4.0,8.0,5,120000.0,1.0,3.0,1.0,2.0,7,2.0,1.0,3.0,2.0,5,5
+3579,4.0,1,28,81,123,2015,2,1948,1.0,1.0,1.0,3.0,14000.0,1.0,100.0,150,130,4.0,3.0,3.0,4,3.0,4.0,2.0,4.0,5.0,3,38000.0,2.0,3.0,2.0,2.0,3,2.0,1.0,3.0,2.0,4,3
+3580,4.0,2,18,52,85,2015,2,1941,1.0,1.0,1.0,4.0,0.0,1.0,100.0,169,115,4.0,4.0,4.0,1,4.0,2.0,2.0,4.0,3.0,4,0.0,2.0,3.0,1.0,2.0,3,3.0,1.0,5.0,2.0,4,1
+3581,5.0,1,12,32,58,2015,1,1936,1.0,1.0,1.0,3.0,60000.0,4.0,58.0,160,100,3.0,5.0,3.0,4,2.0,5.0,1.0,3.0,3.0,5,60000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,5
+3582,4.0,2,23,68,108,2015,1,1952,1.0,1.0,1.0,3.0,5000.0,1.0,210.0,168,125,3.0,4.0,4.0,1,3.0,3.0,1.0,5.0,3.0,3,5000.0,2.0,2.0,1.0,2.0,7,3.0,2.0,3.0,2.0,3,2
+3583,3.0,2,31,87,131,2015,2,1962,1.0,1.0,1.0,1.0,20000.0,1.0,70.0,155,106,2.0,3.0,3.0,1,2.0,4.0,1.0,3.0,1.0,4,60000.0,2.0,3.0,1.0,2.0,4,3.0,1.0,2.0,3.0,3,3
+3584,4.0,1,13,37,68,2015,2,1956,1.0,1.0,1.0,1.0,14400.0,1.0,80.0,155,105,3.0,3.0,2.0,1,2.0,2.0,1.0,4.0,1.0,1,26000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,3
+3585,4.0,1,19,57,93,2015,2,1958,1.0,1.0,1.0,7.0,60000.0,1.0,50.0,167,131,2.0,2.0,2.0,2,3.0,4.0,2.0,4.0,6.0,5,40000.0,1.0,4.0,1.0,2.0,6,2.0,2.0,4.0,2.0,3,5
+3586,2.0,2,2,2,9,2015,1,1946,8.0,0.0,3.0,3.0,5559.0,1.0,80.0,150,115,3.0,4.0,4.0,1,3.0,4.0,1.0,3.0,3.0,4,21310.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,2
+3587,4.0,2,10,25,47,2015,2,1958,1.0,1.0,1.0,1.0,0.0,1.0,150.0,156,120,4.0,5.0,5.0,1,4.0,3.0,1.0,4.0,5.0,3,15000.0,2.0,4.0,2.0,2.0,3,2.0,1.0,4.0,2.0,3,1
+3588,3.0,1,4,7,22,2015,1,1987,1.0,1.0,1.0,12.0,30000.0,1.0,120.0,188,200,1.0,4.0,2.0,2,3.0,4.0,2.0,2.0,2.0,1,90000.0,2.0,2.0,1.0,2.0,1,3.0,2.0,3.0,2.0,1,4
+3589,3.0,1,31,87,131,2015,1,1980,1.0,1.0,1.0,12.0,30000.0,1.0,70.0,170,120,3.0,4.0,3.0,2,3.0,2.0,1.0,2.0,4.0,1,30000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,4.0,2,4
+3590,5.0,1,7,18,36,2015,1,1966,1.0,1.0,1.0,6.0,50000.0,1.0,64.0,172,140,4.0,5.0,4.0,2,2.0,2.0,2.0,4.0,4.0,1,100000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+3591,5.0,1,5,8,23,2015,2,1933,1.0,1.0,1.0,3.0,18000.0,1.0,54.0,152,90,2.0,3.0,3.0,2,3.0,3.0,1.0,5.0,5.0,6,24000.0,2.0,2.0,1.0,2.0,7,2.0,2.0,3.0,2.0,5,3
+3592,4.0,2,5,9,25,2015,1,1973,1.0,1.0,1.0,4.0,100000.0,1.0,120.0,177,140,5.0,4.0,5.0,1,4.0,3.0,1.0,4.0,4.0,3,100000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,5.0,3.0,2,5
+3593,4.0,2,21,64,101,2015,2,1966,1.0,1.0,1.0,4.0,10126.0,1.0,200.0,152,120,4.0,4.0,4.0,1,3.0,2.0,2.0,3.0,5.0,3,30000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,3
+3594,3.0,2,6,12,28,2015,1,1947,1.0,1.0,1.0,4.0,4420.0,1.0,130.0,167,130,3.0,4.0,4.0,2,5.0,3.0,3.0,5.0,4.0,5,4420.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,2
+3595,4.0,2,31,87,131,2015,1,1986,1.0,1.0,1.0,4.0,60000.0,1.0,60.0,173,120,3.0,4.0,4.0,1,3.0,4.0,2.0,1.0,3.0,2,60000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,1,5
+3596,4.0,1,27,80,120,2015,2,1982,1.0,1.0,1.0,7.0,50000.0,1.0,54.0,157,100,4.0,4.0,4.0,2,2.0,3.0,4.0,4.0,5.0,1,50000.0,2.0,3.0,3.0,1.0,1,2.0,1.0,3.0,2.0,2,5
+3597,4.0,1,12,32,57,2015,1,1974,1.0,1.0,1.0,9.0,100000.0,4.0,100.0,159,146,5.0,5.0,5.0,5,2.0,5.0,5.0,4.0,3.0,1,120000.0,3.0,3.0,2.0,1.0,3,2.0,2.0,3.0,3.0,2,5
+3598,4.0,1,4,7,14,2015,2,1988,1.0,1.0,1.0,12.0,600000.0,1.0,68.0,165,100,4.0,4.0,4.0,5,1.0,3.0,2.0,1.0,5.0,1,100000.0,3.0,3.0,1.0,2.0,1,2.0,2.0,3.0,3.0,1,5
+3599,4.0,2,29,82,124,2015,1,1967,1.0,1.0,1.0,3.0,15000.0,1.0,120.0,180,140,4.0,3.0,4.0,1,3.0,3.0,2.0,4.0,5.0,3,30000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+3600,4.0,2,22,66,105,2015,2,1940,1.0,1.0,1.0,1.0,600.0,1.0,250.0,160,93,2.0,1.0,3.0,1,3.0,4.0,2.0,2.0,6.0,4,24000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,1
+3601,5.0,1,21,63,99,2015,2,1996,1.0,1.0,1.0,12.0,2467.0,2.0,95.0,160,92,4.0,5.0,5.0,1,3.0,5.0,5.0,5.0,4.0,6,110149.0,2.0,3.0,3.0,2.0,1,2.0,1.0,4.0,2.0,1,2
+3602,4.0,2,2,5,12,2015,2,1978,8.0,1.0,1.0,1.0,10000.0,1.0,100.0,155,110,2.0,3.0,3.0,1,4.0,4.0,1.0,4.0,3.0,3,20000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,2,3
+3603,5.0,1,15,39,70,2015,2,1997,1.0,1.0,1.0,6.0,0.0,2.0,118.0,164,110,5.0,5.0,2.0,2,3.0,3.0,4.0,2.0,4.0,6,20000.0,3.0,2.0,1.0,2.0,1,3.0,1.0,3.0,2.0,1,1
+3604,4.0,2,21,64,101,2015,2,1961,1.0,1.0,1.0,4.0,10000.0,1.0,150.0,160,120,5.0,4.0,4.0,1,4.0,4.0,1.0,2.0,5.0,3,20000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,2.0,2.0,3,3
+3605,5.0,2,18,55,89,2015,1,1960,1.0,1.0,1.0,6.0,20000.0,1.0,250.0,170,126,5.0,5.0,5.0,1,2.0,1.0,1.0,4.0,5.0,2,30000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+3606,3.0,2,18,52,85,2015,2,1971,1.0,1.0,1.0,4.0,1500.0,1.0,200.0,158,120,4.0,5.0,4.0,1,4.0,2.0,2.0,2.0,4.0,3,20000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0,2,2
+3607,2.0,1,24,70,110,2015,1,1969,1.0,1.0,1.0,4.0,80000.0,1.0,90.0,172,136,4.0,5.0,5.0,1,2.0,3.0,2.0,3.0,1.0,1,100000.0,3.0,2.0,1.0,1.0,3,2.0,3.0,3.0,3.0,2,5
+3608,4.0,2,28,81,122,2015,2,1975,1.0,1.0,1.0,3.0,5000.0,1.0,280.0,162,60,5.0,5.0,5.0,1,4.0,4.0,1.0,2.0,6.0,3,5000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,2
+3609,4.0,1,5,11,27,2015,1,1935,4.0,1.0,1.0,12.0,72000.0,4.0,77.0,170,160,3.0,4.0,4.0,2,4.0,4.0,5.0,2.0,5.0,5,100000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,5
+3610,4.0,1,4,7,18,2015,1,1984,1.0,1.0,1.0,12.0,100000.0,1.0,90.0,176,170,2.0,5.0,5.0,5,4.0,3.0,4.0,2.0,7.0,1,100000.0,3.0,4.0,0.0,1.0,3,2.0,2.0,2.0,3.0,1,5
+3611,5.0,2,31,87,131,2015,2,1943,1.0,1.0,1.0,1.0,2000.0,1.0,40.0,153,82,4.0,1.0,4.0,1,2.0,4.0,1.0,4.0,7.0,3,4000.0,2.0,2.0,0.0,2.0,3,2.0,1.0,4.0,2.0,4,2
+3612,4.0,1,5,8,23,2015,2,1939,1.0,1.0,1.0,7.0,36000.0,1.0,121.0,165,160,3.0,4.0,3.0,2,2.0,4.0,4.0,4.0,5.0,5,100000.0,2.0,4.0,1.0,2.0,3,1.0,2.0,4.0,2.0,4,4
+3613,5.0,2,21,64,100,2015,1,1962,1.0,1.0,1.0,6.0,30000.0,1.0,350.0,160,118,5.0,4.0,4.0,1,5.0,4.0,2.0,4.0,6.0,2,120000.0,2.0,4.0,1.0,2.0,3,1.0,2.0,4.0,2.0,3,4
+3614,4.0,1,19,59,95,2015,1,1981,1.0,1.0,1.0,7.0,30000.0,1.0,67.0,184,145,3.0,5.0,3.0,5,1.0,4.0,4.0,4.0,4.0,5,140000.0,4.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,2,4
+3615,4.0,1,15,39,70,2015,2,1988,1.0,1.0,1.0,4.0,20000.0,1.0,120.0,159,120,4.0,3.0,3.0,1,3.0,3.0,2.0,4.0,5.0,1,70000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,3
+3616,4.0,1,27,80,120,2015,1,1980,1.0,1.0,1.0,13.0,40000.0,4.0,40.0,174,160,5.0,5.0,5.0,2,2.0,5.0,3.0,4.0,7.0,1,80000.0,1.0,2.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+3617,1.0,2,31,87,132,2015,2,1964,1.0,1.0,1.0,4.0,0.0,1.0,108.0,160,120,1.0,1.0,2.0,1,2.0,5.0,1.0,1.0,1.0,4,0.0,2.0,1.0,1.0,2.0,3,3.0,3.0,4.0,4.0,3,1
+3618,4.0,1,31,87,130,2015,2,1957,1.0,1.0,1.0,6.0,9600.0,1.0,90.0,170,170,2.0,3.0,3.0,2,3.0,4.0,1.0,3.0,3.0,1,24000.0,3.0,1.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+3619,4.0,1,4,7,16,2015,2,1983,1.0,1.0,1.0,7.0,0.0,1.0,108.0,163,100,4.0,5.0,5.0,1,2.0,5.0,1.0,1.0,6.0,1,400000.0,3.0,4.0,2.0,2.0,3,2.0,1.0,4.0,2.0,1,1
+3620,4.0,2,5,10,26,2015,2,1937,1.0,1.0,1.0,1.0,50000.0,1.0,95.0,150,125,3.0,3.0,4.0,1,4.0,2.0,1.0,3.0,1.0,3,50000.0,4.0,2.0,1.0,2.0,7,3.0,2.0,4.0,3.0,4,5
+3621,4.0,2,18,55,89,2015,2,1963,1.0,1.0,1.0,6.0,20000.0,1.0,200.0,160,130,5.0,5.0,5.0,1,4.0,2.0,2.0,2.0,4.0,1,40000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,3
+3622,4.0,2,23,68,108,2015,1,1994,1.0,1.0,1.0,10.0,0.0,2.0,333.0,170,130,5.0,5.0,4.0,1,3.0,4.0,3.0,4.0,2.0,5,30000.0,4.0,4.0,2.0,1.0,1,2.0,1.0,4.0,2.0,1,1
+3623,5.0,1,31,87,132,2015,1,1956,1.0,1.0,1.0,6.0,24000.0,1.0,104.0,181,158,4.0,5.0,5.0,2,1.0,4.0,1.0,5.0,6.0,5,24000.0,4.0,4.0,2.0,1.0,7,1.0,3.0,4.0,2.0,3,4
+3624,4.0,1,12,32,58,2015,2,1990,1.0,1.0,1.0,6.0,30000.0,2.0,50.0,165,96,4.0,5.0,4.0,1,4.0,4.0,3.0,3.0,5.0,1,80000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,4
+3625,4.0,1,27,78,118,2015,1,1989,1.0,1.0,1.0,4.0,36000.0,1.0,80.0,180,160,4.0,4.0,3.0,5,2.0,3.0,2.0,4.0,2.0,1,70000.0,2.0,3.0,0.0,2.0,3,2.0,1.0,4.0,2.0,1,4
+3626,4.0,2,28,81,122,2015,2,1975,1.0,1.0,1.0,3.0,21660.0,1.0,200.0,150,75,4.0,4.0,4.0,1,3.0,3.0,2.0,4.0,1.0,3,7000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+3627,4.0,1,1,1,6,2015,2,1983,1.0,1.0,1.0,12.0,100000.0,1.0,58.0,160,100,5.0,5.0,4.0,2,2.0,3.0,2.0,4.0,5.0,1,200000.0,3.0,4.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,5
+3628,5.0,1,4,7,17,2015,2,1943,1.0,1.0,1.0,4.0,36000.0,1.0,100.0,155,100,4.0,4.0,5.0,4,3.0,5.0,5.0,4.0,5.0,5,84000.0,2.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,4
+3629,5.0,1,7,18,34,2015,2,1945,1.0,1.0,1.0,9.0,38000.0,1.0,45.0,146,110,4.0,5.0,5.0,2,1.0,5.0,5.0,2.0,8.0,5,60000.0,2.0,3.0,0.0,2.0,3,2.0,1.0,4.0,2.0,4,4
+3630,5.0,1,4,7,22,2015,1,1972,1.0,1.0,1.0,4.0,0.0,1.0,94.0,167,170,3.0,5.0,5.0,4,4.0,3.0,3.0,4.0,5.0,1,15000.0,2.0,3.0,2.0,1.0,2,2.0,1.0,3.0,2.0,2,1
+3631,3.0,1,5,8,23,2015,1,1970,1.0,1.0,1.0,4.0,20000.0,1.0,78.0,178,145,2.0,2.0,2.0,2,2.0,4.0,1.0,2.0,2.0,1,50000.0,3.0,3.0,1.0,2.0,4,2.0,3.0,3.0,2.0,2,3
+3632,5.0,1,21,64,102,2015,1,1949,1.0,1.0,1.0,3.0,0.0,1.0,300.0,175,150,2.0,1.0,3.0,5,2.0,4.0,2.0,2.0,3.0,4,0.0,4.0,2.0,1.0,2.0,3,3.0,1.0,5.0,2.0,4,1
+3633,5.0,1,2,3,10,2015,2,1966,4.0,0.0,7.0,3.0,8000.0,1.0,28.0,156,142,5.0,4.0,3.0,4,2.0,4.0,1.0,4.0,6.0,3,26000.0,3.0,3.0,2.0,2.0,3,2.0,1.0,3.0,1.0,3,2
+3634,3.0,2,10,24,46,2015,2,1945,1.0,1.0,1.0,2.0,100.0,1.0,70.0,160,80,2.0,2.0,3.0,1,2.0,4.0,1.0,3.0,5.0,3,1000.0,1.0,2.0,0.0,2.0,7,2.0,2.0,3.0,2.0,4,1
+3635,5.0,1,21,61,97,2015,2,1948,1.0,0.0,6.0,1.0,16800.0,1.0,80.0,163,98,5.0,5.0,4.0,1,2.0,2.0,1.0,2.0,6.0,1,40000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,3
+3636,4.0,1,24,72,112,2015,2,1974,1.0,1.0,3.0,10.0,40131.0,1.0,125.0,157,110,4.0,5.0,3.0,5,3.0,3.0,2.0,4.0,5.0,1,173851.0,4.0,3.0,2.0,1.0,3,2.0,2.0,5.0,2.0,2,5
+3637,4.0,1,18,52,85,2015,2,1956,1.0,1.0,1.0,6.0,12000.0,1.0,80.0,164,125,4.0,4.0,4.0,2,4.0,4.0,2.0,3.0,5.0,5,50000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+3638,4.0,1,31,87,131,2015,1,1973,1.0,1.0,1.0,3.0,50000.0,1.0,60.0,182,200,5.0,4.0,5.0,1,2.0,3.0,1.0,4.0,10.0,1,100000.0,2.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+3639,3.0,1,4,7,18,2015,1,1960,1.0,1.0,1.0,6.0,24000.0,1.0,56.0,175,185,3.0,5.0,4.0,2,2.0,5.0,1.0,2.0,5.0,1,60000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,4
+3640,3.0,1,18,52,85,2015,2,1981,1.0,1.0,1.0,7.0,10000.0,1.0,150.0,169,130,4.0,4.0,5.0,2,3.0,3.0,3.0,4.0,4.0,1,171391.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,3
+3641,3.0,2,6,16,32,2015,2,1968,1.0,1.0,1.0,3.0,5000.0,1.0,100.0,160,100,3.0,4.0,4.0,1,3.0,3.0,1.0,2.0,5.0,3,20000.0,3.0,2.0,1.0,2.0,3,2.0,3.0,3.0,2.0,2,2
+3642,4.0,2,21,64,101,2015,1,1958,1.0,1.0,1.0,4.0,6000.0,1.0,260.0,163,110,5.0,5.0,5.0,1,5.0,4.0,1.0,4.0,5.0,3,12000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,5.0,3.0,3,2
+3643,3.0,1,6,12,28,2015,2,1950,1.0,1.0,1.0,3.0,20400.0,1.0,81.0,158,120,2.0,2.0,3.0,2,2.0,4.0,2.0,4.0,4.0,5,46400.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,4,3
+3644,2.0,1,12,33,62,2015,2,1948,1.0,0.0,6.0,1.0,0.0,1.0,80.0,155,105,2.0,3.0,3.0,1,3.0,4.0,1.0,3.0,3.0,4,12575.0,4.0,2.0,1.0,2.0,7,3.0,2.0,3.0,2.0,4,1
+3645,4.0,2,6,17,33,2015,1,1946,1.0,1.0,1.0,3.0,1000.0,1.0,450.0,170,125,2.0,2.0,3.0,1,4.0,4.0,1.0,4.0,3.0,4,3000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,1
+3646,4.0,2,11,30,53,2015,2,1962,1.0,1.0,1.0,3.0,0.0,1.0,150.0,160,112,5.0,5.0,5.0,1,5.0,4.0,2.0,2.0,6.0,4,60000.0,6.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,3,1
+3647,1.0,2,22,65,104,2015,1,1955,1.0,1.0,1.0,1.0,0.0,1.0,100.0,153,110,3.0,3.0,2.0,1,5.0,4.0,1.0,2.0,1.0,4,0.0,5.0,1.0,0.0,2.0,3,3.0,3.0,5.0,2.0,3,1
+3648,3.0,2,26,76,116,2015,2,1945,1.0,1.0,3.0,1.0,2000.0,1.0,120.0,162,110,1.0,1.0,1.0,1,1.0,5.0,1.0,3.0,4.0,4,3000.0,2.0,2.0,2.0,2.0,3,3.0,2.0,4.0,2.0,4,2
+3649,4.0,1,4,7,17,2015,1,1951,1.0,1.0,1.0,9.0,32000.0,4.0,53.8,168,112,3.0,4.0,5.0,2,2.0,5.0,5.0,4.0,5.0,5,55000.0,2.0,3.0,1.0,2.0,3,3.0,1.0,2.0,3.0,3,4
+3650,3.0,2,3,6,13,2015,1,1953,1.0,1.0,1.0,14.0,3500.0,1.0,80.0,170,125,4.0,4.0,3.0,1,2.0,2.0,1.0,1.0,5.0,3,3500.0,2.0,1.0,1.0,2.0,1,2.0,1.0,2.0,2.0,3,2
+3651,2.0,1,4,7,17,2015,1,1939,1.0,1.0,1.0,12.0,50000.0,4.0,60.0,173,116,3.0,3.0,3.0,5,3.0,3.0,1.0,1.0,3.0,5,40000.0,1.0,2.0,1.0,2.0,7,2.0,2.0,3.0,3.0,4,5
+3652,4.0,1,21,64,101,2015,2,1958,1.0,1.0,1.0,6.0,0.0,1.0,91.0,165,120,2.0,3.0,3.0,4,2.0,2.0,2.0,4.0,1.0,5,20000.0,5.0,1.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,1
+3653,4.0,1,17,49,82,2015,1,1985,1.0,0.0,1.0,10.0,80000.0,1.0,130.0,173,170,4.0,5.0,3.0,2,2.0,3.0,5.0,2.0,4.0,1,100000.0,6.0,4.0,1.0,2.0,3,2.0,3.0,4.0,3.0,1,5
+3654,4.0,2,6,14,30,2015,2,1982,1.0,1.0,1.0,3.0,0.0,1.0,60.0,165,90,3.0,3.0,3.0,1,2.0,2.0,2.0,3.0,4.0,3,10000.0,3.0,3.0,1.0,2.0,3,3.0,1.0,4.0,3.0,2,1
+3655,4.0,1,21,64,101,2015,1,1970,1.0,1.0,1.0,4.0,22000.0,1.0,75.0,180,165,4.0,4.0,4.0,4,3.0,4.0,1.0,4.0,4.0,1,32000.0,2.0,1.0,1.0,2.0,3,2.0,3.0,4.0,3.0,2,3
+3656,5.0,1,12,34,64,2015,2,1980,1.0,1.0,1.0,10.0,800000.0,1.0,132.0,162,105,3.0,5.0,5.0,7,3.0,3.0,3.0,3.0,8.0,1,1500000.0,4.0,4.0,3.0,1.0,3,1.0,1.0,4.0,1.0,2,5
+3657,4.0,2,2,3,10,2015,1,1973,1.0,1.0,3.0,4.0,10000.0,1.0,90.0,160,100,4.0,4.0,4.0,1,4.0,3.0,2.0,3.0,5.0,2,15000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+3658,4.0,1,18,52,86,2015,2,1966,1.0,1.0,3.0,6.0,20000.0,4.0,120.0,163,110,4.0,5.0,4.0,2,2.0,4.0,2.0,2.0,5.0,1,80000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+3659,4.0,2,5,9,25,2015,2,1995,1.0,1.0,1.0,4.0,10000.0,1.0,60.0,158,103,4.0,4.0,4.0,1,3.0,4.0,2.0,4.0,5.0,5,10000.0,3.0,2.0,1.0,2.0,1,3.0,1.0,3.0,2.0,1,3
+3660,4.0,1,12,32,57,2015,2,1970,1.0,1.0,1.0,6.0,50000.0,1.0,110.0,158,120,4.0,4.0,4.0,5,2.0,3.0,2.0,2.0,4.0,1,100000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,2,5
+3661,3.0,2,21,61,97,2015,2,1952,1.0,1.0,1.0,1.0,0.0,1.0,120.0,162,96,2.0,2.0,3.0,1,2.0,3.0,1.0,3.0,2.0,3,30000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,2.0,2.0,3,1
+3662,4.0,1,19,59,95,2015,1,1950,1.0,1.0,1.0,4.0,45000.0,4.0,70.0,174,155,4.0,5.0,5.0,5,3.0,3.0,3.0,2.0,4.0,5,70000.0,2.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,4,5
+3663,4.0,1,24,71,111,2015,1,1975,1.0,1.0,1.0,4.0,30000.0,1.0,180.0,174,130,5.0,5.0,3.0,2,2.0,4.0,1.0,1.0,1.0,1,100000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+3664,3.0,2,2,4,11,2015,1,1957,1.0,0.0,1.0,3.0,8000.0,1.0,100.0,170,110,2.0,3.0,3.0,1,2.0,2.0,1.0,4.0,2.0,4,10000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,3.0,3,2
+3665,4.0,2,28,81,121,2015,1,1974,1.0,1.0,1.0,4.0,15000.0,1.0,120.0,165,100,5.0,4.0,4.0,1,2.0,2.0,2.0,4.0,3.0,4,15000.0,1.0,2.0,1.0,2.0,1,3.0,1.0,3.0,2.0,2,3
+3666,4.0,1,4,7,15,2015,2,1983,1.0,1.0,4.0,6.0,100000.0,1.0,58.0,160,110,4.0,4.0,4.0,1,4.0,3.0,3.0,2.0,3.0,1,200000.0,3.0,3.0,2.0,1.0,2,2.0,1.0,4.0,2.0,1,5
+3667,3.0,1,1,1,8,2015,2,1969,1.0,1.0,1.0,6.0,80000.0,1.0,97.0,165,123,3.0,4.0,4.0,2,4.0,4.0,4.0,4.0,8.0,1,100000.0,2.0,4.0,2.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+3668,4.0,1,28,81,121,2015,2,1957,1.0,1.0,1.0,3.0,55000.0,1.0,70.0,180,130,2.0,4.0,4.0,1,2.0,4.0,2.0,4.0,4.0,1,60000.0,5.0,2.0,0.0,2.0,3,3.0,3.0,4.0,2.0,3,5
+3669,4.0,1,22,66,105,2015,1,1955,1.0,1.0,2.0,4.0,0.0,4.0,100.0,170,150,4.0,5.0,3.0,5,4.0,4.0,3.0,4.0,5.0,5,20000.0,2.0,3.0,1.0,2.0,3,1.0,3.0,2.0,3.0,3,1
+3670,4.0,2,21,62,98,2015,1,1954,8.0,1.0,1.0,3.0,2000.0,1.0,100.0,158,100,2.0,3.0,2.0,1,3.0,3.0,1.0,4.0,4.0,3,2000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,3.0,3,2
+3671,3.0,1,21,63,99,2015,1,1955,1.0,1.0,1.0,4.0,1200.0,1.0,200.0,170,140,2.0,3.0,3.0,1,2.0,4.0,1.0,3.0,1.0,4,50000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,4.0,4.0,3,2
+3672,3.0,2,16,45,76,2015,2,1970,1.0,1.0,1.0,1.0,4000.0,1.0,80.0,156,103,3.0,2.0,4.0,1,5.0,2.0,1.0,3.0,4.0,3,30000.0,3.0,3.0,2.0,2.0,2,2.0,2.0,3.0,2.0,2,2
+3673,3.0,1,12,34,63,2015,1,1966,1.0,1.0,1.0,7.0,60000.0,1.0,40.0,171,135,3.0,4.0,4.0,2,2.0,4.0,2.0,2.0,4.0,1,50000.0,1.0,2.0,0.0,2.0,1,3.0,2.0,3.0,3.0,3,5
+3674,4.0,2,19,57,93,2015,2,1949,1.0,1.0,1.0,1.0,0.0,1.0,120.0,158,112,2.0,2.0,3.0,1,4.0,4.0,1.0,2.0,5.0,5,31513.0,4.0,3.0,1.0,1.0,7,2.0,2.0,4.0,2.0,4,1
+3675,4.0,2,5,10,26,2015,1,1976,2.0,1.0,1.0,4.0,10000.0,4.0,80.0,162,180,4.0,3.0,2.0,1,5.0,5.0,1.0,1.0,3.0,3,20000.0,4.0,3.0,1.0,1.0,3,2.0,1.0,3.0,3.0,2,3
+3676,4.0,2,3,6,13,2015,1,1962,1.0,1.0,1.0,6.0,6000.0,1.0,20.0,175,125,4.0,4.0,2.0,1,3.0,3.0,1.0,3.0,1.0,3,10000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+3677,4.0,1,21,63,99,2015,2,1938,1.0,1.0,1.0,8.0,24000.0,1.0,70.0,158,140,4.0,3.0,4.0,4,5.0,5.0,2.0,3.0,4.0,5,24000.0,1.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0,4,4
+3678,4.0,1,4,7,20,2015,1,1972,1.0,1.0,1.0,6.0,64026.0,1.0,12.0,165,140,4.0,4.0,4.0,1,2.0,3.0,2.0,2.0,5.0,1,155974.0,2.0,2.0,1.0,1.0,3,2.0,1.0,2.0,2.0,2,5
+3679,4.0,1,4,7,17,2015,1,1958,1.0,1.0,1.0,4.0,50000.0,4.0,87.0,175,150,4.0,2.0,4.0,5,1.0,4.0,1.0,3.0,3.0,4,60000.0,2.0,2.0,2.0,1.0,3,3.0,2.0,2.0,2.0,3,5
+3680,5.0,2,2,4,11,2015,2,1971,1.0,1.0,1.0,1.0,2500.0,1.0,120.0,160,100,3.0,3.0,3.0,1,2.0,2.0,1.0,4.0,5.0,3,9500.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,2
+3681,4.0,1,4,7,19,2015,1,1987,1.0,1.0,1.0,4.0,5000.0,1.0,10.0,175,128,4.0,5.0,5.0,2,1.0,4.0,5.0,3.0,4.0,1,5000.0,1.0,1.0,2.0,2.0,3,2.0,3.0,3.0,2.0,1,2
+3682,4.0,2,29,83,126,2015,2,1983,1.0,1.0,1.0,4.0,0.0,1.0,70.0,168,110,5.0,5.0,3.0,1,3.0,3.0,4.0,3.0,5.0,5,60000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,5.0,3.0,1,1
+3683,5.0,1,24,70,110,2015,2,1975,1.0,1.0,1.0,9.0,12000.0,4.0,80.0,165,130,5.0,5.0,5.0,1,2.0,2.0,1.0,4.0,6.0,1,112000.0,2.0,3.0,2.0,1.0,3,1.0,2.0,5.0,2.0,2,3
+3684,4.0,1,15,42,73,2015,1,1954,1.0,1.0,1.0,4.0,10000.0,1.0,113.0,167,127,3.0,5.0,4.0,2,5.0,5.0,3.0,2.0,5.0,5,150000.0,3.0,3.0,3.0,1.0,3,1.0,1.0,3.0,2.0,3,3
+3685,5.0,1,24,70,110,2015,2,1964,1.0,1.0,1.0,4.0,25000.0,1.0,80.0,168,112,4.0,4.0,1.0,5,5.0,5.0,4.0,1.0,5.0,5,60000.0,4.0,3.0,1.0,1.0,3,2.0,1.0,4.0,4.0,3,4
+3686,3.0,2,24,72,112,2015,1,1943,1.0,1.0,1.0,1.0,1200.0,1.0,60.0,160,120,2.0,3.0,4.0,1,3.0,3.0,1.0,2.0,4.0,3,24000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,2.0,4,2
+3687,4.0,1,27,78,118,2015,2,1982,1.0,1.0,1.0,12.0,48000.0,4.0,142.0,165,100,4.0,4.0,4.0,2,2.0,3.0,3.0,2.0,5.0,1,96000.0,4.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+3688,3.0,2,2,4,11,2015,1,1989,1.0,1.0,1.0,3.0,2000.0,1.0,100.0,170,150,5.0,4.0,3.0,1,2.0,2.0,1.0,2.0,2.0,2,5000.0,2.0,2.0,1.0,2.0,1,3.0,2.0,4.0,2.0,1,2
+3689,4.0,1,13,35,65,2015,2,1943,6.0,0.0,6.0,1.0,1200.0,1.0,260.0,155,80,4.0,4.0,4.0,4,4.0,4.0,1.0,4.0,4.0,4,38200.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,2
+3690,4.0,2,5,8,24,2015,1,1970,1.0,1.0,1.0,4.0,40000.0,1.0,98.0,172,130,4.0,4.0,5.0,1,3.0,3.0,1.0,4.0,4.0,3,60000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,5
+3691,4.0,2,4,7,22,2015,2,1962,1.0,0.0,2.0,1.0,30000.0,1.0,15.0,166,100,2.0,3.0,4.0,1,2.0,3.0,1.0,5.0,3.0,1,60000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,4
+3692,3.0,2,28,81,122,2015,2,1952,1.0,1.0,1.0,1.0,5000.0,1.0,200.0,155,110,2.0,2.0,4.0,1,4.0,3.0,1.0,2.0,5.0,3,4000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,2
+3693,4.0,1,4,7,20,2015,2,1934,1.0,1.0,1.0,3.0,0.0,1.0,59.0,157,120,3.0,5.0,5.0,4,3.0,5.0,1.0,4.0,9.0,5,67200.0,3.0,4.0,0.0,2.0,3,3.0,1.0,3.0,2.0,5,1
+3694,1.0,1,1,1,8,2015,1,1962,1.0,1.0,1.0,6.0,30000.0,1.0,34.0,172,130,3.0,5.0,4.0,2,3.0,3.0,2.0,1.0,3.0,1,60000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,4
+3695,4.0,2,13,35,65,2015,1,1952,6.0,1.0,1.0,3.0,2400.0,1.0,200.0,160,95,4.0,3.0,3.0,1,2.0,2.0,1.0,4.0,3.0,3,36000.0,9.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,2
+3696,4.0,1,27,78,118,2015,1,1989,1.0,1.0,1.0,12.0,120000.0,1.0,47.0,177,170,2.0,5.0,5.0,2,2.0,4.0,3.0,4.0,3.0,1,120000.0,1.0,3.0,0.0,2.0,1,2.0,1.0,4.0,2.0,1,5
+3697,2.0,2,13,36,66,2015,2,1955,8.0,1.0,1.0,3.0,2000.0,1.0,300.0,140,100,4.0,4.0,4.0,1,4.0,2.0,1.0,4.0,4.0,3,5000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,4.0,1.0,3,2
+3698,3.0,1,4,7,19,2015,1,1997,1.0,1.0,1.0,7.0,0.0,1.0,120.0,176,114,4.0,5.0,4.0,1,2.0,3.0,2.0,2.0,6.0,1,20000.0,4.0,2.0,0.0,2.0,1,2.0,1.0,3.0,2.0,1,1
+3699,4.0,1,12,32,61,2015,1,1967,1.0,1.0,1.0,4.0,0.0,1.0,200.0,164,130,4.0,4.0,3.0,4,5.0,5.0,1.0,5.0,4.0,5,0.0,4.0,2.0,1.0,2.0,3,2.0,3.0,2.0,2.0,2,1
+3700,5.0,1,4,7,21,2015,2,1935,1.0,1.0,1.0,4.0,44400.0,1.0,60.0,156,120,3.0,1.0,5.0,5,3.0,4.0,1.0,4.0,5.0,5,120000.0,2.0,4.0,1.0,2.0,3,3.0,1.0,3.0,2.0,4,5
+3701,4.0,2,6,12,28,2015,2,1966,1.0,1.0,1.0,3.0,0.0,1.0,120.0,155,120,3.0,4.0,5.0,1,4.0,4.0,1.0,3.0,5.0,3,30000.0,4.0,3.0,1.0,2.0,3,3.0,1.0,3.0,2.0,3,1
+3702,4.0,1,10,26,48,2015,1,1965,1.0,1.0,1.0,11.0,80000.0,1.0,90.0,170,140,4.0,4.0,4.0,2,3.0,4.0,4.0,4.0,5.0,5,90000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+3703,5.0,2,31,87,130,2015,1,1966,1.0,1.0,1.0,3.0,39000.0,1.0,56.0,173,125,3.0,2.0,3.0,1,5.0,4.0,1.0,4.0,6.0,5,44000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,5.0,3.0,3,4
+3704,3.0,1,1,1,7,2015,1,1953,1.0,1.0,1.0,4.0,40000.0,1.0,38.0,178,125,4.0,5.0,5.0,2,3.0,3.0,2.0,3.0,5.0,5,70000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+3705,4.0,1,19,57,91,2015,2,1952,1.0,1.0,3.0,6.0,50000.0,1.0,55.0,164,130,3.0,3.0,4.0,5,2.0,4.0,2.0,4.0,5.0,5,100000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+3706,3.0,1,18,52,86,2015,1,1988,1.0,1.0,1.0,6.0,50000.0,1.0,90.0,172,130,5.0,5.0,3.0,2,2.0,5.0,1.0,3.0,3.0,1,93384.0,1.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,5
+3707,4.0,2,10,28,51,2015,1,1989,1.0,1.0,1.0,4.0,30000.0,1.0,100.0,175,160,5.0,5.0,5.0,1,1.0,2.0,1.0,3.0,1.0,1,100000.0,8.0,3.0,1.0,1.0,3,2.0,2.0,2.0,2.0,1,4
+3708,4.0,1,10,26,48,2015,2,1970,1.0,1.0,1.0,4.0,20000.0,1.0,60.0,165,110,3.0,3.0,4.0,2,3.0,3.0,1.0,4.0,3.0,1,40000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,3
+3709,4.0,1,12,32,58,2015,1,1955,1.0,1.0,1.0,6.0,50000.0,1.0,48.0,165,130,4.0,4.0,4.0,5,3.0,3.0,2.0,3.0,5.0,5,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,5
+3710,5.0,1,24,71,111,2015,2,1945,1.0,1.0,1.0,3.0,25000.0,1.0,80.0,158,100,3.0,2.0,4.0,5,4.0,5.0,1.0,4.0,4.0,5,53765.0,5.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+3711,4.0,1,12,32,57,2015,2,1982,1.0,1.0,1.0,9.0,24000.0,1.0,80.0,155,76,5.0,5.0,3.0,4,5.0,4.0,4.0,3.0,4.0,1,30000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+3712,3.0,2,22,65,103,2015,2,1948,1.0,1.0,1.0,1.0,10000.0,1.0,120.0,150,120,2.0,2.0,3.0,1,2.0,3.0,1.0,4.0,2.0,3,10000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,3
+3713,4.0,1,12,34,63,2015,1,1973,1.0,1.0,1.0,12.0,100000.0,1.0,150.0,172,120,4.0,5.0,4.0,2,2.0,3.0,3.0,4.0,6.0,1,300000.0,4.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+3714,5.0,1,15,42,73,2015,1,1964,1.0,1.0,1.0,4.0,120000.0,1.0,240.0,178,200,4.0,4.0,4.0,1,2.0,4.0,3.0,3.0,4.0,1,120000.0,3.0,3.0,2.0,1.0,3,2.0,1.0,4.0,2.0,3,5
+3715,2.0,2,18,54,88,2015,2,1970,1.0,0.0,7.0,3.0,3000.0,1.0,100.0,167,80,2.0,3.0,3.0,1,4.0,2.0,1.0,2.0,3.0,3,3000.0,3.0,2.0,1.0,2.0,7,3.0,1.0,3.0,3.0,2,2
+3716,4.0,1,10,27,49,2015,1,1986,1.0,1.0,1.0,12.0,36000.0,1.0,120.0,175,130,5.0,4.0,4.0,1,3.0,3.0,3.0,4.0,4.0,1,90000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,1,4
+3717,4.0,1,11,29,52,2015,2,1957,1.0,1.0,1.0,3.0,25000.0,1.0,12.0,163,130,2.0,4.0,2.0,2,5.0,4.0,4.0,2.0,3.0,5,25000.0,2.0,2.0,1.0,2.0,6,3.0,2.0,3.0,3.0,3,4
+3718,4.0,1,4,7,21,2015,1,1960,1.0,0.0,3.0,6.0,22000.0,1.0,62.0,169,140,3.0,4.0,4.0,5,3.0,3.0,3.0,4.0,3.0,1,48400.0,2.0,2.0,0.0,2.0,3,3.0,2.0,4.0,4.0,3,3
+3719,4.0,2,10,25,47,2015,2,1955,1.0,1.0,1.0,1.0,0.0,1.0,200.0,153,100,4.0,3.0,3.0,1,5.0,4.0,1.0,3.0,4.0,4,0.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,1
+3720,5.0,1,31,89,134,2015,1,1942,1.0,1.0,1.0,7.0,36000.0,4.0,80.0,173,130,1.0,2.0,4.0,2,1.0,4.0,1.0,4.0,7.0,5,110000.0,5.0,4.0,2.0,2.0,3,1.0,1.0,4.0,1.0,4,4
+3721,4.0,2,16,47,79,2015,2,1970,1.0,1.0,1.0,1.0,0.0,1.0,300.0,160,110,2.0,2.0,3.0,1,3.0,3.0,1.0,3.0,2.0,5,25000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+3722,4.0,2,10,24,46,2015,2,1982,1.0,1.0,1.0,12.0,240000.0,4.0,90.0,165,53,4.0,5.0,4.0,2,2.0,4.0,4.0,4.0,5.0,1,40000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,3.0,2,5
+3723,4.0,2,11,31,54,2015,1,1965,1.0,1.0,3.0,6.0,10000.0,4.0,150.0,175,160,4.0,3.0,3.0,2,2.0,4.0,3.0,4.0,5.0,1,45000.0,1.0,3.0,2.0,1.0,3,2.0,3.0,5.0,2.0,3,3
+3724,4.0,1,1,1,6,2015,2,1954,1.0,1.0,1.0,6.0,54000.0,1.0,48.8,156,104,3.0,4.0,5.0,2,1.0,3.0,3.0,4.0,6.0,5,102000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,4.0,2.0,3,5
+3725,4.0,2,29,84,127,2015,1,1993,1.0,1.0,1.0,4.0,20000.0,1.0,100.0,175,120,5.0,5.0,5.0,2,5.0,5.0,2.0,2.0,5.0,1,30000.0,2.0,2.0,2.0,2.0,3,2.0,1.0,4.0,2.0,1,3
+3726,4.0,1,4,7,21,2015,2,1963,1.0,0.0,9.0,7.0,20000.0,1.0,45.0,150,90,4.0,3.0,3.0,5,2.0,5.0,3.0,4.0,5.0,5,60000.0,1.0,2.0,1.0,2.0,5,3.0,2.0,4.0,4.0,3,3
+3727,1.0,1,13,37,68,2015,2,1995,1.0,1.0,1.0,7.0,18000.0,1.0,70.0,155,110,5.0,4.0,4.0,1,3.0,3.0,3.0,3.0,3.0,1,50000.0,5.0,2.0,0.0,2.0,1,3.0,2.0,3.0,3.0,1,3
+3728,4.0,1,15,43,74,2015,1,1995,1.0,1.0,1.0,6.0,0.0,2.0,100.0,172,180,5.0,5.0,5.0,2,1.0,3.0,5.0,1.0,7.0,6,84000.0,1.0,2.0,3.0,2.0,1,2.0,2.0,1.0,2.0,1,1
+3729,5.0,1,4,7,22,2015,2,1986,1.0,1.0,1.0,12.0,30000.0,1.0,90.0,160,110,5.0,5.0,5.0,4,4.0,3.0,2.0,4.0,5.0,1,100000.0,3.0,3.0,0.0,1.0,3,2.0,2.0,5.0,2.0,1,4
+3730,4.0,2,10,28,51,2015,1,1976,1.0,1.0,1.0,7.0,800000.0,1.0,120.0,168,140,4.0,4.0,4.0,1,4.0,4.0,2.0,4.0,6.0,1,800000.0,3.0,4.0,2.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+3731,4.0,1,22,66,106,2015,1,1985,1.0,1.0,1.0,6.0,100000.0,1.0,120.0,168,140,4.0,4.0,3.0,1,3.0,3.0,2.0,2.0,5.0,1,100000.0,5.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,1,5
+3732,3.0,1,29,82,125,2015,1,1983,1.0,1.0,1.0,12.0,120000.0,4.0,105.0,170,127,4.0,5.0,4.0,2,3.0,3.0,4.0,2.0,6.0,1,170000.0,3.0,4.0,1.0,2.0,3,1.0,1.0,5.0,2.0,1,5
+3733,4.0,2,3,6,13,2015,2,1982,1.0,1.0,1.0,3.0,2000.0,1.0,50.0,160,102,4.0,4.0,3.0,1,2.0,3.0,1.0,4.0,1.0,4,4000.0,2.0,1.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,2
+3734,4.0,1,21,64,100,2015,2,1975,1.0,1.0,1.0,6.0,50000.0,1.0,148.0,163,101,4.0,4.0,4.0,1,3.0,4.0,2.0,2.0,4.0,1,100000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+3735,3.0,1,21,63,99,2015,2,1949,1.0,1.0,8.0,1.0,20040.0,1.0,140.0,160,92,1.0,2.0,2.0,2,2.0,5.0,5.0,3.0,3.0,5,44040.0,3.0,2.0,1.0,2.0,7,3.0,3.0,3.0,3.0,4,3
+3736,4.0,2,29,83,126,2015,1,1954,1.0,1.0,1.0,4.0,10000.0,1.0,110.0,168,118,4.0,4.0,4.0,1,3.0,2.0,2.0,4.0,5.0,1,10000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+3737,4.0,1,26,74,114,2015,1,1979,1.0,1.0,1.0,10.0,40000.0,4.0,120.0,175,130,5.0,5.0,4.0,4,3.0,4.0,2.0,2.0,4.0,1,40000.0,3.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+3738,4.0,1,21,61,97,2015,1,1964,1.0,1.0,1.0,5.0,30000.0,1.0,90.0,175,130,4.0,4.0,5.0,2,2.0,3.0,1.0,4.0,4.0,1,75000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+3739,4.0,2,17,50,83,2015,2,1969,1.0,1.0,1.0,4.0,5000.0,1.0,100.0,165,120,4.0,5.0,4.0,1,4.0,4.0,1.0,4.0,5.0,2,30000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,2
+3740,4.0,1,12,32,59,2015,1,1983,1.0,1.0,1.0,11.0,50000.0,4.0,60.0,172,150,4.0,4.0,3.0,5,2.0,4.0,4.0,2.0,6.0,1,90000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,1,5
+3741,4.0,2,31,89,134,2015,2,1956,3.0,0.0,1.0,1.0,0.0,1.0,30.0,150,120,2.0,4.0,4.0,1,5.0,5.0,2.0,3.0,4.0,2,11000.0,2.0,2.0,2.0,2.0,3,3.0,3.0,3.0,3.0,3,1
+3742,3.0,1,12,32,56,2015,2,1968,1.0,1.0,1.0,4.0,26400.0,1.0,65.0,157,115,3.0,2.0,2.0,4,1.0,2.0,1.0,3.0,1.0,1,40000.0,3.0,1.0,1.0,2.0,3,3.0,3.0,4.0,3.0,2,4
+3743,4.0,1,12,34,63,2015,1,1980,1.0,1.0,1.0,6.0,500000.0,1.0,100.0,180,120,4.0,4.0,4.0,2,3.0,4.0,4.0,3.0,6.0,1,600000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+3744,2.0,1,30,85,128,2015,2,1968,1.0,1.0,1.0,4.0,15000.0,1.0,69.0,155,103,2.0,5.0,3.0,2,1.0,3.0,1.0,2.0,5.0,1,30000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,3
+3745,5.0,1,8,19,41,2015,2,1981,4.0,0.0,3.0,3.0,0.0,1.0,95.0,167,75,5.0,4.0,4.0,1,2.0,5.0,1.0,2.0,10.0,1,80000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,3.0,1.0,2,1
+3746,4.0,2,2,5,12,2015,1,1994,1.0,1.0,1.0,6.0,18000.0,2.0,160.0,180,106,4.0,4.0,4.0,1,3.0,4.0,1.0,2.0,4.0,1,30000.0,3.0,2.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,3
+3747,4.0,2,27,80,120,2015,1,1989,1.0,1.0,1.0,6.0,40000.0,1.0,32.0,175,160,5.0,4.0,4.0,1,3.0,4.0,2.0,4.0,5.0,1,80000.0,3.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,5
+3748,4.0,2,18,52,85,2015,1,1948,1.0,1.0,3.0,3.0,20000.0,1.0,100.0,160,110,2.0,2.0,4.0,2,2.0,4.0,1.0,4.0,5.0,5,50000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,3
+3749,5.0,2,31,89,134,2015,2,1954,1.0,1.0,1.0,1.0,2000.0,1.0,88.0,165,110,2.0,3.0,2.0,1,3.0,5.0,1.0,5.0,3.0,4,8800.0,2.0,2.0,1.0,2.0,3,2.0,3.0,4.0,3.0,3,2
+3750,2.0,2,5,9,25,2015,2,1957,1.0,1.0,1.0,3.0,0.0,1.0,200.0,169,100,3.0,3.0,4.0,1,4.0,4.0,1.0,4.0,1.0,3,20000.0,3.0,1.0,1.0,2.0,3,3.0,3.0,3.0,4.0,3,1
+3751,4.0,1,1,1,5,2015,2,1952,1.0,1.0,1.0,10.0,100000.0,4.0,204.0,168,145,3.0,4.0,3.0,2,3.0,3.0,4.0,4.0,3.0,5,170000.0,2.0,3.0,1.0,1.0,3,2.0,3.0,4.0,1.0,3,5
+3752,5.0,2,23,69,109,2015,1,1958,1.0,0.0,3.0,1.0,10000.0,1.0,200.0,167,138,5.0,5.0,5.0,1,1.0,3.0,1.0,4.0,5.0,4,30000.0,2.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,3
+3753,3.0,1,19,57,91,2015,1,1943,1.0,1.0,1.0,4.0,30000.0,1.0,56.0,168,120,4.0,4.0,4.0,5,4.0,3.0,2.0,2.0,5.0,5,80000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,4
+3754,1.0,1,21,64,100,2015,2,1977,1.0,1.0,1.0,3.0,9000.0,1.0,80.0,160,107,3.0,3.0,2.0,2,2.0,3.0,1.0,1.0,2.0,1,36000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,2.0,4.0,2,2
+3755,4.0,2,6,16,32,2015,2,1945,1.0,1.0,1.0,1.0,0.0,1.0,200.0,155,80,2.0,3.0,3.0,1,3.0,3.0,1.0,4.0,5.0,3,30000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,1
+3756,5.0,1,15,39,70,2015,2,1991,1.0,1.0,1.0,3.0,36000.0,1.0,180.0,160,120,5.0,4.0,4.0,1,2.0,2.0,2.0,2.0,5.0,1,100000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,3.0,3.0,1,4
+3757,3.0,2,21,64,100,2015,2,1971,1.0,1.0,1.0,3.0,5000.0,1.0,180.0,156,100,4.0,4.0,3.0,1,3.0,3.0,1.0,4.0,4.0,3,30000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,2,2
+3758,4.0,2,19,57,93,2015,1,1979,1.0,1.0,1.0,4.0,30000.0,1.0,400.0,175,160,5.0,4.0,4.0,4,2.0,4.0,2.0,4.0,5.0,1,165138.0,5.0,3.0,1.0,1.0,3,2.0,2.0,4.0,3.0,2,4
+3759,3.0,1,15,41,72,2015,1,1954,1.0,1.0,1.0,6.0,20000.0,1.0,100.0,167,160,2.0,3.0,3.0,4,3.0,4.0,1.0,2.0,3.0,1,50000.0,5.0,2.0,1.0,2.0,3,1.0,1.0,3.0,4.0,3,3
+3760,5.0,1,21,63,99,2015,2,1966,1.0,1.0,1.0,4.0,0.0,1.0,89.0,160,106,3.0,3.0,3.0,5,2.0,5.0,3.0,4.0,7.0,5,50000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,3,1
+3761,4.0,2,9,22,44,2015,2,1972,1.0,1.0,1.0,4.0,10000.0,1.0,85.0,163,133,3.0,3.0,4.0,2,3.0,4.0,1.0,4.0,5.0,4,20000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,3
+3762,4.0,2,22,65,104,2015,2,1965,1.0,1.0,1.0,3.0,50000.0,1.0,130.0,164,100,4.0,5.0,3.0,1,3.0,3.0,3.0,4.0,6.0,2,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+3763,4.0,1,5,8,24,2015,1,1960,1.0,1.0,1.0,4.0,0.0,1.0,105.0,172,130,4.0,4.0,4.0,2,3.0,4.0,2.0,4.0,6.0,5,15000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+3764,4.0,1,24,70,110,2015,2,1986,1.0,1.0,1.0,10.0,50000.0,1.0,55.0,163,105,3.0,4.0,4.0,2,2.0,3.0,2.0,3.0,5.0,1,100000.0,4.0,2.0,2.0,1.0,3,2.0,2.0,3.0,2.0,1,5
+3765,4.0,2,23,68,108,2015,2,1963,1.0,1.0,1.0,1.0,2500.0,1.0,100.0,160,144,2.0,2.0,2.0,1,3.0,3.0,2.0,4.0,2.0,3,10000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,5.0,2.0,3,2
+3766,2.0,2,22,65,104,2015,2,1954,8.0,1.0,1.0,3.0,0.0,1.0,150.0,150,120,2.0,3.0,2.0,1,2.0,3.0,1.0,2.0,1.0,3,57221.0,2.0,3.0,1.0,2.0,7,3.0,2.0,4.0,2.0,3,1
+3767,4.0,1,5,8,23,2015,2,1970,1.0,0.0,1.0,7.0,0.0,1.0,60.0,158,120,3.0,5.0,3.0,2,2.0,5.0,2.0,2.0,3.0,5,0.0,2.0,2.0,0.0,2.0,6,3.0,3.0,2.0,2.0,2,1
+3768,4.0,1,23,68,108,2015,2,1982,1.0,1.0,1.0,12.0,50000.0,4.0,76.0,160,96,4.0,4.0,3.0,2,3.0,3.0,3.0,4.0,5.0,1,100000.0,3.0,3.0,2.0,2.0,3,2.0,2.0,4.0,3.0,2,5
+3769,4.0,2,18,51,84,2015,1,1962,1.0,1.0,1.0,4.0,8000.0,1.0,150.0,178,160,5.0,4.0,3.0,1,3.0,3.0,2.0,2.0,1.0,3,20000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+3770,4.0,1,15,39,70,2015,1,1986,1.0,1.0,1.0,12.0,100000.0,1.0,110.0,168,110,4.0,4.0,4.0,1,4.0,4.0,2.0,4.0,4.0,1,300000.0,6.0,4.0,2.0,1.0,3,2.0,1.0,3.0,3.0,1,5
+3771,4.0,1,26,76,116,2015,1,1979,1.0,1.0,1.0,6.0,1000000.0,1.0,110.0,175,160,3.0,4.0,4.0,2,3.0,3.0,3.0,4.0,6.0,1,1000000.0,3.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+3772,4.0,1,19,57,92,2015,2,1927,1.0,1.0,1.0,1.0,19200.0,1.0,72.0,160,90,4.0,4.0,4.0,1,3.0,4.0,2.0,4.0,6.0,4,23289.0,2.0,3.0,1.0,1.0,7,2.0,2.0,3.0,2.0,5,3
+3773,3.0,1,12,33,62,2015,1,1992,1.0,1.0,1.0,3.0,18000.0,1.0,170.0,167,110,4.0,5.0,5.0,1,2.0,3.0,1.0,3.0,6.0,1,54000.0,9.0,3.0,1.0,2.0,1,2.0,2.0,4.0,3.0,1,3
+3774,4.0,1,16,46,77,2015,1,1994,1.0,1.0,1.0,12.0,3000.0,2.0,140.0,162,124,5.0,4.0,4.0,1,2.0,2.0,4.0,4.0,4.0,5,55000.0,4.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,2
+3775,4.0,1,24,71,111,2015,1,1942,1.0,1.0,1.0,7.0,70000.0,4.0,100.0,165,100,3.0,3.0,4.0,4,2.0,3.0,1.0,4.0,8.0,1,60000.0,2.0,4.0,1.0,2.0,4,1.0,2.0,4.0,2.0,4,5
+3776,4.0,2,31,87,131,2015,2,1977,1.0,1.0,1.0,3.0,30000.0,1.0,60.0,160,102,4.0,5.0,3.0,1,3.0,3.0,1.0,2.0,4.0,5,40000.0,2.0,1.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,4
+3777,4.0,1,22,65,103,2015,2,1963,1.0,1.0,3.0,9.0,35000.0,1.0,90.0,155,100,4.0,5.0,4.0,2,2.0,3.0,4.0,3.0,6.0,1,85000.0,3.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,4
+3778,4.0,1,1,1,2,2015,1,1973,1.0,1.0,1.0,12.0,200000.0,1.0,140.0,172,150,4.0,4.0,4.0,2,1.0,4.0,4.0,4.0,6.0,1,200000.0,1.0,3.0,1.0,1.0,1,2.0,2.0,4.0,3.0,2,5
+3779,4.0,1,1,1,7,2015,1,1938,1.0,1.0,1.0,6.0,36000.0,4.0,41.0,170,120,1.0,1.0,4.0,2,2.0,4.0,1.0,4.0,6.0,5,36000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,2.0,4,4
+3780,2.0,2,10,24,46,2015,1,1958,1.0,1.0,1.0,4.0,9000.0,1.0,200.0,160,120,2.0,2.0,2.0,1,1.0,3.0,1.0,3.0,1.0,2,14000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,2
+3781,4.0,2,13,36,67,2015,2,1965,1.0,1.0,1.0,3.0,35000.0,1.0,150.0,160,115,5.0,5.0,5.0,1,2.0,2.0,1.0,4.0,3.0,1,40000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,4
+3782,4.0,1,7,18,37,2015,2,1939,1.0,0.0,1.0,1.0,30000.0,1.0,40.0,165,130,2.0,2.0,2.0,2,2.0,1.0,1.0,3.0,4.0,5,30000.0,1.0,3.0,2.0,2.0,7,2.0,3.0,4.0,2.0,4,4
+3783,3.0,1,23,69,109,2015,1,1990,1.0,1.0,1.0,5.0,10000.0,2.0,60.0,170,75,5.0,5.0,3.0,1,4.0,3.0,4.0,3.0,2.0,1,10000.0,1.0,2.0,1.0,2.0,1,3.0,2.0,4.0,3.0,1,3
+3784,5.0,2,31,86,129,2015,2,1975,1.0,1.0,1.0,4.0,0.0,1.0,70.0,155,122,2.0,2.0,4.0,1,2.0,3.0,1.0,2.0,1.0,6,50000.0,2.0,3.0,1.0,2.0,3,3.0,1.0,2.0,3.0,2,1
+3785,3.0,1,26,76,116,2015,2,1966,1.0,1.0,2.0,4.0,100000.0,1.0,100.0,161,120,5.0,5.0,4.0,2,2.0,3.0,4.0,3.0,6.0,1,100000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,5
+3786,4.0,1,16,47,79,2015,1,1973,1.0,1.0,1.0,6.0,50000.0,1.0,88.0,175,160,4.0,4.0,3.0,5,4.0,3.0,2.0,2.0,6.0,1,100000.0,6.0,3.0,2.0,2.0,3,2.0,1.0,3.0,3.0,2,5
+3787,4.0,2,19,57,92,2015,2,1964,1.0,1.0,1.0,1.0,12000.0,1.0,600.0,165,100,4.0,4.0,4.0,1,2.0,3.0,1.0,4.0,4.0,5,30000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,3
+3788,4.0,2,2,2,9,2015,1,1938,8.0,1.0,1.0,12.0,43200.0,1.0,100.0,172,144,3.0,4.0,4.0,2,4.0,4.0,2.0,4.0,4.0,5,43920.0,3.0,2.0,1.0,2.0,3,2.0,3.0,3.0,2.0,4,5
+3789,4.0,1,31,86,129,2015,1,1949,1.0,1.0,1.0,12.0,50000.0,4.0,100.0,178,170,3.0,5.0,5.0,2,3.0,4.0,3.0,4.0,6.0,5,70000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,5
+3790,5.0,1,11,29,52,2015,1,1957,1.0,0.0,4.0,4.0,24000.0,1.0,26.0,175,140,5.0,5.0,5.0,5,4.0,4.0,3.0,2.0,4.0,5,24000.0,3.0,2.0,0.0,2.0,3,3.0,3.0,4.0,2.0,3,4
+3791,2.0,1,21,63,99,2015,1,1993,1.0,1.0,1.0,6.0,25000.0,1.0,170.0,170,130,5.0,4.0,4.0,1,3.0,3.0,2.0,2.0,3.0,1,50000.0,3.0,3.0,2.0,2.0,1,3.0,1.0,4.0,3.0,1,4
+3792,4.0,1,15,43,74,2015,1,1982,1.0,1.0,1.0,12.0,100000.0,1.0,110.0,174,200,3.0,3.0,3.0,5,4.0,4.0,3.0,4.0,7.0,1,200000.0,3.0,4.0,3.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+3793,4.0,1,22,65,103,2015,1,1983,1.0,1.0,1.0,4.0,30000.0,1.0,40.0,178,110,4.0,3.0,4.0,1,4.0,3.0,3.0,3.0,4.0,1,30000.0,3.0,2.0,3.0,2.0,3,3.0,2.0,4.0,3.0,1,4
+3794,4.0,2,2,5,12,2015,2,1982,8.0,1.0,1.0,1.0,0.0,1.0,100.0,160,100,2.0,2.0,2.0,1,4.0,4.0,1.0,4.0,4.0,4,20000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,2,1
+3795,4.0,2,2,3,10,2015,2,1992,1.0,1.0,1.0,10.0,0.0,2.0,100.0,159,110,5.0,4.0,4.0,1,3.0,3.0,3.0,2.0,1.0,4,6000.0,2.0,1.0,1.0,2.0,1,3.0,2.0,3.0,2.0,1,1
+3796,3.0,1,16,46,78,2015,1,1987,1.0,1.0,1.0,10.0,50000.0,1.0,87.0,176,138,4.0,4.0,4.0,4,3.0,3.0,3.0,4.0,5.0,1,80000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,5
+3797,3.0,1,26,76,116,2015,1,1995,1.0,1.0,1.0,11.0,0.0,1.0,60.0,165,98,4.0,3.0,3.0,2,2.0,2.0,1.0,3.0,4.0,6,50000.0,3.0,3.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,1
+3798,5.0,1,19,56,90,2015,2,1946,1.0,0.0,9.0,3.0,20000.0,1.0,40.0,158,150,5.0,5.0,5.0,7,4.0,4.0,3.0,5.0,5.0,5,20000.0,1.0,3.0,2.0,2.0,3,2.0,2.0,3.0,2.0,4,3
+3799,5.0,1,30,85,128,2015,2,1987,1.0,1.0,1.0,10.0,0.0,2.0,84.0,167,130,4.0,5.0,5.0,1,2.0,3.0,1.0,4.0,8.0,4,10000.0,6.0,1.0,0.0,2.0,3,2.0,2.0,2.0,2.0,1,1
+3800,5.0,1,13,36,66,2015,2,1966,8.0,1.0,1.0,4.0,5000.0,1.0,30.0,153,110,3.0,4.0,5.0,1,3.0,3.0,2.0,4.0,3.0,1,60000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,5.0,3.0,3,2
+3801,4.0,1,12,32,56,2015,1,1982,1.0,0.0,4.0,10.0,200000.0,1.0,70.0,170,130,5.0,5.0,4.0,4,3.0,4.0,4.0,3.0,5.0,1,200000.0,1.0,3.0,1.0,2.0,1,2.0,1.0,3.0,2.0,2,5
+3802,4.0,1,1,1,7,2015,1,1987,1.0,1.0,1.0,13.0,0.0,2.0,29.0,176,135,4.0,3.0,3.0,2,3.0,5.0,5.0,3.0,6.0,1,0.0,1.0,2.0,0.0,2.0,1,2.0,2.0,3.0,3.0,1,1
+3803,4.0,2,18,55,89,2015,1,1972,1.0,1.0,1.0,4.0,30000.0,1.0,400.0,170,140,3.0,4.0,3.0,1,2.0,1.0,1.0,2.0,6.0,3,60000.0,2.0,4.0,1.0,2.0,3,2.0,1.0,4.0,3.0,2,4
+3804,2.0,2,9,22,44,2015,2,1934,1.0,1.0,1.0,1.0,0.0,1.0,60.0,158,100,1.0,1.0,2.0,1,2.0,4.0,1.0,4.0,2.0,3,8467.0,1.0,1.0,1.0,2.0,7,3.0,2.0,4.0,3.0,5,1
+3805,2.0,1,2,3,10,2015,1,1936,4.0,0.0,9.0,1.0,10000.0,4.0,120.0,170,120,2.0,2.0,3.0,1,1.0,4.0,1.0,2.0,4.0,4,10000.0,2.0,1.0,1.0,2.0,3,3.0,2.0,3.0,3.0,4,3
+3806,4.0,1,15,43,74,2015,2,1938,1.0,0.0,3.0,6.0,12000.0,1.0,73.0,160,120,4.0,4.0,4.0,1,4.0,4.0,2.0,2.0,6.0,5,12000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,3.0,4,3
+3807,3.0,1,12,32,59,2015,1,1960,1.0,1.0,1.0,3.0,30000.0,1.0,14.0,162,118,4.0,4.0,4.0,2,2.0,4.0,2.0,3.0,5.0,5,50000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,4
+3808,4.0,2,2,2,9,2015,1,1966,8.0,1.0,1.0,3.0,40000.0,1.0,600.0,170,130,4.0,4.0,4.0,1,4.0,3.0,1.0,3.0,4.0,2,90000.0,4.0,3.0,2.0,2.0,3,2.0,1.0,3.0,2.0,3,5
+3809,4.0,2,5,8,23,2015,2,1930,1.0,1.0,1.0,1.0,0.0,1.0,45.0,140,80,4.0,4.0,4.0,2,2.0,4.0,2.0,4.0,5.0,4,0.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,5,1
+3810,4.0,1,4,7,15,2015,2,1951,1.0,1.0,1.0,3.0,30000.0,1.0,50.0,151,140,5.0,4.0,5.0,4,2.0,4.0,2.0,2.0,5.0,5,30000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,5.0,3.0,3,4
+3811,4.0,2,22,66,105,2015,1,1934,1.0,1.0,1.0,2.0,6000.0,4.0,60.0,170,110,3.0,3.0,3.0,1,5.0,5.0,1.0,4.0,5.0,2,6000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,5,2
+3812,4.0,1,4,7,21,2015,2,1970,1.0,1.0,1.0,3.0,10000.0,1.0,3.0,156,110,4.0,4.0,4.0,1,2.0,4.0,2.0,4.0,1.0,1,20000.0,2.0,2.0,1.0,2.0,5,3.0,1.0,5.0,2.0,2,3
+3813,4.0,2,16,47,79,2015,1,1968,1.0,1.0,1.0,3.0,20000.0,1.0,130.0,164,100,4.0,4.0,4.0,1,3.0,4.0,2.0,4.0,5.0,3,40000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+3814,4.0,1,15,39,70,2015,1,1966,1.0,0.0,1.0,4.0,50000.0,1.0,51.4,175,130,5.0,5.0,4.0,2,2.0,2.0,2.0,3.0,5.0,1,50000.0,2.0,3.0,0.0,2.0,4,2.0,2.0,4.0,2.0,3,5
+3815,5.0,2,15,42,73,2015,1,1955,1.0,1.0,1.0,13.0,5000.0,1.0,150.0,165,150,5.0,4.0,4.0,1,4.0,2.0,1.0,3.0,5.0,3,20000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+3816,4.0,2,6,15,31,2015,1,1973,1.0,1.0,1.0,3.0,50000.0,1.0,200.0,170,130,4.0,4.0,4.0,1,2.0,2.0,1.0,4.0,5.0,3,60000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+3817,4.0,1,31,87,132,2015,1,1946,1.0,1.0,1.0,4.0,40000.0,1.0,60.0,172,120,3.0,5.0,4.0,2,2.0,2.0,1.0,4.0,5.0,5,100000.0,5.0,3.0,2.0,1.0,3,2.0,1.0,5.0,3.0,4,5
+3818,4.0,1,28,81,122,2015,1,1990,1.0,1.0,1.0,6.0,70000.0,1.0,140.0,168,118,4.0,5.0,4.0,2,2.0,2.0,1.0,4.0,3.0,1,150000.0,4.0,3.0,0.0,2.0,3,2.0,1.0,3.0,2.0,1,5
+3819,5.0,2,16,46,78,2015,2,1937,1.0,1.0,1.0,1.0,0.0,1.0,120.0,158,100,4.0,4.0,4.0,1,2.0,4.0,1.0,5.0,4.0,4,4800.0,2.0,2.0,2.0,2.0,3,3.0,2.0,4.0,2.0,4,1
+3820,4.0,1,11,30,53,2015,1,1948,1.0,1.0,1.0,3.0,25000.0,4.0,105.0,167,120,4.0,4.0,3.0,5,3.0,4.0,2.0,4.0,6.0,1,60000.0,4.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,4,4
+3821,4.0,2,28,81,121,2015,2,1958,1.0,1.0,1.0,3.0,0.0,1.0,120.0,155,120,3.0,4.0,4.0,4,2.0,1.0,2.0,4.0,5.0,3,10000.0,2.0,4.0,1.0,2.0,3,1.0,1.0,3.0,2.0,3,1
+3822,3.0,2,16,46,78,2015,2,1965,1.0,1.0,3.0,1.0,0.0,1.0,150.0,145,90,5.0,5.0,5.0,1,3.0,4.0,1.0,4.0,3.0,3,30000.0,5.0,2.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,1
+3823,2.0,1,26,76,116,2015,1,1945,1.0,0.0,1.0,4.0,10000.0,1.0,64.0,150,105,2.0,2.0,3.0,2,4.0,4.0,3.0,2.0,2.0,5,30000.0,4.0,3.0,1.0,2.0,3,3.0,2.0,2.0,3.0,4,3
+3824,3.0,1,24,71,111,2015,2,1994,1.0,1.0,1.0,4.0,30000.0,1.0,100.0,164,50,5.0,5.0,4.0,4,2.0,2.0,2.0,4.0,5.0,1,100000.0,2.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,4
+3825,5.0,2,5,11,27,2015,2,1976,1.0,1.0,1.0,6.0,4000.0,1.0,100.0,163,128,5.0,5.0,5.0,1,4.0,4.0,3.0,4.0,5.0,1,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,2,2
+3826,4.0,1,15,42,73,2015,2,1988,1.0,1.0,1.0,10.0,35000.0,1.0,100.0,163,100,4.0,4.0,4.0,1,4.0,4.0,2.0,3.0,6.0,1,80000.0,5.0,3.0,2.0,1.0,3,3.0,2.0,3.0,3.0,1,4
+3827,5.0,1,4,7,14,2015,2,1967,1.0,1.0,1.0,4.0,40000.0,1.0,12.0,158,160,4.0,5.0,5.0,4,3.0,3.0,2.0,1.0,5.0,5,100000.0,3.0,3.0,0.0,2.0,3,2.0,1.0,4.0,3.0,2,5
+3828,4.0,2,23,69,109,2015,1,1956,1.0,1.0,4.0,3.0,7500.0,1.0,50.0,165,96,3.0,4.0,4.0,1,3.0,1.0,1.0,4.0,2.0,3,8000.0,1.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,2
+3829,4.0,1,6,15,31,2015,2,1993,1.0,1.0,4.0,11.0,20000.0,4.0,120.0,160,120,5.0,5.0,5.0,1,4.0,4.0,4.0,3.0,3.0,6,50000.0,3.0,3.0,1.0,2.0,1,3.0,1.0,4.0,2.0,1,3
+3830,4.0,1,6,17,33,2015,1,1982,1.0,1.0,1.0,4.0,20000.0,1.0,70.0,169,120,3.0,5.0,5.0,1,3.0,1.0,2.0,3.0,3.0,1,30000.0,2.0,2.0,1.0,2.0,4,3.0,1.0,3.0,2.0,2,3
+3831,3.0,1,1,1,2,2015,1,1936,1.0,0.0,3.0,2.0,40800.0,1.0,35.0,170,110,3.0,5.0,5.0,2,1.0,1.0,1.0,3.0,3.0,5,75553.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,5
+3832,5.0,2,10,28,51,2015,1,1975,1.0,1.0,1.0,4.0,20000.0,1.0,180.0,170,145,3.0,5.0,5.0,1,4.0,4.0,1.0,4.0,1.0,1,20000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+3833,4.0,2,29,84,127,2015,1,1953,1.0,1.0,1.0,3.0,10000.0,1.0,65.0,158,124,3.0,3.0,3.0,1,3.0,4.0,3.0,2.0,5.0,2,10000.0,1.0,2.0,1.0,2.0,7,2.0,1.0,5.0,2.0,3,3
+3834,5.0,1,11,30,53,2015,2,1985,1.0,1.0,1.0,7.0,24000.0,2.0,150.0,163,98,5.0,5.0,5.0,4,2.0,4.0,3.0,2.0,5.0,5,100000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,4
+3835,4.0,2,21,62,98,2015,2,1961,1.0,0.0,1.0,4.0,20000.0,1.0,450.0,154,100,4.0,5.0,3.0,2,2.0,3.0,3.0,4.0,7.0,1,120000.0,1.0,4.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,3
+3836,3.0,1,13,37,68,2015,1,1975,1.0,1.0,1.0,4.0,25000.0,1.0,90.0,167,130,4.0,5.0,5.0,1,3.0,4.0,1.0,2.0,3.0,1,25000.0,5.0,2.0,0.0,2.0,3,3.0,1.0,3.0,3.0,2,4
+3837,3.0,1,1,1,4,2015,1,1926,1.0,1.0,1.0,4.0,36000.0,1.0,73.1,168,140,2.0,2.0,3.0,5,2.0,1.0,1.0,2.0,4.0,5,72000.0,2.0,2.0,1.0,2.0,4,3.0,2.0,3.0,3.0,5,4
+3838,4.0,2,17,50,83,2015,1,1969,1.0,1.0,1.0,4.0,30000.0,1.0,200.0,175,120,2.0,3.0,2.0,1,2.0,4.0,1.0,2.0,5.0,1,34000.0,2.0,3.0,1.0,2.0,6,2.0,1.0,4.0,3.0,2,4
+3839,1.0,2,5,11,27,2015,1,1961,1.0,1.0,1.0,6.0,4000.0,1.0,120.0,171,168,1.0,2.0,2.0,1,5.0,5.0,1.0,1.0,1.0,3,4000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,4.0,4.0,3,2
+3840,4.0,2,6,12,28,2015,2,1965,1.0,1.0,1.0,3.0,2000.0,1.0,150.0,165,160,3.0,3.0,5.0,1,3.0,2.0,1.0,3.0,3.0,3,10000.0,2.0,1.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+3841,5.0,2,2,3,10,2015,1,1972,1.0,1.0,1.0,1.0,30000.0,1.0,300.0,175,150,4.0,4.0,4.0,1,2.0,3.0,1.0,4.0,3.0,3,40000.0,5.0,3.0,1.0,1.0,3,1.0,2.0,3.0,2.0,2,4
+3842,4.0,2,6,16,32,2015,2,1950,1.0,1.0,1.0,3.0,7097.0,1.0,90.0,155,98,2.0,3.0,3.0,1,3.0,3.0,1.0,3.0,4.0,5,17552.0,4.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,2
+3843,3.0,2,10,26,48,2015,1,1971,1.0,1.0,1.0,4.0,14400.0,4.0,120.0,170,170,4.0,4.0,4.0,1,2.0,4.0,1.0,2.0,7.0,2,14400.0,4.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,3
+3844,4.0,1,9,21,43,2015,1,1946,1.0,1.0,1.0,3.0,10000.0,1.0,100.0,170,110,2.0,2.0,3.0,1,3.0,3.0,1.0,3.0,3.0,3,20000.0,6.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,4,3
+3845,3.0,1,1,1,8,2015,1,1959,1.0,1.0,3.0,6.0,27600.0,1.0,56.0,175,138,3.0,4.0,4.0,2,2.0,4.0,3.0,4.0,4.0,1,27600.0,1.0,2.0,1.0,2.0,6,3.0,2.0,4.0,3.0,3,4
+3846,4.0,1,7,18,36,2015,1,1949,1.0,1.0,1.0,4.0,41600.0,1.0,69.0,170,170,2.0,3.0,3.0,2,1.0,3.0,1.0,3.0,5.0,5,60000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,5
+3847,4.0,2,18,54,88,2015,1,1951,1.0,1.0,1.0,1.0,30000.0,1.0,230.0,175,134,5.0,5.0,5.0,1,2.0,3.0,1.0,3.0,4.0,4,30000.0,1.0,3.0,2.0,2.0,3,1.0,1.0,3.0,2.0,3,4
+3848,4.0,1,10,24,46,2015,2,1939,1.0,1.0,1.0,7.0,24000.0,1.0,150.0,167,200,1.0,1.0,4.0,2,1.0,4.0,1.0,4.0,5.0,5,50000.0,3.0,3.0,2.0,2.0,3,3.0,1.0,5.0,4.0,4,4
+3849,4.0,1,17,48,80,2015,1,1995,1.0,1.0,1.0,6.0,0.0,2.0,120.0,185,120,5.0,5.0,5.0,2,3.0,4.0,4.0,3.0,6.0,6,100000.0,3.0,3.0,2.0,1.0,1,2.0,1.0,4.0,2.0,1,1
+3850,4.0,2,3,6,13,2015,2,1970,1.0,1.0,1.0,4.0,20000.0,1.0,80.0,165,130,2.0,2.0,3.0,1,4.0,4.0,1.0,1.0,5.0,3,80000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+3851,3.0,1,4,7,14,2015,2,1959,3.0,1.0,1.0,9.0,30000.0,1.0,41.0,160,120,3.0,5.0,4.0,2,2.0,4.0,2.0,2.0,4.0,5,100000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,4
+3852,2.0,2,2,4,11,2015,1,1944,1.0,1.0,1.0,3.0,2000.0,1.0,90.0,173,102,2.0,2.0,3.0,1,2.0,4.0,1.0,1.0,1.0,4,20060.0,2.0,1.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,2
+3853,4.0,1,4,7,18,2015,2,1955,1.0,1.0,1.0,6.0,7560.0,1.0,150.0,154,130,5.0,5.0,3.0,1,5.0,5.0,4.0,3.0,6.0,4,43560.0,2.0,3.0,1.0,2.0,3,1.0,1.0,4.0,3.0,3,2
+3854,4.0,2,16,46,78,2015,1,1944,1.0,1.0,1.0,3.0,0.0,1.0,110.0,165,100,3.0,5.0,5.0,1,4.0,4.0,2.0,5.0,3.0,4,36000.0,1.0,3.0,2.0,2.0,7,2.0,2.0,5.0,2.0,4,1
+3855,5.0,1,4,7,20,2015,1,1956,1.0,1.0,1.0,3.0,0.0,1.0,40.0,170,128,4.0,5.0,5.0,1,1.0,3.0,1.0,4.0,5.0,4,100000.0,4.0,2.0,2.0,2.0,3,2.0,1.0,4.0,2.0,3,1
+3856,4.0,2,29,84,127,2015,1,1972,1.0,1.0,1.0,3.0,5000.0,1.0,90.0,170,104,4.0,5.0,3.0,1,4.0,4.0,2.0,4.0,3.0,1,17000.0,1.0,2.0,1.0,2.0,3,3.0,1.0,2.0,2.0,2,2
+3857,4.0,1,12,32,57,2015,1,1969,1.0,0.0,1.0,4.0,100000.0,1.0,102.0,165,125,4.0,5.0,5.0,1,4.0,3.0,1.0,2.0,5.0,1,200000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,5
+3858,3.0,1,28,81,123,2015,1,1968,1.0,1.0,1.0,6.0,75000.0,1.0,150.0,166,136,4.0,5.0,4.0,4,4.0,2.0,2.0,4.0,5.0,1,120000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,5
+3859,4.0,2,15,43,74,2015,2,1959,1.0,1.0,1.0,4.0,24000.0,1.0,200.0,160,130,4.0,4.0,4.0,1,3.0,3.0,1.0,3.0,6.0,1,24000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,3.0,3,4
+3860,2.0,1,31,87,131,2015,2,1954,1.0,0.0,8.0,3.0,10000.0,1.0,70.0,162,130,2.0,5.0,5.0,1,1.0,4.0,1.0,2.0,1.0,1,10000.0,2.0,2.0,0.0,2.0,3,3.0,3.0,4.0,3.0,3,3
+3861,3.0,2,29,83,126,2015,2,1935,1.0,0.0,3.0,1.0,0.0,1.0,120.0,160,130,4.0,4.0,4.0,1,2.0,1.0,1.0,3.0,3.0,6,20000.0,1.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,1
+3862,5.0,1,15,40,71,2015,2,1985,1.0,1.0,1.0,10.0,0.0,1.0,95.0,162,100,5.0,5.0,5.0,1,2.0,3.0,2.0,2.0,4.0,5,100000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,1
+3863,4.0,2,15,41,72,2015,2,1978,1.0,1.0,2.0,4.0,10000.0,1.0,110.0,161,116,4.0,3.0,3.0,1,2.0,2.0,1.0,2.0,4.0,3,30000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,3
+3864,4.0,1,11,29,52,2015,1,1970,1.0,1.0,1.0,4.0,100000.0,1.0,110.0,170,150,5.0,3.0,3.0,2,4.0,2.0,2.0,3.0,6.0,1,150000.0,4.0,4.0,2.0,1.0,3,2.0,2.0,2.0,3.0,2,5
+3865,4.0,1,17,50,83,2015,2,1959,1.0,1.0,1.0,6.0,0.0,1.0,400.0,160,138,5.0,5.0,5.0,2,3.0,4.0,4.0,2.0,7.0,5,35000.0,6.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,3,1
+3866,4.0,2,15,41,72,2015,1,1968,1.0,1.0,1.0,4.0,26662.0,1.0,100.0,170,126,4.0,4.0,4.0,1,2.0,2.0,2.0,4.0,4.0,2,44651.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,4
+3867,4.0,1,11,30,53,2015,2,1989,1.0,1.0,1.0,10.0,57195.0,2.0,100.0,160,100,4.0,5.0,5.0,2,3.0,3.0,3.0,4.0,5.0,1,101172.0,4.0,1.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,5
+3868,4.0,1,4,7,18,2015,2,1936,1.0,1.0,1.0,7.0,56400.0,1.0,55.0,154,115,5.0,4.0,5.0,4,1.0,4.0,3.0,4.0,4.0,5,56400.0,1.0,4.0,1.0,2.0,7,1.0,1.0,2.0,3.0,4,5
+3869,4.0,2,9,23,45,2015,2,1970,1.0,1.0,1.0,4.0,20000.0,1.0,150.0,150,110,4.0,4.0,4.0,1,2.0,2.0,1.0,3.0,5.0,1,70000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,2,3
+3870,5.0,1,24,70,110,2015,2,1974,1.0,1.0,1.0,11.0,50000.0,4.0,91.0,158,150,5.0,4.0,4.0,5,2.0,5.0,4.0,3.0,6.0,1,100000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+3871,4.0,2,23,69,109,2015,1,1945,1.0,1.0,1.0,3.0,720.0,1.0,30.0,170,105,1.0,2.0,3.0,1,3.0,2.0,1.0,4.0,4.0,4,10000.0,3.0,2.0,1.0,2.0,7,2.0,1.0,4.0,2.0,4,1
+3872,4.0,2,28,81,121,2015,1,1951,1.0,1.0,1.0,1.0,2400.0,1.0,90.0,160,100,2.0,2.0,3.0,1,3.0,2.0,1.0,4.0,6.0,3,15888.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,2
+3873,4.0,1,7,18,35,2015,2,1956,1.0,1.0,1.0,4.0,28000.0,1.0,18.0,168,150,4.0,3.0,5.0,2,3.0,5.0,2.0,4.0,4.0,1,72000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,2.0,3.0,3,4
+3874,4.0,1,19,57,91,2015,2,1942,1.0,1.0,2.0,12.0,45000.0,4.0,60.0,157,110,3.0,3.0,4.0,5,2.0,5.0,5.0,2.0,5.0,5,50000.0,1.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,5
+3875,4.0,2,18,51,84,2015,2,1945,1.0,1.0,1.0,1.0,1000.0,1.0,130.0,155,100,4.0,4.0,4.0,1,4.0,4.0,1.0,3.0,1.0,4,8000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,4.0,2.0,4,1
+3876,4.0,2,24,72,112,2015,1,1950,1.0,1.0,3.0,3.0,720.0,1.0,118.0,160,110,4.0,4.0,3.0,1,3.0,3.0,1.0,2.0,4.0,3,40000.0,1.0,3.0,1.0,2.0,6,2.0,2.0,4.0,2.0,4,1
+3877,5.0,1,27,77,117,2015,2,1950,1.0,1.0,1.0,1.0,3139.0,1.0,100.0,160,120,4.0,5.0,5.0,1,4.0,5.0,1.0,4.0,8.0,4,42051.0,3.0,1.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,2
+3878,3.0,2,2,2,9,2015,1,1997,8.0,0.0,3.0,4.0,7500.0,1.0,400.0,165,125,5.0,5.0,5.0,1,3.0,3.0,2.0,2.0,5.0,1,24000.0,3.0,3.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,2
+3879,3.0,2,13,35,65,2015,2,1991,6.0,1.0,1.0,4.0,0.0,1.0,110.0,158,120,3.0,2.0,2.0,1,5.0,5.0,1.0,1.0,5.0,2,3500.0,3.0,3.0,1.0,2.0,6,3.0,2.0,3.0,2.0,1,1
+3880,5.0,2,2,3,10,2015,2,1954,1.0,1.0,4.0,1.0,5184.0,1.0,100.0,157,96,3.0,3.0,3.0,1,4.0,2.0,1.0,5.0,5.0,2,10000.0,3.0,2.0,2.0,2.0,3,3.0,2.0,3.0,2.0,3,2
+3881,4.0,2,2,3,10,2015,2,1953,4.0,0.0,4.0,3.0,488247.0,1.0,330.0,160,118,4.0,5.0,5.0,1,4.0,3.0,1.0,4.0,6.0,3,31245.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+3882,4.0,1,11,29,52,2015,1,1940,1.0,1.0,1.0,8.0,30000.0,1.0,150.0,165,120,2.0,2.0,4.0,1,3.0,3.0,2.0,4.0,4.0,5,40000.0,2.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+3883,4.0,1,1,1,3,2015,2,1957,1.0,1.0,1.0,6.0,41000.0,1.0,30.0,152,135,2.0,3.0,3.0,2,4.0,4.0,3.0,4.0,4.0,5,90000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+3884,4.0,1,1,1,1,2015,1,1945,1.0,1.0,1.0,12.0,50000.0,4.0,77.0,168,140,2.0,2.0,3.0,5,3.0,4.0,3.0,4.0,6.0,5,80000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,5
+3885,1.0,1,21,63,99,2015,2,1938,1.0,1.0,1.0,1.0,12000.0,1.0,40.0,155,85,1.0,1.0,1.0,4,3.0,5.0,1.0,1.0,1.0,4,12000.0,1.0,1.0,1.0,2.0,7,3.0,2.0,3.0,3.0,4,3
+3886,2.0,1,27,80,120,2015,2,1985,1.0,1.0,1.0,7.0,30000.0,1.0,80.0,165,96,2.0,5.0,2.0,2,2.0,3.0,3.0,2.0,3.0,1,60000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,3.0,3.0,1,4
+3887,3.0,1,18,53,87,2015,2,1994,1.0,1.0,1.0,11.0,0.0,1.0,100.0,167,105,5.0,4.0,4.0,2,2.0,3.0,4.0,2.0,5.0,6,80000.0,3.0,3.0,1.0,1.0,1,2.0,2.0,4.0,2.0,1,1
+3888,4.0,2,22,65,103,2015,2,1945,1.0,1.0,1.0,1.0,1026.0,1.0,50.0,155,75,2.0,1.0,4.0,1,1.0,4.0,1.0,3.0,3.0,4,6530.0,2.0,1.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,1
+3889,4.0,2,6,13,29,2015,1,1949,1.0,1.0,1.0,4.0,50000.0,1.0,180.0,157,103,3.0,3.0,3.0,5,3.0,3.0,3.0,3.0,5.0,5,55000.0,2.0,4.0,1.0,2.0,3,1.0,1.0,3.0,2.0,4,5
+3890,4.0,2,23,69,109,2015,1,1950,1.0,1.0,1.0,1.0,2000.0,1.0,60.0,175,102,4.0,4.0,4.0,1,4.0,3.0,2.0,2.0,2.0,3,38000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,2
+3891,5.0,2,29,83,126,2015,2,1938,1.0,1.0,1.0,3.0,1200.0,1.0,170.0,159,90,4.0,4.0,4.0,1,3.0,4.0,1.0,4.0,6.0,4,80000.0,6.0,4.0,1.0,2.0,3,2.0,1.0,4.0,3.0,4,2
+3892,4.0,1,28,81,121,2015,1,1970,1.0,1.0,1.0,3.0,80000.0,1.0,36.0,168,140,4.0,5.0,3.0,5,3.0,3.0,3.0,4.0,5.0,1,150000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+3893,4.0,1,8,19,41,2015,2,1975,4.0,0.0,1.0,3.0,5000.0,1.0,150.0,162,130,4.0,3.0,3.0,2,3.0,3.0,2.0,3.0,5.0,1,89879.0,5.0,3.0,1.0,1.0,3,2.0,1.0,3.0,3.0,2,2
+3894,3.0,2,9,22,44,2015,2,1969,1.0,1.0,1.0,1.0,0.0,1.0,45.0,160,140,3.0,3.0,3.0,1,2.0,4.0,1.0,4.0,4.0,6,1100.0,3.0,2.0,1.0,2.0,1,3.0,2.0,4.0,2.0,2,1
+3895,5.0,1,1,1,4,2015,1,1957,1.0,1.0,1.0,10.0,21840.0,1.0,56.7,173,150,5.0,5.0,5.0,2,3.0,2.0,2.0,3.0,2.0,1,49440.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,4.0,3,3
+3896,3.0,2,6,13,29,2015,2,1954,1.0,1.0,4.0,1.0,20000.0,1.0,100.0,155,105,4.0,3.0,3.0,1,3.0,2.0,2.0,2.0,1.0,4,10000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,3
+3897,4.0,1,21,64,100,2015,1,1960,1.0,1.0,1.0,6.0,40000.0,4.0,70.0,162,180,3.0,4.0,3.0,2,3.0,3.0,2.0,3.0,5.0,1,14000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,5
+3898,4.0,1,12,32,56,2015,1,1957,1.0,1.0,1.0,3.0,27416.0,1.0,20.0,165,110,3.0,3.0,4.0,2,2.0,4.0,1.0,3.0,2.0,5,80000.0,5.0,2.0,2.0,2.0,7,3.0,3.0,2.0,2.0,3,4
+3899,4.0,1,24,70,110,2015,2,1969,1.0,1.0,1.0,6.0,35000.0,1.0,95.0,160,120,4.0,4.0,4.0,2,3.0,3.0,2.0,4.0,5.0,1,100000.0,4.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+3900,4.0,1,22,67,107,2015,2,1952,1.0,1.0,1.0,4.0,30000.0,1.0,95.0,162,95,2.0,2.0,3.0,2,4.0,2.0,1.0,4.0,5.0,5,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+3901,2.0,1,13,36,67,2015,2,1975,1.0,1.0,1.0,4.0,13200.0,1.0,60.0,156,110,4.0,4.0,3.0,2,3.0,2.0,1.0,2.0,3.0,1,13200.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,3
+3902,4.0,2,6,14,30,2015,2,1964,1.0,1.0,1.0,3.0,1000.0,1.0,120.0,166,130,2.0,3.0,3.0,1,2.0,2.0,2.0,2.0,4.0,3,11000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,1
+3903,3.0,1,8,19,41,2015,2,1992,4.0,0.0,4.0,10.0,25000.0,2.0,150.0,160,120,5.0,4.0,4.0,2,3.0,4.0,4.0,2.0,4.0,1,100000.0,6.0,3.0,1.0,1.0,1,2.0,1.0,3.0,2.0,1,4
+3904,4.0,1,21,63,99,2015,1,1986,1.0,1.0,1.0,4.0,60000.0,1.0,400.0,171,115,5.0,5.0,2.0,1,2.0,2.0,2.0,4.0,3.0,1,60000.0,2.0,3.0,3.0,2.0,6,2.0,1.0,3.0,2.0,1,5
+3905,5.0,1,5,8,24,2015,2,1972,1.0,1.0,1.0,3.0,0.0,1.0,59.0,160,130,3.0,4.0,4.0,2,4.0,4.0,1.0,4.0,5.0,6,20000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,1
+3906,4.0,1,18,51,84,2015,2,1980,1.0,1.0,1.0,4.0,20000.0,1.0,100.0,165,90,5.0,5.0,5.0,1,4.0,3.0,2.0,4.0,3.0,1,40000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,2,3
+3907,4.0,2,6,17,33,2015,1,1937,1.0,1.0,1.0,3.0,840.0,1.0,120.0,165,110,2.0,2.0,3.0,1,4.0,3.0,1.0,4.0,4.0,4,2000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,1
+3908,5.0,1,4,7,14,2015,1,1995,1.0,1.0,2.0,12.0,4000.0,2.0,54.0,177,167,4.0,4.0,2.0,5,5.0,2.0,5.0,4.0,5.0,1,80000.0,3.0,3.0,2.0,2.0,1,1.0,1.0,1.0,2.0,1,2
+3909,2.0,2,22,65,103,2015,2,1947,1.0,1.0,1.0,3.0,840.0,1.0,79.0,153,78,2.0,4.0,4.0,1,1.0,1.0,1.0,4.0,3.0,4,20000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,1
+3910,4.0,1,1,1,7,2015,1,1957,1.0,1.0,1.0,11.0,0.0,1.0,41.0,170,120,3.0,3.0,4.0,2,2.0,3.0,1.0,3.0,8.0,5,50000.0,2.0,1.0,1.0,2.0,3,3.0,2.0,3.0,4.0,3,1
+3911,4.0,2,21,64,100,2015,1,1967,1.0,1.0,1.0,3.0,8000.0,1.0,100.0,172,130,4.0,4.0,3.0,1,2.0,3.0,1.0,2.0,5.0,2,35000.0,3.0,4.0,2.0,2.0,3,1.0,1.0,4.0,2.0,2,2
+3912,4.0,1,10,25,47,2015,2,1953,1.0,1.0,1.0,1.0,10000.0,1.0,114.0,156,140,4.0,5.0,3.0,1,4.0,4.0,1.0,4.0,5.0,3,20000.0,2.0,3.0,1.0,2.0,4,2.0,2.0,3.0,2.0,3,3
+3913,2.0,2,6,12,28,2015,1,1974,1.0,1.0,1.0,3.0,24000.0,4.0,120.0,165,150,5.0,4.0,4.0,1,3.0,3.0,2.0,2.0,6.0,1,50000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+3914,5.0,1,4,7,20,2015,1,1941,1.0,1.0,1.0,6.0,40000.0,4.0,70.0,172,160,4.0,4.0,5.0,5,2.0,4.0,4.0,4.0,5.0,5,70000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,4,5
+3915,3.0,2,28,81,122,2015,1,1939,1.0,1.0,1.0,3.0,2000.0,1.0,60.0,165,90,2.0,3.0,3.0,1,4.0,2.0,4.0,4.0,3.0,3,10000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,2
+3916,4.0,1,21,64,102,2015,1,1945,1.0,1.0,1.0,4.0,30000.0,1.0,90.0,168,130,3.0,4.0,4.0,2,2.0,4.0,2.0,2.0,5.0,5,80000.0,5.0,4.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+3917,3.0,1,12,32,60,2015,1,1984,1.0,1.0,1.0,4.0,30000.0,1.0,64.0,160,160,4.0,5.0,5.0,2,2.0,2.0,2.0,2.0,4.0,1,60000.0,8.0,3.0,2.0,1.0,3,3.0,2.0,3.0,2.0,1,4
+3918,3.0,2,10,25,47,2015,2,1935,1.0,1.0,1.0,1.0,4000.0,1.0,150.0,150,100,3.0,3.0,3.0,1,4.0,4.0,1.0,4.0,4.0,4,4000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,4.0,2.0,4,2
+3919,5.0,1,12,34,63,2015,1,1995,1.0,1.0,1.0,10.0,600.0,2.0,139.0,179,110,3.0,5.0,5.0,2,3.0,4.0,2.0,2.0,8.0,5,100000.0,4.0,3.0,3.0,1.0,1,2.0,1.0,3.0,2.0,1,1
+3920,3.0,1,19,57,92,2015,1,1972,1.0,1.0,1.0,4.0,50000.0,1.0,90.0,180,126,4.0,5.0,3.0,1,1.0,3.0,2.0,3.0,3.0,1,70000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,5
+3921,4.0,1,1,1,5,2015,2,1968,1.0,1.0,1.0,10.0,60000.0,1.0,170.0,162,140,3.0,3.0,3.0,2,4.0,4.0,3.0,3.0,6.0,1,200000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,5
+3922,3.0,2,13,35,65,2015,1,1952,6.0,0.0,3.0,3.0,1200.0,1.0,270.0,178,120,4.0,4.0,4.0,1,3.0,3.0,1.0,2.0,4.0,2,1200.0,2.0,3.0,1.0,1.0,3,2.0,1.0,3.0,3.0,3,2
+3923,4.0,1,12,32,59,2015,2,1944,1.0,1.0,2.0,3.0,26400.0,1.0,20.0,161,110,3.0,4.0,5.0,5,5.0,5.0,1.0,3.0,5.0,5,72000.0,2.0,3.0,0.0,2.0,7,2.0,2.0,4.0,2.0,4,4
+3924,3.0,1,1,1,7,2015,1,1931,1.0,1.0,1.0,3.0,42000.0,1.0,39.0,178,126,2.0,2.0,3.0,2,2.0,3.0,1.0,3.0,7.0,5,42000.0,1.0,2.0,2.0,2.0,4,3.0,3.0,3.0,2.0,5,5
+3925,4.0,2,31,86,129,2015,1,1953,1.0,1.0,1.0,4.0,30000.0,4.0,80.0,168,154,5.0,5.0,5.0,1,2.0,3.0,1.0,3.0,6.0,3,40000.0,2.0,4.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+3926,3.0,2,15,40,71,2015,1,1971,1.0,1.0,1.0,6.0,40000.0,1.0,200.0,177,190,3.0,3.0,2.0,4,4.0,4.0,1.0,2.0,6.0,1,90000.0,3.0,3.0,0.0,1.0,3,3.0,2.0,3.0,3.0,2,5
+3927,3.0,1,4,7,18,2015,1,1985,1.0,1.0,3.0,13.0,300000.0,1.0,40.0,170,120,4.0,5.0,3.0,4,3.0,4.0,4.0,4.0,6.0,1,2000000.0,1.0,4.0,1.0,1.0,1,2.0,2.0,4.0,3.0,1,5
+3928,4.0,1,1,1,3,2015,1,1975,1.0,1.0,1.0,12.0,400000.0,1.0,94.0,184,175,5.0,5.0,5.0,2,4.0,2.0,3.0,4.0,7.0,1,400000.0,2.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+3929,5.0,2,8,19,41,2015,2,1960,4.0,0.0,1.0,1.0,20000.0,1.0,50.0,160,135,4.0,5.0,5.0,4,4.0,3.0,1.0,4.0,8.0,2,100000.0,4.0,3.0,1.0,1.0,7,1.0,3.0,3.0,2.0,3,3
+3930,4.0,2,13,36,66,2015,2,1936,6.0,1.0,1.0,1.0,900.0,1.0,80.0,145,75,3.0,4.0,4.0,1,1.0,4.0,1.0,4.0,5.0,3,2000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,1
+3931,3.0,2,6,16,32,2015,2,1960,1.0,1.0,1.0,3.0,13000.0,1.0,60.0,155,105,4.0,4.0,3.0,1,2.0,1.0,1.0,3.0,4.0,1,25000.0,5.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,3
+3932,4.0,2,31,89,134,2015,2,1957,1.0,1.0,1.0,2.0,1000.0,1.0,50.0,158,98,2.0,3.0,2.0,1,2.0,4.0,2.0,4.0,5.0,4,6000.0,2.0,1.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,1
+3933,4.0,1,24,70,110,2015,2,1962,1.0,1.0,4.0,4.0,24000.0,1.0,160.0,152,116,4.0,3.0,4.0,2,3.0,4.0,2.0,3.0,6.0,1,50000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,4
+3934,4.0,2,29,83,126,2015,1,1986,1.0,0.0,5.0,7.0,20000.0,4.0,100.0,170,170,5.0,5.0,3.0,1,3.0,3.0,2.0,4.0,5.0,1,35000.0,6.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,3
+3935,4.0,2,31,87,131,2015,2,1984,1.0,1.0,1.0,4.0,0.0,1.0,70.0,162,105,4.0,5.0,5.0,1,2.0,5.0,1.0,2.0,3.0,3,50000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,1
+3936,4.0,1,10,27,49,2015,1,1988,1.0,1.0,1.0,10.0,90000.0,4.0,70.0,177,160,5.0,5.0,4.0,2,3.0,3.0,3.0,4.0,5.0,1,90000.0,1.0,4.0,1.0,1.0,1,2.0,1.0,4.0,2.0,1,5
+3937,4.0,2,21,61,97,2015,2,1940,1.0,1.0,1.0,1.0,0.0,1.0,90.0,161,80,2.0,4.0,4.0,1,5.0,5.0,1.0,4.0,5.0,3,32989.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,1
+3938,3.0,1,4,7,21,2015,2,1960,1.0,1.0,1.0,12.0,100000.0,1.0,58.0,170,120,4.0,5.0,5.0,5,2.0,4.0,4.0,3.0,5.0,1,150000.0,2.0,3.0,0.0,1.0,3,2.0,2.0,5.0,3.0,3,5
+3939,3.0,1,1,1,1,2015,2,1981,1.0,0.0,1.0,5.0,60000.0,1.0,15.0,159,90,3.0,4.0,3.0,2,2.0,2.0,5.0,2.0,5.0,1,60000.0,1.0,3.0,1.0,2.0,1,2.0,3.0,5.0,2.0,2,5
+3940,4.0,2,5,8,23,2015,2,1975,1.0,1.0,1.0,4.0,44812.0,1.0,60.0,170,150,4.0,5.0,5.0,1,4.0,2.0,1.0,2.0,3.0,1,69795.0,1.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,5
+3941,4.0,1,7,18,36,2015,1,1952,1.0,1.0,1.0,4.0,40000.0,1.0,42.0,170,160,4.0,3.0,3.0,5,3.0,4.0,3.0,3.0,5.0,5,120000.0,3.0,3.0,1.0,2.0,3,1.0,2.0,4.0,2.0,3,5
+3942,3.0,1,16,44,75,2015,1,1967,1.0,1.0,1.0,4.0,30000.0,1.0,94.0,170,110,4.0,3.0,3.0,4,2.0,2.0,2.0,2.0,5.0,1,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+3943,5.0,2,31,88,133,2015,1,1962,1.0,1.0,1.0,6.0,50000.0,1.0,88.0,170,149,4.0,3.0,3.0,1,2.0,3.0,2.0,2.0,5.0,4,50000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,5
+3944,4.0,1,16,44,75,2015,2,1978,1.0,1.0,1.0,4.0,18000.0,1.0,100.0,150,101,4.0,5.0,5.0,4,3.0,4.0,3.0,2.0,5.0,1,42000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,3
+3945,4.0,1,26,76,116,2015,2,1988,1.0,1.0,3.0,9.0,29146.0,1.0,110.0,157,98,4.0,5.0,5.0,1,2.0,4.0,2.0,2.0,5.0,1,95269.0,2.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,1,4
+3946,3.0,1,1,1,2,2015,2,1956,1.0,0.0,1.0,4.0,50000.0,1.0,30.0,158,110,3.0,3.0,3.0,2,2.0,3.0,2.0,2.0,3.0,5,50000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,2.0,4.0,3,5
+3947,4.0,2,3,6,13,2015,2,1952,1.0,1.0,1.0,3.0,4000.0,1.0,60.0,155,130,2.0,2.0,4.0,1,4.0,4.0,1.0,3.0,3.0,4,4000.0,2.0,2.0,1.0,2.0,3,1.0,1.0,4.0,2.0,3,2
+3948,4.0,1,13,36,67,2015,2,1957,1.0,1.0,1.0,7.0,23640.0,1.0,70.0,153,119,3.0,4.0,5.0,2,3.0,4.0,2.0,4.0,5.0,5,80000.0,4.0,2.0,2.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+3949,4.0,2,18,51,84,2015,1,1976,1.0,1.0,1.0,3.0,30000.0,1.0,200.0,170,140,5.0,4.0,4.0,1,4.0,1.0,1.0,2.0,5.0,2,40000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,4
+3950,5.0,1,1,1,7,2015,1,1982,1.0,1.0,1.0,11.0,65000.0,4.0,59.0,178,188,4.0,5.0,5.0,2,2.0,4.0,5.0,2.0,6.0,1,210000.0,2.0,3.0,1.0,1.0,3,3.0,1.0,4.0,3.0,2,5
+3951,5.0,2,16,46,78,2015,1,1948,1.0,1.0,2.0,2.0,6000.0,1.0,300.0,160,130,5.0,4.0,5.0,1,3.0,4.0,1.0,4.0,5.0,1,6000.0,2.0,4.0,1.0,2.0,3,2.0,3.0,5.0,2.0,4,2
+3952,4.0,1,11,29,52,2015,1,1996,1.0,1.0,1.0,12.0,1800.0,1.0,100.0,178,145,4.0,4.0,4.0,5,2.0,2.0,4.0,3.0,4.0,6,131727.0,3.0,3.0,1.0,1.0,1,2.0,2.0,4.0,2.0,1,2
+3953,4.0,2,10,25,47,2015,1,1978,1.0,1.0,1.0,4.0,50000.0,1.0,80.0,170,200,5.0,5.0,4.0,1,1.0,4.0,1.0,1.0,5.0,1,60000.0,3.0,3.0,2.0,1.0,3,2.0,2.0,2.0,2.0,2,5
+3954,4.0,2,6,12,28,2015,1,1936,1.0,1.0,1.0,1.0,10000.0,4.0,120.0,155,98,4.0,5.0,5.0,1,4.0,4.0,2.0,4.0,3.0,5,10000.0,2.0,3.0,1.0,2.0,4,2.0,2.0,3.0,2.0,4,3
+3955,4.0,1,7,18,39,2015,2,1955,1.0,1.0,1.0,6.0,24000.0,1.0,63.0,165,140,4.0,5.0,5.0,5,1.0,3.0,1.0,4.0,5.0,5,24000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+3956,5.0,1,17,48,80,2015,2,1980,1.0,1.0,1.0,6.0,40000.0,1.0,80.0,158,110,5.0,5.0,5.0,1,2.0,2.0,2.0,2.0,1.0,1,80000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,5
+3957,3.0,1,6,16,32,2015,1,1949,1.0,1.0,1.0,11.0,20000.0,4.0,52.0,170,140,3.0,3.0,4.0,2,4.0,4.0,4.0,2.0,5.0,5,40000.0,3.0,2.0,0.0,2.0,3,3.0,2.0,3.0,3.0,4,3
+3958,5.0,2,23,69,109,2015,2,1949,1.0,1.0,1.0,3.0,7500.0,1.0,150.0,165,120,2.0,3.0,2.0,1,2.0,1.0,1.0,5.0,1.0,3,10800.0,2.0,1.0,1.0,2.0,3,3.0,3.0,4.0,3.0,4,2
+3959,4.0,1,19,56,90,2015,1,1964,1.0,1.0,1.0,7.0,30000.0,1.0,130.0,175,140,4.0,4.0,4.0,5,2.0,4.0,2.0,4.0,6.0,5,50000.0,2.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+3960,4.0,1,30,85,128,2015,1,1957,1.0,1.0,3.0,6.0,32400.0,1.0,53.0,163,140,5.0,5.0,4.0,4,1.0,5.0,5.0,2.0,5.0,5,62400.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,4
+3961,4.0,1,11,29,52,2015,2,1969,1.0,1.0,1.0,6.0,75963.0,1.0,80.0,114,112,4.0,4.0,4.0,5,2.0,3.0,1.0,3.0,5.0,1,178924.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,5
+3962,4.0,1,7,18,35,2015,1,1964,1.0,1.0,1.0,6.0,36000.0,1.0,35.0,183,180,4.0,5.0,5.0,5,1.0,4.0,2.0,4.0,5.0,1,65000.0,3.0,3.0,0.0,1.0,3,2.0,2.0,4.0,2.0,3,4
+3963,4.0,2,13,35,65,2015,1,1950,6.0,1.0,1.0,3.0,8000.0,1.0,110.0,170,140,3.0,3.0,3.0,1,2.0,3.0,2.0,4.0,5.0,2,8000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,2
+3964,2.0,2,24,72,112,2015,2,1927,1.0,1.0,1.0,1.0,1200.0,1.0,90.0,145,85,2.0,1.0,3.0,1,2.0,5.0,1.0,4.0,3.0,4,18578.0,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,2.0,5,2
+3965,5.0,2,9,21,43,2015,2,1940,1.0,1.0,1.0,1.0,1500.0,1.0,230.0,155,90,2.0,2.0,3.0,1,4.0,3.0,1.0,4.0,4.0,4,60000.0,4.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,2
+3966,4.0,1,2,4,11,2015,2,1947,1.0,1.0,3.0,3.0,18000.0,1.0,100.0,165,130,3.0,3.0,3.0,1,3.0,3.0,1.0,4.0,3.0,1,19000.0,2.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,3
+3967,4.0,1,10,27,50,2015,2,1980,1.0,1.0,1.0,4.0,20000.0,1.0,75.0,160,160,4.0,4.0,5.0,1,3.0,4.0,2.0,4.0,4.0,1,65000.0,6.0,2.0,1.0,1.0,3,3.0,2.0,4.0,2.0,2,3
+3968,2.0,1,24,72,112,2015,1,1969,1.0,1.0,1.0,3.0,20000.0,1.0,80.0,165,110,3.0,4.0,4.0,2,2.0,2.0,2.0,3.0,3.0,1,61896.0,2.0,2.0,1.0,2.0,7,3.0,2.0,3.0,2.0,2,3
+3969,3.0,1,12,32,57,2015,2,1954,1.0,1.0,1.0,4.0,36000.0,1.0,90.0,168,150,2.0,3.0,3.0,5,3.0,3.0,1.0,2.0,5.0,5,120000.0,5.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,3,4
+3970,4.0,2,22,66,105,2015,2,1996,1.0,1.0,1.0,6.0,744.0,2.0,120.0,158,104,5.0,5.0,3.0,1,4.0,3.0,4.0,4.0,3.0,6,30000.0,4.0,2.0,0.0,2.0,1,2.0,2.0,2.0,2.0,1,1
+3971,5.0,1,31,87,130,2015,2,1957,2.0,1.0,1.0,4.0,20000.0,1.0,70.0,158,100,2.0,4.0,4.0,2,1.0,3.0,1.0,4.0,5.0,1,20000.0,2.0,1.0,0.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+3972,4.0,1,31,86,129,2015,2,1957,1.0,0.0,1.0,4.0,1400.0,1.0,50.0,165,120,1.0,2.0,1.0,2,2.0,4.0,1.0,5.0,5.0,5,40800.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,2
+3973,4.0,2,21,64,101,2015,2,1942,1.0,1.0,1.0,1.0,0.0,1.0,230.0,150,120,2.0,2.0,4.0,1,2.0,4.0,1.0,4.0,5.0,4,0.0,2.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,4,1
+3974,4.0,2,22,65,104,2015,1,1940,1.0,1.0,1.0,3.0,20000.0,1.0,100.0,165,108,4.0,3.0,4.0,1,3.0,4.0,2.0,4.0,3.0,3,20000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,3
+3975,4.0,2,2,2,9,2015,1,1971,8.0,1.0,1.0,3.0,6000.0,1.0,300.0,175,130,4.0,4.0,5.0,1,3.0,3.0,5.0,2.0,1.0,2,40000.0,4.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,2,2
+3976,4.0,1,21,64,101,2015,1,1974,1.0,1.0,1.0,7.0,20000.0,1.0,110.0,174,128,3.0,3.0,5.0,1,3.0,3.0,2.0,2.0,5.0,1,20000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,2,3
+3977,4.0,1,12,32,57,2015,2,1974,1.0,1.0,1.0,9.0,100000.0,1.0,98.0,150,96,3.0,4.0,5.0,5,2.0,3.0,3.0,2.0,5.0,1,300000.0,3.0,2.0,1.0,1.0,3,3.0,1.0,4.0,2.0,2,5
+3978,4.0,1,7,18,34,2015,1,1934,1.0,1.0,1.0,4.0,36000.0,4.0,35.0,173,150,2.0,3.0,5.0,5,3.0,5.0,3.0,4.0,5.0,5,60000.0,2.0,2.0,1.0,2.0,7,2.0,2.0,3.0,3.0,5,4
+3979,4.0,1,4,7,15,2015,1,1961,1.0,1.0,1.0,6.0,150000.0,1.0,80.0,177,140,4.0,4.0,4.0,5,3.0,3.0,3.0,4.0,4.0,1,110803.0,3.0,3.0,2.0,1.0,3,2.0,2.0,5.0,2.0,3,5
+3980,5.0,1,16,46,77,2015,1,1991,1.0,0.0,3.0,12.0,21465.0,2.0,300.0,174,173,5.0,4.0,4.0,5,4.0,3.0,3.0,1.0,6.0,5,119600.0,1.0,4.0,2.0,1.0,1,2.0,1.0,4.0,2.0,1,3
+3981,4.0,2,2,3,10,2015,1,1968,1.0,1.0,1.0,3.0,10000.0,1.0,130.0,180,150,5.0,4.0,4.0,1,3.0,4.0,1.0,4.0,5.0,3,30000.0,1.0,3.0,2.0,2.0,3,2.0,1.0,3.0,2.0,2,3
+3982,4.0,1,6,15,31,2015,2,1946,1.0,1.0,1.0,2.0,10000.0,1.0,105.0,155,90,3.0,4.0,4.0,1,3.0,3.0,3.0,4.0,4.0,4,30000.0,2.0,2.0,1.0,2.0,7,2.0,2.0,4.0,3.0,4,3
+3983,5.0,2,18,52,86,2015,2,1945,1.0,1.0,3.0,3.0,720.0,1.0,150.0,153,120,3.0,4.0,4.0,1,5.0,4.0,1.0,4.0,6.0,4,7500.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,1
+3984,3.0,2,9,23,45,2015,2,1968,1.0,1.0,1.0,3.0,15000.0,1.0,160.0,149,95,3.0,2.0,2.0,1,4.0,3.0,1.0,1.0,3.0,2,50000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,3
+3985,4.0,1,1,1,3,2015,2,1955,1.0,1.0,1.0,9.0,34800.0,1.0,83.0,167,120,2.0,2.0,2.0,2,3.0,4.0,2.0,4.0,4.0,5,96000.0,2.0,2.0,2.0,2.0,3,2.0,1.0,3.0,3.0,3,4
+3986,4.0,2,10,28,51,2015,2,1992,1.0,1.0,1.0,7.0,20000.0,1.0,80.0,170,100,5.0,5.0,5.0,1,4.0,4.0,1.0,4.0,3.0,1,100000.0,4.0,4.0,2.0,1.0,1,2.0,1.0,5.0,2.0,1,3
+3987,4.0,1,18,52,85,2015,1,1938,4.0,0.0,9.0,1.0,0.0,1.0,140.0,170,140,4.0,4.0,4.0,2,4.0,2.0,2.0,4.0,5.0,4,33267.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,1
+3988,4.0,1,10,26,48,2015,2,1950,1.0,1.0,2.0,3.0,18000.0,1.0,70.0,153,135,4.0,4.0,4.0,2,3.0,3.0,2.0,4.0,6.0,5,36000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,3
+3989,4.0,1,27,77,117,2015,1,1942,1.0,1.0,1.0,12.0,40000.0,4.0,76.0,179,95,2.0,2.0,4.0,5,2.0,4.0,2.0,4.0,3.0,5,80000.0,2.0,3.0,1.0,2.0,3,1.0,3.0,4.0,2.0,4,5
+3990,4.0,1,31,88,133,2015,2,1960,1.0,1.0,1.0,6.0,0.0,1.0,45.0,160,150,3.0,3.0,4.0,2,3.0,3.0,1.0,3.0,6.0,5,50000.0,2.0,2.0,1.0,1.0,3,2.0,1.0,4.0,4.0,3,1
+3991,5.0,2,18,52,86,2015,1,1941,1.0,1.0,4.0,1.0,1000.0,1.0,100.0,160,110,5.0,5.0,5.0,1,3.0,3.0,1.0,4.0,5.0,3,10000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,1
+3992,4.0,1,19,59,95,2015,2,1983,1.0,1.0,1.0,12.0,100000.0,1.0,80.0,155,96,4.0,5.0,5.0,4,3.0,4.0,3.0,4.0,5.0,1,105491.0,3.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,1,5
+3993,2.0,1,1,1,8,2015,1,1958,1.0,1.0,1.0,6.0,18000.0,1.0,69.0,160,120,2.0,2.0,3.0,2,2.0,4.0,2.0,3.0,5.0,6,18000.0,3.0,3.0,1.0,2.0,1,3.0,2.0,2.0,2.0,3,3
+3994,3.0,1,1,1,3,2015,2,1951,1.0,1.0,1.0,4.0,36000.0,1.0,35.0,158,120,2.0,5.0,3.0,2,1.0,1.0,1.0,2.0,2.0,5,36000.0,1.0,3.0,2.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+3995,4.0,2,10,28,51,2015,2,1966,1.0,1.0,1.0,4.0,0.0,1.0,200.0,162,104,5.0,5.0,4.0,1,4.0,4.0,2.0,2.0,4.0,5,40000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,1
+3996,3.0,1,26,74,114,2015,1,1960,1.0,1.0,1.0,3.0,10000.0,1.0,90.0,170,110,4.0,4.0,4.0,1,4.0,2.0,2.0,4.0,5.0,3,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+3997,4.0,2,27,77,117,2015,2,1946,1.0,0.0,1.0,1.0,1000.0,1.0,58.5,153,130,1.0,2.0,3.0,1,2.0,4.0,1.0,5.0,4.0,3,50000.0,6.0,2.0,2.0,2.0,3,2.0,2.0,3.0,3.0,4,1
+3998,2.0,1,10,27,49,2015,1,1970,1.0,1.0,4.0,8.0,15000.0,1.0,75.0,170,138,4.0,5.0,2.0,2,2.0,4.0,1.0,2.0,1.0,1,30000.0,4.0,2.0,0.0,2.0,3,3.0,3.0,4.0,4.0,2,3
+3999,3.0,2,6,16,32,2015,2,1947,1.0,1.0,1.0,1.0,14000.0,1.0,280.0,145,100,4.0,3.0,3.0,5,2.0,3.0,1.0,4.0,6.0,4,30000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,3
+4000,3.0,2,16,46,77,2015,2,1986,1.0,1.0,1.0,3.0,70000.0,1.0,120.0,168,155,4.0,4.0,4.0,1,3.0,3.0,2.0,2.0,5.0,1,80000.0,3.0,3.0,0.0,2.0,3,3.0,2.0,4.0,3.0,1,5
+4001,4.0,2,22,66,105,2015,1,1990,1.0,1.0,2.0,4.0,23000.0,1.0,350.0,162,110,3.0,5.0,4.0,1,4.0,4.0,2.0,3.0,1.0,1,108000.0,4.0,3.0,2.0,2.0,3,3.0,2.0,2.0,3.0,1,3
+4002,3.0,2,17,50,83,2015,2,1981,1.0,1.0,1.0,4.0,0.0,1.0,200.0,160,120,4.0,5.0,4.0,1,4.0,2.0,1.0,4.0,5.0,5,20000.0,5.0,3.0,1.0,2.0,3,2.0,3.0,3.0,2.0,2,1
+4003,3.0,1,22,65,103,2015,2,1986,1.0,1.0,1.0,4.0,40000.0,1.0,120.0,161,135,3.0,5.0,5.0,1,2.0,4.0,1.0,2.0,5.0,1,400000.0,4.0,4.0,1.0,2.0,3,2.0,3.0,3.0,2.0,1,5
+4004,1.0,2,23,68,108,2015,2,1960,1.0,1.0,1.0,3.0,3000.0,1.0,40.0,158,89,1.0,2.0,1.0,1,2.0,2.0,1.0,2.0,1.0,3,12000.0,2.0,2.0,1.0,2.0,7,3.0,2.0,1.0,3.0,3,2
+4005,5.0,2,9,20,42,2015,1,1975,1.0,1.0,1.0,11.0,200000.0,1.0,300.0,170,120,5.0,5.0,5.0,1,3.0,3.0,3.0,4.0,6.0,1,300000.0,4.0,4.0,2.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+4006,4.0,1,18,55,89,2015,2,1980,1.0,1.0,1.0,10.0,40000.0,4.0,180.0,163,100,5.0,4.0,4.0,2,3.0,2.0,2.0,2.0,4.0,1,100000.0,4.0,4.0,2.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+4007,4.0,2,23,68,108,2015,1,1977,1.0,1.0,1.0,3.0,0.0,1.0,110.0,176,150,3.0,4.0,3.0,1,3.0,1.0,1.0,4.0,1.0,2,0.0,5.0,2.0,1.0,2.0,3,3.0,1.0,2.0,2.0,2,1
+4008,4.0,1,6,14,30,2015,2,1965,1.0,1.0,1.0,3.0,10000.0,1.0,100.0,164,130,4.0,3.0,4.0,1,3.0,3.0,2.0,4.0,3.0,3,80000.0,2.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,3
+4009,5.0,1,19,57,93,2015,2,1955,1.0,0.0,3.0,3.0,28000.0,1.0,124.0,157,150,3.0,5.0,5.0,4,2.0,3.0,1.0,4.0,7.0,5,150000.0,5.0,3.0,3.0,1.0,3,2.0,2.0,4.0,2.0,3,4
+4010,4.0,1,15,39,70,2015,2,1940,1.0,1.0,1.0,1.0,3000.0,1.0,200.0,158,120,4.0,3.0,4.0,1,3.0,3.0,1.0,4.0,6.0,4,4000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,2
+4011,4.0,2,18,51,84,2015,2,1970,1.0,1.0,1.0,4.0,4000.0,1.0,200.0,158,90,4.0,4.0,4.0,1,4.0,3.0,3.0,4.0,5.0,3,20000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,2
+4012,5.0,1,31,88,133,2015,2,1947,1.0,1.0,1.0,4.0,20000.0,1.0,40.0,164,140,3.0,3.0,5.0,2,2.0,4.0,1.0,3.0,5.0,5,20000.0,1.0,3.0,1.0,2.0,7,3.0,1.0,4.0,2.0,4,3
+4013,4.0,2,19,56,90,2015,2,1994,1.0,1.0,3.0,12.0,36080.0,2.0,105.0,163,120,2.0,3.0,3.0,1,2.0,2.0,2.0,2.0,5.0,1,110000.0,3.0,2.0,1.0,2.0,1,2.0,2.0,2.0,3.0,1,4
+4014,4.0,1,19,57,91,2015,2,1928,1.0,1.0,1.0,1.0,50000.0,1.0,80.0,160,95,3.0,4.0,4.0,2,3.0,4.0,3.0,4.0,5.0,5,108042.0,1.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,5,5
+4015,4.0,1,4,7,20,2015,1,1964,1.0,1.0,1.0,12.0,84000.0,4.0,90.0,168,136,4.0,2.0,5.0,5,2.0,5.0,5.0,4.0,5.0,5,200000.0,3.0,2.0,0.0,1.0,3,2.0,2.0,4.0,2.0,3,5
+4016,4.0,1,4,7,16,2015,1,1949,1.0,1.0,1.0,4.0,48000.0,1.0,70.0,170,140,5.0,5.0,5.0,2,2.0,2.0,2.0,4.0,6.0,5,100000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,4,5
+4017,3.0,1,1,1,4,2015,2,1996,1.0,1.0,1.0,7.0,0.0,2.0,43.2,162,130,5.0,5.0,5.0,2,3.0,2.0,2.0,3.0,3.0,6,18000.0,2.0,1.0,1.0,2.0,1,3.0,2.0,3.0,2.0,1,1
+4018,4.0,1,18,55,89,2015,2,1968,1.0,1.0,1.0,10.0,36000.0,1.0,100.0,168,140,4.0,4.0,5.0,2,4.0,4.0,3.0,4.0,6.0,1,90000.0,3.0,3.0,2.0,2.0,3,2.0,1.0,3.0,2.0,2,4
+4019,4.0,1,18,51,84,2015,2,1955,1.0,1.0,1.0,1.0,8000.0,1.0,108.0,165,80,5.0,5.0,5.0,1,4.0,2.0,1.0,4.0,3.0,1,15000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,2
+4020,4.0,1,29,82,125,2015,2,1991,1.0,1.0,1.0,10.0,32000.0,1.0,126.0,160,110,5.0,4.0,4.0,4,3.0,4.0,2.0,2.0,5.0,6,32000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,1,4
+4021,4.0,1,27,80,120,2015,2,1927,1.0,1.0,1.0,3.0,15600.0,4.0,60.0,160,90,3.0,4.0,4.0,2,4.0,2.0,1.0,4.0,3.0,5,42000.0,3.0,3.0,1.0,2.0,7,2.0,3.0,4.0,2.0,5,3
+4022,3.0,1,1,1,4,2015,2,1955,1.0,1.0,1.0,4.0,30000.0,4.0,90.0,165,160,2.0,4.0,4.0,2,2.0,2.0,2.0,3.0,6.0,5,50000.0,3.0,2.0,0.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+4023,4.0,1,27,77,117,2015,2,1968,1.0,1.0,1.0,9.0,20000.0,1.0,58.0,158,112,3.0,4.0,3.0,2,2.0,3.0,2.0,3.0,4.0,1,40000.0,1.0,2.0,1.0,1.0,3,3.0,2.0,4.0,2.0,2,3
+4024,4.0,2,2,4,11,2015,1,1977,1.0,1.0,1.0,3.0,3000.0,1.0,100.0,172,121,4.0,4.0,4.0,1,3.0,3.0,1.0,4.0,1.0,4,6000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,2
+4025,2.0,1,16,45,76,2015,2,1960,1.0,0.0,3.0,3.0,9713.0,1.0,60.0,156,91,3.0,4.0,4.0,1,4.0,3.0,1.0,3.0,3.0,3,39455.0,3.0,2.0,1.0,2.0,2,3.0,2.0,3.0,2.0,3,2
+4026,3.0,1,10,27,50,2015,2,1989,1.0,1.0,1.0,4.0,0.0,1.0,500.0,165,132,5.0,5.0,5.0,1,1.0,3.0,1.0,3.0,3.0,5,20000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,1,1
+4027,3.0,2,8,19,41,2015,2,1994,4.0,0.0,3.0,10.0,0.0,2.0,90.0,150,120,3.0,4.0,3.0,1,2.0,2.0,3.0,2.0,3.0,4,5000.0,4.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,1
+4028,5.0,1,31,88,133,2015,1,1973,3.0,1.0,1.0,4.0,30000.0,1.0,88.0,172,180,2.0,5.0,5.0,1,2.0,4.0,4.0,4.0,3.0,1,60000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,5.0,2.0,2,4
+4029,4.0,1,1,1,1,2015,1,1937,1.0,1.0,1.0,6.0,48000.0,1.0,44.0,166,128,3.0,4.0,4.0,2,2.0,2.0,2.0,4.0,6.0,5,48000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,5
+4030,5.0,2,15,40,71,2015,2,1975,1.0,1.0,1.0,4.0,36000.0,1.0,79.0,160,123,5.0,4.0,4.0,1,3.0,4.0,1.0,4.0,5.0,3,100000.0,3.0,3.0,2.0,2.0,3,2.0,1.0,4.0,3.0,2,4
+4031,4.0,2,6,17,33,2015,1,1951,1.0,1.0,1.0,1.0,0.0,1.0,150.0,168,130,2.0,3.0,4.0,1,3.0,3.0,1.0,4.0,2.0,3,10000.0,5.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+4032,4.0,1,21,61,97,2015,1,1971,1.0,1.0,1.0,4.0,25000.0,1.0,79.0,176,170,3.0,5.0,5.0,2,1.0,2.0,1.0,3.0,4.0,1,25000.0,3.0,1.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,4
+4033,3.0,1,22,66,105,2015,1,1961,1.0,1.0,1.0,6.0,30000.0,1.0,80.0,170,140,4.0,4.0,5.0,1,3.0,4.0,2.0,4.0,1.0,2,80000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,2.0,2.0,3,4
+4034,4.0,2,9,20,42,2015,2,1966,1.0,1.0,1.0,4.0,10000.0,1.0,130.0,155,115,5.0,4.0,4.0,1,3.0,4.0,1.0,3.0,5.0,2,100000.0,3.0,2.0,2.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+4035,5.0,1,24,70,110,2015,1,1940,1.0,1.0,1.0,3.0,43200.0,4.0,60.0,168,150,3.0,5.0,5.0,4,4.0,4.0,3.0,4.0,5.0,5,75600.0,2.0,3.0,1.0,2.0,3,2.0,2.0,2.0,2.0,4,5
+4036,4.0,2,24,72,112,2015,2,1948,1.0,1.0,3.0,3.0,2445.0,1.0,120.0,155,86,3.0,4.0,4.0,1,3.0,3.0,1.0,2.0,6.0,3,17514.0,7.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,2
+4037,5.0,2,30,85,128,2015,1,1973,1.0,1.0,1.0,4.0,0.0,1.0,240.0,168,155,3.0,2.0,3.0,1,3.0,3.0,1.0,3.0,5.0,5,10000.0,4.0,2.0,1.0,2.0,3,3.0,3.0,3.0,2.0,2,1
+4038,4.0,1,1,1,4,2015,1,1946,1.0,1.0,1.0,7.0,36000.0,1.0,59.5,172,126,4.0,5.0,5.0,2,2.0,4.0,2.0,4.0,5.0,5,66000.0,2.0,2.0,0.0,2.0,3,3.0,2.0,3.0,4.0,4,4
+4039,4.0,1,13,36,66,2015,2,1935,1.0,1.0,1.0,3.0,23500.0,1.0,150.0,150,105,3.0,3.0,4.0,2,4.0,4.0,1.0,4.0,4.0,5,58144.0,4.0,3.0,1.0,2.0,7,1.0,3.0,4.0,3.0,4,3
+4040,2.0,2,18,51,84,2015,2,1967,1.0,1.0,1.0,3.0,2000.0,1.0,200.0,160,110,4.0,4.0,4.0,1,3.0,3.0,1.0,2.0,4.0,3,30000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,2
+4041,4.0,1,5,8,24,2015,2,1966,1.0,1.0,1.0,3.0,100000.0,1.0,100.0,162,160,2.0,3.0,2.0,1,3.0,3.0,1.0,3.0,5.0,1,100000.0,2.0,2.0,0.0,2.0,3,2.0,2.0,3.0,3.0,3,5
+4042,4.0,2,30,85,128,2015,1,1967,1.0,0.0,6.0,10.0,0.0,1.0,500.0,178,210,1.0,2.0,2.0,2,3.0,3.0,2.0,1.0,2.0,5,0.0,3.0,2.0,1.0,2.0,3,3.0,3.0,4.0,4.0,2,1
+4043,4.0,1,19,56,90,2015,1,1964,1.0,1.0,1.0,9.0,100000.0,1.0,100.0,162,128,2.0,4.0,2.0,2,2.0,4.0,1.0,1.0,6.0,1,100000.0,3.0,3.0,2.0,1.0,3,1.0,1.0,2.0,3.0,3,5
+4044,5.0,1,4,7,22,2015,2,1949,1.0,1.0,1.0,4.0,20400.0,1.0,137.0,157,150,3.0,4.0,3.0,4,5.0,5.0,1.0,3.0,5.0,4,44400.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,3
+4045,5.0,1,4,7,20,2015,1,1941,1.0,1.0,1.0,12.0,90000.0,4.0,60.0,173,164,3.0,5.0,5.0,5,1.0,5.0,1.0,1.0,5.0,1,130000.0,2.0,2.0,0.0,2.0,3,2.0,3.0,3.0,4.0,4,5
+4046,5.0,2,17,48,81,2015,2,1957,1.0,1.0,1.0,3.0,10000.0,1.0,300.0,162,117,5.0,5.0,5.0,8,3.0,3.0,3.0,5.0,5.0,4,30000.0,2.0,2.0,2.0,1.0,3,2.0,2.0,3.0,2.0,3,3
+4047,4.0,1,12,32,57,2015,2,1985,1.0,1.0,1.0,13.0,30000.0,4.0,80.0,155,100,4.0,5.0,5.0,4,4.0,3.0,4.0,3.0,7.0,1,150000.0,5.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,1,4
+4048,1.0,1,12,32,58,2015,1,1970,1.0,1.0,1.0,5.0,35000.0,1.0,30.0,170,140,3.0,5.0,5.0,5,2.0,3.0,3.0,1.0,1.0,1,35000.0,1.0,1.0,0.0,2.0,6,2.0,3.0,2.0,4.0,2,4
+4049,4.0,1,23,69,109,2015,1,1970,1.0,1.0,1.0,3.0,0.0,1.0,49.0,176,143,5.0,5.0,4.0,2,1.0,2.0,1.0,5.0,6.0,1,0.0,4.0,1.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+4050,4.0,1,7,18,40,2015,2,1969,1.0,1.0,1.0,6.0,18000.0,1.0,53.0,165,130,4.0,4.0,4.0,2,1.0,4.0,2.0,2.0,4.0,1,42000.0,2.0,2.0,1.0,1.0,3,2.0,2.0,3.0,3.0,2,3
+4051,4.0,1,18,52,85,2015,2,1963,1.0,1.0,1.0,6.0,3000.0,1.0,100.0,160,100,4.0,4.0,4.0,1,4.0,4.0,4.0,3.0,5.0,3,20000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,2
+4052,3.0,1,7,18,39,2015,2,1944,1.0,1.0,1.0,12.0,36000.0,1.0,46.0,160,130,4.0,4.0,4.0,5,3.0,4.0,3.0,4.0,3.0,5,80000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,4,4
+4053,5.0,1,6,15,31,2015,2,1986,1.0,1.0,1.0,12.0,36000.0,1.0,200.0,169,120,5.0,5.0,5.0,1,3.0,4.0,5.0,4.0,5.0,1,70000.0,3.0,4.0,2.0,1.0,3,2.0,1.0,3.0,2.0,1,4
+4054,4.0,1,22,67,107,2015,2,1983,1.0,1.0,1.0,12.0,40000.0,1.0,120.0,165,120,4.0,4.0,4.0,5,3.0,5.0,3.0,3.0,5.0,1,80000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,1,5
+4055,5.0,2,10,24,46,2015,2,1946,4.0,0.0,9.0,3.0,900.0,1.0,100.0,147,94,4.0,3.0,4.0,1,2.0,3.0,1.0,4.0,5.0,4,39300.0,2.0,4.0,1.0,2.0,3,1.0,2.0,4.0,2.0,4,1
+4056,4.0,1,22,67,107,2015,1,1959,1.0,1.0,1.0,5.0,40000.0,1.0,110.0,172,135,3.0,3.0,3.0,1,4.0,3.0,1.0,4.0,5.0,5,100000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+4057,5.0,1,29,82,125,2015,2,1959,1.0,1.0,1.0,6.0,20000.0,1.0,130.0,158,100,5.0,4.0,4.0,2,4.0,2.0,4.0,4.0,5.0,5,100000.0,4.0,3.0,3.0,2.0,3,2.0,2.0,3.0,3.0,3,3
+4058,4.0,1,18,52,85,2015,1,1964,1.0,1.0,1.0,9.0,35000.0,4.0,70.0,170,150,4.0,5.0,4.0,2,3.0,4.0,4.0,4.0,5.0,1,40000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0,3,4
+4059,4.0,2,29,82,124,2015,2,1963,1.0,1.0,1.0,4.0,15000.0,1.0,52.0,160,110,4.0,4.0,4.0,1,3.0,2.0,1.0,3.0,5.0,3,30000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,3
+4060,3.0,1,12,32,57,2015,2,1976,1.0,1.0,1.0,9.0,40000.0,1.0,98.0,164,108,4.0,3.0,4.0,5,3.0,4.0,4.0,2.0,5.0,1,300000.0,3.0,4.0,1.0,1.0,3,2.0,3.0,3.0,4.0,2,5
+4061,5.0,1,10,27,50,2015,1,1940,1.0,1.0,1.0,1.0,25000.0,4.0,260.0,170,120,5.0,4.0,2.0,4,2.0,4.0,1.0,4.0,6.0,2,50000.0,1.0,2.0,1.0,2.0,3,3.0,2.0,2.0,2.0,4,4
+4062,4.0,2,6,12,28,2015,1,1952,1.0,1.0,1.0,4.0,12000.0,1.0,89.0,164,120,3.0,3.0,4.0,2,4.0,2.0,1.0,4.0,5.0,2,20000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,3
+4063,4.0,2,11,30,53,2015,2,1955,1.0,1.0,1.0,3.0,0.0,1.0,180.0,155,140,3.0,5.0,4.0,1,3.0,3.0,2.0,2.0,3.0,4,34500.0,7.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,1
+4064,4.0,1,31,87,130,2015,2,1953,1.0,1.0,1.0,9.0,20000.0,4.0,93.0,165,130,5.0,5.0,5.0,2,2.0,2.0,2.0,4.0,5.0,5,24000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+4065,4.0,1,8,19,41,2015,2,1982,4.0,0.0,3.0,3.0,10000.0,1.0,100.0,165,100,5.0,5.0,4.0,2,2.0,2.0,1.0,1.0,4.0,1,30000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,3
+4066,4.0,1,24,70,110,2015,1,1964,1.0,1.0,1.0,6.0,30000.0,1.0,70.0,174,150,4.0,5.0,5.0,5,2.0,4.0,1.0,3.0,3.0,1,60000.0,2.0,3.0,1.0,1.0,3,3.0,2.0,5.0,2.0,3,4
+4067,5.0,1,29,82,124,2015,2,1969,1.0,1.0,1.0,6.0,30000.0,1.0,30.0,160,130,3.0,3.0,5.0,2,3.0,3.0,1.0,4.0,5.0,5,100000.0,4.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,4
+4068,4.0,1,21,64,101,2015,1,1951,1.0,1.0,1.0,4.0,20000.0,1.0,117.0,168,145,4.0,4.0,4.0,2,3.0,3.0,3.0,2.0,4.0,5,40000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+4069,3.0,2,9,22,44,2015,1,1996,1.0,1.0,1.0,6.0,0.0,2.0,150.0,183,144,4.0,4.0,4.0,1,2.0,4.0,3.0,3.0,6.0,4,30000.0,2.0,3.0,1.0,2.0,1,3.0,2.0,4.0,2.0,1,1
+4070,4.0,2,16,45,76,2015,1,1957,1.0,1.0,1.0,7.0,40000.0,1.0,120.0,171,120,5.0,5.0,4.0,2,4.0,4.0,4.0,4.0,5.0,1,50000.0,2.0,3.0,2.0,2.0,3,1.0,1.0,4.0,2.0,3,5
+4071,4.0,1,2,5,12,2015,2,1980,1.0,1.0,1.0,4.0,30000.0,1.0,85.0,158,120,3.0,3.0,3.0,2,4.0,4.0,3.0,4.0,4.0,1,60000.0,4.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,4
+4072,4.0,2,2,5,12,2015,1,1957,8.0,1.0,1.0,3.0,10000.0,1.0,120.0,165,97,3.0,5.0,4.0,1,3.0,2.0,1.0,4.0,3.0,3,30000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,3
+4073,4.0,1,29,82,124,2015,1,1962,1.0,1.0,1.0,6.0,50000.0,4.0,300.0,176,180,5.0,4.0,5.0,5,2.0,4.0,2.0,1.0,3.0,5,140000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,5
+4074,5.0,2,31,86,129,2015,2,1952,1.0,0.0,8.0,4.0,0.0,1.0,60.0,150,100,3.0,5.0,3.0,1,3.0,4.0,1.0,2.0,3.0,4,10000.0,2.0,1.0,1.0,2.0,3,3.0,2.0,3.0,4.0,3,1
+4075,5.0,1,11,29,52,2015,2,1976,1.0,1.0,1.0,4.0,5827.0,1.0,105.0,162,100,5.0,5.0,5.0,1,4.0,4.0,4.0,4.0,5.0,5,57227.0,4.0,2.0,0.0,2.0,3,2.0,1.0,4.0,2.0,2,2
+4076,4.0,1,19,56,90,2015,2,1973,1.0,1.0,1.0,6.0,60000.0,1.0,90.0,156,130,4.0,5.0,4.0,1,2.0,2.0,2.0,3.0,4.0,1,130000.0,3.0,3.0,2.0,1.0,3,2.0,2.0,3.0,2.0,2,5
+4077,3.0,1,7,18,36,2015,2,1963,1.0,1.0,1.0,3.0,30000.0,1.0,65.0,155,135,4.0,4.0,4.0,2,2.0,2.0,1.0,4.0,2.0,5,30000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,4
+4078,5.0,2,16,45,76,2015,1,1971,1.0,1.0,1.0,4.0,10000.0,1.0,83.0,165,130,3.0,4.0,4.0,1,4.0,3.0,2.0,4.0,5.0,3,20000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+4079,3.0,1,15,43,74,2015,2,1977,1.0,1.0,1.0,10.0,39932.0,1.0,110.0,165,110,4.0,4.0,4.0,2,3.0,5.0,1.0,1.0,3.0,1,110622.0,5.0,1.0,1.0,2.0,3,3.0,1.0,1.0,2.0,2,4
+4080,2.0,2,2,4,11,2015,1,1980,1.0,1.0,4.0,3.0,2000.0,1.0,100.0,160,120,3.0,3.0,3.0,1,3.0,3.0,1.0,3.0,2.0,3,4000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,2
+4081,3.0,1,4,7,17,2015,1,1973,1.0,1.0,1.0,9.0,85000.0,1.0,70.0,173,152,4.0,3.0,5.0,2,2.0,3.0,4.0,4.0,6.0,1,85000.0,3.0,3.0,1.0,2.0,6,2.0,1.0,4.0,2.0,2,5
+4082,4.0,1,22,66,105,2015,1,1962,1.0,1.0,3.0,4.0,30000.0,4.0,70.0,168,110,4.0,5.0,4.0,1,4.0,4.0,2.0,1.0,3.0,1,40000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,4
+4083,5.0,1,15,40,71,2015,2,1981,1.0,0.0,4.0,4.0,0.0,1.0,85.0,160,105,4.0,3.0,3.0,2,3.0,4.0,2.0,4.0,5.0,5,50000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,2,1
+4084,4.0,1,12,32,61,2015,1,1997,8.0,1.0,1.0,7.0,3100.0,2.0,60.0,173,135,5.0,5.0,4.0,1,3.0,2.0,4.0,2.0,5.0,1,15000.0,4.0,3.0,1.0,1.0,1,2.0,2.0,4.0,2.0,1,2
+4085,4.0,1,29,82,124,2015,2,1978,1.0,1.0,3.0,3.0,40000.0,1.0,60.0,171,124,4.0,4.0,3.0,1,2.0,2.0,1.0,2.0,2.0,4,40000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,5
+4086,5.0,1,17,49,82,2015,2,1978,1.0,1.0,1.0,10.0,300000.0,1.0,142.0,162,115,3.0,2.0,3.0,2,2.0,3.0,3.0,2.0,2.0,1,50000.0,3.0,2.0,1.0,1.0,3,3.0,3.0,5.0,3.0,2,5
+4087,4.0,1,16,47,79,2015,2,1953,1.0,0.0,1.0,1.0,12000.0,1.0,100.0,148,93,4.0,4.0,4.0,1,5.0,4.0,2.0,4.0,5.0,3,10000.0,1.0,3.0,1.0,2.0,7,2.0,1.0,3.0,2.0,3,3
+4088,4.0,2,31,87,130,2015,2,1959,1.0,1.0,1.0,3.0,10000.0,1.0,100.0,175,120,5.0,4.0,4.0,1,3.0,3.0,1.0,3.0,4.0,2,100000.0,5.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,3
+4089,4.0,1,16,46,77,2015,2,1968,1.0,1.0,1.0,3.0,7364.0,1.0,234.0,160,110,4.0,3.0,3.0,1,2.0,3.0,1.0,4.0,5.0,2,40000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,2.0,2.0,2,2
+4090,3.0,1,12,33,62,2015,1,1982,1.0,0.0,6.0,3.0,60000.0,1.0,105.0,170,133,4.0,4.0,4.0,1,3.0,3.0,1.0,2.0,5.0,1,60000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+4091,4.0,1,31,87,131,2015,2,1954,1.0,0.0,8.0,3.0,0.0,1.0,70.0,156,109,4.0,4.0,3.0,2,3.0,5.0,1.0,4.0,3.0,6,31670.0,4.0,2.0,1.0,2.0,7,3.0,1.0,3.0,2.0,3,1
+4092,4.0,1,15,39,70,2015,2,1979,1.0,1.0,1.0,12.0,36000.0,1.0,88.0,168,120,4.0,4.0,4.0,1,3.0,3.0,2.0,2.0,5.0,1,72000.0,5.0,3.0,1.0,1.0,3,2.0,2.0,3.0,3.0,2,4
+4093,4.0,2,18,51,84,2015,2,1990,1.0,1.0,1.0,4.0,0.0,1.0,120.0,165,92,4.0,4.0,4.0,1,3.0,3.0,1.0,3.0,5.0,5,36000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,1
+4094,4.0,1,13,36,66,2015,2,1945,8.0,1.0,1.0,3.0,7872.0,1.0,150.0,150,98,5.0,4.0,4.0,1,4.0,3.0,1.0,2.0,4.0,2,10000.0,6.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,2
+4095,3.0,1,19,57,91,2015,1,1934,1.0,0.0,1.0,4.0,72000.0,1.0,50.0,171,160,2.0,2.0,2.0,2,3.0,3.0,1.0,2.0,4.0,5,120000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,5,5
+4096,4.0,2,21,62,98,2015,2,1948,8.0,1.0,1.0,1.0,1000.0,1.0,100.0,140,80,2.0,3.0,4.0,1,2.0,2.0,1.0,4.0,1.0,3,2000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,1
+4097,4.0,2,19,57,92,2015,1,1963,1.0,1.0,1.0,3.0,23150.0,1.0,360.0,168,120,4.0,4.0,4.0,1,4.0,3.0,2.0,4.0,5.0,3,900000.0,4.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,3
+4098,4.0,2,10,25,47,2015,2,1987,1.0,1.0,1.0,4.0,10000.0,1.0,150.0,160,100,4.0,4.0,2.0,1,3.0,4.0,2.0,3.0,5.0,5,10000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,3
+4099,3.0,1,15,39,70,2015,2,1970,1.0,1.0,1.0,4.0,18000.0,1.0,160.0,160,105,5.0,4.0,4.0,1,4.0,3.0,1.0,2.0,5.0,1,53000.0,3.0,3.0,2.0,2.0,3,2.0,2.0,4.0,3.0,2,3
+4100,5.0,1,10,27,50,2015,2,1935,1.0,1.0,1.0,1.0,0.0,1.0,70.0,155,100,4.0,4.0,4.0,1,2.0,4.0,1.0,2.0,5.0,4,0.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,1
+4101,2.0,1,31,86,129,2015,1,1962,8.0,1.0,1.0,4.0,3000.0,1.0,45.0,160,110,1.0,2.0,2.0,1,2.0,2.0,2.0,1.0,5.0,1,3000.0,2.0,2.0,0.0,2.0,4,3.0,3.0,3.0,4.0,3,2
+4102,5.0,2,9,23,45,2015,2,1948,1.0,0.0,1.0,1.0,3500.0,1.0,150.0,165,120,2.0,3.0,5.0,1,2.0,4.0,1.0,2.0,5.0,3,3500.0,1.0,1.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,2
+4103,4.0,2,3,6,13,2015,1,1941,1.0,1.0,1.0,3.0,3000.0,1.0,80.0,170,120,5.0,3.0,5.0,1,3.0,4.0,2.0,5.0,6.0,3,6000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,2
+4104,2.0,1,1,1,2,2015,2,1955,1.0,1.0,1.0,4.0,36000.0,4.0,35.0,160,90,3.0,3.0,4.0,2,1.0,5.0,1.0,2.0,4.0,5,84000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+4105,4.0,1,12,33,62,2015,2,1970,1.0,1.0,1.0,3.0,42000.0,1.0,60.0,157,114,3.0,5.0,3.0,1,2.0,2.0,2.0,2.0,4.0,1,48000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,5
+4106,4.0,2,18,54,88,2015,2,1966,1.0,1.0,1.0,3.0,1100.0,1.0,222.0,162,110,4.0,4.0,5.0,1,4.0,3.0,1.0,3.0,1.0,2,50000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,1
+4107,3.0,2,5,9,25,2015,1,1957,1.0,0.0,3.0,6.0,5000.0,1.0,95.0,167,132,2.0,2.0,3.0,1,2.0,2.0,1.0,4.0,4.0,2,15000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,2
+4108,1.0,2,29,83,126,2015,2,1956,1.0,1.0,1.0,1.0,9000.0,1.0,180.0,160,120,1.0,2.0,2.0,1,2.0,2.0,2.0,1.0,4.0,1,9000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+4109,4.0,1,3,6,13,2015,1,1964,1.0,1.0,1.0,10.0,50000.0,4.0,84.0,172,140,1.0,5.0,3.0,4,3.0,3.0,5.0,3.0,7.0,1,100000.0,3.0,4.0,3.0,1.0,3,1.0,2.0,4.0,2.0,3,5
+4110,3.0,2,5,9,25,2015,1,1971,1.0,1.0,1.0,3.0,20000.0,1.0,120.0,176,160,4.0,4.0,5.0,1,3.0,3.0,1.0,4.0,4.0,3,30000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,3
+4111,4.0,2,9,21,43,2015,2,1970,1.0,1.0,1.0,4.0,8000.0,1.0,100.0,155,105,4.0,4.0,4.0,1,2.0,2.0,4.0,4.0,5.0,1,20000.0,1.0,3.0,2.0,2.0,3,2.0,2.0,5.0,2.0,2,2
+4112,4.0,2,2,5,12,2015,1,1965,8.0,1.0,1.0,3.0,13950.0,1.0,80.0,170,160,4.0,4.0,3.0,1,4.0,3.0,3.0,4.0,2.0,5,5000.0,1.0,2.0,1.0,2.0,1,3.0,2.0,4.0,2.0,3,3
+4113,3.0,2,17,48,81,2015,1,1979,1.0,1.0,1.0,4.0,20000.0,1.0,90.0,160,110,5.0,5.0,4.0,2,3.0,2.0,1.0,1.0,3.0,1,30000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+4114,3.0,2,21,64,101,2015,2,1942,1.0,1.0,1.0,2.0,0.0,1.0,160.0,156,90,4.0,4.0,2.0,1,3.0,3.0,1.0,4.0,4.0,4,0.0,1.0,2.0,1.0,2.0,7,3.0,1.0,4.0,2.0,4,1
+4115,4.0,1,16,46,77,2015,2,1943,1.0,1.0,1.0,1.0,12600.0,1.0,100.0,165,100,2.0,3.0,4.0,1,1.0,3.0,2.0,2.0,1.0,4,60000.0,5.0,2.0,1.0,1.0,3,3.0,2.0,3.0,2.0,4,3
+4116,4.0,2,31,87,131,2015,1,1990,1.0,1.0,1.0,4.0,30000.0,1.0,88.0,170,160,3.0,3.0,5.0,1,4.0,3.0,1.0,4.0,3.0,3,30000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,4
+4117,3.0,1,5,8,24,2015,2,1971,1.0,1.0,1.0,3.0,8000.0,1.0,70.0,165,120,2.0,2.0,2.0,2,1.0,2.0,1.0,1.0,4.0,1,8000.0,3.0,1.0,0.0,2.0,3,3.0,3.0,2.0,3.0,2,2
+4118,4.0,2,21,62,98,2015,2,1975,1.0,1.0,1.0,3.0,10000.0,1.0,300.0,167,120,5.0,5.0,4.0,1,2.0,2.0,1.0,3.0,5.0,3,40000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+4119,3.0,2,10,25,47,2015,2,1966,1.0,1.0,1.0,4.0,5000.0,1.0,200.0,152,106,2.0,2.0,5.0,1,2.0,5.0,1.0,4.0,4.0,3,40000.0,3.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+4120,4.0,2,9,23,45,2015,2,1949,1.0,1.0,1.0,1.0,0.0,1.0,120.0,155,90,4.0,4.0,4.0,1,2.0,4.0,1.0,4.0,4.0,2,70000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,1
+4121,4.0,2,2,2,9,2015,2,1977,8.0,1.0,1.0,4.0,20000.0,1.0,620.0,160,95,3.0,4.0,3.0,1,3.0,4.0,2.0,4.0,1.0,3,60000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,2,3
+4122,4.0,1,27,77,117,2015,1,1945,4.0,0.0,4.0,6.0,12000.0,4.0,70.0,160,135,3.0,3.0,4.0,1,2.0,4.0,1.0,4.0,5.0,5,24000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,3
+4123,5.0,1,13,35,65,2015,1,1997,6.0,1.0,1.0,7.0,0.0,1.0,200.0,165,145,5.0,3.0,4.0,1,4.0,3.0,3.0,4.0,8.0,6,12000.0,4.0,3.0,1.0,2.0,1,2.0,2.0,2.0,1.0,1,1
+4124,2.0,1,29,82,125,2015,1,1957,1.0,1.0,1.0,4.0,20000.0,1.0,90.0,170,130,3.0,4.0,4.0,1,4.0,3.0,3.0,4.0,4.0,5,20000.0,3.0,2.0,1.0,2.0,3,2.0,3.0,3.0,3.0,3,3
+4125,4.0,2,8,19,41,2015,1,1994,4.0,0.0,4.0,12.0,2000.0,2.0,112.0,170,126,4.0,4.0,4.0,1,3.0,4.0,3.0,3.0,4.0,1,50000.0,4.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,2
+4126,5.0,1,1,1,8,2015,2,1985,1.0,1.0,1.0,9.0,40000.0,1.0,57.0,161,136,5.0,5.0,5.0,2,4.0,4.0,2.0,4.0,6.0,1,120000.0,2.0,3.0,1.0,1.0,3,3.0,2.0,5.0,2.0,1,5
+4127,3.0,1,2,3,10,2015,1,1965,1.0,1.0,1.0,4.0,4000.0,1.0,60.0,160,130,4.0,3.0,4.0,1,3.0,4.0,3.0,2.0,2.0,4,4000.0,1.0,2.0,1.0,2.0,1,3.0,3.0,2.0,3.0,3,2
+4128,1.0,1,11,29,52,2015,2,1946,1.0,1.0,1.0,4.0,0.0,1.0,110.0,155,120,4.0,4.0,5.0,2,4.0,3.0,1.0,1.0,2.0,5,0.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,4.0,4,1
+4129,5.0,2,23,68,108,2015,2,1996,1.0,1.0,1.0,6.0,15000.0,2.0,85.5,162,96,5.0,4.0,4.0,1,2.0,3.0,4.0,4.0,6.0,6,16000.0,3.0,2.0,1.0,2.0,1,3.0,1.0,4.0,2.0,1,3
+4130,4.0,1,1,1,8,2015,2,1974,1.0,1.0,2.0,10.0,50000.0,1.0,100.0,166,120,4.0,4.0,5.0,2,3.0,3.0,3.0,4.0,6.0,1,100000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+4131,4.0,1,27,79,119,2015,2,1946,1.0,1.0,1.0,4.0,20000.0,1.0,32.0,155,110,2.0,2.0,2.0,2,1.0,5.0,1.0,4.0,1.0,1,45000.0,2.0,2.0,0.0,2.0,3,3.0,1.0,4.0,3.0,4,3
+4132,4.0,2,10,25,47,2015,2,1953,1.0,1.0,1.0,1.0,4200.0,1.0,90.0,160,110,2.0,2.0,3.0,1,1.0,5.0,1.0,5.0,5.0,3,10000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,5.0,2.0,3,2
+4133,5.0,2,16,46,78,2015,2,1997,1.0,1.0,1.0,4.0,40000.0,1.0,90.0,158,110,5.0,5.0,5.0,1,2.0,4.0,3.0,2.0,5.0,1,100000.0,8.0,3.0,2.0,2.0,1,2.0,2.0,3.0,3.0,1,5
+4134,4.0,2,18,52,85,2015,2,1959,1.0,0.0,1.0,3.0,10000.0,1.0,100.0,160,150,4.0,3.0,5.0,1,1.0,1.0,1.0,3.0,5.0,2,20000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+4135,5.0,1,17,49,82,2015,1,1963,1.0,1.0,1.0,4.0,30000.0,1.0,140.0,172,160,4.0,4.0,5.0,2,3.0,3.0,3.0,4.0,5.0,1,100000.0,5.0,3.0,2.0,1.0,3,2.0,1.0,4.0,2.0,3,4
+4136,4.0,1,1,1,2,2015,2,1972,1.0,1.0,1.0,12.0,200000.0,4.0,140.0,157,82,5.0,5.0,5.0,2,2.0,4.0,4.0,3.0,5.0,1,400000.0,3.0,4.0,1.0,1.0,3,1.0,2.0,4.0,2.0,2,5
+4137,4.0,1,27,79,119,2015,2,1979,3.0,1.0,1.0,7.0,0.0,1.0,52.0,156,113,4.0,4.0,4.0,4,3.0,3.0,2.0,2.0,4.0,5,12000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,1
+4138,4.0,1,8,19,41,2015,2,1974,4.0,0.0,8.0,1.0,5000.0,1.0,18.0,165,120,3.0,3.0,2.0,1,2.0,4.0,1.0,2.0,1.0,3,30000.0,6.0,2.0,1.0,2.0,3,3.0,3.0,3.0,3.0,2,2
+4139,5.0,2,30,85,128,2015,1,1953,1.0,1.0,1.0,1.0,15000.0,1.0,300.0,165,100,5.0,5.0,5.0,1,1.0,5.0,1.0,1.0,5.0,1,15000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+4140,4.0,1,11,29,52,2015,2,1996,1.0,1.0,1.0,4.0,0.0,1.0,80.0,160,100,4.0,4.0,4.0,1,1.0,2.0,3.0,2.0,4.0,6,79360.0,4.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,1
+4141,5.0,1,28,81,121,2015,1,1979,1.0,1.0,1.0,3.0,30000.0,1.0,15.0,165,98,3.0,3.0,3.0,4,2.0,2.0,2.0,4.0,4.0,4,30000.0,2.0,3.0,1.0,2.0,7,2.0,2.0,3.0,3.0,2,4
+4142,4.0,1,4,7,19,2015,1,1994,1.0,1.0,1.0,10.0,50000.0,2.0,100.0,167,156,4.0,5.0,4.0,2,3.0,4.0,4.0,2.0,3.0,1,50000.0,1.0,2.0,1.0,2.0,1,2.0,1.0,2.0,2.0,1,5
+4143,4.0,1,10,27,50,2015,2,1952,1.0,1.0,1.0,1.0,0.0,1.0,60.0,160,120,2.0,2.0,3.0,1,2.0,3.0,1.0,4.0,5.0,4,40000.0,2.0,4.0,0.0,2.0,3,2.0,1.0,4.0,2.0,3,1
+4144,4.0,1,27,78,118,2015,2,1971,3.0,1.0,1.0,9.0,14000.0,4.0,50.0,165,140,4.0,5.0,5.0,2,2.0,5.0,4.0,4.0,5.0,1,40000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,3
+4145,3.0,2,10,25,47,2015,1,1970,1.0,1.0,1.0,4.0,50000.0,1.0,150.0,172,140,4.0,5.0,5.0,1,2.0,1.0,1.0,3.0,5.0,4,60000.0,4.0,3.0,1.0,2.0,3,2.0,3.0,4.0,2.0,2,5
+4146,4.0,2,19,56,90,2015,2,1947,1.0,1.0,1.0,1.0,7629.0,1.0,20.0,150,100,2.0,3.0,4.0,1,1.0,2.0,1.0,4.0,5.0,5,30000.0,2.0,3.0,1.0,2.0,4,2.0,1.0,3.0,2.0,4,2
+4147,4.0,1,19,59,95,2015,2,1994,1.0,1.0,1.0,10.0,30000.0,4.0,98.0,160,100,4.0,5.0,3.0,4,3.0,4.0,3.0,2.0,3.0,1,30000.0,1.0,2.0,2.0,1.0,1,2.0,1.0,3.0,2.0,1,4
+4148,4.0,2,2,3,10,2015,1,1978,1.0,1.0,3.0,4.0,40000.0,1.0,200.0,167,110,4.0,3.0,3.0,1,4.0,1.0,1.0,3.0,3.0,1,50000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,5
+4149,1.0,1,9,20,42,2015,1,1964,1.0,1.0,1.0,4.0,15000.0,1.0,40.0,160,98,4.0,3.0,4.0,2,4.0,3.0,3.0,2.0,1.0,5,40000.0,2.0,2.0,0.0,2.0,3,3.0,3.0,4.0,3.0,3,3
+4150,5.0,1,4,7,22,2015,2,1975,1.0,1.0,3.0,4.0,40000.0,1.0,90.0,160,116,4.0,4.0,3.0,1,4.0,3.0,3.0,3.0,5.0,1,100000.0,4.0,2.0,2.0,1.0,3,2.0,2.0,3.0,2.0,2,5
+4151,4.0,1,1,1,6,2015,2,1930,1.0,1.0,1.0,1.0,540.0,1.0,99.0,160,100,3.0,5.0,5.0,5,1.0,5.0,1.0,4.0,1.0,6,6480.0,1.0,1.0,1.0,2.0,7,3.0,2.0,3.0,2.0,5,1
+4152,4.0,1,18,55,89,2015,1,1970,1.0,1.0,1.0,6.0,50000.0,1.0,130.0,173,120,5.0,4.0,4.0,5,2.0,3.0,2.0,4.0,4.0,1,70000.0,5.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,5
+4153,4.0,2,23,69,109,2015,1,1966,1.0,1.0,1.0,3.0,12000.0,1.0,80.0,165,108,3.0,5.0,4.0,1,2.0,2.0,1.0,4.0,5.0,2,12000.0,1.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,3
+4154,4.0,2,2,3,10,2015,1,1940,4.0,0.0,4.0,3.0,5702.0,1.0,400.0,160,106,4.0,4.0,4.0,1,3.0,2.0,1.0,4.0,5.0,4,50000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,2
+4155,4.0,1,27,78,118,2015,2,1945,1.0,1.0,1.0,10.0,29000.0,1.0,105.0,160,85,4.0,3.0,4.0,2,3.0,4.0,3.0,4.0,5.0,5,29000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,4
+4156,4.0,1,6,17,33,2015,2,1959,1.0,1.0,1.0,1.0,24000.0,1.0,47.5,158,80,3.0,3.0,3.0,5,2.0,4.0,1.0,3.0,5.0,5,50000.0,1.0,3.0,0.0,2.0,7,2.0,2.0,3.0,2.0,3,4
+4157,5.0,1,16,45,76,2015,1,1935,1.0,1.0,1.0,3.0,5000.0,1.0,80.0,170,130,2.0,2.0,2.0,1,2.0,4.0,1.0,5.0,5.0,5,10000.0,2.0,2.0,0.0,2.0,3,3.0,2.0,4.0,2.0,4,2
+4158,3.0,1,18,53,87,2015,2,1961,1.0,1.0,1.0,6.0,4000.0,1.0,300.0,156,110,4.0,4.0,4.0,2,2.0,1.0,1.0,2.0,5.0,5,6000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,2
+4159,5.0,2,27,80,120,2015,1,1969,3.0,0.0,8.0,3.0,30000.0,1.0,70.0,175,150,4.0,4.0,5.0,1,5.0,5.0,1.0,3.0,3.0,3,50000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,4
+4160,4.0,1,1,1,4,2015,1,1958,1.0,1.0,1.0,6.0,9600.0,1.0,59.5,176,180,3.0,4.0,4.0,2,3.0,3.0,3.0,4.0,5.0,5,45600.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,2
+4161,4.0,1,2,2,9,2015,2,1969,8.0,1.0,1.0,4.0,40000.0,1.0,168.0,160,110,4.0,3.0,3.0,2,4.0,3.0,2.0,4.0,3.0,1,50000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,5
+4162,4.0,2,16,45,76,2015,1,1954,1.0,1.0,1.0,4.0,10000.0,1.0,181.0,170,120,4.0,4.0,4.0,1,4.0,3.0,2.0,4.0,5.0,4,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+4163,4.0,1,13,36,67,2015,2,1947,1.0,1.0,1.0,5.0,24000.0,4.0,120.0,140,110,4.0,3.0,3.0,2,4.0,4.0,4.0,4.0,5.0,5,50000.0,4.0,3.0,1.0,1.0,7,2.0,2.0,3.0,3.0,4,4
+4164,4.0,1,27,80,120,2015,1,1994,3.0,1.0,1.0,6.0,0.0,2.0,83.0,182,120,5.0,5.0,4.0,2,2.0,4.0,4.0,4.0,5.0,6,80000.0,3.0,4.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,1
+4165,5.0,1,4,7,21,2015,1,1985,1.0,0.0,1.0,4.0,150000.0,1.0,5.0,170,170,4.0,5.0,5.0,1,5.0,4.0,1.0,3.0,3.0,1,200000.0,9.0,4.0,2.0,2.0,3,1.0,1.0,4.0,1.0,1,5
+4166,2.0,1,13,36,67,2015,1,1983,1.0,1.0,1.0,4.0,20000.0,1.0,50.0,165,150,4.0,4.0,3.0,1,3.0,3.0,1.0,2.0,2.0,1,102478.0,2.0,2.0,1.0,2.0,1,3.0,2.0,2.0,3.0,1,3
+4167,4.0,1,2,3,10,2015,1,1953,4.0,0.0,4.0,1.0,40000.0,1.0,350.0,181,152,4.0,4.0,4.0,1,3.0,4.0,1.0,4.0,6.0,2,40000.0,6.0,3.0,2.0,2.0,3,1.0,2.0,4.0,2.0,3,5
+4168,3.0,1,26,76,116,2015,1,1987,1.0,1.0,1.0,12.0,100000.0,1.0,150.0,181,120,5.0,3.0,3.0,2,4.0,2.0,3.0,3.0,5.0,1,200000.0,1.0,4.0,2.0,1.0,1,2.0,1.0,3.0,2.0,1,5
+4169,4.0,1,15,42,73,2015,1,1952,1.0,1.0,1.0,3.0,25000.0,1.0,150.0,170,125,4.0,5.0,4.0,2,2.0,3.0,1.0,4.0,5.0,1,60000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,4
+4170,4.0,2,15,43,74,2015,1,1985,1.0,1.0,1.0,4.0,50000.0,1.0,200.0,175,140,4.0,4.0,4.0,1,3.0,3.0,2.0,3.0,5.0,1,13000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,5
+4171,3.0,1,19,59,95,2015,2,1973,1.0,1.0,1.0,4.0,40000.0,1.0,50.0,161,118,4.0,4.0,5.0,2,3.0,4.0,3.0,4.0,6.0,1,40000.0,1.0,3.0,2.0,2.0,6,2.0,1.0,3.0,2.0,2,5
+4172,4.0,2,6,15,31,2015,1,1955,1.0,1.0,1.0,3.0,20000.0,1.0,100.0,169,140,4.0,3.0,3.0,1,3.0,3.0,1.0,4.0,3.0,3,20000.0,1.0,2.0,1.0,2.0,7,3.0,1.0,4.0,2.0,3,3
+4173,5.0,1,18,53,87,2015,2,1974,1.0,1.0,1.0,12.0,40000.0,1.0,126.0,162,134,4.0,4.0,4.0,2,2.0,3.0,4.0,2.0,7.0,1,80000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,3.0,2,5
+4174,3.0,1,6,13,29,2015,2,1931,1.0,1.0,1.0,1.0,0.0,1.0,90.0,148,90,2.0,2.0,3.0,1,2.0,3.0,1.0,3.0,4.0,4,60000.0,1.0,2.0,1.0,2.0,7,2.0,1.0,3.0,3.0,5,1
+4175,4.0,1,5,11,27,2015,2,1997,1.0,1.0,2.0,6.0,661.0,2.0,40.0,163,110,4.0,5.0,3.0,2,3.0,3.0,3.0,4.0,5.0,6,105383.0,2.0,3.0,2.0,2.0,1,2.0,2.0,4.0,2.0,1,1
+4176,4.0,1,18,55,89,2015,2,1971,1.0,1.0,1.0,6.0,30000.0,1.0,120.0,172,120,5.0,4.0,4.0,1,4.0,2.0,2.0,2.0,4.0,1,50000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,4
+4177,4.0,1,16,44,75,2015,2,1948,1.0,1.0,1.0,3.0,24000.0,1.0,85.0,150,100,4.0,4.0,5.0,2,4.0,4.0,3.0,4.0,4.0,5,24000.0,1.0,2.0,1.0,2.0,7,2.0,3.0,4.0,2.0,4,4
+4178,5.0,1,21,64,102,2015,2,1955,1.0,1.0,1.0,4.0,0.0,1.0,125.0,160,110,3.0,5.0,5.0,5,2.0,4.0,1.0,3.0,5.0,4,44507.0,6.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,1
+4179,4.0,1,24,72,112,2015,2,1989,1.0,1.0,1.0,10.0,48000.0,4.0,100.0,162,96,4.0,5.0,5.0,1,4.0,4.0,4.0,4.0,5.0,1,139516.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,5
+4180,4.0,1,27,80,120,2015,2,1968,1.0,1.0,1.0,9.0,50000.0,1.0,52.0,155,100,4.0,4.0,4.0,2,2.0,2.0,4.0,3.0,5.0,1,100000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,5
+4181,2.0,1,12,33,62,2015,2,1949,1.0,1.0,1.0,1.0,6000.0,1.0,160.0,157,116,3.0,4.0,3.0,1,3.0,2.0,1.0,1.0,4.0,1,6000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,3.0,4,2
+4182,3.0,2,31,86,129,2015,2,1975,1.0,1.0,1.0,3.0,0.0,1.0,80.0,156,114,3.0,5.0,3.0,1,3.0,5.0,1.0,3.0,1.0,4,40000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,1
+4183,4.0,1,29,82,125,2015,1,1957,1.0,1.0,1.0,1.0,24000.0,1.0,40.0,175,150,3.0,3.0,3.0,2,2.0,4.0,1.0,4.0,4.0,5,24000.0,2.0,2.0,0.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+4184,3.0,1,1,1,7,2015,1,1983,1.0,1.0,1.0,12.0,200000.0,4.0,26.0,173,120,4.0,4.0,4.0,2,2.0,2.0,4.0,3.0,5.0,1,154291.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,5
+4185,4.0,1,6,16,32,2015,1,1928,1.0,1.0,1.0,3.0,31658.0,1.0,50.0,160,100,2.0,2.0,3.0,2,2.0,2.0,1.0,3.0,6.0,5,41775.0,1.0,3.0,1.0,2.0,7,2.0,2.0,5.0,2.0,5,4
+4186,4.0,1,19,59,95,2015,2,1970,1.0,0.0,4.0,10.0,20000.0,1.0,99.0,153,100,4.0,5.0,4.0,5,4.0,4.0,3.0,2.0,4.0,1,150000.0,5.0,3.0,2.0,2.0,3,3.0,1.0,4.0,3.0,2,3
+4187,4.0,2,13,36,67,2015,2,1953,8.0,1.0,1.0,4.0,15000.0,1.0,180.0,155,95,3.0,3.0,3.0,1,2.0,2.0,1.0,4.0,5.0,3,20000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,5.0,1.0,3,3
+4188,3.0,1,12,32,60,2015,1,1970,1.0,1.0,1.0,3.0,17000.0,1.0,80.0,172,130,4.0,4.0,4.0,4,3.0,4.0,4.0,3.0,4.0,1,17000.0,4.0,2.0,3.0,2.0,3,3.0,2.0,2.0,2.0,2,3
+4189,5.0,2,16,45,76,2015,2,1967,1.0,1.0,1.0,1.0,0.0,1.0,80.0,148,78,2.0,2.0,4.0,1,5.0,4.0,5.0,4.0,5.0,4,23227.0,1.0,3.0,0.0,2.0,7,2.0,2.0,4.0,2.0,2,1
+4190,4.0,1,6,13,29,2015,2,1975,1.0,1.0,1.0,3.0,110000.0,1.0,120.0,160,100,3.0,4.0,4.0,1,2.0,2.0,2.0,4.0,4.0,1,130000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,5
+4191,4.0,1,18,55,89,2015,1,1965,1.0,1.0,1.0,9.0,36000.0,1.0,180.0,172,155,5.0,4.0,4.0,2,3.0,4.0,4.0,3.0,5.0,1,50000.0,4.0,4.0,3.0,1.0,4,1.0,1.0,4.0,2.0,3,4
+4192,4.0,2,5,9,25,2015,2,1978,1.0,1.0,1.0,4.0,50000.0,1.0,65.0,160,110,4.0,4.0,5.0,1,3.0,4.0,1.0,4.0,4.0,1,70000.0,3.0,3.0,2.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+4193,5.0,1,26,75,115,2015,1,1967,1.0,1.0,1.0,7.0,150000.0,1.0,102.0,180,150,5.0,5.0,4.0,5,4.0,5.0,5.0,2.0,4.0,1,220000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+4194,3.0,1,16,45,76,2015,2,1949,1.0,1.0,1.0,1.0,4800.0,1.0,100.0,150,126,2.0,2.0,3.0,2,1.0,4.0,1.0,4.0,5.0,4,12000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,2
+4195,4.0,1,19,57,91,2015,1,1989,1.0,1.0,3.0,5.0,150000.0,1.0,50.0,170,120,4.0,5.0,4.0,4,3.0,3.0,2.0,3.0,6.0,1,300000.0,2.0,3.0,3.0,1.0,3,2.0,1.0,4.0,2.0,1,5
+4196,5.0,2,5,9,25,2015,2,1969,1.0,1.0,1.0,3.0,10000.0,1.0,100.0,160,120,4.0,4.0,4.0,1,4.0,4.0,1.0,4.0,6.0,3,20000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,3
+4197,4.0,2,29,82,124,2015,2,1960,1.0,1.0,1.0,3.0,2000.0,1.0,70.0,160,150,5.0,5.0,5.0,1,2.0,3.0,1.0,3.0,3.0,3,10000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,2
+4198,4.0,1,16,47,79,2015,1,1969,1.0,1.0,1.0,3.0,20000.0,1.0,140.0,162,128,3.0,4.0,5.0,1,5.0,3.0,1.0,2.0,4.0,3,20000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,2.0,2.0,2,3
+4199,4.0,1,15,43,74,2015,2,1989,1.0,1.0,1.0,12.0,90000.0,4.0,90.0,168,115,3.0,3.0,3.0,1,2.0,3.0,3.0,4.0,5.0,1,90000.0,1.0,4.0,0.0,2.0,1,2.0,1.0,4.0,2.0,1,5
+4200,3.0,2,21,62,98,2015,1,1958,8.0,1.0,1.0,3.0,6000.0,1.0,120.0,160,140,2.0,1.0,2.0,1,2.0,4.0,1.0,4.0,7.0,3,28000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,2.0,2.0,3,2
+4201,5.0,1,15,42,73,2015,1,1957,1.0,1.0,1.0,3.0,40000.0,1.0,100.0,160,120,5.0,4.0,4.0,1,4.0,3.0,1.0,3.0,6.0,1,70000.0,3.0,4.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+4202,5.0,2,23,68,108,2015,1,1997,1.0,1.0,1.0,8.0,3000.0,2.0,120.0,178,120,4.0,4.0,4.0,1,3.0,3.0,3.0,2.0,4.0,5,30000.0,4.0,3.0,1.0,2.0,1,2.0,2.0,4.0,3.0,1,2
+4203,4.0,2,21,62,98,2015,2,1969,8.0,1.0,1.0,3.0,0.0,1.0,100.0,162,120,4.0,4.0,5.0,1,4.0,4.0,1.0,4.0,1.0,4,20000.0,1.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,1
+4204,5.0,1,5,11,27,2015,2,1969,1.0,1.0,1.0,9.0,38000.0,1.0,90.0,163,100,5.0,5.0,5.0,2,3.0,4.0,2.0,4.0,5.0,1,80000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,4
+4205,5.0,2,11,30,53,2015,1,1991,1.0,1.0,1.0,4.0,20000.0,1.0,120.0,170,100,5.0,5.0,5.0,1,2.0,4.0,1.0,4.0,4.0,1,20000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,1,3
+4206,4.0,1,12,33,62,2015,2,1967,1.0,0.0,6.0,3.0,6824.0,1.0,120.0,155,120,5.0,5.0,5.0,1,3.0,3.0,2.0,3.0,4.0,6,57038.0,5.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,2
+4207,4.0,2,5,10,26,2015,1,1965,1.0,1.0,1.0,4.0,50000.0,1.0,200.0,175,140,4.0,4.0,4.0,1,4.0,4.0,2.0,3.0,6.0,1,100000.0,5.0,4.0,1.0,1.0,3,2.0,1.0,4.0,1.0,3,5
+4208,4.0,1,12,32,57,2015,2,1984,1.0,1.0,1.0,5.0,0.0,1.0,90.0,165,90,5.0,5.0,4.0,4,3.0,3.0,3.0,2.0,5.0,1,200000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,1,1
+4209,4.0,1,21,64,102,2015,1,1962,1.0,1.0,1.0,6.0,20000.0,1.0,110.0,170,140,3.0,3.0,3.0,1,2.0,4.0,3.0,4.0,5.0,5,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+4210,4.0,1,4,7,20,2015,2,1954,1.0,1.0,1.0,12.0,70000.0,4.0,72.0,162,108,3.0,3.0,4.0,2,3.0,5.0,1.0,4.0,5.0,5,150000.0,2.0,3.0,0.0,2.0,7,2.0,2.0,4.0,2.0,3,5
+4211,4.0,2,6,12,28,2015,1,1947,1.0,1.0,1.0,1.0,20000.0,1.0,140.0,168,111,5.0,4.0,4.0,1,3.0,3.0,1.0,4.0,4.0,3,20000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,3
+4212,4.0,2,9,21,43,2015,1,1962,1.0,1.0,1.0,4.0,15000.0,1.0,200.0,175,125,3.0,3.0,4.0,1,2.0,2.0,1.0,4.0,6.0,2,15000.0,4.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+4213,4.0,2,6,14,30,2015,1,1967,1.0,1.0,1.0,3.0,5000.0,1.0,100.0,173,130,2.0,3.0,3.0,1,2.0,2.0,1.0,4.0,5.0,2,30000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,2
+4214,5.0,2,10,27,50,2015,1,1977,1.0,1.0,1.0,4.0,40000.0,1.0,350.0,170,130,4.0,4.0,4.0,1,2.0,3.0,1.0,4.0,5.0,1,50000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+4215,5.0,2,18,54,88,2015,2,1941,1.0,0.0,2.0,1.0,0.0,1.0,167.0,160,135,2.0,1.0,4.0,1,3.0,1.0,1.0,4.0,8.0,4,1300.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,1
+4216,4.0,2,10,28,51,2015,2,1968,1.0,1.0,1.0,4.0,10000.0,1.0,50.0,160,110,3.0,4.0,4.0,1,4.0,4.0,2.0,4.0,6.0,1,40000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,3
+4217,4.0,2,13,35,65,2015,1,1952,6.0,1.0,1.0,7.0,36000.0,1.0,140.0,160,120,4.0,5.0,5.0,4,2.0,3.0,3.0,4.0,6.0,5,36000.0,2.0,2.0,1.0,2.0,3,1.0,1.0,2.0,3.0,3,4
+4218,4.0,1,31,87,130,2015,1,1974,3.0,0.0,4.0,4.0,20000.0,1.0,40.0,173,160,2.0,3.0,5.0,1,1.0,2.0,3.0,1.0,1.0,1,20000.0,5.0,1.0,1.0,2.0,3,3.0,3.0,4.0,3.0,2,3
+4219,5.0,1,4,7,18,2015,2,1928,1.0,0.0,2.0,3.0,36000.0,1.0,80.0,155,120,4.0,5.0,5.0,5,2.0,4.0,1.0,4.0,5.0,5,110000.0,4.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,5,4
+4220,4.0,1,31,89,134,2015,1,1959,1.0,1.0,1.0,4.0,11000.0,1.0,44.6,170,118,3.0,3.0,3.0,2,2.0,4.0,1.0,4.0,3.0,1,20000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,5.0,2.0,3,3
+4221,3.0,2,9,22,44,2015,1,1962,1.0,1.0,1.0,3.0,5000.0,1.0,300.0,176,150,2.0,3.0,3.0,1,3.0,3.0,1.0,2.0,10.0,2,15000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,2
+4222,4.0,1,7,18,40,2015,1,1960,1.0,1.0,1.0,6.0,5000.0,1.0,40.0,170,130,2.0,3.0,4.0,5,2.0,2.0,2.0,4.0,4.0,5,8000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,2
+4223,3.0,1,1,1,7,2015,1,1930,1.0,1.0,1.0,1.0,91200.0,1.0,39.0,170,150,3.0,3.0,3.0,2,4.0,3.0,1.0,3.0,5.0,5,84000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,5,5
+4224,4.0,2,17,50,83,2015,1,1945,1.0,1.0,1.0,3.0,24000.0,4.0,200.0,170,140,4.0,4.0,4.0,4,2.0,3.0,1.0,4.0,6.0,5,24000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,4
+4225,4.0,1,31,87,132,2015,2,1962,1.0,1.0,1.0,9.0,18000.0,1.0,100.0,160,135,4.0,5.0,5.0,2,2.0,4.0,1.0,1.0,5.0,5,50000.0,2.0,3.0,2.0,1.0,3,2.0,2.0,4.0,4.0,3,3
+4226,4.0,2,15,42,73,2015,2,1938,1.0,1.0,1.0,1.0,2527.0,1.0,60.0,164,130,5.0,3.0,3.0,1,4.0,4.0,1.0,4.0,6.0,4,6356.0,1.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,2
+4227,4.0,2,31,87,130,2015,1,1953,1.0,1.0,1.0,3.0,5000.0,1.0,100.0,170,120,5.0,4.0,4.0,1,4.0,3.0,1.0,3.0,7.0,3,10000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+4228,4.0,2,18,55,89,2015,2,1959,1.0,1.0,1.0,4.0,0.0,1.0,380.0,165,130,4.0,5.0,5.0,1,4.0,5.0,1.0,3.0,5.0,2,50000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,1
+4229,5.0,1,4,7,16,2015,1,1991,3.0,1.0,1.0,12.0,15000.0,2.0,136.0,170,100,4.0,5.0,3.0,5,2.0,5.0,3.0,3.0,6.0,1,55000.0,3.0,3.0,3.0,2.0,1,2.0,1.0,4.0,2.0,1,3
+4230,3.0,1,21,64,102,2015,2,1971,1.0,1.0,1.0,3.0,7000.0,1.0,65.0,160,113,3.0,4.0,4.0,1,1.0,2.0,2.0,2.0,1.0,4,8000.0,2.0,2.0,0.0,2.0,1,3.0,1.0,3.0,3.0,2,2
+4231,4.0,1,18,53,87,2015,1,1995,1.0,1.0,1.0,4.0,20000.0,1.0,100.0,170,135,5.0,4.0,4.0,1,2.0,4.0,3.0,4.0,5.0,1,50000.0,3.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,3
+4232,4.0,2,16,46,78,2015,2,1925,1.0,1.0,1.0,1.0,1200.0,1.0,100.0,150,82,3.0,2.0,3.0,1,1.0,3.0,1.0,4.0,4.0,4,3000.0,3.0,2.0,1.0,2.0,7,3.0,2.0,3.0,3.0,5,2
+4233,5.0,2,31,89,134,2015,1,1966,1.0,1.0,1.0,3.0,10000.0,1.0,300.0,170,134,5.0,5.0,5.0,1,3.0,4.0,2.0,4.0,6.0,3,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,3,3
+4234,3.0,2,23,69,109,2015,2,1970,1.0,1.0,1.0,3.0,1000.0,1.0,120.0,163,118,4.0,2.0,3.0,1,2.0,4.0,1.0,1.0,4.0,4,30000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,5.0,3.0,2,1
+4235,4.0,1,5,8,23,2015,2,1964,1.0,0.0,6.0,4.0,21000.0,1.0,64.0,168,160,5.0,5.0,5.0,2,2.0,2.0,2.0,4.0,5.0,1,21000.0,2.0,3.0,0.0,2.0,4,2.0,2.0,4.0,2.0,3,3
+4236,5.0,1,5,8,23,2015,2,1956,1.0,0.0,1.0,7.0,20000.0,1.0,16.0,155,80,3.0,3.0,4.0,2,3.0,3.0,3.0,3.0,4.0,5,20000.0,1.0,3.0,0.0,2.0,7,3.0,1.0,2.0,2.0,3,3
+4237,4.0,1,17,48,80,2015,2,1981,1.0,1.0,1.0,7.0,20000.0,1.0,84.0,166,125,5.0,5.0,3.0,2,2.0,2.0,2.0,3.0,5.0,1,60000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,3
+4238,4.0,1,4,7,17,2015,1,1978,1.0,1.0,1.0,12.0,60000.0,4.0,67.0,173,90,5.0,5.0,3.0,2,3.0,4.0,3.0,2.0,6.0,1,100000.0,2.0,2.0,1.0,1.0,3,2.0,2.0,5.0,2.0,2,5
+4239,4.0,2,17,50,83,2015,2,1967,1.0,1.0,3.0,4.0,30000.0,1.0,272.0,158,126,3.0,3.0,3.0,1,2.0,4.0,2.0,3.0,4.0,1,30000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,4
+4240,4.0,1,18,55,89,2015,2,1996,1.0,1.0,1.0,6.0,50000.0,1.0,100.0,175,160,5.0,5.0,5.0,2,3.0,3.0,1.0,3.0,5.0,1,100000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,5
+4241,3.0,2,29,82,124,2015,1,1969,1.0,1.0,1.0,3.0,10000.0,1.0,30.0,170,130,4.0,4.0,4.0,1,3.0,3.0,1.0,4.0,2.0,3,20000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,3
+4242,4.0,1,15,39,70,2015,2,1950,1.0,1.0,1.0,2.0,3600.0,1.0,150.0,155,110,4.0,4.0,4.0,1,2.0,2.0,2.0,4.0,4.0,5,10000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,2
+4243,3.0,1,10,27,50,2015,1,1972,1.0,1.0,1.0,3.0,1000.0,1.0,105.0,166,100,4.0,4.0,2.0,1,2.0,1.0,1.0,3.0,3.0,1,2000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,1
+4244,3.0,1,16,47,79,2015,1,1981,1.0,0.0,1.0,4.0,10000.0,1.0,180.0,165,142,3.0,5.0,3.0,1,4.0,4.0,1.0,2.0,3.0,3,15000.0,2.0,2.0,2.0,2.0,1,2.0,1.0,3.0,2.0,2,3
+4245,3.0,2,17,50,83,2015,2,1988,1.0,1.0,1.0,4.0,10000.0,1.0,260.0,160,120,5.0,5.0,4.0,1,2.0,3.0,2.0,2.0,5.0,1,40000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,1,3
+4246,4.0,2,6,16,32,2015,2,1951,1.0,1.0,1.0,3.0,5000.0,1.0,130.0,155,120,2.0,3.0,3.0,1,2.0,2.0,1.0,4.0,3.0,4,20000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,2
+4247,2.0,2,29,84,127,2015,1,1952,1.0,1.0,1.0,2.0,0.0,1.0,100.0,160,97,2.0,3.0,2.0,1,4.0,4.0,1.0,3.0,1.0,3,5000.0,1.0,2.0,1.0,2.0,1,1.0,1.0,2.0,2.0,3,1
+4248,4.0,1,7,18,34,2015,2,1990,1.0,1.0,1.0,12.0,36000.0,1.0,50.0,160,120,5.0,5.0,5.0,2,2.0,3.0,3.0,3.0,5.0,1,60000.0,3.0,3.0,0.0,2.0,1,2.0,1.0,4.0,3.0,1,4
+4249,4.0,1,15,39,70,2015,1,1937,1.0,1.0,1.0,4.0,9600.0,4.0,200.0,158,110,4.0,3.0,4.0,1,1.0,2.0,3.0,4.0,5.0,4,12000.0,2.0,3.0,1.0,2.0,3,1.0,2.0,3.0,2.0,4,2
+4250,4.0,1,13,36,67,2015,2,1957,1.0,1.0,1.0,4.0,20000.0,1.0,80.0,150,128,4.0,4.0,5.0,5,2.0,3.0,1.0,1.0,1.0,5,36000.0,3.0,1.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,3
+4251,3.0,2,2,2,9,2015,1,1962,8.0,1.0,1.0,4.0,10000.0,1.0,500.0,162,135,5.0,4.0,4.0,1,3.0,3.0,1.0,3.0,4.0,2,30000.0,1.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,3
+4252,2.0,2,2,3,10,2015,2,1979,1.0,1.0,2.0,4.0,24000.0,1.0,30.0,155,110,4.0,3.0,3.0,1,3.0,2.0,1.0,2.0,2.0,1,40000.0,2.0,2.0,1.0,2.0,4,2.0,2.0,3.0,2.0,2,4
+4253,4.0,1,7,18,38,2015,2,1957,1.0,1.0,1.0,6.0,23000.0,1.0,40.0,157,115,4.0,5.0,3.0,2,1.0,4.0,1.0,4.0,8.0,5,55400.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+4254,4.0,2,22,65,103,2015,2,1939,8.0,0.0,3.0,3.0,1000.0,1.0,40.0,150,90,2.0,2.0,2.0,1,5.0,4.0,1.0,3.0,6.0,4,2000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,1
+4255,3.0,2,31,87,130,2015,2,1940,1.0,1.0,1.0,1.0,8000.0,1.0,70.0,160,100,1.0,2.0,3.0,1,1.0,5.0,5.0,4.0,3.0,4,12000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,2
+4256,5.0,1,23,69,109,2015,1,1990,1.0,1.0,1.0,10.0,30000.0,1.0,10.0,170,120,5.0,5.0,5.0,1,3.0,4.0,4.0,3.0,5.0,1,50000.0,1.0,3.0,1.0,2.0,2,2.0,2.0,3.0,3.0,1,4
+4257,4.0,1,21,64,102,2015,2,1983,1.0,1.0,1.0,4.0,0.0,1.0,90.0,160,100,4.0,5.0,4.0,5,4.0,3.0,2.0,4.0,4.0,5,40000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,1
+4258,4.0,1,15,43,74,2015,1,1987,1.0,1.0,1.0,12.0,70000.0,1.0,140.0,185,160,4.0,4.0,4.0,2,4.0,4.0,3.0,2.0,6.0,1,200000.0,3.0,4.0,2.0,2.0,1,1.0,2.0,3.0,3.0,1,5
+4259,4.0,1,6,13,29,2015,1,1962,1.0,1.0,1.0,1.0,100.0,1.0,140.0,172,150,3.0,3.0,3.0,2,2.0,2.0,1.0,4.0,3.0,1,3000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,1
+4260,4.0,2,15,42,73,2015,1,1966,1.0,1.0,1.0,4.0,50000.0,1.0,240.0,175,170,4.0,4.0,4.0,1,2.0,2.0,1.0,2.0,2.0,1,70000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,3.0,3,5
+4261,5.0,2,10,27,50,2015,2,1980,1.0,1.0,1.0,7.0,0.0,1.0,110.0,162,120,4.0,4.0,4.0,1,3.0,3.0,2.0,4.0,5.0,5,20000.0,4.0,3.0,1.0,2.0,4,2.0,2.0,4.0,2.0,2,1
+4262,4.0,1,7,18,37,2015,2,1960,1.0,1.0,1.0,4.0,28800.0,1.0,46.0,158,125,4.0,4.0,3.0,2,4.0,1.0,1.0,2.0,4.0,5,28800.0,2.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,3,4
+4263,3.0,1,11,29,52,2015,1,1971,1.0,1.0,1.0,6.0,120104.0,1.0,80.0,171,150,3.0,5.0,4.0,5,1.0,3.0,2.0,3.0,5.0,1,152574.0,3.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,2,5
+4264,4.0,2,6,14,30,2015,1,1950,1.0,1.0,1.0,3.0,2000.0,4.0,120.0,170,150,4.0,4.0,4.0,1,4.0,4.0,2.0,4.0,3.0,4,20000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,2
+4265,4.0,1,31,87,132,2015,1,1985,1.0,1.0,1.0,10.0,30000.0,1.0,63.0,170,160,4.0,5.0,4.0,2,3.0,2.0,1.0,1.0,4.0,1,50000.0,2.0,2.0,1.0,2.0,3,2.0,3.0,4.0,4.0,1,4
+4266,2.0,1,6,12,28,2015,1,1956,1.0,1.0,1.0,4.0,15000.0,1.0,100.0,165,115,3.0,4.0,4.0,1,3.0,3.0,1.0,2.0,6.0,3,20000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,3
+4267,4.0,1,12,34,64,2015,1,1973,1.0,0.0,8.0,13.0,100000.0,1.0,85.0,170,140,5.0,5.0,5.0,4,4.0,3.0,4.0,3.0,5.0,1,100000.0,3.0,2.0,0.0,2.0,3,2.0,2.0,4.0,3.0,2,5
+4268,4.0,2,6,12,28,2015,1,1934,1.0,1.0,1.0,12.0,25000.0,1.0,120.0,173,98,2.0,2.0,3.0,1,2.0,3.0,2.0,4.0,3.0,5,37000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,5,4
+4269,3.0,1,31,87,130,2015,1,1981,1.0,1.0,1.0,4.0,30000.0,1.0,48.0,178,130,3.0,5.0,5.0,1,3.0,4.0,1.0,2.0,5.0,1,30000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,4
+4270,4.0,2,28,81,123,2015,1,1963,1.0,1.0,1.0,4.0,7000.0,1.0,100.0,165,120,4.0,4.0,4.0,1,4.0,2.0,1.0,4.0,7.0,3,9000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+4271,3.0,1,12,32,61,2015,2,1987,1.0,1.0,1.0,12.0,70000.0,1.0,50.0,158,140,4.0,5.0,5.0,1,1.0,4.0,2.0,2.0,5.0,1,150000.0,2.0,3.0,0.0,2.0,3,2.0,1.0,4.0,2.0,1,5
+4272,3.0,2,21,64,101,2015,2,1930,1.0,0.0,1.0,1.0,0.0,1.0,150.0,160,90,3.0,3.0,3.0,1,2.0,3.0,5.0,3.0,4.0,4,22218.0,1.0,2.0,0.0,2.0,7,3.0,1.0,4.0,2.0,5,1
+4273,5.0,1,1,1,8,2015,1,1981,1.0,1.0,1.0,12.0,60000.0,1.0,43.0,180,130,5.0,5.0,5.0,2,4.0,4.0,4.0,4.0,5.0,1,120000.0,4.0,2.0,1.0,2.0,1,3.0,2.0,3.0,3.0,2,5
+4274,3.0,2,15,41,72,2015,2,1969,1.0,1.0,1.0,3.0,5000.0,1.0,45.0,165,145,2.0,1.0,3.0,1,4.0,4.0,2.0,3.0,5.0,3,30000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,2
+4275,5.0,2,5,10,26,2015,2,1956,1.0,1.0,1.0,3.0,6000.0,1.0,100.0,157,143,2.0,3.0,4.0,1,4.0,4.0,1.0,4.0,6.0,1,50000.0,3.0,3.0,1.0,2.0,7,3.0,2.0,4.0,2.0,3,2
+4276,4.0,1,12,32,57,2015,2,1975,1.0,1.0,1.0,6.0,30000.0,1.0,130.0,158,102,5.0,5.0,5.0,1,3.0,4.0,2.0,3.0,4.0,1,100000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,5.0,2.0,2,4
+4277,5.0,1,3,6,13,2015,2,1971,1.0,0.0,9.0,6.0,10000.0,1.0,36.0,167,120,4.0,3.0,4.0,1,4.0,2.0,4.0,2.0,6.0,2,25000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,2.0,2.0,2,3
+4278,3.0,1,18,55,89,2015,1,1995,1.0,1.0,1.0,12.0,3000.0,1.0,100.0,175,125,5.0,5.0,5.0,1,2.0,3.0,4.0,2.0,5.0,5,30000.0,3.0,2.0,1.0,2.0,1,3.0,2.0,4.0,2.0,1,2
+4279,5.0,1,19,59,95,2015,2,1928,1.0,1.0,4.0,1.0,40000.0,4.0,70.0,160,100,4.0,4.0,4.0,5,2.0,2.0,2.0,4.0,6.0,5,45000.0,1.0,4.0,1.0,2.0,7,1.0,1.0,3.0,2.0,5,5
+4280,3.0,2,28,81,122,2015,2,1944,1.0,1.0,1.0,4.0,2000.0,1.0,120.0,155,100,3.0,3.0,3.0,1,2.0,2.0,1.0,3.0,4.0,3,60000.0,3.0,3.0,2.0,2.0,3,2.0,2.0,3.0,3.0,4,2
+4281,4.0,1,7,18,34,2015,1,1946,1.0,1.0,1.0,4.0,27600.0,4.0,35.3,174,150,3.0,5.0,5.0,2,1.0,5.0,5.0,4.0,2.0,5,55200.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,4
+4282,4.0,2,31,89,134,2015,1,1985,1.0,1.0,1.0,4.0,5000.0,1.0,90.0,170,115,2.0,5.0,3.0,1,1.0,4.0,1.0,4.0,1.0,4,10000.0,3.0,2.0,1.0,2.0,6,3.0,3.0,4.0,3.0,1,2
+4283,4.0,1,7,18,39,2015,2,1945,1.0,1.0,1.0,3.0,0.0,1.0,70.0,160,90,4.0,5.0,5.0,2,1.0,4.0,1.0,4.0,6.0,5,50000.0,5.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,4,1
+4284,4.0,1,10,26,48,2015,1,1964,1.0,1.0,1.0,5.0,30000.0,4.0,100.0,175,170,4.0,4.0,4.0,2,3.0,3.0,2.0,4.0,7.0,1,30000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,3,4
+4285,3.0,1,4,7,18,2015,1,1964,1.0,1.0,1.0,6.0,20000.0,4.0,73.0,172,130,2.0,2.0,5.0,5,2.0,5.0,5.0,4.0,3.0,5,60000.0,3.0,2.0,1.0,1.0,3,2.0,3.0,4.0,3.0,3,3
+4286,3.0,1,13,36,67,2015,1,1978,1.0,1.0,1.0,4.0,40000.0,1.0,30.0,165,110,5.0,5.0,3.0,1,2.0,3.0,1.0,2.0,3.0,5,20000.0,3.0,2.0,0.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+4287,4.0,2,19,57,92,2015,1,1950,1.0,1.0,1.0,1.0,30000.0,1.0,375.0,172,140,4.0,4.0,4.0,1,3.0,4.0,2.0,4.0,5.0,3,60000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+4288,3.0,1,26,74,114,2015,1,1958,1.0,1.0,1.0,3.0,15000.0,1.0,50.0,170,120,4.0,4.0,4.0,1,3.0,3.0,1.0,2.0,3.0,3,25000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,3
+4289,5.0,2,5,8,24,2015,1,1981,1.0,1.0,1.0,4.0,20000.0,4.0,70.0,170,210,4.0,5.0,5.0,1,4.0,4.0,2.0,4.0,5.0,3,40000.0,5.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,3
+4290,4.0,1,4,7,18,2015,1,1953,4.0,0.0,1.0,6.0,30000.0,4.0,72.0,176,148,5.0,5.0,5.0,4,4.0,3.0,3.0,2.0,5.0,5,50000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,4
+4291,4.0,2,29,84,127,2015,2,1962,1.0,1.0,1.0,4.0,25000.0,1.0,160.0,170,130,4.0,5.0,5.0,1,4.0,3.0,2.0,5.0,4.0,3,100000.0,2.0,3.0,2.0,2.0,3,2.0,1.0,5.0,2.0,3,4
+4292,4.0,1,4,7,21,2015,1,1968,1.0,1.0,1.0,4.0,110000.0,1.0,8.0,163,130,3.0,3.0,2.0,5,2.0,3.0,1.0,4.0,3.0,1,160000.0,4.0,3.0,2.0,2.0,3,3.0,2.0,4.0,2.0,2,5
+4293,5.0,1,18,53,87,2015,2,1992,1.0,1.0,1.0,13.0,0.0,2.0,180.0,170,105,4.0,4.0,4.0,2,3.0,4.0,4.0,2.0,4.0,6,100000.0,3.0,4.0,1.0,1.0,1,1.0,2.0,4.0,2.0,1,1
+4294,5.0,1,4,7,22,2015,2,1933,1.0,1.0,1.0,3.0,36000.0,1.0,76.0,155,130,5.0,5.0,4.0,2,1.0,5.0,1.0,1.0,5.0,5,42054.0,2.0,2.0,0.0,2.0,7,3.0,2.0,4.0,2.0,5,4
+4295,2.0,1,1,1,4,2015,2,1944,1.0,1.0,1.0,3.0,18000.0,1.0,58.0,150,115,4.0,5.0,5.0,2,2.0,4.0,1.0,2.0,5.0,4,54000.0,2.0,3.0,1.0,2.0,3,3.0,1.0,3.0,2.0,4,3
+4296,5.0,2,22,67,107,2015,2,1944,8.0,1.0,1.0,3.0,2000.0,1.0,100.0,160,110,3.0,3.0,3.0,1,5.0,5.0,1.0,5.0,4.0,3,2000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,2
+4297,5.0,2,17,48,81,2015,2,1941,1.0,1.0,1.0,3.0,1000.0,1.0,60.0,160,154,5.0,5.0,5.0,1,4.0,4.0,2.0,5.0,5.0,3,1000.0,1.0,2.0,1.0,2.0,6,2.0,2.0,3.0,2.0,4,1
+4298,4.0,1,4,7,15,2015,1,1950,1.0,1.0,4.0,4.0,20000.0,1.0,36.8,165,120,4.0,5.0,5.0,5,2.0,4.0,4.0,3.0,4.0,5,50000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,4,3
+4299,1.0,1,16,46,77,2015,2,1990,1.0,1.0,1.0,12.0,30000.0,1.0,110.0,156,98,5.0,4.0,5.0,2,4.0,3.0,2.0,2.0,2.0,1,100000.0,5.0,2.0,1.0,2.0,3,2.0,2.0,2.0,3.0,1,4
+4300,2.0,2,16,47,79,2015,2,1962,1.0,1.0,1.0,3.0,0.0,1.0,270.0,145,72,2.0,2.0,3.0,1,3.0,3.0,1.0,2.0,2.0,4,20000.0,3.0,2.0,1.0,2.0,7,3.0,3.0,3.0,2.0,3,1
+4301,4.0,2,22,66,106,2015,2,1981,1.0,1.0,1.0,4.0,9745.0,1.0,300.0,160,100,4.0,4.0,4.0,1,4.0,3.0,1.0,3.0,3.0,5,150000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,2
+4302,4.0,1,19,57,93,2015,2,1995,1.0,1.0,1.0,10.0,892.0,2.0,103.0,160,102,4.0,5.0,4.0,1,4.0,5.0,4.0,1.0,5.0,6,250000.0,5.0,3.0,1.0,1.0,1,2.0,1.0,4.0,2.0,1,1
+4303,4.0,1,22,65,104,2015,2,1993,1.0,1.0,1.0,10.0,0.0,1.0,40.0,158,130,4.0,4.0,5.0,1,4.0,5.0,2.0,3.0,5.0,5,60000.0,4.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,1,1
+4304,5.0,2,10,28,51,2015,2,1945,1.0,1.0,1.0,3.0,8500.0,1.0,40.0,163,105,3.0,5.0,5.0,1,4.0,4.0,1.0,4.0,5.0,4,25000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,2
+4305,4.0,1,13,36,67,2015,2,1935,6.0,1.0,1.0,1.0,24000.0,1.0,60.0,159,117,3.0,3.0,4.0,2,3.0,4.0,1.0,2.0,5.0,5,24000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,3.0,4.0,4,4
+4306,3.0,1,22,67,107,2015,2,1979,1.0,1.0,3.0,10.0,60000.0,1.0,95.0,160,103,3.0,3.0,3.0,5,2.0,3.0,3.0,2.0,4.0,1,70000.0,2.0,2.0,1.0,2.0,6,3.0,2.0,4.0,2.0,2,5
+4307,5.0,1,1,1,7,2015,2,1936,1.0,1.0,1.0,4.0,36000.0,1.0,41.0,150,108,4.0,4.0,5.0,2,5.0,5.0,1.0,4.0,8.0,5,36000.0,1.0,2.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,4
+4308,4.0,1,1,1,2,2015,2,1946,1.0,1.0,1.0,3.0,36000.0,1.0,100.0,162,120,3.0,3.0,4.0,2,2.0,4.0,2.0,3.0,5.0,5,80000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+4309,4.0,1,17,50,83,2015,2,1983,4.0,0.0,4.0,6.0,0.0,1.0,150.0,160,96,3.0,3.0,3.0,1,3.0,5.0,2.0,2.0,4.0,6,60000.0,3.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,1,1
+4310,4.0,2,24,70,110,2015,2,1968,1.0,1.0,2.0,1.0,7500.0,1.0,80.0,150,120,2.0,3.0,3.0,1,4.0,5.0,1.0,4.0,4.0,3,12000.0,2.0,3.0,1.0,2.0,7,2.0,2.0,5.0,2.0,2,2
+4311,3.0,2,31,87,130,2015,1,1957,1.0,1.0,1.0,3.0,5000.0,1.0,50.0,167,120,4.0,3.0,3.0,1,4.0,4.0,1.0,2.0,1.0,1,7000.0,3.0,1.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,2
+4312,4.0,1,4,7,21,2015,2,1964,1.0,1.0,1.0,9.0,50000.0,1.0,80.0,171,150,3.0,3.0,2.0,5,4.0,4.0,1.0,3.0,3.0,5,150000.0,3.0,2.0,1.0,1.0,3,2.0,3.0,3.0,2.0,3,5
+4313,4.0,2,19,56,90,2015,1,1966,1.0,1.0,1.0,4.0,76584.0,1.0,50.0,183,150,4.0,4.0,4.0,1,1.0,3.0,1.0,4.0,10.0,1,90824.0,5.0,2.0,1.0,1.0,3,2.0,2.0,3.0,2.0,3,5
+4314,4.0,1,16,46,78,2015,2,1981,1.0,1.0,1.0,7.0,24000.0,1.0,75.0,160,90,5.0,4.0,4.0,2,4.0,4.0,3.0,4.0,5.0,1,70000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,4
+4315,3.0,1,12,33,62,2015,2,1965,1.0,0.0,4.0,3.0,20217.0,1.0,90.0,158,120,4.0,2.0,3.0,1,1.0,1.0,1.0,3.0,4.0,1,69384.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,3,3
+4316,1.0,2,23,68,108,2015,2,1967,1.0,1.0,1.0,3.0,10000.0,1.0,150.0,150,120,1.0,2.0,2.0,1,4.0,2.0,1.0,2.0,1.0,3,20000.0,2.0,1.0,1.0,2.0,3,3.0,1.0,4.0,1.0,2,3
+4317,4.0,2,22,65,103,2015,1,1937,1.0,1.0,1.0,1.0,24000.0,4.0,130.0,168,98,2.0,5.0,5.0,1,2.0,4.0,2.0,4.0,5.0,5,24000.0,1.0,3.0,1.0,2.0,3,2.0,3.0,4.0,2.0,4,4
+4318,4.0,1,18,55,89,2015,2,1958,1.0,0.0,8.0,9.0,22000.0,1.0,130.0,156,130,3.0,5.0,5.0,2,2.0,2.0,4.0,3.0,5.0,5,45000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,3
+4319,4.0,2,10,28,51,2015,1,1963,1.0,1.0,1.0,4.0,20000.0,1.0,70.0,180,160,4.0,4.0,4.0,1,3.0,3.0,3.0,4.0,4.0,1,20000.0,3.0,2.0,2.0,1.0,3,2.0,3.0,3.0,3.0,3,3
+4320,4.0,2,18,52,86,2015,2,1955,1.0,0.0,4.0,3.0,1700.0,1.0,130.0,155,108,3.0,2.0,4.0,1,4.0,3.0,1.0,3.0,5.0,3,70000.0,1.0,4.0,2.0,2.0,7,3.0,3.0,3.0,2.0,3,2
+4321,4.0,1,16,44,75,2015,2,1950,1.0,1.0,1.0,10.0,24000.0,1.0,70.0,166,150,5.0,5.0,5.0,5,1.0,2.0,2.0,3.0,5.0,1,90000.0,1.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,4,4
+4322,3.0,1,19,57,91,2015,2,1967,1.0,1.0,1.0,10.0,23588.0,1.0,45.0,165,138,4.0,3.0,5.0,5,3.0,2.0,2.0,3.0,5.0,5,65175.0,1.0,4.0,2.0,1.0,3,2.0,1.0,4.0,2.0,2,3
+4323,4.0,2,6,17,33,2015,2,1962,1.0,1.0,1.0,3.0,7000.0,1.0,350.0,160,96,4.0,5.0,5.0,1,4.0,4.0,1.0,3.0,5.0,3,20000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+4324,4.0,2,18,53,87,2015,2,1965,1.0,1.0,1.0,4.0,0.0,1.0,130.0,165,125,4.0,4.0,4.0,1,3.0,3.0,1.0,3.0,5.0,3,0.0,4.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,3,1
+4325,4.0,1,5,11,27,2015,1,1978,1.0,1.0,1.0,10.0,100000.0,1.0,63.0,180,160,5.0,5.0,5.0,1,1.0,4.0,2.0,4.0,7.0,1,130000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,3.0,3.0,2,5
+4326,4.0,1,15,43,74,2015,1,1939,1.0,1.0,1.0,4.0,36000.0,1.0,135.0,160,120,3.0,4.0,4.0,2,3.0,3.0,2.0,4.0,7.0,5,120000.0,2.0,4.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,4
+4327,4.0,1,6,15,31,2015,2,1943,1.0,1.0,1.0,1.0,10000.0,1.0,200.0,140,90,3.0,2.0,2.0,1,2.0,2.0,2.0,3.0,4.0,4,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,3
+4328,4.0,2,17,50,83,2015,2,1949,1.0,1.0,1.0,1.0,2000.0,1.0,120.0,150,80,2.0,2.0,3.0,1,1.0,4.0,1.0,3.0,5.0,6,2000.0,2.0,2.0,0.0,2.0,3,3.0,2.0,4.0,2.0,4,2
+4329,4.0,1,29,82,125,2015,2,1960,1.0,0.0,9.0,1.0,0.0,1.0,126.0,160,100,3.0,3.0,4.0,4,3.0,3.0,1.0,3.0,4.0,6,30000.0,3.0,3.0,2.0,2.0,3,3.0,2.0,3.0,2.0,3,1
+4330,3.0,2,6,16,32,2015,2,1954,1.0,1.0,1.0,1.0,12000.0,1.0,300.0,150,100,2.0,3.0,4.0,1,2.0,2.0,1.0,4.0,6.0,1,15000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,5.0,2.0,3,3
+4331,5.0,2,13,35,65,2015,1,1935,6.0,1.0,1.0,3.0,4276.0,1.0,200.0,160,120,5.0,5.0,3.0,1,4.0,3.0,2.0,3.0,4.0,2,52731.0,3.0,2.0,1.0,2.0,7,1.0,1.0,3.0,2.0,4,2
+4332,4.0,1,16,44,75,2015,2,1957,1.0,1.0,1.0,6.0,20000.0,1.0,60.0,161,110,3.0,3.0,3.0,2,4.0,3.0,2.0,4.0,5.0,5,80000.0,4.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,3,3
+4333,3.0,1,12,32,61,2015,1,1957,1.0,1.0,1.0,3.0,12492.0,1.0,120.0,170,120,4.0,4.0,4.0,1,2.0,3.0,1.0,2.0,3.0,5,59310.0,4.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+4334,4.0,2,2,3,10,2015,1,1949,1.0,0.0,3.0,3.0,720.0,1.0,9.0,160,108,4.0,4.0,5.0,4,2.0,4.0,1.0,2.0,1.0,5,720.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,4,1
+4335,3.0,1,22,65,104,2015,1,1968,1.0,1.0,1.0,3.0,30000.0,1.0,40.0,170,150,4.0,4.0,2.0,1,1.0,3.0,1.0,1.0,1.0,5,30000.0,1.0,3.0,1.0,2.0,1,3.0,1.0,4.0,3.0,2,4
+4336,1.0,2,21,61,97,2015,2,1940,1.0,1.0,1.0,4.0,0.0,1.0,100.0,167,125,4.0,5.0,3.0,1,4.0,3.0,1.0,4.0,1.0,4,25534.0,1.0,1.0,1.0,2.0,7,3.0,2.0,5.0,2.0,4,1
+4337,2.0,2,22,66,105,2015,2,1955,1.0,1.0,1.0,4.0,0.0,1.0,35.0,158,80,2.0,2.0,2.0,1,2.0,3.0,1.0,4.0,1.0,4,0.0,2.0,1.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,1
+4338,5.0,2,18,52,86,2015,2,1949,1.0,1.0,1.0,3.0,3000.0,1.0,150.0,145,110,4.0,4.0,4.0,1,4.0,2.0,1.0,3.0,5.0,3,6000.0,2.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,2
+4339,4.0,2,15,41,72,2015,2,1993,1.0,1.0,1.0,4.0,10000.0,1.0,200.0,165,100,5.0,5.0,4.0,1,2.0,2.0,2.0,4.0,5.0,5,60000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,3
+4340,4.0,2,10,24,46,2015,2,1949,4.0,0.0,7.0,1.0,0.0,1.0,60.0,162,132,4.0,5.0,5.0,1,3.0,4.0,1.0,4.0,4.0,4,10000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,1
+4341,5.0,2,5,9,25,2015,2,1982,1.0,1.0,1.0,4.0,100000.0,1.0,100.0,162,120,4.0,4.0,4.0,1,2.0,3.0,2.0,4.0,5.0,2,100000.0,5.0,4.0,2.0,1.0,3,3.0,1.0,3.0,2.0,2,5
+4342,3.0,2,28,81,121,2015,2,1973,1.0,1.0,1.0,3.0,10000.0,1.0,200.0,160,130,3.0,3.0,3.0,1,2.0,3.0,1.0,3.0,2.0,3,30000.0,6.0,2.0,1.0,2.0,3,3.0,1.0,3.0,3.0,2,3
+4343,4.0,1,28,81,123,2015,1,1939,1.0,1.0,1.0,2.0,13200.0,1.0,90.0,166,120,3.0,3.0,3.0,1,1.0,4.0,1.0,5.0,5.0,4,25320.0,2.0,3.0,1.0,2.0,3,3.0,2.0,5.0,2.0,4,3
+4344,4.0,2,13,35,65,2015,1,1951,6.0,1.0,1.0,3.0,40000.0,1.0,220.0,170,140,5.0,5.0,4.0,1,4.0,4.0,1.0,3.0,5.0,3,70000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,3,5
+4345,3.0,1,1,1,6,2015,1,1934,1.0,1.0,1.0,4.0,43200.0,1.0,115.0,165,132,3.0,3.0,3.0,2,1.0,2.0,2.0,3.0,6.0,1,192000.0,3.0,4.0,3.0,1.0,3,2.0,2.0,3.0,2.0,5,5
+4346,4.0,2,5,8,24,2015,2,1976,1.0,1.0,1.0,4.0,20000.0,1.0,40.0,155,107,5.0,4.0,4.0,1,3.0,3.0,2.0,4.0,3.0,1,20000.0,2.0,3.0,1.0,2.0,6,2.0,2.0,4.0,2.0,2,3
+4347,2.0,2,6,17,33,2015,2,1945,1.0,1.0,1.0,1.0,900.0,1.0,140.0,155,110,2.0,2.0,3.0,1,3.0,4.0,2.0,4.0,4.0,3,30000.0,2.0,2.0,1.0,2.0,7,2.0,1.0,3.0,3.0,4,1
+4348,4.0,1,29,82,125,2015,1,1986,1.0,1.0,1.0,4.0,30000.0,1.0,85.0,170,160,5.0,5.0,4.0,2,1.0,2.0,3.0,2.0,5.0,1,40000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,3.0,3.0,1,4
+4349,3.0,2,24,71,111,2015,2,1991,1.0,1.0,1.0,4.0,30000.0,1.0,240.0,160,100,4.0,5.0,5.0,1,3.0,3.0,1.0,3.0,5.0,1,99796.0,8.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,1,4
+4350,4.0,1,7,18,39,2015,2,1987,1.0,1.0,1.0,12.0,50000.0,1.0,67.0,163,100,5.0,5.0,5.0,2,1.0,3.0,2.0,4.0,5.0,1,50000.0,1.0,3.0,2.0,2.0,1,2.0,2.0,3.0,2.0,1,5
+4351,5.0,2,17,48,80,2015,2,1962,1.0,1.0,1.0,3.0,1000.0,1.0,70.0,162,120,4.0,5.0,5.0,1,4.0,4.0,3.0,4.0,6.0,5,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+4352,5.0,2,11,30,53,2015,1,1984,1.0,1.0,1.0,4.0,30000.0,1.0,150.0,170,160,5.0,5.0,5.0,1,4.0,4.0,1.0,1.0,2.0,3,40000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,5.0,3.0,1,4
+4353,4.0,1,15,40,71,2015,2,1944,1.0,1.0,1.0,3.0,32400.0,1.0,77.5,167,120,3.0,5.0,4.0,5,3.0,4.0,3.0,2.0,5.0,5,67200.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,4,4
+4354,4.0,1,16,46,77,2015,1,1978,1.0,1.0,1.0,4.0,47011.0,1.0,96.0,170,120,5.0,4.0,4.0,1,2.0,3.0,2.0,4.0,5.0,1,78461.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,5
+4355,2.0,1,16,46,77,2015,1,1936,1.0,1.0,1.0,3.0,12828.0,1.0,120.0,165,100,2.0,5.0,4.0,1,3.0,2.0,1.0,3.0,1.0,4,25741.0,2.0,3.0,1.0,2.0,3,2.0,1.0,1.0,2.0,4,3
+4356,4.0,1,19,57,92,2015,1,1947,1.0,1.0,1.0,3.0,39600.0,1.0,70.0,167,140,4.0,4.0,4.0,5,1.0,2.0,1.0,4.0,6.0,4,70000.0,2.0,3.0,0.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+4357,4.0,1,7,18,40,2015,2,1943,1.0,1.0,1.0,7.0,30000.0,1.0,27.0,150,120,3.0,3.0,3.0,2,2.0,4.0,3.0,4.0,4.0,5,72000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+4358,4.0,2,23,69,109,2015,1,1970,1.0,0.0,1.0,3.0,10000.0,1.0,300.0,172,110,2.0,2.0,2.0,1,2.0,4.0,1.0,4.0,10.0,2,20000.0,3.0,3.0,1.0,2.0,3,3.0,1.0,3.0,3.0,2,3
+4359,4.0,1,9,20,42,2015,2,1978,1.0,1.0,1.0,4.0,10000.0,1.0,98.0,158,116,4.0,5.0,4.0,2,3.0,4.0,2.0,2.0,6.0,5,100000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,3
+4360,4.0,1,12,34,64,2015,2,1949,1.0,1.0,1.0,4.0,30000.0,1.0,85.0,150,110,3.0,4.0,4.0,5,2.0,4.0,4.0,2.0,5.0,5,80454.0,6.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+4361,4.0,1,27,80,120,2015,1,1973,1.0,1.0,1.0,4.0,30000.0,1.0,70.0,173,150,5.0,5.0,4.0,1,3.0,2.0,2.0,3.0,6.0,1,54000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,2,4
+4362,4.0,1,17,48,80,2015,2,1982,1.0,1.0,1.0,12.0,100000.0,1.0,80.0,160,130,4.0,5.0,5.0,2,3.0,4.0,3.0,4.0,5.0,1,200000.0,4.0,4.0,2.0,1.0,3,1.0,1.0,4.0,2.0,2,5
+4363,5.0,1,15,39,70,2015,2,1966,1.0,1.0,1.0,1.0,6000.0,1.0,150.0,167,140,4.0,4.0,4.0,1,4.0,3.0,1.0,4.0,5.0,4,90000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+4364,4.0,1,10,27,49,2015,2,1960,1.0,1.0,1.0,6.0,36000.0,1.0,86.0,162,136,3.0,3.0,4.0,2,4.0,4.0,5.0,3.0,4.0,5,69380.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+4365,4.0,1,16,46,77,2015,2,1994,1.0,1.0,1.0,12.0,0.0,2.0,120.0,163,100,3.0,4.0,3.0,1,4.0,4.0,3.0,3.0,4.0,6,70000.0,3.0,3.0,1.0,1.0,1,2.0,2.0,2.0,2.0,1,1
+4366,3.0,1,21,63,99,2015,2,1984,1.0,1.0,1.0,3.0,50000.0,1.0,30.0,158,130,5.0,5.0,3.0,1,2.0,4.0,2.0,2.0,1.0,1,100000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,1,5
+4367,4.0,2,29,82,124,2015,2,1954,1.0,1.0,1.0,1.0,0.0,1.0,70.0,150,90,2.0,2.0,2.0,1,5.0,4.0,1.0,3.0,3.0,4,1200.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,1
+4368,3.0,1,31,88,133,2015,2,1976,1.0,0.0,8.0,12.0,30000.0,4.0,96.0,163,110,3.0,5.0,2.0,2,1.0,4.0,5.0,2.0,5.0,1,70000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,4
+4369,5.0,1,4,7,18,2015,2,1952,1.0,1.0,1.0,4.0,35000.0,1.0,18.0,150,130,3.0,3.0,4.0,4,3.0,3.0,3.0,4.0,5.0,5,70000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,4
+4370,4.0,1,21,64,102,2015,1,1956,1.0,1.0,1.0,3.0,10000.0,1.0,80.0,170,135,3.0,5.0,5.0,4,5.0,3.0,2.0,3.0,5.0,1,10000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+4371,4.0,2,17,50,83,2015,1,1955,1.0,1.0,1.0,6.0,36000.0,1.0,260.0,167,150,3.0,3.0,4.0,5,2.0,4.0,3.0,4.0,4.0,5,40000.0,7.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,4
+4372,4.0,1,21,63,99,2015,2,1942,1.0,1.0,1.0,4.0,20000.0,1.0,65.0,155,130,4.0,5.0,3.0,2,3.0,4.0,1.0,4.0,5.0,5,20000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,3
+4373,4.0,1,7,18,40,2015,2,1957,1.0,1.0,2.0,6.0,30000.0,1.0,30.0,160,120,3.0,3.0,3.0,5,3.0,4.0,2.0,3.0,5.0,5,50000.0,3.0,3.0,1.0,2.0,3,3.0,3.0,4.0,2.0,3,4
+4374,4.0,1,2,5,12,2015,2,1932,4.0,0.0,6.0,3.0,30000.0,4.0,120.0,160,100,2.0,2.0,4.0,2,1.0,2.0,2.0,4.0,4.0,5,78000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,5,4
+4375,4.0,1,19,56,90,2015,1,1964,1.0,0.0,5.0,4.0,50000.0,1.0,270.0,170,150,4.0,4.0,5.0,1,2.0,2.0,1.0,4.0,5.0,1,100000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,3,5
+4376,4.0,2,31,88,133,2015,1,1949,3.0,1.0,1.0,1.0,10000.0,1.0,48.0,176,130,3.0,5.0,4.0,1,2.0,4.0,1.0,4.0,5.0,4,10000.0,2.0,2.0,1.0,2.0,3,2.0,3.0,4.0,2.0,4,3
+4377,4.0,2,22,66,106,2015,1,1970,1.0,1.0,3.0,4.0,20000.0,1.0,90.0,172,125,4.0,4.0,3.0,1,4.0,4.0,2.0,4.0,4.0,2,30000.0,2.0,2.0,1.0,2.0,7,3.0,2.0,4.0,2.0,2,3
+4378,3.0,1,16,46,77,2015,1,1989,1.0,0.0,3.0,6.0,100000.0,1.0,300.0,170,130,5.0,4.0,4.0,1,3.0,3.0,4.0,1.0,4.0,1,100000.0,6.0,2.0,1.0,2.0,1,3.0,2.0,4.0,2.0,1,5
+4379,4.0,2,22,66,106,2015,1,1953,1.0,0.0,3.0,4.0,7337.0,1.0,120.0,160,120,5.0,5.0,4.0,1,2.0,3.0,2.0,4.0,6.0,3,100000.0,4.0,4.0,1.0,1.0,3,2.0,1.0,4.0,2.0,3,2
+4380,2.0,2,13,36,66,2015,1,1987,8.0,1.0,4.0,3.0,1500.0,1.0,80.0,160,108,5.0,5.0,3.0,1,2.0,2.0,1.0,3.0,3.0,3,2000.0,2.0,2.0,1.0,2.0,1,2.0,2.0,5.0,3.0,1,2
+4381,4.0,1,21,64,102,2015,1,1974,4.0,0.0,3.0,3.0,10000.0,1.0,100.0,175,110,3.0,3.0,5.0,5,2.0,3.0,2.0,4.0,4.0,3,46000.0,5.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+4382,5.0,2,9,22,44,2015,1,1990,1.0,1.0,1.0,4.0,20000.0,1.0,215.0,170,108,5.0,5.0,5.0,1,3.0,3.0,2.0,1.0,3.0,2,20000.0,1.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,1,3
+4383,4.0,1,23,69,109,2015,2,1979,1.0,1.0,1.0,4.0,8000.0,1.0,60.0,158,110,3.0,4.0,3.0,1,2.0,3.0,2.0,4.0,1.0,2,22000.0,3.0,3.0,1.0,2.0,3,3.0,1.0,3.0,2.0,2,2
+4384,4.0,1,17,50,83,2015,1,1979,1.0,1.0,1.0,6.0,20000.0,1.0,408.0,170,98,4.0,4.0,4.0,2,2.0,4.0,3.0,3.0,6.0,1,35000.0,4.0,3.0,1.0,1.0,3,3.0,1.0,4.0,2.0,2,3
+4385,4.0,2,16,46,77,2015,2,1985,1.0,1.0,1.0,3.0,0.0,1.0,330.0,165,150,5.0,4.0,4.0,4,4.0,3.0,2.0,3.0,6.0,5,40000.0,5.0,2.0,0.0,2.0,3,2.0,2.0,3.0,2.0,1,1
+4386,2.0,2,21,62,98,2015,1,1982,8.0,1.0,1.0,4.0,19444.0,1.0,400.0,160,110,4.0,5.0,5.0,1,2.0,2.0,2.0,2.0,4.0,2,53591.0,3.0,2.0,1.0,2.0,3,3.0,3.0,3.0,3.0,2,3
+4387,4.0,1,24,70,110,2015,1,1989,1.0,1.0,1.0,6.0,36000.0,1.0,60.0,165,120,5.0,4.0,4.0,5,3.0,3.0,3.0,2.0,5.0,1,100000.0,1.0,3.0,1.0,1.0,1,2.0,2.0,4.0,2.0,1,4
+4388,3.0,1,10,27,50,2015,1,1979,1.0,1.0,1.0,4.0,30000.0,1.0,200.0,178,130,4.0,5.0,5.0,1,2.0,3.0,2.0,2.0,5.0,1,50000.0,6.0,4.0,1.0,2.0,3,1.0,1.0,4.0,2.0,2,4
+4389,4.0,1,22,66,106,2015,1,1965,1.0,1.0,1.0,10.0,30000.0,4.0,92.3,168,156,5.0,4.0,4.0,2,3.0,3.0,3.0,4.0,7.0,5,60000.0,2.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+4390,4.0,2,28,81,121,2015,2,1962,1.0,1.0,1.0,1.0,0.0,1.0,270.0,155,120,3.0,3.0,4.0,1,2.0,3.0,1.0,3.0,5.0,6,40000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,1
+4391,4.0,2,17,50,83,2015,2,1969,1.0,1.0,1.0,3.0,0.0,1.0,180.0,155,130,4.0,4.0,5.0,1,4.0,4.0,2.0,2.0,5.0,4,40000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,1
+4392,4.0,1,4,7,21,2015,1,1929,1.0,1.0,1.0,3.0,48000.0,1.0,60.0,164,124,3.0,2.0,2.0,5,1.0,5.0,1.0,3.0,3.0,5,48000.0,1.0,3.0,0.0,2.0,7,2.0,2.0,4.0,3.0,5,5
+4393,5.0,2,17,48,81,2015,1,1972,1.0,1.0,1.0,6.0,80000.0,1.0,75.0,178,180,5.0,5.0,5.0,1,1.0,4.0,1.0,4.0,6.0,1,100000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,5
+4394,5.0,2,18,54,88,2015,2,1967,1.0,1.0,1.0,3.0,2900.0,1.0,166.0,163,130,5.0,5.0,5.0,1,5.0,3.0,1.0,4.0,6.0,3,50000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,2
+4395,4.0,2,29,84,127,2015,1,1977,1.0,1.0,1.0,4.0,50000.0,1.0,130.0,167,110,3.0,3.0,2.0,1,4.0,4.0,2.0,2.0,2.0,2,15000.0,2.0,3.0,1.0,2.0,6,3.0,2.0,5.0,2.0,2,5
+4396,4.0,1,15,39,70,2015,2,1985,1.0,1.0,1.0,4.0,28421.0,1.0,200.0,160,104,4.0,4.0,4.0,1,3.0,3.0,3.0,4.0,5.0,1,700000.0,5.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,1,4
+4397,5.0,1,29,82,125,2015,1,1973,1.0,1.0,1.0,4.0,40000.0,1.0,130.0,175,120,3.0,3.0,5.0,2,1.0,2.0,2.0,4.0,2.0,3,40000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,5.0,2.0,2,5
+4398,2.0,2,22,67,107,2015,2,1968,8.0,1.0,3.0,1.0,3000.0,1.0,70.0,150,90,2.0,2.0,3.0,1,2.0,2.0,1.0,2.0,1.0,4,10000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,2
+4399,5.0,1,5,8,23,2015,1,1977,1.0,1.0,1.0,12.0,30000.0,1.0,83.9,172,105,5.0,4.0,4.0,2,3.0,3.0,2.0,4.0,5.0,1,50000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,2,4
+4400,4.0,2,15,41,72,2015,2,1971,1.0,1.0,1.0,1.0,15000.0,1.0,350.0,160,130,4.0,4.0,4.0,1,4.0,4.0,1.0,4.0,5.0,3,110000.0,7.0,3.0,2.0,2.0,3,1.0,1.0,4.0,2.0,2,3
+4401,4.0,1,13,36,67,2015,1,1975,8.0,1.0,1.0,4.0,79900.0,1.0,60.0,175,160,4.0,5.0,4.0,1,4.0,4.0,2.0,3.0,7.0,1,100000.0,4.0,4.0,2.0,1.0,3,1.0,3.0,3.0,2.0,2,5
+4402,2.0,2,21,61,97,2015,2,1967,1.0,1.0,1.0,3.0,20000.0,1.0,220.0,158,110,3.0,3.0,2.0,1,3.0,3.0,2.0,3.0,5.0,1,60000.0,1.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,3
+4403,3.0,1,6,15,31,2015,1,1928,1.0,1.0,4.0,1.0,10000.0,1.0,75.0,173,125,2.0,2.0,2.0,1,2.0,2.0,2.0,4.0,2.0,5,10000.0,1.0,2.0,1.0,2.0,7,2.0,2.0,3.0,2.0,5,3
+4404,4.0,2,13,37,68,2015,2,1955,1.0,1.0,1.0,3.0,18000.0,1.0,120.0,156,116,4.0,4.0,5.0,1,4.0,4.0,2.0,4.0,8.0,5,156000.0,6.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+4405,3.0,1,4,7,21,2015,2,1958,1.0,1.0,1.0,6.0,20000.0,1.0,60.0,160,110,1.0,4.0,4.0,5,3.0,3.0,2.0,2.0,4.0,5,100000.0,3.0,2.0,2.0,1.0,3,2.0,1.0,4.0,3.0,3,3
+4406,3.0,2,24,71,111,2015,1,1930,1.0,0.0,7.0,1.0,2400.0,1.0,40.0,160,100,2.0,2.0,4.0,1,3.0,4.0,1.0,3.0,1.0,4,26000.0,1.0,1.0,1.0,2.0,7,3.0,3.0,3.0,3.0,5,2
+4407,5.0,1,1,1,3,2015,2,1934,1.0,0.0,4.0,3.0,37200.0,1.0,41.6,152,103,4.0,5.0,5.0,2,4.0,4.0,2.0,5.0,5.0,5,36000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,2.0,5,4
+4408,5.0,2,3,6,13,2015,1,1949,1.0,1.0,1.0,1.0,15000.0,1.0,110.0,167,100,1.0,5.0,2.0,1,5.0,2.0,1.0,4.0,5.0,5,17000.0,2.0,3.0,2.0,2.0,3,2.0,1.0,3.0,2.0,4,3
+4409,4.0,1,22,66,105,2015,2,1952,1.0,1.0,1.0,6.0,10000.0,1.0,130.0,155,120,3.0,5.0,5.0,4,5.0,5.0,1.0,2.0,3.0,1,10000.0,1.0,2.0,1.0,2.0,7,3.0,3.0,5.0,2.0,3,3
+4410,4.0,1,5,8,23,2015,2,1973,1.0,1.0,1.0,10.0,25000.0,1.0,20.0,165,110,5.0,4.0,4.0,2,4.0,4.0,4.0,5.0,5.0,1,60000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,4
+4411,4.0,2,5,9,25,2015,2,1958,1.0,1.0,1.0,3.0,50000.0,1.0,84.0,160,110,4.0,4.0,4.0,1,4.0,2.0,2.0,3.0,6.0,3,100000.0,4.0,4.0,2.0,1.0,3,2.0,2.0,4.0,2.0,3,5
+4412,4.0,1,10,27,49,2015,1,1951,1.0,1.0,1.0,4.0,25000.0,4.0,70.0,176,170,3.0,1.0,4.0,2,2.0,4.0,1.0,3.0,5.0,5,110000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,4
+4413,3.0,2,22,66,106,2015,1,1966,1.0,1.0,1.0,6.0,30000.0,1.0,140.0,160,120,3.0,3.0,3.0,1,2.0,3.0,1.0,1.0,1.0,1,50000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,3.0,4.0,3,4
+4414,5.0,1,26,74,114,2015,2,1949,1.0,1.0,1.0,4.0,50000.0,4.0,110.0,150,92,5.0,5.0,5.0,4,5.0,4.0,3.0,2.0,5.0,5,300000.0,2.0,5.0,2.0,2.0,3,2.0,1.0,3.0,1.0,4,5
+4415,4.0,2,2,4,11,2015,1,1997,1.0,1.0,1.0,6.0,0.0,1.0,120.0,165,120,4.0,5.0,4.0,1,2.0,2.0,4.0,2.0,7.0,6,10000.0,4.0,3.0,1.0,2.0,1,3.0,1.0,3.0,2.0,1,1
+4416,4.0,1,12,34,64,2015,1,1975,1.0,1.0,1.0,11.0,130000.0,1.0,105.0,180,175,4.0,4.0,4.0,2,3.0,3.0,3.0,4.0,5.0,1,230000.0,4.0,3.0,0.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+4417,4.0,1,27,77,117,2015,1,1985,1.0,1.0,1.0,10.0,0.0,1.0,70.0,165,100,5.0,5.0,1.0,4,2.0,3.0,1.0,3.0,3.0,5,0.0,7.0,2.0,1.0,2.0,3,3.0,3.0,4.0,4.0,1,1
+4418,4.0,1,21,64,101,2015,1,1971,1.0,1.0,1.0,4.0,41808.0,1.0,45.0,171,140,2.0,2.0,3.0,1,2.0,3.0,2.0,4.0,2.0,1,37659.0,4.0,3.0,1.0,2.0,3,2.0,3.0,4.0,2.0,2,5
+4419,5.0,2,9,22,44,2015,1,1933,1.0,1.0,1.0,2.0,0.0,2.0,150.0,174,130,4.0,3.0,4.0,1,5.0,3.0,3.0,4.0,1.0,4,20000.0,2.0,2.0,4.0,2.0,3,3.0,3.0,4.0,2.0,5,1
+4420,4.0,2,22,66,105,2015,2,1946,1.0,1.0,2.0,3.0,1000.0,1.0,120.0,151,80,1.0,3.0,4.0,1,1.0,4.0,1.0,4.0,3.0,6,1000.0,1.0,2.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,1
+4421,4.0,1,10,26,48,2015,2,1985,4.0,0.0,6.0,7.0,100000.0,1.0,200.0,165,105,4.0,4.0,4.0,1,3.0,3.0,3.0,3.0,4.0,1,100000.0,1.0,3.0,0.0,2.0,1,1.0,1.0,4.0,2.0,1,5
+4422,4.0,1,12,34,63,2015,1,1949,1.0,0.0,1.0,4.0,33623.0,1.0,100.0,170,110,3.0,3.0,4.0,2,3.0,1.0,5.0,3.0,7.0,5,0.0,2.0,3.0,2.0,2.0,3,2.0,3.0,3.0,2.0,4,4
+4423,5.0,2,8,19,41,2015,2,1941,4.0,0.0,8.0,1.0,1680.0,1.0,85.0,160,90,3.0,4.0,3.0,1,5.0,4.0,1.0,1.0,1.0,4,30000.0,1.0,1.0,1.0,2.0,2,3.0,3.0,2.0,2.0,4,2
+4424,5.0,1,6,15,31,2015,2,1938,1.0,1.0,1.0,3.0,12000.0,1.0,75.0,140,80,3.0,3.0,4.0,1,3.0,4.0,1.0,3.0,7.0,4,48000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,3
+4425,4.0,1,17,48,80,2015,2,1968,1.0,1.0,1.0,11.0,40000.0,1.0,120.0,159,100,4.0,5.0,3.0,2,3.0,4.0,3.0,2.0,1.0,1,100000.0,3.0,3.0,2.0,1.0,3,2.0,2.0,3.0,3.0,2,5
+4426,4.0,2,29,84,127,2015,2,1959,1.0,1.0,1.0,1.0,0.0,1.0,120.0,162,145,3.0,4.0,3.0,1,5.0,4.0,1.0,3.0,5.0,3,25000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,5.0,2.0,3,1
+4427,3.0,2,2,4,11,2015,1,1961,1.0,1.0,1.0,3.0,0.0,1.0,40.0,157,160,2.0,2.0,3.0,1,3.0,1.0,1.0,4.0,1.0,3,12000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,1
+4428,3.0,1,22,66,105,2015,1,1944,1.0,1.0,1.0,3.0,10000.0,1.0,80.0,158,150,3.0,3.0,4.0,1,3.0,4.0,1.0,2.0,5.0,4,10000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,3
+4429,4.0,1,24,70,110,2015,1,1965,1.0,1.0,1.0,6.0,10000.0,1.0,30.0,163,130,3.0,4.0,3.0,1,2.0,3.0,2.0,3.0,4.0,1,20000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,3,3
+4430,4.0,2,10,25,47,2015,2,1975,1.0,1.0,1.0,3.0,10000.0,1.0,80.0,157,150,5.0,5.0,2.0,1,5.0,5.0,1.0,3.0,5.0,3,30000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,5.0,2.0,2,3
+4431,3.0,1,6,14,30,2015,2,1974,1.0,1.0,1.0,3.0,12000.0,1.0,90.0,150,90,4.0,4.0,4.0,1,4.0,3.0,2.0,2.0,2.0,1,20000.0,4.0,3.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,3
+4432,2.0,2,9,23,45,2015,1,1950,1.0,1.0,1.0,4.0,0.0,1.0,300.0,170,110,2.0,2.0,3.0,1,3.0,4.0,1.0,2.0,4.0,4,83000.0,1.0,2.0,1.0,2.0,3,2.0,3.0,1.0,2.0,4,1
+4433,2.0,2,2,4,11,2015,2,1939,1.0,1.0,4.0,1.0,0.0,1.0,120.0,162,90,2.0,2.0,3.0,1,2.0,4.0,1.0,2.0,2.0,4,5000.0,5.0,2.0,1.0,2.0,7,2.0,1.0,4.0,2.0,4,1
+4434,3.0,1,13,37,68,2015,1,1956,1.0,1.0,1.0,4.0,0.0,4.0,78.0,161,158,3.0,3.0,4.0,2,3.0,3.0,1.0,3.0,4.0,5,24000.0,2.0,1.0,0.0,2.0,3,3.0,3.0,5.0,3.0,3,1
+4435,5.0,1,16,46,78,2015,2,1977,1.0,1.0,1.0,3.0,30000.0,1.0,100.0,160,120,5.0,5.0,4.0,1,3.0,3.0,3.0,4.0,8.0,2,78000.0,6.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,4
+4436,3.0,1,1,1,2,2015,1,1928,1.0,1.0,1.0,1.0,50000.0,1.0,25.0,185,135,1.0,2.0,1.0,2,1.0,1.0,1.0,1.0,4.0,5,50000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,5,5
+4437,3.0,2,13,36,66,2015,1,1966,8.0,0.0,4.0,4.0,3000.0,1.0,160.0,160,110,4.0,5.0,5.0,1,3.0,3.0,1.0,5.0,5.0,4,6000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,2
+4438,4.0,1,9,22,44,2015,2,1947,4.0,0.0,7.0,1.0,3660.0,1.0,100.0,155,110,3.0,4.0,3.0,4,4.0,4.0,1.0,4.0,5.0,3,30000.0,1.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,4,2
+4439,3.0,1,30,85,128,2015,1,1981,1.0,1.0,1.0,13.0,60000.0,1.0,45.0,166,136,4.0,5.0,4.0,2,1.0,4.0,5.0,4.0,4.0,1,60000.0,3.0,3.0,2.0,2.0,1,3.0,3.0,5.0,3.0,2,5
+4440,3.0,1,21,61,97,2015,2,1986,1.0,1.0,1.0,4.0,18000.0,1.0,250.0,165,100,5.0,5.0,5.0,1,5.0,5.0,1.0,1.0,5.0,5,35000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,3
+4441,4.0,2,21,64,100,2015,2,1983,1.0,1.0,2.0,4.0,40000.0,1.0,300.0,170,120,4.0,4.0,4.0,1,1.0,3.0,1.0,4.0,5.0,1,80000.0,3.0,4.0,1.0,2.0,3,1.0,1.0,3.0,2.0,1,5
+4442,5.0,1,1,1,2,2015,1,1992,1.0,1.0,1.0,12.0,60000.0,1.0,101.0,175,135,5.0,5.0,5.0,2,3.0,3.0,3.0,4.0,6.0,1,120000.0,3.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,5
+4443,4.0,1,27,79,119,2015,2,1947,1.0,1.0,1.0,3.0,12000.0,1.0,52.0,170,130,2.0,3.0,3.0,4,4.0,4.0,2.0,4.0,4.0,4,45000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,3
+4444,4.0,1,4,7,21,2015,2,1937,1.0,1.0,1.0,3.0,36000.0,1.0,56.0,155,130,3.0,4.0,3.0,4,1.0,4.0,3.0,4.0,8.0,5,36000.0,2.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0,4,4
+4445,3.0,2,22,66,106,2015,2,1978,1.0,1.0,1.0,1.0,2000.0,1.0,200.0,155,80,4.0,4.0,3.0,1,3.0,3.0,1.0,3.0,3.0,2,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,2
+4446,5.0,2,16,45,76,2015,2,1971,1.0,1.0,1.0,1.0,30000.0,1.0,80.0,155,107,2.0,2.0,2.0,1,4.0,4.0,1.0,3.0,3.0,5,50000.0,1.0,2.0,0.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+4447,5.0,2,10,26,48,2015,2,1949,1.0,1.0,1.0,1.0,10000.0,1.0,200.0,155,120,4.0,4.0,5.0,1,5.0,4.0,2.0,4.0,5.0,3,80000.0,4.0,4.0,3.0,1.0,7,1.0,1.0,4.0,2.0,4,3
+4448,4.0,1,1,1,8,2015,2,1971,1.0,1.0,1.0,9.0,54000.0,1.0,82.0,162,120,4.0,3.0,4.0,4,3.0,3.0,4.0,3.0,6.0,1,119775.0,3.0,3.0,3.0,1.0,3,3.0,1.0,3.0,2.0,2,5
+4449,4.0,1,7,18,38,2015,1,1993,1.0,1.0,1.0,12.0,0.0,2.0,45.0,178,210,4.0,5.0,3.0,5,2.0,3.0,4.0,3.0,5.0,6,42000.0,3.0,1.0,1.0,2.0,1,3.0,2.0,3.0,2.0,1,1
+4450,5.0,1,29,82,124,2015,2,1979,1.0,1.0,1.0,4.0,0.0,1.0,140.0,165,130,5.0,5.0,5.0,1,3.0,3.0,2.0,2.0,2.0,6,30000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+4451,4.0,1,27,80,120,2015,2,1945,1.0,1.0,1.0,4.0,14000.0,1.0,60.0,156,120,3.0,4.0,4.0,1,2.0,3.0,2.0,4.0,2.0,5,35000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,3
+4452,5.0,1,22,66,105,2015,2,1971,1.0,1.0,1.0,4.0,60000.0,1.0,400.0,160,105,5.0,5.0,5.0,2,3.0,4.0,3.0,4.0,5.0,1,100000.0,3.0,4.0,3.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+4453,3.0,1,13,35,65,2015,2,1974,6.0,1.0,1.0,1.0,3600.0,1.0,160.0,156,120,4.0,3.0,3.0,1,3.0,3.0,1.0,4.0,1.0,3,6000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,2,2
+4454,5.0,2,21,62,98,2015,2,1949,8.0,1.0,1.0,1.0,0.0,1.0,150.0,160,102,2.0,3.0,3.0,1,4.0,4.0,1.0,2.0,5.0,4,20000.0,6.0,3.0,1.0,2.0,3,1.0,2.0,3.0,2.0,4,1
+4455,4.0,2,29,83,126,2015,2,1967,1.0,0.0,1.0,3.0,1000.0,1.0,110.0,159,110,4.0,4.0,5.0,1,3.0,2.0,2.0,3.0,5.0,3,4000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,1
+4456,4.0,1,12,34,64,2015,1,1969,1.0,0.0,4.0,10.0,200000.0,1.0,53.0,172,140,5.0,5.0,5.0,2,3.0,3.0,1.0,2.0,6.0,1,141828.0,3.0,3.0,2.0,2.0,3,2.0,2.0,5.0,3.0,2,5
+4457,5.0,2,10,28,51,2015,2,1985,1.0,1.0,1.0,4.0,30000.0,1.0,240.0,160,160,5.0,4.0,4.0,1,4.0,3.0,3.0,4.0,6.0,1,50000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,4
+4458,5.0,1,26,74,114,2015,2,1926,1.0,1.0,1.0,1.0,12000.0,1.0,58.0,158,114,5.0,5.0,5.0,2,1.0,3.0,1.0,4.0,7.0,5,70000.0,4.0,3.0,2.0,2.0,7,2.0,2.0,3.0,2.0,5,3
+4459,5.0,1,11,30,53,2015,2,1997,1.0,1.0,1.0,12.0,0.0,2.0,100.0,165,120,5.0,5.0,5.0,5,3.0,4.0,2.0,4.0,5.0,6,88880.0,3.0,3.0,1.0,1.0,1,3.0,2.0,4.0,2.0,1,1
+4460,3.0,1,10,27,50,2015,2,1971,1.0,1.0,1.0,4.0,18000.0,1.0,15.0,166,130,4.0,4.0,3.0,1,3.0,2.0,1.0,3.0,4.0,1,40000.0,2.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+4461,4.0,2,22,65,103,2015,2,1986,1.0,1.0,1.0,4.0,0.0,2.0,200.0,158,100,3.0,4.0,4.0,1,4.0,4.0,3.0,2.0,5.0,5,30000.0,3.0,3.0,0.0,2.0,3,2.0,2.0,4.0,3.0,1,1
+4462,4.0,2,2,4,11,2015,1,1947,1.0,1.0,1.0,3.0,0.0,1.0,110.0,168,100,3.0,3.0,3.0,1,2.0,1.0,1.0,4.0,4.0,4,5000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,1
+4463,4.0,1,24,71,111,2015,2,1970,1.0,1.0,1.0,9.0,80000.0,1.0,115.0,150,108,4.0,5.0,4.0,5,3.0,3.0,1.0,3.0,5.0,1,150000.0,2.0,2.0,2.0,1.0,3,2.0,2.0,3.0,3.0,2,5
+4464,5.0,2,15,42,73,2015,1,1938,1.0,1.0,1.0,3.0,960.0,1.0,120.0,178,155,4.0,4.0,4.0,1,4.0,4.0,2.0,3.0,5.0,2,950.0,1.0,2.0,1.0,2.0,7,3.0,2.0,4.0,2.0,4,1
+4465,4.0,1,19,57,93,2015,2,1951,1.0,1.0,1.0,4.0,20000.0,1.0,60.0,170,130,3.0,3.0,2.0,5,3.0,4.0,4.0,4.0,3.0,5,70000.0,2.0,3.0,0.0,2.0,3,3.0,3.0,3.0,2.0,3,3
+4466,4.0,1,7,18,37,2015,1,1954,1.0,1.0,1.0,4.0,48000.0,1.0,80.0,174,160,4.0,5.0,5.0,2,2.0,4.0,1.0,3.0,3.0,5,200000.0,3.0,3.0,1.0,1.0,3,3.0,2.0,4.0,2.0,3,5
+4467,3.0,1,13,36,67,2015,1,1975,1.0,1.0,1.0,4.0,18000.0,1.0,64.0,173,150,4.0,5.0,5.0,2,3.0,3.0,1.0,3.0,1.0,1,35000.0,4.0,2.0,1.0,2.0,1,3.0,2.0,5.0,3.0,2,3
+4468,4.0,2,15,42,73,2015,2,1944,1.0,1.0,1.0,1.0,5137.0,1.0,200.0,155,130,3.0,2.0,3.0,1,5.0,4.0,1.0,4.0,5.0,5,25000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,2
+4469,4.0,1,5,8,23,2015,1,1990,3.0,1.0,1.0,12.0,29040.0,1.0,80.0,178,126,5.0,5.0,5.0,5,4.0,5.0,2.0,4.0,6.0,1,126782.0,1.0,3.0,2.0,2.0,1,2.0,2.0,5.0,3.0,1,4
+4470,4.0,2,13,37,68,2015,2,1967,1.0,1.0,1.0,3.0,5400.0,1.0,390.0,155,130,3.0,5.0,5.0,1,4.0,3.0,1.0,4.0,4.0,1,76247.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,2
+4471,4.0,1,15,39,70,2015,1,1965,1.0,1.0,1.0,4.0,60000.0,1.0,200.0,170,120,4.0,4.0,4.0,4,4.0,3.0,2.0,2.0,5.0,1,80000.0,4.0,3.0,1.0,1.0,3,3.0,1.0,4.0,3.0,3,5
+4472,4.0,1,12,32,59,2015,2,1936,1.0,1.0,1.0,3.0,24000.0,1.0,30.0,160,110,4.0,5.0,5.0,5,2.0,5.0,1.0,3.0,4.0,5,24000.0,1.0,2.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,4
+4473,2.0,2,13,35,65,2015,2,1976,6.0,1.0,1.0,3.0,3600.0,1.0,166.0,156,92,5.0,4.0,4.0,1,2.0,3.0,1.0,3.0,4.0,3,7200.0,4.0,2.0,1.0,2.0,3,3.0,3.0,2.0,3.0,2,2
+4474,4.0,2,22,67,107,2015,1,1969,8.0,1.0,4.0,1.0,0.0,1.0,300.0,175,130,2.0,1.0,3.0,1,4.0,2.0,1.0,4.0,4.0,4,20000.0,3.0,3.0,1.0,2.0,1,3.0,2.0,4.0,2.0,2,1
+4475,4.0,1,28,81,123,2015,2,1968,1.0,1.0,1.0,11.0,30000.0,4.0,145.0,152,104,3.0,3.0,5.0,2,4.0,4.0,4.0,2.0,5.0,1,90000.0,3.0,4.0,2.0,1.0,3,2.0,2.0,3.0,3.0,2,4
+4476,5.0,1,9,23,45,2015,2,1970,1.0,1.0,1.0,3.0,24000.0,1.0,70.0,160,150,5.0,5.0,4.0,2,2.0,3.0,1.0,3.0,5.0,1,40000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,5.0,3.0,2,4
+4477,4.0,2,23,68,108,2015,1,1978,1.0,1.0,4.0,5.0,34000.0,1.0,27.0,168,130,5.0,5.0,5.0,1,3.0,3.0,3.0,2.0,3.0,3,64000.0,7.0,3.0,1.0,1.0,3,3.0,2.0,5.0,2.0,2,4
+4478,2.0,1,7,18,34,2015,2,1952,1.0,1.0,1.0,4.0,24000.0,1.0,60.0,160,108,2.0,3.0,4.0,5,1.0,1.0,1.0,2.0,2.0,5,24000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,3.0,3,4
+4479,4.0,2,2,4,11,2015,2,1991,1.0,1.0,1.0,4.0,0.0,1.0,90.0,158,95,3.0,4.0,3.0,1,2.0,2.0,1.0,4.0,5.0,4,30000.0,5.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,1,1
+4480,4.0,1,15,39,70,2015,1,1973,1.0,1.0,1.0,4.0,50000.0,1.0,120.0,172,130,4.0,4.0,4.0,1,2.0,2.0,1.0,4.0,3.0,1,70000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+4481,3.0,2,2,4,11,2015,1,1976,1.0,1.0,1.0,3.0,2000.0,1.0,100.0,172,140,2.0,2.0,2.0,1,2.0,3.0,1.0,3.0,1.0,4,3000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,2
+4482,4.0,1,11,30,53,2015,1,1947,1.0,1.0,1.0,4.0,10000.0,1.0,100.0,170,120,2.0,3.0,3.0,1,3.0,4.0,2.0,3.0,3.0,1,30000.0,6.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,3
+4483,3.0,1,11,29,52,2015,2,1989,1.0,1.0,1.0,11.0,0.0,1.0,20.0,153,80,3.0,4.0,3.0,1,4.0,3.0,2.0,4.0,4.0,1,40000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,1,1
+4484,5.0,1,11,30,53,2015,2,1994,1.0,1.0,1.0,12.0,5200.0,2.0,120.0,165,100,5.0,5.0,4.0,1,2.0,4.0,4.0,4.0,3.0,6,60000.0,3.0,2.0,1.0,2.0,1,3.0,1.0,4.0,2.0,1,2
+4485,4.0,2,9,20,42,2015,2,1944,1.0,1.0,1.0,3.0,1000.0,1.0,160.0,165,92,4.0,5.0,4.0,1,2.0,1.0,1.0,3.0,5.0,4,1000.0,1.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0,4,1
+4486,4.0,2,21,61,97,2015,1,1954,1.0,1.0,1.0,4.0,10000.0,1.0,200.0,170,160,4.0,3.0,3.0,1,4.0,4.0,5.0,4.0,6.0,2,10000.0,3.0,4.0,2.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+4487,3.0,2,27,77,117,2015,1,1943,1.0,1.0,1.0,2.0,5600.0,1.0,72.0,170,130,3.0,5.0,2.0,1,3.0,2.0,1.0,1.0,1.0,2,5600.0,1.0,2.0,1.0,2.0,1,3.0,3.0,1.0,4.0,4,2
+4488,2.0,2,17,49,82,2015,2,1952,1.0,1.0,1.0,6.0,3060.0,1.0,128.0,150,120,5.0,5.0,3.0,1,4.0,5.0,1.0,1.0,1.0,4,25787.0,1.0,1.0,0.0,2.0,3,3.0,3.0,3.0,4.0,3,2
+4489,5.0,1,1,1,8,2015,2,1963,1.0,1.0,1.0,6.0,36000.0,1.0,40.0,165,104,5.0,5.0,5.0,2,2.0,3.0,2.0,3.0,6.0,5,36000.0,1.0,2.0,0.0,2.0,3,3.0,3.0,3.0,3.0,3,4
+4490,5.0,2,23,69,109,2015,2,1946,1.0,1.0,1.0,1.0,0.0,1.0,10.0,156,110,1.0,1.0,2.0,1,3.0,2.0,1.0,5.0,5.0,4,1400.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,4,1
+4491,4.0,1,26,76,116,2015,1,1964,1.0,1.0,3.0,4.0,60000.0,1.0,110.0,170,125,3.0,4.0,4.0,4,2.0,4.0,1.0,3.0,5.0,1,60000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,3,5
+4492,4.0,1,21,61,97,2015,2,1969,1.0,0.0,3.0,3.0,12000.0,1.0,130.0,165,100,3.0,5.0,3.0,4,1.0,2.0,1.0,4.0,5.0,1,25000.0,2.0,4.0,2.0,2.0,3,1.0,1.0,4.0,2.0,2,3
+4493,4.0,1,1,1,8,2015,2,1990,1.0,1.0,1.0,10.0,0.0,1.0,125.0,172,118,5.0,5.0,5.0,2,1.0,3.0,4.0,4.0,6.0,5,78000.0,3.0,2.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,1
+4494,4.0,2,2,2,9,2015,1,1965,8.0,1.0,1.0,1.0,50000.0,1.0,200.0,168,150,1.0,1.0,3.0,1,3.0,3.0,1.0,4.0,2.0,3,100000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+4495,4.0,2,21,62,98,2015,2,1947,1.0,1.0,1.0,3.0,0.0,1.0,80.0,150,96,3.0,3.0,4.0,1,2.0,3.0,1.0,2.0,5.0,3,10000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,1
+4496,3.0,2,9,22,44,2015,2,1953,1.0,1.0,1.0,1.0,1700.0,1.0,100.0,158,140,4.0,3.0,3.0,1,2.0,1.0,1.0,4.0,5.0,3,6000.0,3.0,3.0,0.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+4497,4.0,1,16,47,79,2015,2,1939,1.0,0.0,7.0,1.0,10000.0,1.0,100.0,155,120,3.0,4.0,4.0,2,4.0,4.0,4.0,4.0,5.0,4,30000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,3
+4498,3.0,1,12,33,62,2015,2,1990,1.0,1.0,1.0,3.0,0.0,1.0,100.0,165,130,3.0,5.0,3.0,1,2.0,2.0,1.0,3.0,4.0,5,24000.0,3.0,2.0,0.0,2.0,3,2.0,1.0,4.0,2.0,1,1
+4499,4.0,1,4,7,14,2015,2,1937,1.0,1.0,1.0,3.0,30000.0,1.0,85.0,156,100,3.0,5.0,5.0,2,1.0,4.0,1.0,4.0,5.0,5,30000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,4
+4500,4.0,2,31,86,129,2015,1,1965,1.0,1.0,1.0,4.0,20000.0,1.0,83.0,173,150,4.0,3.0,4.0,1,2.0,4.0,1.0,4.0,5.0,4,20000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,3
+4501,4.0,2,18,52,85,2015,1,1955,1.0,1.0,1.0,3.0,45000.0,1.0,260.0,170,150,4.0,4.0,4.0,1,2.0,3.0,1.0,4.0,5.0,4,60000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,5
+4502,4.0,1,6,13,29,2015,2,1977,1.0,1.0,1.0,4.0,15000.0,1.0,110.0,160,110,4.0,4.0,4.0,2,1.0,2.0,1.0,3.0,4.0,1,40000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,3
+4503,3.0,1,10,27,49,2015,2,1959,1.0,1.0,1.0,1.0,20000.0,1.0,98.0,165,140,3.0,4.0,4.0,1,2.0,2.0,2.0,3.0,4.0,1,40000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,3
+4504,5.0,1,19,57,91,2015,2,1951,1.0,1.0,3.0,4.0,60000.0,4.0,68.0,165,135,3.0,2.0,5.0,5,3.0,5.0,1.0,4.0,5.0,5,100000.0,2.0,3.0,1.0,2.0,3,1.0,2.0,5.0,2.0,3,5
+4505,3.0,1,1,1,3,2015,2,1930,1.0,1.0,1.0,3.0,36000.0,1.0,36.0,158,140,2.0,2.0,3.0,2,2.0,2.0,1.0,2.0,3.0,5,36000.0,1.0,2.0,1.0,2.0,7,3.0,3.0,3.0,2.0,5,4
+4506,4.0,1,17,49,82,2015,2,1984,1.0,1.0,3.0,10.0,85000.0,1.0,117.0,170,56,2.0,2.0,4.0,1,4.0,4.0,4.0,1.0,3.0,1,250000.0,3.0,2.0,3.0,1.0,3,2.0,1.0,3.0,2.0,1,5
+4507,3.0,2,26,74,114,2015,2,1948,1.0,1.0,1.0,3.0,1606.0,1.0,100.0,150,84,3.0,4.0,4.0,1,4.0,1.0,1.0,2.0,3.0,4,16778.0,2.0,3.0,1.0,2.0,7,2.0,2.0,3.0,3.0,4,2
+4508,4.0,1,19,59,95,2015,2,1986,1.0,1.0,1.0,10.0,120000.0,4.0,98.0,163,90,5.0,2.0,3.0,1,4.0,5.0,2.0,1.0,5.0,1,200000.0,2.0,4.0,1.0,1.0,3,2.0,2.0,4.0,2.0,1,5
+4509,4.0,2,15,41,72,2015,2,1968,1.0,0.0,2.0,3.0,5000.0,1.0,130.0,165,115,2.0,2.0,2.0,1,3.0,3.0,2.0,2.0,4.0,1,20000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,2.0,2.0,2,2
+4510,4.0,1,15,42,73,2015,2,1969,1.0,1.0,1.0,4.0,40000.0,1.0,100.0,155,100,4.0,5.0,5.0,1,3.0,2.0,1.0,4.0,5.0,1,13000.0,2.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+4511,4.0,2,6,14,30,2015,2,1965,1.0,1.0,1.0,6.0,60000.0,1.0,170.0,150,100,2.0,4.0,3.0,1,4.0,4.0,1.0,4.0,5.0,4,70000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,5
+4512,4.0,2,21,64,100,2015,2,1977,1.0,1.0,1.0,4.0,0.0,1.0,300.0,155,104,4.0,3.0,3.0,1,5.0,4.0,3.0,4.0,4.0,4,40000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,1
+4513,4.0,1,12,32,57,2015,1,1982,1.0,1.0,1.0,13.0,200000.0,4.0,120.0,172,160,3.0,5.0,5.0,4,2.0,3.0,3.0,4.0,6.0,1,300000.0,5.0,3.0,1.0,1.0,3,2.0,2.0,5.0,2.0,2,5
+4514,4.0,1,1,1,4,2015,1,1946,1.0,1.0,1.0,6.0,44400.0,1.0,62.0,169,124,3.0,4.0,4.0,5,3.0,3.0,2.0,3.0,6.0,5,84000.0,2.0,3.0,1.0,2.0,4,2.0,2.0,3.0,2.0,4,5
+4515,5.0,1,10,27,49,2015,2,1946,1.0,1.0,1.0,3.0,25000.0,1.0,16.8,154,105,3.0,5.0,5.0,2,5.0,4.0,3.0,4.0,4.0,5,25000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,4
+4516,4.0,2,10,28,51,2015,2,1973,1.0,1.0,1.0,4.0,10000.0,1.0,70.0,165,120,5.0,4.0,4.0,1,3.0,3.0,3.0,3.0,7.0,3,30000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+4517,4.0,2,15,42,73,2015,1,1933,1.0,1.0,1.0,3.0,30000.0,1.0,90.0,180,130,4.0,4.0,4.0,2,4.0,4.0,1.0,4.0,5.0,5,30000.0,1.0,2.0,1.0,2.0,3,3.0,1.0,3.0,3.0,5,4
+4518,4.0,2,11,31,54,2015,2,1971,1.0,1.0,1.0,3.0,20000.0,1.0,200.0,168,110,3.0,3.0,3.0,1,4.0,3.0,2.0,4.0,2.0,3,40000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,3
+4519,3.0,1,1,1,4,2015,2,1974,1.0,1.0,1.0,11.0,110000.0,1.0,77.0,161,114,4.0,4.0,4.0,2,2.0,2.0,2.0,4.0,8.0,1,300000.0,3.0,4.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,5
+4520,3.0,1,1,1,8,2015,1,1984,1.0,1.0,1.0,12.0,180000.0,1.0,76.5,180,130,5.0,5.0,5.0,2,1.0,2.0,3.0,3.0,6.0,1,480000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,5
+4521,5.0,1,27,78,118,2015,1,1973,1.0,1.0,1.0,6.0,80000.0,1.0,79.0,164,120,4.0,4.0,5.0,1,2.0,3.0,3.0,4.0,4.0,1,80000.0,3.0,2.0,0.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+4522,5.0,1,3,6,13,2015,2,1956,2.0,1.0,1.0,4.0,30000.0,1.0,100.0,165,130,5.0,4.0,5.0,1,4.0,4.0,2.0,4.0,5.0,4,30000.0,2.0,3.0,1.0,2.0,3,1.0,2.0,2.0,2.0,3,4
+4523,4.0,2,18,52,86,2015,2,1969,1.0,0.0,8.0,3.0,2583.0,1.0,200.0,160,125,3.0,3.0,4.0,1,3.0,2.0,2.0,4.0,5.0,6,38003.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,2
+4524,3.0,2,15,40,71,2015,1,1942,1.0,1.0,1.0,6.0,2000.0,1.0,150.0,170,130,2.0,4.0,2.0,1,1.0,1.0,1.0,4.0,5.0,1,20000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,2
+4525,3.0,2,6,14,30,2015,2,1964,1.0,1.0,1.0,3.0,1000.0,1.0,100.0,167,120,4.0,4.0,4.0,1,3.0,3.0,1.0,3.0,4.0,3,10000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,1
+4526,4.0,1,31,87,130,2015,1,1987,1.0,1.0,1.0,12.0,70000.0,1.0,60.0,176,140,4.0,4.0,3.0,2,2.0,4.0,3.0,4.0,5.0,1,110000.0,3.0,4.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,5
+4527,5.0,2,13,36,66,2015,2,1970,8.0,0.0,4.0,1.0,2500.0,1.0,200.0,160,130,3.0,3.0,3.0,1,4.0,3.0,1.0,4.0,5.0,4,10000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,2
+4528,4.0,2,13,36,66,2015,1,1950,8.0,0.0,1.0,4.0,5000.0,4.0,400.0,162,110,3.0,4.0,4.0,1,4.0,4.0,1.0,4.0,5.0,2,41965.0,1.0,2.0,1.0,2.0,7,2.0,3.0,4.0,2.0,4,2
+4529,5.0,1,15,40,71,2015,1,1995,1.0,1.0,1.0,12.0,0.0,2.0,80.0,180,135,5.0,4.0,4.0,2,3.0,4.0,4.0,2.0,6.0,6,95831.0,2.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,1
+4530,5.0,2,10,25,47,2015,2,1953,1.0,1.0,1.0,4.0,4000.0,1.0,64.0,160,90,3.0,4.0,4.0,1,2.0,4.0,2.0,4.0,5.0,3,10000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+4531,4.0,1,19,56,90,2015,2,1973,1.0,1.0,1.0,11.0,100000.0,4.0,80.0,160,100,4.0,5.0,4.0,4,2.0,4.0,4.0,4.0,7.0,1,150000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,3.0,2,5
+4532,4.0,1,10,27,49,2015,2,1995,1.0,1.0,1.0,11.0,0.0,1.0,128.0,160,110,5.0,4.0,4.0,2,4.0,3.0,4.0,4.0,5.0,6,90000.0,3.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,1
+4533,3.0,1,15,40,71,2015,2,1949,1.0,1.0,1.0,4.0,30000.0,4.0,85.0,161,110,4.0,5.0,5.0,1,3.0,4.0,2.0,3.0,5.0,5,56400.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,4,4
+4534,4.0,2,15,40,71,2015,1,1977,1.0,1.0,1.0,3.0,20000.0,1.0,30.0,165,138,5.0,4.0,4.0,1,3.0,2.0,3.0,4.0,3.0,1,20000.0,4.0,2.0,0.0,1.0,3,2.0,2.0,4.0,3.0,2,3
+4535,4.0,1,12,34,64,2015,2,1990,1.0,1.0,2.0,12.0,60000.0,1.0,120.0,165,104,5.0,5.0,5.0,2,3.0,3.0,3.0,2.0,5.0,1,250000.0,4.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,5
+4536,2.0,2,10,28,51,2015,1,1990,1.0,1.0,1.0,6.0,15000.0,1.0,70.0,172,140,4.0,4.0,4.0,1,3.0,5.0,1.0,4.0,3.0,1,15000.0,1.0,2.0,1.0,2.0,1,3.0,3.0,3.0,2.0,1,3
+4537,5.0,1,7,18,34,2015,2,1988,1.0,1.0,1.0,12.0,50000.0,1.0,70.0,165,120,5.0,5.0,4.0,2,3.0,4.0,4.0,4.0,4.0,1,78666.0,1.0,3.0,0.0,2.0,1,2.0,1.0,4.0,2.0,1,5
+4538,4.0,2,23,68,108,2015,2,1969,1.0,1.0,1.0,3.0,5000.0,1.0,65.0,155,120,2.0,1.0,2.0,1,5.0,4.0,1.0,2.0,4.0,3,20000.0,3.0,2.0,2.0,1.0,3,3.0,1.0,3.0,2.0,2,2
+4539,3.0,1,3,6,13,2015,2,1974,1.0,1.0,1.0,4.0,20000.0,1.0,40.0,160,110,4.0,4.0,4.0,1,2.0,2.0,1.0,2.0,4.0,1,50000.0,2.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,3
+4540,5.0,2,17,50,83,2015,1,1991,1.0,1.0,6.0,4.0,30000.0,1.0,285.0,173,189,4.0,5.0,5.0,1,3.0,4.0,1.0,1.0,3.0,1,10000.0,6.0,3.0,2.0,2.0,3,2.0,2.0,3.0,2.0,1,4
+4541,3.0,1,1,1,6,2015,1,1960,1.0,1.0,1.0,6.0,36000.0,1.0,79.0,172,160,4.0,4.0,4.0,5,2.0,3.0,1.0,4.0,3.0,1,70000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,4
+4542,4.0,1,1,1,5,2015,2,1935,1.0,1.0,1.0,12.0,60000.0,4.0,80.0,150,120,3.0,4.0,4.0,2,4.0,4.0,3.0,4.0,6.0,5,120000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,4,5
+4543,4.0,1,17,50,83,2015,1,1990,1.0,1.0,1.0,3.0,0.0,1.0,150.0,172,130,5.0,4.0,3.0,2,4.0,3.0,1.0,2.0,5.0,1,93094.0,8.0,3.0,3.0,2.0,3,3.0,3.0,3.0,2.0,1,1
+4544,4.0,1,26,75,115,2015,1,1967,1.0,1.0,1.0,7.0,84000.0,1.0,102.0,170,120,3.0,4.0,4.0,2,3.0,4.0,4.0,4.0,4.0,1,187639.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+4545,4.0,1,15,39,70,2015,2,1928,1.0,1.0,1.0,1.0,3400.0,1.0,150.0,155,110,2.0,1.0,3.0,1,1.0,1.0,1.0,3.0,5.0,4,3400.0,1.0,2.0,1.0,2.0,7,2.0,2.0,3.0,1.0,5,2
+4546,4.0,2,31,87,130,2015,1,1988,3.0,1.0,1.0,4.0,20000.0,1.0,120.0,178,140,5.0,4.0,4.0,1,2.0,3.0,1.0,4.0,4.0,1,60000.0,7.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,3
+4547,4.0,1,12,32,60,2015,2,1987,1.0,1.0,1.0,10.0,24000.0,1.0,40.0,161,98,4.0,3.0,5.0,2,3.0,3.0,3.0,3.0,3.0,1,24000.0,1.0,2.0,0.0,2.0,1,2.0,2.0,4.0,3.0,1,4
+4548,4.0,2,2,3,10,2015,1,1946,4.0,0.0,3.0,3.0,8000.0,1.0,150.0,165,120,3.0,3.0,4.0,1,3.0,2.0,1.0,3.0,4.0,3,80000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,2
+4549,4.0,1,15,39,70,2015,2,1970,1.0,1.0,1.0,1.0,10000.0,1.0,160.0,157,108,5.0,4.0,4.0,1,3.0,3.0,1.0,3.0,4.0,5,50000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,2.0,2,3
+4550,3.0,2,22,65,104,2015,2,1961,8.0,1.0,1.0,3.0,10000.0,1.0,90.0,147,103,2.0,2.0,2.0,1,3.0,4.0,2.0,3.0,1.0,2,60000.0,3.0,2.0,1.0,2.0,7,3.0,2.0,4.0,3.0,3,3
+4551,4.0,1,4,7,15,2015,1,1975,1.0,1.0,1.0,4.0,50000.0,1.0,7.0,170,140,3.0,4.0,5.0,1,3.0,2.0,1.0,3.0,4.0,1,80000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,5
+4552,2.0,2,22,67,107,2015,2,1968,8.0,1.0,6.0,1.0,0.0,1.0,180.0,157,95,2.0,5.0,3.0,1,4.0,4.0,1.0,2.0,10.0,4,36000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,2.0,3.0,2,1
+4553,4.0,1,10,27,50,2015,2,1964,1.0,1.0,1.0,1.0,2000.0,1.0,80.0,160,110,4.0,4.0,4.0,1,2.0,2.0,1.0,2.0,4.0,3,5000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,2
+4554,5.0,2,31,87,130,2015,2,1952,3.0,1.0,1.0,3.0,50000.0,1.0,130.0,165,105,5.0,4.0,4.0,1,2.0,5.0,1.0,4.0,6.0,5,130000.0,3.0,4.0,1.0,1.0,3,1.0,1.0,4.0,2.0,3,5
+4555,4.0,2,9,23,45,2015,1,1945,1.0,1.0,1.0,3.0,24000.0,1.0,70.0,168,140,3.0,3.0,4.0,2,2.0,4.0,1.0,4.0,4.0,1,30000.0,2.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,4,4
+4556,3.0,1,1,1,3,2015,2,1951,1.0,1.0,1.0,4.0,35000.0,1.0,48.6,158,130,2.0,2.0,2.0,2,4.0,4.0,1.0,2.0,4.0,5,70000.0,4.0,2.0,1.0,2.0,7,3.0,3.0,4.0,3.0,3,4
+4557,4.0,1,5,8,23,2015,2,1953,1.0,0.0,8.0,4.0,22000.0,1.0,44.0,155,50,3.0,3.0,3.0,2,3.0,3.0,1.0,2.0,3.0,5,22000.0,1.0,3.0,0.0,2.0,7,2.0,2.0,4.0,2.0,3,3
+4558,3.0,1,21,63,99,2015,2,1980,1.0,1.0,1.0,4.0,40000.0,1.0,70.0,165,130,4.0,4.0,5.0,1,2.0,3.0,2.0,2.0,3.0,1,100000.0,3.0,3.0,1.0,2.0,3,3.0,1.0,3.0,3.0,2,5
+4559,4.0,2,15,40,71,2015,1,1936,1.0,1.0,1.0,7.0,50000.0,4.0,200.0,175,125,3.0,4.0,5.0,5,2.0,4.0,2.0,2.0,6.0,5,170000.0,1.0,4.0,1.0,2.0,3,1.0,2.0,2.0,3.0,4,5
+4560,4.0,1,19,59,95,2015,1,1981,1.0,1.0,1.0,6.0,120000.0,4.0,75.0,171,115,4.0,5.0,5.0,1,2.0,3.0,3.0,3.0,7.0,1,150000.0,4.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,5
+4561,3.0,2,29,82,124,2015,2,1955,1.0,1.0,1.0,3.0,8000.0,1.0,80.0,150,102,3.0,3.0,3.0,1,3.0,3.0,1.0,3.0,3.0,3,15000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,2
+4562,5.0,1,1,1,8,2015,2,1951,1.0,1.0,1.0,4.0,36000.0,1.0,15.0,164,100,5.0,5.0,5.0,2,2.0,1.0,1.0,2.0,5.0,5,72000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,4
+4563,5.0,2,22,66,105,2015,1,1975,1.0,1.0,1.0,6.0,20000.0,1.0,90.0,165,130,4.0,5.0,4.0,1,2.0,4.0,3.0,4.0,5.0,1,20000.0,5.0,3.0,1.0,1.0,3,3.0,1.0,4.0,3.0,2,3
+4564,4.0,1,7,18,38,2015,1,1955,1.0,1.0,1.0,6.0,80000.0,4.0,127.0,175,140,2.0,4.0,4.0,5,3.0,4.0,3.0,4.0,6.0,5,100000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,4.0,2.0,3,5
+4565,4.0,2,5,10,26,2015,2,1974,1.0,1.0,1.0,4.0,15000.0,1.0,95.0,160,130,3.0,4.0,4.0,1,3.0,2.0,2.0,4.0,5.0,4,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+4566,2.0,1,19,57,93,2015,2,1971,1.0,1.0,1.0,4.0,0.0,1.0,123.0,165,122,3.0,2.0,3.0,1,3.0,4.0,1.0,1.0,5.0,5,100000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,1
+4567,3.0,2,9,21,43,2015,2,1962,1.0,0.0,2.0,3.0,20000.0,1.0,100.0,155,100,2.0,3.0,3.0,1,2.0,4.0,1.0,2.0,3.0,3,40000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+4568,4.0,2,18,52,85,2015,1,1970,1.0,1.0,1.0,4.0,40000.0,1.0,200.0,178,140,4.0,4.0,4.0,1,2.0,5.0,1.0,4.0,4.0,2,70000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+4569,4.0,2,29,84,127,2015,1,1947,1.0,1.0,1.0,3.0,25000.0,1.0,60.0,163,122,2.0,2.0,3.0,5,2.0,4.0,3.0,3.0,6.0,5,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,4,4
+4570,2.0,1,27,80,120,2015,2,1948,1.0,1.0,1.0,1.0,660.0,1.0,75.0,158,90,2.0,2.0,3.0,1,1.0,2.0,1.0,3.0,1.0,4,13320.0,4.0,5.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,1
+4571,4.0,1,6,12,28,2015,1,1952,1.0,1.0,1.0,4.0,30000.0,1.0,74.3,163,125,3.0,3.0,3.0,2,3.0,4.0,3.0,4.0,3.0,5,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+4572,4.0,1,27,80,120,2015,1,1963,1.0,1.0,1.0,6.0,48000.0,4.0,50.0,172,130,4.0,5.0,4.0,1,2.0,3.0,3.0,4.0,5.0,1,93600.0,3.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,3,5
+4573,5.0,1,13,36,67,2015,1,1977,1.0,1.0,1.0,4.0,15000.0,1.0,80.0,169,158,4.0,5.0,5.0,1,2.0,5.0,1.0,2.0,1.0,1,30000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,3
+4574,4.0,1,9,22,44,2015,1,1993,1.0,1.0,1.0,9.0,0.0,1.0,100.0,180,140,5.0,5.0,3.0,2,3.0,4.0,1.0,4.0,5.0,1,20000.0,4.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,1
+4575,4.0,1,1,1,4,2015,2,1954,1.0,1.0,1.0,4.0,31200.0,1.0,70.0,165,150,4.0,5.0,4.0,5,4.0,4.0,4.0,3.0,5.0,5,181200.0,5.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+4576,3.0,1,5,11,27,2015,1,1969,1.0,1.0,1.0,3.0,28000.0,1.0,39.0,172,145,4.0,5.0,5.0,1,2.0,3.0,1.0,2.0,3.0,1,28000.0,1.0,2.0,0.0,2.0,6,3.0,2.0,4.0,2.0,2,4
+4577,4.0,1,13,36,66,2015,2,1972,8.0,0.0,4.0,1.0,24378.0,1.0,60.0,150,108,4.0,4.0,4.0,1,4.0,3.0,1.0,4.0,3.0,1,67089.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,4
+4578,4.0,2,2,5,12,2015,2,1985,8.0,1.0,1.0,6.0,8000.0,1.0,130.0,154,90,4.0,5.0,5.0,1,4.0,4.0,1.0,4.0,3.0,3,50000.0,6.0,2.0,1.0,1.0,3,2.0,1.0,3.0,3.0,1,2
+4579,4.0,1,1,1,4,2015,2,1953,1.0,1.0,1.0,6.0,36000.0,1.0,85.0,165,110,3.0,4.0,4.0,5,4.0,4.0,3.0,4.0,6.0,4,204000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+4580,5.0,2,16,46,77,2015,2,1993,1.0,1.0,1.0,12.0,30000.0,2.0,80.0,160,120,5.0,4.0,4.0,5,3.0,3.0,4.0,4.0,6.0,5,30000.0,1.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,4
+4581,4.0,2,2,3,10,2015,1,1944,4.0,0.0,3.0,3.0,10000.0,1.0,80.0,170,110,3.0,3.0,3.0,1,1.0,5.0,1.0,5.0,5.0,2,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,3
+4582,4.0,1,24,70,110,2015,1,1969,1.0,1.0,1.0,4.0,50000.0,1.0,300.0,169,120,4.0,5.0,4.0,4,4.0,5.0,1.0,4.0,5.0,1,200000.0,6.0,4.0,1.0,2.0,6,1.0,3.0,3.0,2.0,2,5
+4583,4.0,1,2,2,9,2015,1,1959,8.0,0.0,6.0,4.0,12800.0,1.0,30.0,175,75,4.0,4.0,4.0,1,4.0,4.0,3.0,4.0,4.0,1,151552.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,3
+4584,2.0,2,17,48,80,2015,2,1947,8.0,1.0,1.0,1.0,0.0,1.0,159.0,160,102,3.0,2.0,3.0,1,1.0,2.0,1.0,2.0,4.0,6,28809.0,2.0,3.0,2.0,2.0,7,2.0,2.0,3.0,2.0,4,1
+4585,3.0,1,1,1,7,2015,1,1932,1.0,1.0,1.0,3.0,36000.0,1.0,35.0,172,132,1.0,1.0,3.0,2,1.0,5.0,1.0,1.0,3.0,5,36000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,4.0,5,4
+4586,4.0,1,1,1,4,2015,1,1948,1.0,1.0,1.0,7.0,24000.0,4.0,43.0,163,110,4.0,4.0,5.0,2,3.0,3.0,3.0,3.0,4.0,5,45000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,4
+4587,4.0,1,5,11,27,2015,1,1984,1.0,1.0,1.0,4.0,0.0,1.0,15.0,174,160,4.0,4.0,2.0,1,3.0,2.0,1.0,4.0,5.0,1,0.0,1.0,3.0,1.0,2.0,6,2.0,1.0,2.0,2.0,1,1
+4588,5.0,2,19,57,92,2015,2,1986,1.0,1.0,1.0,12.0,100000.0,4.0,250.0,165,130,4.0,4.0,4.0,2,4.0,4.0,4.0,4.0,8.0,1,500000.0,8.0,3.0,3.0,1.0,3,1.0,1.0,4.0,2.0,1,5
+4589,4.0,1,19,57,91,2015,2,1994,1.0,1.0,1.0,4.0,38392.0,1.0,60.0,165,120,4.0,5.0,5.0,4,1.0,2.0,2.0,3.0,3.0,1,127410.0,2.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,4
+4590,4.0,2,9,23,45,2015,2,1948,1.0,1.0,1.0,3.0,1000.0,1.0,160.0,165,100,1.0,1.0,3.0,1,1.0,2.0,1.0,4.0,1.0,4,30000.0,3.0,1.0,1.0,2.0,7,3.0,1.0,3.0,2.0,4,1
+4591,5.0,1,27,78,118,2015,1,1950,1.0,1.0,1.0,6.0,20000.0,4.0,51.0,171,128,5.0,5.0,5.0,2,2.0,3.0,2.0,4.0,4.0,5,20000.0,3.0,3.0,0.0,2.0,3,2.0,2.0,4.0,2.0,4,3
+4592,4.0,1,24,72,112,2015,1,1984,1.0,0.0,1.0,9.0,30000.0,1.0,95.0,174,135,4.0,5.0,4.0,1,3.0,3.0,3.0,2.0,7.0,1,80000.0,4.0,3.0,4.0,1.0,3,2.0,3.0,4.0,3.0,1,4
+4593,4.0,2,24,70,110,2015,2,1936,1.0,1.0,1.0,1.0,0.0,1.0,50.0,150,70,4.0,3.0,3.0,1,2.0,4.0,1.0,3.0,5.0,4,1000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,1
+4594,4.0,1,21,63,99,2015,1,1996,1.0,1.0,1.0,5.0,40000.0,1.0,100.0,175,160,5.0,5.0,4.0,5,3.0,3.0,2.0,3.0,1.0,1,200000.0,4.0,4.0,1.0,2.0,1,2.0,2.0,4.0,3.0,1,5
+4595,4.0,1,26,74,114,2015,2,1945,1.0,1.0,1.0,3.0,24000.0,1.0,70.0,153,90,4.0,4.0,4.0,4,3.0,5.0,1.0,4.0,5.0,5,139374.0,1.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,4
+4596,3.0,1,1,1,6,2015,2,1941,1.0,1.0,1.0,7.0,24000.0,1.0,41.0,160,130,4.0,4.0,5.0,5,1.0,5.0,1.0,4.0,2.0,5,24000.0,1.0,2.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,4
+4597,5.0,2,17,49,82,2015,2,1954,1.0,1.0,1.0,3.0,0.0,1.0,120.0,156,110,1.0,1.0,5.0,1,2.0,4.0,1.0,1.0,5.0,4,1500.0,2.0,2.0,2.0,2.0,3,3.0,2.0,4.0,3.0,3,1
+4598,4.0,1,8,19,41,2015,2,1965,4.0,0.0,7.0,4.0,0.0,1.0,300.0,165,140,4.0,3.0,4.0,1,3.0,4.0,2.0,2.0,5.0,6,10000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+4599,4.0,1,18,55,89,2015,1,1976,1.0,1.0,3.0,4.0,30000.0,1.0,230.0,173,140,5.0,5.0,4.0,1,2.0,2.0,3.0,4.0,5.0,1,40000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,4
+4600,4.0,2,21,64,102,2015,2,1964,1.0,1.0,1.0,4.0,0.0,1.0,86.0,157,120,4.0,3.0,4.0,1,4.0,3.0,2.0,4.0,6.0,4,5000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,1
+4601,4.0,1,26,75,115,2015,2,1966,1.0,1.0,1.0,3.0,19200.0,1.0,20.0,161,100,4.0,5.0,4.0,1,2.0,3.0,1.0,2.0,6.0,1,42000.0,2.0,1.0,0.0,2.0,3,3.0,2.0,5.0,3.0,3,3
+4602,4.0,2,17,50,83,2015,2,1966,1.0,1.0,1.0,1.0,800.0,1.0,100.0,160,130,4.0,5.0,4.0,1,1.0,4.0,1.0,1.0,5.0,3,34052.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,1
+4603,4.0,1,13,36,66,2015,1,1954,8.0,0.0,4.0,3.0,12000.0,1.0,220.0,165,128,5.0,5.0,4.0,5,5.0,4.0,4.0,4.0,2.0,1,102865.0,1.0,1.0,1.0,2.0,3,1.0,1.0,4.0,3.0,3,3
+4604,4.0,2,23,68,108,2015,2,1990,1.0,1.0,1.0,13.0,15000.0,4.0,80.0,165,110,5.0,4.0,4.0,1,3.0,5.0,4.0,4.0,4.0,5,30000.0,4.0,2.0,1.0,2.0,1,2.0,1.0,2.0,2.0,1,3
+4605,3.0,2,23,69,109,2015,2,1941,1.0,1.0,1.0,1.0,850.0,1.0,65.0,158,76,2.0,3.0,4.0,1,4.0,2.0,1.0,3.0,2.0,4,24000.0,1.0,2.0,1.0,2.0,7,2.0,3.0,4.0,2.0,4,1
+4606,4.0,2,18,53,87,2015,1,1947,1.0,1.0,1.0,3.0,3000.0,1.0,120.0,155,130,3.0,2.0,4.0,1,4.0,4.0,1.0,3.0,5.0,3,6000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,2
+4607,2.0,2,16,46,77,2015,2,1967,1.0,1.0,1.0,4.0,40000.0,1.0,150.0,170,125,3.0,3.0,3.0,1,3.0,3.0,1.0,2.0,6.0,1,150000.0,4.0,4.0,1.0,1.0,3,2.0,1.0,4.0,3.0,2,5
+4608,2.0,1,3,6,13,2015,1,1992,1.0,1.0,1.0,10.0,10000.0,2.0,100.0,180,130,4.0,4.0,4.0,2,2.0,2.0,2.0,4.0,3.0,5,10000.0,2.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,3
+4609,4.0,2,16,46,78,2015,2,1996,1.0,1.0,1.0,10.0,0.0,2.0,320.0,165,110,4.0,3.0,3.0,1,3.0,4.0,4.0,2.0,5.0,6,75000.0,4.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,1
+4610,4.0,2,22,65,104,2015,2,1957,1.0,1.0,1.0,3.0,0.0,1.0,130.0,162,125,4.0,5.0,4.0,1,2.0,3.0,1.0,3.0,5.0,4,0.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,1
+4611,2.0,2,28,81,122,2015,2,1968,1.0,1.0,1.0,3.0,4000.0,1.0,130.0,150,100,4.0,4.0,4.0,1,4.0,1.0,1.0,3.0,4.0,3,20000.0,6.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,2
+4612,4.0,1,4,7,22,2015,1,1963,1.0,1.0,1.0,4.0,60000.0,1.0,91.0,170,120,5.0,5.0,5.0,4,3.0,3.0,1.0,4.0,5.0,1,134000.0,1.0,4.0,4.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+4613,4.0,1,12,32,59,2015,2,1994,1.0,1.0,1.0,12.0,0.0,2.0,50.0,163,100,5.0,5.0,5.0,5,4.0,4.0,3.0,3.0,6.0,5,50000.0,4.0,3.0,0.0,2.0,1,2.0,2.0,4.0,2.0,1,1
+4614,4.0,1,27,78,118,2015,1,1978,1.0,1.0,1.0,10.0,200000.0,4.0,60.0,183,130,5.0,5.0,5.0,2,3.0,4.0,3.0,4.0,5.0,1,91260.0,2.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,5
+4615,4.0,2,29,84,127,2015,1,1963,1.0,1.0,1.0,6.0,20000.0,1.0,200.0,160,100,3.0,2.0,3.0,1,3.0,5.0,2.0,2.0,1.0,2,23000.0,2.0,1.0,1.0,2.0,3,2.0,3.0,2.0,3.0,3,3
+4616,5.0,2,19,56,90,2015,1,1933,1.0,0.0,3.0,3.0,9600.0,1.0,100.0,170,122,3.0,3.0,4.0,1,2.0,2.0,2.0,5.0,6.0,4,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,5,2
+4617,4.0,1,24,72,112,2015,1,1967,1.0,1.0,1.0,6.0,30000.0,1.0,120.0,163,150,5.0,5.0,5.0,1,3.0,5.0,3.0,2.0,2.0,1,100000.0,7.0,3.0,2.0,1.0,3,2.0,2.0,3.0,2.0,2,4
+4618,3.0,1,11,29,52,2015,1,1990,1.0,1.0,1.0,6.0,30000.0,1.0,80.0,174,126,5.0,4.0,4.0,1,3.0,3.0,2.0,2.0,4.0,1,97120.0,2.0,2.0,0.0,2.0,1,3.0,1.0,4.0,2.0,1,4
+4619,5.0,1,30,85,128,2015,2,1970,1.0,1.0,1.0,3.0,0.0,1.0,87.5,162,122,4.0,4.0,3.0,2,3.0,4.0,2.0,3.0,5.0,5,50000.0,4.0,2.0,2.0,2.0,3,2.0,3.0,3.0,2.0,2,1
+4620,4.0,2,18,52,85,2015,1,1940,1.0,1.0,1.0,4.0,0.0,1.0,110.0,175,130,3.0,4.0,4.0,1,4.0,2.0,2.0,4.0,3.0,4,60000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,4,1
+4621,4.0,1,15,43,74,2015,1,1955,1.0,1.0,1.0,1.0,20000.0,1.0,100.0,178,150,3.0,3.0,3.0,5,4.0,4.0,1.0,2.0,4.0,5,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+4622,4.0,2,3,6,13,2015,1,1952,1.0,1.0,1.0,4.0,46000.0,4.0,160.0,175,130,4.0,5.0,4.0,1,1.0,1.0,2.0,4.0,9.0,2,50000.0,2.0,4.0,1.0,1.0,3,1.0,1.0,4.0,2.0,3,5
+4623,4.0,1,4,7,18,2015,2,1952,1.0,1.0,1.0,4.0,25000.0,1.0,60.0,158,170,2.0,3.0,4.0,2,2.0,5.0,1.0,4.0,5.0,5,120000.0,5.0,2.0,1.0,1.0,3,2.0,1.0,4.0,3.0,3,4
+4624,3.0,1,21,61,97,2015,2,1975,1.0,1.0,1.0,4.0,0.0,1.0,260.0,158,100,4.0,4.0,4.0,2,5.0,4.0,2.0,1.0,3.0,5,35000.0,3.0,3.0,1.0,2.0,3,2.0,3.0,3.0,2.0,2,1
+4625,5.0,1,15,40,71,2015,2,1990,1.0,1.0,1.0,10.0,40000.0,1.0,85.0,170,150,5.0,4.0,5.0,5,2.0,4.0,3.0,3.0,5.0,1,100000.0,3.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,5
+4626,4.0,1,7,18,38,2015,2,1955,1.0,1.0,1.0,10.0,53000.0,4.0,110.0,165,120,4.0,4.0,4.0,2,2.0,4.0,3.0,3.0,6.0,5,110000.0,2.0,4.0,2.0,2.0,3,1.0,1.0,4.0,2.0,3,5
+4627,2.0,1,4,7,16,2015,1,1988,1.0,1.0,2.0,9.0,80000.0,2.0,30.0,170,125,3.0,5.0,4.0,1,2.0,2.0,5.0,3.0,4.0,1,80000.0,1.0,2.0,0.0,2.0,1,2.0,1.0,3.0,2.0,1,5
+4628,4.0,2,16,46,78,2015,2,1961,1.0,1.0,1.0,1.0,0.0,1.0,150.0,160,124,4.0,3.0,4.0,1,2.0,2.0,1.0,4.0,6.0,5,36000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+4629,4.0,1,5,8,24,2015,2,1949,1.0,0.0,9.0,4.0,12000.0,1.0,107.0,156,120,4.0,4.0,4.0,2,4.0,4.0,1.0,4.0,4.0,5,66427.0,2.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0,4,3
+4630,4.0,1,22,67,107,2015,2,1973,1.0,1.0,1.0,12.0,30000.0,4.0,138.0,174,140,5.0,4.0,5.0,2,3.0,4.0,2.0,5.0,7.0,1,80000.0,3.0,3.0,2.0,2.0,3,2.0,1.0,4.0,3.0,2,4
+4631,2.0,2,31,89,134,2015,1,1947,1.0,1.0,1.0,1.0,3000.0,1.0,84.0,172,126,2.0,2.0,3.0,1,2.0,3.0,1.0,2.0,4.0,4,4000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,4,2
+4632,5.0,2,9,20,42,2015,2,1986,1.0,1.0,1.0,5.0,0.0,1.0,180.0,155,80,3.0,3.0,3.0,1,3.0,4.0,1.0,2.0,5.0,6,50000.0,4.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,1,1
+4633,4.0,1,6,17,33,2015,2,1936,1.0,1.0,1.0,4.0,24000.0,1.0,85.0,155,90,4.0,2.0,4.0,5,1.0,4.0,1.0,3.0,4.0,5,24000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,5.0,2.0,4,4
+4634,4.0,2,6,12,28,2015,2,1952,1.0,1.0,1.0,1.0,0.0,1.0,90.0,162,114,2.0,1.0,3.0,1,4.0,4.0,1.0,4.0,5.0,4,0.0,2.0,2.0,1.0,2.0,3,2.0,2.0,5.0,3.0,3,1
+4635,4.0,1,22,65,104,2015,1,1972,1.0,1.0,1.0,6.0,30000.0,4.0,75.0,170,155,3.0,4.0,4.0,2,2.0,4.0,3.0,3.0,5.0,1,80000.0,4.0,2.0,2.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+4636,4.0,2,11,30,53,2015,2,1958,1.0,1.0,1.0,3.0,0.0,1.0,140.0,156,115,4.0,5.0,5.0,1,5.0,4.0,1.0,1.0,3.0,4,30000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,1
+4637,4.0,1,17,49,82,2015,2,1953,1.0,1.0,1.0,7.0,38400.0,1.0,90.0,153,120,2.0,2.0,2.0,5,1.0,5.0,1.0,2.0,3.0,5,80400.0,4.0,3.0,2.0,2.0,3,3.0,3.0,3.0,3.0,3,4
+4638,5.0,1,8,19,41,2015,1,1995,4.0,0.0,6.0,11.0,0.0,1.0,150.0,172,126,5.0,5.0,3.0,1,1.0,4.0,3.0,4.0,3.0,6,40000.0,4.0,3.0,1.0,2.0,1,2.0,1.0,5.0,2.0,1,1
+4639,4.0,2,13,37,68,2015,2,1994,1.0,1.0,1.0,8.0,18000.0,2.0,100.0,157,100,3.0,5.0,3.0,1,3.0,3.0,3.0,3.0,5.0,5,36250.0,7.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,1,3
+4640,4.0,1,12,32,55,2015,2,1953,1.0,1.0,1.0,3.0,10000.0,1.0,70.0,155,130,4.0,4.0,3.0,4,3.0,3.0,1.0,3.0,4.0,4,100000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+4641,4.0,2,29,83,126,2015,2,1936,1.0,0.0,4.0,1.0,0.0,1.0,90.0,163,120,4.0,4.0,3.0,1,2.0,1.0,1.0,3.0,4.0,6,10000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,1
+4642,4.0,1,22,66,106,2015,1,1987,1.0,1.0,3.0,6.0,60000.0,1.0,160.0,178,140,5.0,5.0,4.0,5,2.0,4.0,2.0,2.0,5.0,1,60000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,1,5
+4643,4.0,2,9,23,45,2015,1,1942,1.0,1.0,1.0,3.0,6000.0,1.0,300.0,168,120,4.0,4.0,5.0,1,2.0,2.0,1.0,4.0,5.0,3,6000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,4,2
+4644,4.0,2,18,52,86,2015,1,1967,1.0,1.0,3.0,4.0,25000.0,1.0,80.0,170,150,4.0,4.0,4.0,1,4.0,4.0,2.0,3.0,5.0,2,40000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,4
+4645,4.0,2,31,86,129,2015,2,1970,1.0,1.0,1.0,6.0,30000.0,1.0,162.0,159,145,3.0,4.0,5.0,2,2.0,3.0,1.0,3.0,1.0,1,60000.0,2.0,2.0,2.0,1.0,3,3.0,2.0,4.0,2.0,2,4
+4646,1.0,2,31,87,132,2015,2,1980,1.0,1.0,1.0,4.0,5000.0,1.0,90.0,158,120,4.0,5.0,5.0,1,2.0,4.0,2.0,4.0,6.0,3,34966.0,5.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,2,2
+4647,4.0,2,5,10,26,2015,2,1967,1.0,1.0,1.0,3.0,5000.0,1.0,100.0,160,120,4.0,4.0,4.0,1,3.0,3.0,3.0,4.0,5.0,3,15000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,2
+4648,5.0,2,11,31,54,2015,2,1995,1.0,1.0,1.0,12.0,2000.0,2.0,100.0,160,96,5.0,3.0,4.0,1,2.0,4.0,5.0,4.0,3.0,5,50000.0,5.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,2
+4649,4.0,1,21,64,102,2015,1,1995,1.0,1.0,1.0,9.0,0.0,2.0,88.0,170,90,4.0,5.0,3.0,2,1.0,5.0,2.0,2.0,1.0,1,20000.0,3.0,3.0,1.0,2.0,1,2.0,2.0,5.0,2.0,1,1
+4650,5.0,1,4,7,21,2015,1,1929,1.0,1.0,1.0,1.0,36000.0,4.0,80.0,165,120,2.0,2.0,2.0,5,1.0,5.0,1.0,4.0,5.0,5,36000.0,2.0,2.0,1.0,2.0,7,3.0,2.0,4.0,1.0,5,4
+4651,5.0,1,19,59,95,2015,2,1988,1.0,1.0,1.0,10.0,30000.0,1.0,80.0,168,100,5.0,5.0,5.0,1,3.0,3.0,3.0,4.0,5.0,1,100000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,3.0,3.0,1,4
+4652,4.0,1,10,27,50,2015,1,1988,1.0,1.0,1.0,10.0,20000.0,1.0,300.0,178,115,5.0,5.0,5.0,1,2.0,3.0,2.0,3.0,5.0,2,35000.0,2.0,3.0,0.0,2.0,3,2.0,1.0,4.0,2.0,1,3
+4653,5.0,1,10,27,50,2015,1,1964,1.0,1.0,1.0,6.0,40000.0,4.0,150.0,172,145,3.0,4.0,5.0,1,3.0,3.0,3.0,3.0,6.0,1,100000.0,4.0,4.0,3.0,2.0,3,2.0,1.0,4.0,2.0,3,5
+4654,4.0,1,15,43,74,2015,2,1964,1.0,0.0,4.0,6.0,20400.0,1.0,120.0,168,140,4.0,4.0,5.0,5,4.0,4.0,2.0,4.0,5.0,5,70000.0,4.0,3.0,2.0,1.0,3,1.0,3.0,4.0,2.0,3,3
+4655,4.0,1,7,18,38,2015,2,1992,1.0,1.0,1.0,12.0,1000.0,1.0,42.0,161,96,5.0,5.0,4.0,2,2.0,4.0,3.0,2.0,3.0,5,108768.0,4.0,2.0,1.0,1.0,1,3.0,2.0,4.0,3.0,1,1
+4656,3.0,1,26,74,114,2015,2,1966,1.0,1.0,1.0,9.0,12000.0,1.0,106.0,165,100,4.0,4.0,4.0,2,4.0,3.0,3.0,2.0,6.0,1,40000.0,1.0,2.0,1.0,2.0,3,2.0,3.0,4.0,3.0,3,3
+4657,4.0,1,31,88,133,2015,2,1997,1.0,1.0,1.0,12.0,0.0,2.0,90.0,165,105,5.0,5.0,5.0,1,1.0,5.0,4.0,2.0,4.0,6,2000000.0,2.0,5.0,3.0,1.0,1,2.0,2.0,4.0,2.0,1,1
+4658,4.0,1,7,18,34,2015,1,1957,1.0,1.0,1.0,6.0,24000.0,4.0,38.0,164,150,4.0,4.0,4.0,2,2.0,3.0,3.0,4.0,5.0,1,24000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+4659,4.0,2,28,81,123,2015,1,1949,1.0,1.0,1.0,1.0,1000.0,1.0,192.0,162,107,2.0,5.0,4.0,5,4.0,4.0,1.0,3.0,4.0,4,1000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,4,1
+4660,5.0,2,6,12,28,2015,2,1950,1.0,1.0,1.0,3.0,13200.0,1.0,160.0,158,125,5.0,4.0,4.0,1,4.0,4.0,1.0,3.0,3.0,4,26000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,3
+4661,4.0,1,13,37,68,2015,2,1982,1.0,1.0,1.0,7.0,36000.0,1.0,124.0,150,100,4.0,4.0,4.0,1,2.0,2.0,2.0,4.0,5.0,1,117240.0,5.0,3.0,0.0,1.0,3,2.0,2.0,4.0,2.0,2,4
+4662,4.0,2,18,52,86,2015,2,1985,1.0,1.0,1.0,4.0,24000.0,1.0,250.0,160,128,5.0,5.0,3.0,1,5.0,3.0,2.0,3.0,5.0,5,20000.0,5.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,1,4
+4663,5.0,1,19,57,93,2015,1,1934,1.0,0.0,1.0,3.0,12000.0,1.0,93.0,166,125,4.0,3.0,4.0,4,4.0,4.0,1.0,4.0,5.0,4,24000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,5,3
+4664,4.0,1,7,18,35,2015,1,1934,1.0,1.0,1.0,12.0,60000.0,4.0,17.0,173,142,4.0,4.0,5.0,2,1.0,4.0,2.0,4.0,7.0,5,72000.0,2.0,3.0,1.0,2.0,3,1.0,2.0,4.0,2.0,5,5
+4665,4.0,1,1,1,3,2015,1,1963,1.0,1.0,1.0,6.0,35000.0,1.0,41.0,175,145,4.0,5.0,4.0,2,3.0,4.0,3.0,2.0,5.0,1,80000.0,3.0,3.0,1.0,2.0,3,2.0,3.0,4.0,3.0,3,4
+4666,4.0,2,31,87,131,2015,1,1953,1.0,1.0,1.0,3.0,5000.0,1.0,60.0,172,140,4.0,5.0,5.0,1,3.0,3.0,1.0,3.0,1.0,3,20000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,3,2
+4667,4.0,1,1,1,3,2015,2,1960,1.0,1.0,1.0,6.0,39000.0,1.0,36.0,158,120,5.0,5.0,5.0,2,2.0,3.0,3.0,4.0,6.0,5,100000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+4668,3.0,1,1,1,4,2015,2,1982,1.0,1.0,1.0,11.0,60000.0,1.0,78.0,160,100,4.0,4.0,4.0,2,2.0,2.0,2.0,4.0,6.0,1,120000.0,2.0,3.0,0.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+4669,4.0,2,2,5,12,2015,1,1960,8.0,1.0,1.0,4.0,20000.0,1.0,90.0,165,154,2.0,2.0,3.0,1,4.0,3.0,2.0,4.0,4.0,3,40000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,3
+4670,4.0,1,12,34,64,2015,2,1972,1.0,1.0,1.0,9.0,200000.0,1.0,94.6,158,100,4.0,4.0,4.0,2,3.0,3.0,4.0,3.0,6.0,1,276879.0,2.0,4.0,4.0,1.0,6,1.0,1.0,4.0,2.0,2,5
+4671,4.0,1,10,27,49,2015,1,1960,1.0,1.0,1.0,3.0,0.0,1.0,60.0,175,140,4.0,4.0,4.0,2,3.0,4.0,1.0,2.0,4.0,5,26400.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,1
+4672,4.0,1,31,87,130,2015,2,1986,1.0,1.0,1.0,3.0,0.0,1.0,50.0,162,120,3.0,4.0,2.0,1,4.0,4.0,1.0,1.0,1.0,6,50000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,3.0,2.0,1,1
+4673,2.0,2,2,3,10,2015,1,1941,1.0,1.0,3.0,3.0,1200.0,1.0,80.0,160,90,3.0,3.0,2.0,1,5.0,4.0,1.0,3.0,2.0,4,1200.0,1.0,2.0,1.0,2.0,7,3.0,3.0,3.0,2.0,4,2
+4674,4.0,1,1,1,6,2015,1,1972,1.0,1.0,1.0,12.0,200000.0,1.0,100.0,174,130,5.0,5.0,5.0,2,1.0,3.0,3.0,4.0,5.0,1,300000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,2,5
+4675,4.0,1,18,52,86,2015,2,1980,1.0,1.0,1.0,6.0,25000.0,1.0,106.0,168,105,4.0,4.0,4.0,1,2.0,2.0,2.0,4.0,4.0,1,60000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,4
+4676,4.0,2,16,46,78,2015,1,1985,1.0,1.0,1.0,1.0,0.0,1.0,100.0,167,95,2.0,3.0,3.0,1,3.0,5.0,1.0,4.0,3.0,6,20000.0,2.0,3.0,2.0,2.0,1,2.0,1.0,4.0,2.0,1,1
+4677,4.0,1,21,64,101,2015,2,1977,1.0,1.0,1.0,10.0,20000.0,1.0,136.0,160,110,4.0,3.0,5.0,2,1.0,3.0,1.0,3.0,3.0,1,104606.0,3.0,3.0,2.0,1.0,3,3.0,2.0,3.0,3.0,2,3
+4678,4.0,2,28,81,121,2015,2,1966,1.0,1.0,1.0,1.0,5000.0,1.0,120.0,157,105,3.0,5.0,3.0,1,3.0,1.0,1.0,4.0,3.0,3,60000.0,4.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+4679,4.0,1,27,79,119,2015,2,1981,1.0,1.0,1.0,4.0,0.0,1.0,36.0,154,102,4.0,5.0,3.0,1,1.0,5.0,4.0,3.0,2.0,5,24000.0,3.0,2.0,0.0,2.0,3,3.0,1.0,5.0,3.0,2,1
+4680,3.0,1,24,72,112,2015,1,1965,1.0,1.0,4.0,4.0,36000.0,1.0,28.0,168,130,3.0,3.0,5.0,5,4.0,4.0,2.0,3.0,4.0,1,35000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,2.0,3,4
+4681,4.0,1,4,7,15,2015,2,1952,1.0,1.0,1.0,4.0,20000.0,1.0,24.0,163,140,3.0,3.0,4.0,5,3.0,4.0,2.0,2.0,1.0,5,50000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,3.0,3,3
+4682,4.0,2,19,57,92,2015,1,1933,1.0,1.0,1.0,1.0,8901.0,1.0,375.0,165,105,4.0,3.0,4.0,1,3.0,4.0,3.0,4.0,5.0,3,100000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,5,2
+4683,4.0,1,12,32,60,2015,2,1966,1.0,1.0,1.0,4.0,15000.0,1.0,190.0,153,140,3.0,5.0,5.0,4,4.0,4.0,2.0,4.0,3.0,5,15000.0,3.0,2.0,1.0,2.0,2,3.0,1.0,4.0,2.0,3,3
+4684,4.0,1,22,66,106,2015,2,1945,1.0,1.0,1.0,1.0,5000.0,1.0,200.0,156,90,3.0,4.0,4.0,1,3.0,3.0,1.0,4.0,5.0,4,41306.0,2.0,2.0,1.0,2.0,7,2.0,1.0,4.0,2.0,4,2
+4685,4.0,1,1,1,4,2015,1,1997,1.0,1.0,1.0,7.0,0.0,1.0,83.3,173,65,3.0,4.0,4.0,5,2.0,4.0,4.0,3.0,6.0,6,144000.0,3.0,3.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,1
+4686,4.0,1,1,1,4,2015,2,1950,1.0,1.0,1.0,4.0,34800.0,1.0,62.5,160,104,3.0,2.0,5.0,5,3.0,4.0,3.0,2.0,5.0,5,81600.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,4,4
+4687,5.0,2,5,10,26,2015,2,1971,1.0,1.0,1.0,3.0,10000.0,1.0,300.0,165,94,2.0,2.0,3.0,1,1.0,2.0,1.0,5.0,8.0,1,120000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,5.0,1.0,2,3
+4688,5.0,2,5,9,25,2015,1,1988,1.0,1.0,1.0,4.0,75000.0,1.0,90.0,176,136,5.0,5.0,5.0,1,3.0,3.0,2.0,4.0,3.0,3,75000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,1,5
+4689,4.0,1,22,66,105,2015,2,1977,1.0,1.0,1.0,7.0,40000.0,4.0,90.0,160,120,3.0,4.0,3.0,2,2.0,4.0,3.0,4.0,4.0,1,80000.0,3.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,5
+4690,3.0,2,30,85,128,2015,2,1984,1.0,0.0,3.0,4.0,0.0,1.0,400.0,156,120,4.0,5.0,2.0,1,2.0,4.0,3.0,3.0,5.0,2,20000.0,5.0,3.0,1.0,1.0,3,2.0,2.0,4.0,3.0,1,1
+4691,4.0,1,29,82,125,2015,2,1981,1.0,1.0,1.0,4.0,0.0,1.0,12.0,150,100,4.0,5.0,5.0,1,2.0,3.0,2.0,4.0,3.0,6,10000.0,2.0,1.0,0.0,2.0,3,3.0,2.0,3.0,3.0,2,1
+4692,4.0,1,27,77,117,2015,1,1970,1.0,1.0,1.0,6.0,50000.0,1.0,154.0,173,190,4.0,5.0,4.0,2,2.0,2.0,1.0,1.0,5.0,1,100000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+4693,3.0,2,24,72,112,2015,2,1955,1.0,0.0,4.0,1.0,0.0,1.0,100.0,160,90,2.0,3.0,2.0,1,4.0,4.0,1.0,2.0,5.0,4,30000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,1
+4694,4.0,2,22,65,104,2015,1,1951,1.0,1.0,1.0,4.0,4000.0,4.0,150.0,160,105,2.0,2.0,3.0,1,4.0,3.0,2.0,4.0,5.0,3,50000.0,6.0,3.0,2.0,2.0,3,3.0,1.0,4.0,2.0,3,2
+4695,4.0,2,19,57,92,2015,1,1991,1.0,0.0,3.0,6.0,100000.0,2.0,600.0,175,130,5.0,5.0,5.0,2,4.0,4.0,3.0,2.0,6.0,1,183455.0,3.0,4.0,1.0,1.0,1,1.0,1.0,2.0,2.0,1,5
+4696,4.0,1,27,78,118,2015,1,1963,1.0,1.0,1.0,6.0,35000.0,1.0,70.0,175,160,2.0,3.0,4.0,2,1.0,2.0,2.0,2.0,2.0,1,50000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,4
+4697,4.0,1,5,11,27,2015,1,1982,1.0,1.0,1.0,6.0,80000.0,1.0,79.0,184,152,4.0,5.0,5.0,1,3.0,4.0,2.0,5.0,5.0,1,130000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+4698,4.0,1,17,50,83,2015,1,1951,1.0,1.0,1.0,4.0,19200.0,1.0,180.0,162,140,3.0,4.0,5.0,2,2.0,4.0,3.0,4.0,7.0,5,70000.0,6.0,3.0,1.0,1.0,3,2.0,2.0,5.0,2.0,3,3
+4699,2.0,2,28,81,122,2015,2,1960,1.0,1.0,1.0,1.0,4000.0,1.0,120.0,154,103,3.0,4.0,3.0,1,3.0,3.0,1.0,2.0,5.0,3,11000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,2
+4700,4.0,1,6,13,29,2015,1,1970,1.0,1.0,1.0,4.0,10000.0,1.0,80.0,172,163,5.0,4.0,4.0,1,3.0,2.0,1.0,3.0,6.0,3,20000.0,4.0,3.0,1.0,2.0,3,1.0,1.0,3.0,2.0,2,3
+4701,4.0,1,10,27,49,2015,2,1965,1.0,1.0,1.0,4.0,30000.0,1.0,64.0,165,144,3.0,5.0,4.0,2,4.0,4.0,1.0,4.0,6.0,1,120000.0,2.0,4.0,1.0,1.0,3,2.0,2.0,4.0,2.0,3,4
+4702,4.0,1,11,29,52,2015,2,1948,1.0,1.0,1.0,7.0,39000.0,1.0,90.0,162,158,3.0,3.0,4.0,5,2.0,3.0,3.0,4.0,5.0,5,60000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+4703,4.0,1,18,52,85,2015,1,1947,1.0,1.0,1.0,3.0,24000.0,1.0,140.0,170,120,4.0,4.0,4.0,2,2.0,4.0,1.0,2.0,5.0,5,24000.0,3.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0,4,4
+4704,3.0,1,12,34,63,2015,2,1966,1.0,0.0,3.0,3.0,70000.0,1.0,40.0,164,120,4.0,3.0,4.0,1,3.0,3.0,2.0,3.0,5.0,1,100000.0,2.0,2.0,1.0,1.0,3,2.0,2.0,4.0,3.0,3,5
+4705,4.0,1,11,30,53,2015,1,1966,1.0,0.0,8.0,3.0,400000.0,1.0,260.0,178,160,2.0,2.0,2.0,1,4.0,4.0,1.0,1.0,1.0,1,50000.0,5.0,3.0,0.0,2.0,3,2.0,2.0,5.0,2.0,3,5
+4706,4.0,1,4,7,21,2015,2,1960,1.0,1.0,1.0,6.0,20000.0,1.0,55.0,158,120,3.0,5.0,3.0,5,1.0,4.0,1.0,2.0,5.0,1,80000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,3
+4707,3.0,2,2,4,11,2015,1,1942,8.0,1.0,1.0,1.0,2500.0,1.0,20.0,155,95,5.0,4.0,5.0,1,2.0,2.0,1.0,4.0,3.0,3,5000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,2.0,4,2
+4708,4.0,1,21,62,98,2015,1,1974,1.0,1.0,1.0,3.0,20000.0,1.0,450.0,173,140,4.0,5.0,2.0,1,2.0,2.0,1.0,3.0,4.0,1,20000.0,3.0,2.0,1.0,1.0,3,3.0,3.0,4.0,2.0,2,3
+4709,5.0,1,19,57,93,2015,1,1964,1.0,1.0,1.0,4.0,40000.0,2.0,30.0,168,140,3.0,3.0,3.0,1,5.0,4.0,2.0,1.0,3.0,1,40000.0,2.0,3.0,1.0,2.0,3,3.0,3.0,4.0,4.0,3,5
+4710,4.0,2,22,66,106,2015,2,1958,1.0,1.0,1.0,6.0,50000.0,1.0,300.0,150,100,2.0,3.0,3.0,1,4.0,3.0,1.0,4.0,5.0,3,77000.0,4.0,2.0,1.0,1.0,3,2.0,1.0,3.0,2.0,3,5
+4711,5.0,2,17,49,82,2015,2,1991,1.0,1.0,1.0,4.0,0.0,1.0,120.0,165,100,5.0,5.0,5.0,1,4.0,2.0,1.0,1.0,5.0,5,47855.0,5.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,1,1
+4712,4.0,2,11,30,53,2015,1,1995,1.0,1.0,1.0,12.0,0.0,2.0,100.0,169,130,4.0,4.0,4.0,1,2.0,4.0,5.0,4.0,4.0,6,40000.0,3.0,2.0,1.0,2.0,1,3.0,1.0,3.0,2.0,1,1
+4713,4.0,1,6,15,31,2015,2,1932,1.0,1.0,1.0,1.0,15000.0,1.0,120.0,155,100,4.0,3.0,3.0,1,4.0,3.0,2.0,4.0,4.0,4,39537.0,3.0,3.0,1.0,1.0,7,2.0,2.0,3.0,2.0,5,3
+4714,4.0,1,22,66,105,2015,2,1953,1.0,1.0,1.0,3.0,22787.0,1.0,800.0,155,115,4.0,5.0,4.0,2,5.0,4.0,1.0,2.0,5.0,5,20000.0,2.0,3.0,3.0,2.0,3,2.0,3.0,3.0,2.0,3,3
+4715,4.0,1,15,43,74,2015,2,1980,1.0,1.0,1.0,11.0,35000.0,1.0,180.0,160,110,5.0,4.0,4.0,2,2.0,3.0,3.0,4.0,5.0,1,100000.0,6.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,4
+4716,3.0,1,27,79,119,2015,1,1932,3.0,1.0,1.0,4.0,31000.0,4.0,43.0,176,150,3.0,3.0,4.0,2,1.0,4.0,1.0,4.0,6.0,5,61000.0,2.0,3.0,1.0,2.0,3,3.0,1.0,3.0,4.0,5,4
+4717,4.0,1,6,14,30,2015,2,1987,1.0,1.0,1.0,4.0,0.0,1.0,120.0,160,108,5.0,5.0,5.0,1,3.0,3.0,1.0,4.0,1.0,5,30000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,1,1
+4718,4.0,2,23,69,109,2015,2,1993,1.0,1.0,1.0,4.0,40000.0,1.0,20.0,160,98,5.0,5.0,4.0,1,2.0,4.0,2.0,4.0,5.0,5,4000.0,5.0,2.0,1.0,2.0,3,2.0,3.0,3.0,3.0,1,5
+4719,4.0,2,31,87,130,2015,2,1981,1.0,1.0,1.0,4.0,20000.0,1.0,90.0,160,118,5.0,4.0,4.0,1,3.0,4.0,1.0,4.0,3.0,1,60000.0,5.0,3.0,1.0,2.0,6,3.0,2.0,3.0,3.0,2,3
+4720,4.0,1,22,66,106,2015,1,1960,1.0,1.0,1.0,6.0,48102.0,1.0,120.0,168,158,4.0,4.0,4.0,2,5.0,4.0,2.0,4.0,5.0,1,100000.0,3.0,3.0,1.0,2.0,3,3.0,1.0,4.0,3.0,3,5
+4721,4.0,2,29,83,126,2015,2,1983,1.0,1.0,1.0,4.0,0.0,1.0,80.0,155,94,5.0,5.0,5.0,1,3.0,4.0,4.0,2.0,4.0,5,30000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,1,1
+4722,4.0,2,10,27,50,2015,1,1957,1.0,1.0,1.0,3.0,10000.0,1.0,240.0,160,120,3.0,4.0,4.0,1,2.0,4.0,1.0,3.0,5.0,2,10000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,5.0,2.0,3,3
+4723,3.0,1,26,74,114,2015,1,1976,1.0,0.0,4.0,1.0,8000.0,1.0,70.0,160,100,3.0,3.0,3.0,1,3.0,1.0,1.0,4.0,1.0,1,10000.0,1.0,3.0,1.0,2.0,1,3.0,1.0,3.0,3.0,2,2
+4724,3.0,1,12,32,59,2015,2,1955,1.0,1.0,1.0,5.0,30000.0,1.0,15.0,156,94,3.0,3.0,3.0,5,3.0,3.0,2.0,2.0,7.0,5,30000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,3.0,3,4
+4725,4.0,2,21,64,100,2015,1,1952,1.0,1.0,1.0,3.0,3000.0,1.0,150.0,160,120,4.0,4.0,4.0,1,3.0,3.0,1.0,3.0,3.0,3,25000.0,4.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,3,2
+4726,2.0,1,1,1,3,2015,1,1958,1.0,1.0,1.0,6.0,300000.0,1.0,49.0,178,150,4.0,5.0,4.0,2,1.0,3.0,2.0,2.0,2.0,1,300000.0,1.0,1.0,1.0,2.0,6,3.0,3.0,2.0,2.0,3,5
+4727,4.0,1,19,57,93,2015,2,1959,1.0,0.0,1.0,3.0,20000.0,1.0,110.0,160,120,4.0,5.0,5.0,4,2.0,3.0,1.0,2.0,6.0,4,66252.0,4.0,3.0,1.0,1.0,5,2.0,1.0,4.0,2.0,3,3
+4728,5.0,2,3,6,13,2015,1,1957,1.0,0.0,1.0,6.0,30000.0,1.0,150.0,175,130,2.0,2.0,3.0,1,1.0,2.0,2.0,1.0,4.0,4,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+4729,5.0,2,2,5,12,2015,1,1986,8.0,1.0,1.0,3.0,12000.0,1.0,140.0,163,120,4.0,4.0,4.0,1,3.0,3.0,2.0,4.0,3.0,3,24000.0,6.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,1,3
+4730,5.0,1,4,7,14,2015,2,1948,1.0,1.0,1.0,4.0,36000.0,1.0,50.0,155,90,3.0,5.0,5.0,2,3.0,4.0,1.0,3.0,3.0,5,72000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,5.0,2.0,4,4
+4731,3.0,2,9,23,45,2015,1,1975,1.0,1.0,1.0,6.0,76377.0,1.0,300.0,170,130,3.0,4.0,3.0,1,2.0,2.0,1.0,4.0,5.0,1,120185.0,5.0,3.0,1.0,1.0,3,2.0,2.0,4.0,3.0,2,5
+4732,4.0,1,23,68,108,2015,1,1957,1.0,1.0,2.0,3.0,16800.0,1.0,75.0,170,120,2.0,2.0,1.0,1,1.0,4.0,5.0,2.0,2.0,1,16800.0,2.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+4733,3.0,2,29,83,126,2015,2,1965,1.0,0.0,1.0,4.0,5000.0,1.0,240.0,164,90,3.0,5.0,4.0,1,4.0,4.0,1.0,4.0,4.0,2,80000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,3,2
+4734,4.0,1,6,14,30,2015,2,1986,1.0,1.0,2.0,5.0,0.0,1.0,100.0,158,100,4.0,3.0,4.0,1,2.0,3.0,2.0,4.0,3.0,3,70000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,1
+4735,5.0,1,15,43,74,2015,1,1953,1.0,1.0,1.0,7.0,60000.0,1.0,138.0,175,150,4.0,4.0,4.0,4,2.0,2.0,4.0,5.0,6.0,5,120000.0,2.0,4.0,1.0,2.0,3,1.0,2.0,3.0,2.0,3,5
+4736,3.0,1,17,50,83,2015,2,1958,1.0,1.0,5.0,4.0,0.0,1.0,80.0,158,130,2.0,2.0,3.0,1,1.0,4.0,1.0,3.0,5.0,6,20000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,1
+4737,4.0,1,15,43,74,2015,2,1961,1.0,1.0,1.0,12.0,30000.0,1.0,150.0,168,130,4.0,4.0,4.0,2,3.0,4.0,2.0,2.0,7.0,1,80000.0,2.0,4.0,1.0,1.0,3,1.0,2.0,4.0,3.0,3,4
+4738,5.0,1,24,71,111,2015,2,1960,1.0,0.0,6.0,1.0,18000.0,1.0,280.0,159,90,5.0,5.0,5.0,5,1.0,5.0,1.0,3.0,3.0,1,12000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,4.0,3,3
+4739,5.0,1,24,70,110,2015,1,1987,1.0,1.0,1.0,4.0,38806.0,1.0,120.0,178,130,4.0,5.0,5.0,1,4.0,4.0,2.0,2.0,2.0,1,111810.0,3.0,4.0,1.0,1.0,3,3.0,3.0,4.0,3.0,1,4
+4740,5.0,1,16,47,79,2015,2,1939,1.0,0.0,3.0,2.0,10000.0,1.0,45.0,158,102,2.0,1.0,3.0,5,4.0,5.0,1.0,2.0,5.0,5,10000.0,3.0,3.0,2.0,2.0,7,3.0,1.0,3.0,2.0,4,3
+4741,3.0,2,5,9,25,2015,1,1967,1.0,1.0,1.0,3.0,10000.0,1.0,60.0,160,150,2.0,2.0,2.0,1,3.0,4.0,1.0,4.0,4.0,4,20000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,3
+4742,4.0,2,10,26,48,2015,1,1991,2.0,1.0,1.0,6.0,50000.0,1.0,150.0,173,160,4.0,4.0,3.0,1,4.0,3.0,2.0,3.0,4.0,1,55000.0,2.0,3.0,1.0,2.0,1,2.0,3.0,5.0,2.0,1,5
+4743,4.0,1,13,36,67,2015,2,1927,6.0,1.0,1.0,1.0,20000.0,1.0,80.0,150,100,4.0,5.0,4.0,4,4.0,4.0,1.0,3.0,3.0,5,20000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,3.0,5,3
+4744,3.0,1,4,7,17,2015,1,1960,1.0,1.0,1.0,6.0,19000.0,1.0,53.0,176,165,3.0,5.0,5.0,5,2.0,3.0,1.0,2.0,6.0,1,45000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,2.0,3.0,3,3
+4745,4.0,2,29,82,124,2015,2,1931,1.0,1.0,1.0,3.0,0.0,1.0,40.0,157,130,1.0,2.0,5.0,1,3.0,3.0,1.0,4.0,7.0,4,0.0,1.0,2.0,1.0,2.0,7,2.0,1.0,4.0,2.0,5,1
+4746,4.0,1,24,70,110,2015,1,1936,1.0,1.0,1.0,2.0,288000.0,4.0,200.0,162,110,3.0,5.0,5.0,4,2.0,4.0,3.0,2.0,5.0,5,400000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,5
+4747,4.0,1,18,52,85,2015,2,1966,4.0,0.0,4.0,4.0,0.0,1.0,200.0,166,130,4.0,4.0,2.0,2,4.0,4.0,2.0,2.0,4.0,5,35000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,1
+4748,4.0,2,9,22,44,2015,2,1947,1.0,1.0,1.0,1.0,760.0,1.0,45.0,150,90,1.0,3.0,2.0,1,4.0,3.0,1.0,2.0,4.0,3,2760.0,2.0,1.0,1.0,2.0,3,3.0,2.0,3.0,3.0,4,1
+4749,2.0,1,21,64,101,2015,2,1979,1.0,1.0,1.0,4.0,15000.0,1.0,50.0,150,98,4.0,4.0,3.0,4,2.0,3.0,3.0,3.0,2.0,1,50000.0,3.0,3.0,0.0,2.0,3,3.0,3.0,4.0,3.0,2,3
+4750,5.0,1,27,80,120,2015,2,1932,1.0,1.0,1.0,1.0,18000.0,1.0,68.0,157,108,3.0,4.0,4.0,2,2.0,3.0,1.0,4.0,5.0,5,30000.0,3.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0,5,3
+4751,4.0,1,1,1,7,2015,2,1955,1.0,1.0,1.0,4.0,37200.0,1.0,30.0,162,103,3.0,4.0,4.0,2,3.0,4.0,1.0,3.0,7.0,5,84000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,4
+4752,4.0,2,28,81,121,2015,1,1949,1.0,1.0,1.0,3.0,10000.0,1.0,200.0,160,120,3.0,3.0,3.0,4,4.0,3.0,1.0,4.0,4.0,1,10000.0,1.0,2.0,2.0,2.0,5,2.0,3.0,3.0,3.0,4,3
+4753,3.0,2,21,62,98,2015,2,1953,6.0,1.0,1.0,1.0,0.0,1.0,100.0,155,80,2.0,2.0,4.0,1,2.0,4.0,1.0,4.0,3.0,4,0.0,2.0,2.0,1.0,2.0,3,2.0,3.0,3.0,2.0,3,1
+4754,3.0,2,15,42,73,2015,2,1985,1.0,1.0,1.0,10.0,30565.0,1.0,200.0,160,100,5.0,4.0,4.0,1,3.0,3.0,3.0,2.0,3.0,1,80000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,1,4
+4755,4.0,1,26,74,114,2015,2,1990,1.0,0.0,3.0,4.0,10000.0,1.0,300.0,156,140,4.0,5.0,4.0,1,4.0,3.0,1.0,3.0,4.0,1,50000.0,6.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0,1,3
+4756,2.0,2,21,62,98,2015,2,1968,1.0,1.0,1.0,3.0,10000.0,1.0,110.0,165,130,1.0,2.0,3.0,1,4.0,3.0,1.0,2.0,3.0,5,20000.0,2.0,1.0,1.0,2.0,3,3.0,1.0,4.0,4.0,2,3
+4757,5.0,2,23,68,108,2015,2,1970,1.0,1.0,1.0,1.0,15000.0,1.0,100.0,160,116,4.0,5.0,5.0,1,3.0,2.0,2.0,2.0,5.0,3,30000.0,2.0,2.0,2.0,2.0,3,2.0,1.0,3.0,2.0,2,3
+4758,4.0,2,15,40,71,2015,2,1965,1.0,1.0,3.0,4.0,30000.0,1.0,360.0,155,120,5.0,5.0,4.0,4,2.0,3.0,1.0,2.0,3.0,1,110000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,4
+4759,4.0,2,24,72,112,2015,1,1960,1.0,1.0,3.0,6.0,14400.0,4.0,270.0,175,130,5.0,4.0,4.0,1,2.0,2.0,2.0,4.0,3.0,2,26400.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,3,3
+4760,2.0,1,16,44,75,2015,2,1963,1.0,1.0,1.0,4.0,20000.0,1.0,80.0,156,104,4.0,5.0,2.0,2,2.0,3.0,2.0,3.0,6.0,1,60000.0,2.0,3.0,1.0,2.0,4,2.0,2.0,4.0,2.0,3,3
+4761,4.0,2,16,47,79,2015,2,1962,1.0,1.0,1.0,1.0,0.0,1.0,240.0,158,120,3.0,4.0,4.0,1,3.0,2.0,1.0,2.0,5.0,3,40000.0,3.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+4762,3.0,1,10,27,50,2015,2,1957,1.0,1.0,1.0,3.0,0.0,1.0,90.0,160,120,3.0,4.0,3.0,1,3.0,3.0,1.0,3.0,5.0,4,0.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,1
+4763,3.0,1,13,36,67,2015,1,1973,1.0,0.0,1.0,7.0,6000.0,1.0,60.0,170,130,4.0,3.0,2.0,2,3.0,2.0,2.0,2.0,2.0,1,63376.0,3.0,3.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,2
+4764,3.0,1,17,50,83,2015,2,1982,1.0,1.0,4.0,4.0,0.0,1.0,25.0,159,128,2.0,3.0,4.0,1,2.0,5.0,2.0,1.0,1.0,6,36000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,2.0,2.0,2,1
+4765,5.0,1,19,59,95,2015,2,1963,1.0,1.0,1.0,13.0,142000.0,4.0,105.0,158,105,4.0,5.0,5.0,5,3.0,4.0,2.0,4.0,7.0,1,300000.0,2.0,4.0,2.0,1.0,3,1.0,2.0,3.0,2.0,3,5
+4766,4.0,1,29,82,125,2015,1,1956,1.0,1.0,1.0,9.0,72000.0,1.0,130.0,176,150,4.0,5.0,5.0,1,3.0,4.0,3.0,3.0,9.0,5,100000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+4767,5.0,2,19,57,93,2015,1,1970,1.0,1.0,1.0,3.0,50000.0,1.0,125.0,170,140,4.0,5.0,5.0,1,5.0,4.0,1.0,3.0,5.0,1,79531.0,4.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+4768,4.0,1,1,1,3,2015,1,1955,1.0,1.0,1.0,4.0,12100.0,1.0,60.0,170,138,3.0,4.0,4.0,2,1.0,4.0,1.0,4.0,5.0,5,40920.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,3
+4769,4.0,1,10,27,50,2015,1,1984,1.0,1.0,1.0,6.0,30000.0,1.0,200.0,178,130,4.0,5.0,4.0,1,2.0,2.0,2.0,4.0,5.0,1,60000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,1,4
+4770,3.0,1,4,7,18,2015,1,1981,1.0,1.0,1.0,6.0,60000.0,1.0,30.0,170,150,5.0,5.0,5.0,1,3.0,4.0,4.0,3.0,4.0,1,100000.0,4.0,3.0,3.0,2.0,3,2.0,1.0,4.0,3.0,2,5
+4771,3.0,1,26,75,115,2015,2,1952,1.0,0.0,4.0,3.0,24000.0,1.0,114.0,148,104,3.0,2.0,2.0,1,3.0,3.0,1.0,2.0,2.0,4,36000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,4
+4772,2.0,1,11,31,54,2015,2,1951,1.0,1.0,4.0,5.0,32000.0,4.0,68.0,159,100,4.0,3.0,4.0,2,4.0,3.0,2.0,2.0,4.0,5,32000.0,1.0,3.0,2.0,2.0,7,2.0,3.0,2.0,2.0,3,4
+4773,4.0,2,22,65,104,2015,2,1968,1.0,1.0,1.0,4.0,0.0,1.0,150.0,165,105,5.0,4.0,4.0,1,2.0,4.0,2.0,2.0,1.0,4,5000.0,4.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,2,1
+4774,4.0,2,21,61,97,2015,1,1948,1.0,1.0,1.0,3.0,10000.0,1.0,90.0,170,130,3.0,4.0,4.0,1,4.0,3.0,1.0,3.0,5.0,2,550000.0,3.0,2.0,2.0,2.0,3,3.0,1.0,4.0,2.0,4,3
+4775,4.0,1,26,74,114,2015,2,1972,1.0,1.0,1.0,5.0,38000.0,1.0,80.0,154,90,3.0,5.0,3.0,5,2.0,4.0,1.0,2.0,4.0,1,80000.0,3.0,3.0,0.0,2.0,3,3.0,2.0,3.0,4.0,2,4
+4776,4.0,1,12,32,58,2015,2,1940,1.0,1.0,1.0,12.0,33988.0,1.0,100.0,158,100,1.0,1.0,3.0,2,1.0,3.0,1.0,3.0,4.0,5,36538.0,2.0,3.0,1.0,2.0,7,2.0,2.0,2.0,2.0,4,4
+4777,4.0,2,13,36,67,2015,2,1952,6.0,1.0,3.0,4.0,13000.0,1.0,80.0,163,128,3.0,3.0,3.0,1,3.0,4.0,1.0,4.0,6.0,2,16437.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,3
+4778,3.0,1,12,32,55,2015,1,1956,1.0,1.0,1.0,6.0,80000.0,1.0,58.0,163,124,3.0,4.0,3.0,5,3.0,4.0,2.0,2.0,3.0,1,152000.0,3.0,3.0,1.0,2.0,4,3.0,1.0,3.0,2.0,3,5
+4779,4.0,1,12,32,57,2015,2,1953,1.0,1.0,1.0,7.0,50000.0,1.0,71.0,151,120,3.0,5.0,5.0,2,2.0,4.0,1.0,4.0,9.0,5,90000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,5.0,1.0,3,5
+4780,4.0,2,27,77,117,2015,2,1951,1.0,1.0,1.0,3.0,10000.0,1.0,120.0,170,164,4.0,4.0,4.0,1,2.0,3.0,2.0,2.0,1.0,4,10000.0,2.0,1.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,3
+4781,5.0,2,18,54,88,2015,2,1976,1.0,1.0,1.0,4.0,6000.0,1.0,150.0,160,103,5.0,5.0,4.0,1,2.0,2.0,2.0,2.0,5.0,2,20000.0,5.0,3.0,1.0,1.0,3,2.0,1.0,5.0,3.0,2,2
+4782,5.0,2,22,65,103,2015,1,1955,1.0,1.0,1.0,1.0,10000.0,4.0,90.0,170,160,4.0,4.0,5.0,1,5.0,3.0,1.0,4.0,6.0,1,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+4783,4.0,1,5,8,23,2015,1,1948,1.0,1.0,1.0,4.0,20000.0,1.0,54.0,170,170,2.0,2.0,3.0,2,4.0,4.0,1.0,4.0,3.0,1,20000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,4,3
+4784,4.0,2,29,83,126,2015,2,1955,1.0,0.0,1.0,1.0,0.0,1.0,120.0,163,110,2.0,2.0,3.0,1,1.0,4.0,1.0,4.0,4.0,4,60000.0,3.0,3.0,1.0,2.0,4,2.0,1.0,5.0,2.0,3,1
+4785,4.0,1,5,11,27,2015,1,1978,1.0,1.0,1.0,4.0,7851.0,1.0,80.0,180,165,4.0,4.0,3.0,2,2.0,4.0,3.0,2.0,5.0,6,122272.0,1.0,2.0,0.0,2.0,1,3.0,3.0,3.0,3.0,2,2
+4786,3.0,1,24,72,112,2015,1,1928,1.0,1.0,1.0,1.0,0.0,1.0,60.0,157,85,1.0,1.0,3.0,1,2.0,5.0,1.0,4.0,4.0,4,23587.0,2.0,2.0,1.0,2.0,7,3.0,2.0,3.0,2.0,5,1
+4787,3.0,1,21,63,99,2015,1,1959,1.0,1.0,1.0,7.0,73043.0,1.0,60.0,175,150,5.0,4.0,5.0,2,2.0,3.0,1.0,2.0,3.0,1,45414.0,3.0,2.0,0.0,2.0,6,3.0,2.0,3.0,3.0,3,5
+4788,2.0,1,13,37,68,2015,2,1978,1.0,1.0,1.0,6.0,20400.0,2.0,70.0,158,115,4.0,5.0,3.0,1,1.0,3.0,4.0,2.0,3.0,1,38400.0,4.0,2.0,0.0,2.0,3,3.0,2.0,4.0,3.0,2,3
+4789,5.0,1,4,7,17,2015,1,1956,1.0,1.0,1.0,6.0,30000.0,1.0,103.0,170,160,3.0,5.0,5.0,5,1.0,4.0,1.0,3.0,5.0,5,50000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,3,4
+4790,4.0,2,11,30,53,2015,2,1982,1.0,1.0,1.0,5.0,5666.0,1.0,120.0,155,100,4.0,4.0,3.0,1,3.0,3.0,2.0,4.0,4.0,5,10000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,2
+4791,4.0,1,19,57,92,2015,1,1963,1.0,1.0,1.0,4.0,47128.0,4.0,90.0,170,130,4.0,4.0,4.0,2,2.0,4.0,2.0,2.0,7.0,1,84667.0,2.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,3,5
+4792,4.0,1,10,27,49,2015,1,1985,1.0,1.0,1.0,13.0,36000.0,4.0,90.0,178,136,5.0,5.0,4.0,2,3.0,3.0,4.0,3.0,6.0,1,83412.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,1,4
+4793,4.0,2,4,7,22,2015,1,1987,1.0,1.0,3.0,7.0,150000.0,1.0,80.0,170,126,5.0,5.0,4.0,2,2.0,4.0,2.0,2.0,5.0,1,450000.0,3.0,4.0,2.0,1.0,1,2.0,3.0,3.0,3.0,1,5
+4794,4.0,1,29,82,125,2015,2,1967,1.0,1.0,1.0,4.0,0.0,1.0,70.0,165,120,2.0,2.0,3.0,2,4.0,3.0,3.0,1.0,7.0,1,40000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,1
+4795,4.0,2,10,24,46,2015,1,1985,1.0,1.0,1.0,3.0,40000.0,1.0,80.0,173,150,5.0,5.0,5.0,1,4.0,4.0,2.0,4.0,5.0,1,40000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,5
+4796,3.0,1,12,33,62,2015,2,1956,1.0,1.0,1.0,1.0,0.0,1.0,50.0,160,50,2.0,3.0,2.0,1,2.0,1.0,1.0,3.0,4.0,4,61155.0,1.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,1
+4797,4.0,2,13,37,68,2015,2,1986,1.0,1.0,1.0,6.0,15000.0,1.0,150.0,153,82,3.0,5.0,5.0,1,2.0,4.0,3.0,2.0,5.0,1,35000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,3
+4798,4.0,1,3,6,13,2015,1,1967,1.0,1.0,1.0,10.0,50000.0,1.0,30.0,169,150,5.0,5.0,4.0,5,2.0,3.0,2.0,1.0,5.0,5,120000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+4799,4.0,1,5,8,24,2015,1,1997,1.0,1.0,1.0,6.0,202.0,2.0,75.0,176,130,4.0,3.0,4.0,2,2.0,4.0,4.0,3.0,4.0,6,94351.0,3.0,3.0,1.0,1.0,1,2.0,2.0,3.0,2.0,1,1
+4800,3.0,1,4,7,19,2015,2,1987,2.0,1.0,1.0,4.0,50000.0,1.0,8.0,161,110,5.0,5.0,5.0,1,3.0,5.0,3.0,2.0,3.0,1,50000.0,1.0,1.0,0.0,2.0,1,2.0,2.0,4.0,2.0,1,5
+4801,5.0,1,19,56,90,2015,2,1942,1.0,1.0,1.0,4.0,24000.0,1.0,60.0,153,130,4.0,4.0,5.0,5,2.0,4.0,1.0,2.0,6.0,5,800000.0,2.0,4.0,2.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+4802,4.0,1,31,87,132,2015,1,1966,1.0,1.0,1.0,12.0,0.0,1.0,20.0,170,140,5.0,5.0,4.0,2,2.0,4.0,2.0,2.0,1.0,5,10000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,3,1
+4803,4.0,1,12,32,61,2015,2,1988,1.0,1.0,1.0,10.0,50000.0,2.0,300.0,163,106,4.0,5.0,4.0,5,4.0,4.0,2.0,2.0,6.0,1,145964.0,2.0,2.0,2.0,1.0,3,2.0,1.0,4.0,3.0,1,5
+4804,5.0,2,29,83,126,2015,1,1993,1.0,1.0,1.0,6.0,0.0,1.0,300.0,178,150,5.0,5.0,5.0,1,2.0,3.0,4.0,4.0,6.0,6,50000.0,3.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,1
+4805,4.0,2,18,52,85,2015,2,1989,1.0,1.0,1.0,6.0,0.0,1.0,100.0,166,90,5.0,4.0,4.0,1,3.0,3.0,1.0,1.0,1.0,5,60000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,1,1
+4806,5.0,2,31,88,133,2015,1,1964,1.0,1.0,1.0,6.0,20000.0,1.0,130.0,170,140,3.0,2.0,5.0,1,4.0,4.0,2.0,4.0,5.0,2,40000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+4807,4.0,1,16,46,78,2015,1,1986,1.0,1.0,1.0,7.0,50000.0,1.0,130.0,164,145,4.0,4.0,4.0,5,3.0,3.0,3.0,4.0,5.0,1,80000.0,3.0,3.0,1.0,1.0,1,2.0,2.0,4.0,2.0,1,5
+4808,4.0,1,10,26,48,2015,2,1993,1.0,1.0,3.0,12.0,1000.0,2.0,120.0,160,108,4.0,4.0,4.0,1,3.0,4.0,5.0,4.0,5.0,6,80000.0,3.0,3.0,1.0,1.0,1,2.0,2.0,4.0,2.0,1,1
+4809,4.0,2,21,61,97,2015,2,1963,1.0,1.0,1.0,4.0,0.0,1.0,210.0,167,130,4.0,4.0,4.0,1,2.0,3.0,1.0,4.0,3.0,3,38127.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,1
+4810,4.0,1,2,3,10,2015,2,1997,4.0,0.0,3.0,6.0,2803.0,2.0,90.0,167,114,5.0,5.0,5.0,1,2.0,2.0,5.0,1.0,4.0,6,24000.0,4.0,2.0,1.0,2.0,1,3.0,1.0,4.0,2.0,1,2
+4811,4.0,1,4,7,17,2015,2,1950,1.0,1.0,1.0,3.0,20000.0,1.0,50.0,155,165,3.0,4.0,3.0,5,1.0,4.0,1.0,4.0,5.0,5,20000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,3.0,4,3
+4812,4.0,1,12,32,56,2015,1,1938,1.0,1.0,1.0,4.0,20000.0,1.0,15.0,163,90,3.0,3.0,5.0,5,2.0,2.0,1.0,4.0,1.0,1,30000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,2.0,4,3
+4813,5.0,2,8,19,41,2015,1,1964,4.0,0.0,1.0,4.0,10000.0,1.0,660.0,185,156,3.0,5.0,2.0,1,2.0,5.0,4.0,4.0,6.0,3,18000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+4814,5.0,1,24,71,111,2015,1,1976,1.0,1.0,3.0,4.0,30000.0,1.0,110.0,172,150,5.0,5.0,4.0,5,4.0,2.0,3.0,1.0,5.0,1,60000.0,4.0,3.0,1.0,2.0,3,3.0,1.0,5.0,2.0,2,4
+4815,4.0,1,27,79,119,2015,1,1983,1.0,1.0,1.0,5.0,40000.0,1.0,50.0,171,170,3.0,5.0,5.0,2,1.0,3.0,2.0,2.0,3.0,1,40000.0,3.0,2.0,0.0,2.0,3,3.0,2.0,4.0,3.0,1,5
+4816,4.0,2,6,16,32,2015,1,1952,1.0,1.0,2.0,1.0,20000.0,1.0,100.0,167,120,4.0,3.0,4.0,1,3.0,2.0,2.0,4.0,3.0,3,40000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+4817,4.0,1,11,29,52,2015,1,1986,1.0,1.0,1.0,3.0,12000.0,1.0,200.0,170,160,4.0,5.0,4.0,1,2.0,2.0,2.0,2.0,3.0,1,95932.0,4.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,1,3
+4818,4.0,1,11,31,54,2015,1,1994,1.0,1.0,4.0,12.0,2000.0,2.0,89.0,178,135,5.0,4.0,4.0,2,3.0,3.0,3.0,2.0,5.0,6,50000.0,3.0,3.0,1.0,1.0,1,2.0,2.0,3.0,2.0,1,2
+4819,4.0,1,18,54,88,2015,2,1962,1.0,1.0,1.0,4.0,0.0,1.0,120.0,160,135,2.0,3.0,5.0,4,2.0,4.0,3.0,2.0,5.0,4,80000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,3,1
+4820,4.0,2,2,3,10,2015,1,1949,1.0,1.0,1.0,3.0,20000.0,1.0,400.0,173,128,1.0,2.0,2.0,1,2.0,2.0,1.0,4.0,5.0,5,30000.0,5.0,2.0,3.0,1.0,3,2.0,1.0,3.0,2.0,4,3
+4821,4.0,1,16,46,78,2015,2,1962,1.0,0.0,6.0,4.0,60000.0,2.0,200.0,158,125,4.0,5.0,4.0,2,2.0,5.0,2.0,4.0,9.0,5,90000.0,1.0,3.0,1.0,2.0,4,1.0,1.0,5.0,3.0,3,5
+4822,4.0,1,23,69,109,2015,2,1956,1.0,1.0,1.0,1.0,0.0,1.0,113.0,168,103,4.0,3.0,3.0,1,1.0,2.0,1.0,2.0,6.0,4,24000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,1
+4823,5.0,1,27,77,117,2015,1,1971,1.0,1.0,1.0,4.0,120000.0,1.0,98.0,172,110,5.0,5.0,5.0,5,2.0,3.0,1.0,3.0,5.0,1,150000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,2.0,2.0,2,5
+4824,4.0,1,16,44,75,2015,2,1984,1.0,1.0,1.0,7.0,24000.0,2.0,98.0,165,130,5.0,4.0,4.0,5,2.0,3.0,3.0,3.0,5.0,1,70000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,4
+4825,3.0,1,8,19,41,2015,2,1992,4.0,0.0,3.0,4.0,1000.0,1.0,90.0,165,100,2.0,4.0,2.0,1,2.0,2.0,1.0,2.0,3.0,3,20000.0,4.0,2.0,14.0,2.0,3,3.0,2.0,3.0,2.0,1,1
+4826,3.0,2,22,67,107,2015,1,1975,1.0,0.0,1.0,7.0,30000.0,4.0,20.0,158,105,3.0,3.0,3.0,1,2.0,2.0,2.0,4.0,7.0,1,30000.0,1.0,4.0,1.0,2.0,1,1.0,1.0,5.0,1.0,2,4
+4827,4.0,2,5,9,25,2015,2,1953,1.0,0.0,1.0,1.0,0.0,1.0,60.0,156,120,4.0,4.0,4.0,1,2.0,4.0,1.0,4.0,10.0,4,40000.0,3.0,2.0,1.0,2.0,7,3.0,3.0,5.0,2.0,3,1
+4828,4.0,1,10,24,46,2015,1,1929,1.0,1.0,1.0,3.0,54000.0,4.0,200.0,170,120,5.0,4.0,4.0,4,3.0,4.0,3.0,4.0,6.0,5,54000.0,1.0,4.0,1.0,2.0,7,1.0,2.0,4.0,2.0,5,5
+4829,5.0,2,22,65,104,2015,2,1987,8.0,1.0,1.0,4.0,5000.0,1.0,200.0,160,100,3.0,2.0,5.0,1,4.0,2.0,3.0,4.0,4.0,5,5000.0,4.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,1,2
+4830,3.0,1,10,27,49,2015,2,1970,1.0,1.0,1.0,6.0,20000.0,1.0,90.0,162,120,3.0,3.0,2.0,2,4.0,3.0,1.0,3.0,2.0,1,40000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,3
+4831,4.0,1,4,7,14,2015,2,1959,1.0,0.0,1.0,4.0,6000.0,1.0,13.0,166,130,2.0,5.0,4.0,2,4.0,4.0,2.0,4.0,1.0,5,6000.0,1.0,2.0,0.0,2.0,7,3.0,2.0,5.0,3.0,3,2
+4832,4.0,2,5,10,26,2015,2,1965,2.0,1.0,1.0,4.0,15000.0,1.0,60.0,160,120,2.0,4.0,4.0,1,2.0,2.0,1.0,4.0,10.0,3,30000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+4833,4.0,1,26,76,116,2015,1,1983,1.0,0.0,3.0,9.0,58180.0,1.0,107.0,173,110,4.0,4.0,4.0,1,2.0,3.0,3.0,3.0,6.0,1,93392.0,4.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,5
+4834,4.0,2,2,5,12,2015,2,1966,8.0,0.0,5.0,3.0,8540.0,1.0,60.0,150,65,2.0,3.0,3.0,1,3.0,3.0,5.0,4.0,2.0,4,5000.0,3.0,1.0,1.0,2.0,4,3.0,2.0,3.0,2.0,3,2
+4835,5.0,1,15,41,72,2015,1,1967,1.0,1.0,1.0,9.0,40000.0,1.0,74.0,176,160,5.0,5.0,5.0,2,2.0,2.0,1.0,4.0,2.0,1,60000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,1.0,2,5
+4836,4.0,1,4,7,14,2015,2,1952,1.0,1.0,1.0,4.0,11000.0,1.0,20.0,158,116,3.0,3.0,4.0,5,3.0,3.0,3.0,4.0,1.0,5,68615.0,1.0,2.0,1.0,2.0,3,3.0,3.0,5.0,4.0,3,3
+4837,3.0,1,12,32,61,2015,1,1957,1.0,1.0,1.0,3.0,30000.0,1.0,45.0,170,110,4.0,4.0,4.0,4,3.0,2.0,2.0,2.0,3.0,1,30000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,2.0,3,4
+4838,3.0,1,1,1,4,2015,1,1976,1.0,1.0,1.0,8.0,48000.0,4.0,49.0,168,120,4.0,4.0,4.0,2,3.0,4.0,4.0,2.0,4.0,1,48000.0,1.0,2.0,1.0,2.0,1,3.0,2.0,3.0,3.0,2,5
+4839,3.0,1,12,34,63,2015,2,1996,1.0,0.0,1.0,7.0,20400.0,1.0,80.0,158,100,5.0,4.0,4.0,1,3.0,4.0,2.0,2.0,4.0,1,89460.0,3.0,3.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,3
+4840,5.0,2,5,9,25,2015,2,1967,1.0,1.0,1.0,3.0,15000.0,1.0,105.0,158,120,5.0,5.0,5.0,1,4.0,4.0,2.0,4.0,5.0,3,20000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,3
+4841,4.0,1,27,78,118,2015,1,1952,1.0,1.0,1.0,4.0,30000.0,1.0,65.0,175,160,4.0,4.0,5.0,2,3.0,4.0,1.0,2.0,1.0,5,50000.0,2.0,2.0,2.0,2.0,3,3.0,3.0,4.0,2.0,3,4
+4842,4.0,2,31,87,130,2015,2,1959,1.0,1.0,1.0,3.0,22000.0,1.0,120.0,170,155,5.0,4.0,4.0,1,3.0,3.0,2.0,4.0,4.0,3,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+4843,5.0,1,12,34,64,2015,1,1962,1.0,1.0,1.0,13.0,200000.0,4.0,89.0,186,156,5.0,5.0,5.0,2,3.0,3.0,4.0,1.0,6.0,1,400000.0,4.0,4.0,2.0,1.0,3,1.0,2.0,4.0,2.0,3,5
+4844,4.0,2,6,14,30,2015,1,1968,1.0,1.0,1.0,4.0,14000.0,1.0,100.0,165,85,2.0,3.0,3.0,1,2.0,2.0,2.0,4.0,3.0,3,15000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,3.0,2,3
+4845,4.0,1,8,19,41,2015,2,1973,4.0,0.0,3.0,9.0,43000.0,4.0,116.0,160,125,4.0,3.0,3.0,2,2.0,3.0,3.0,4.0,1.0,1,60000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,5
+4846,4.0,1,27,78,118,2015,2,1942,1.0,1.0,1.0,3.0,16800.0,1.0,56.0,156,116,2.0,2.0,2.0,1,2.0,4.0,2.0,4.0,3.0,5,16800.0,1.0,3.0,1.0,2.0,7,3.0,2.0,3.0,2.0,4,3
+4847,2.0,1,21,63,99,2015,2,1963,1.0,1.0,1.0,4.0,4586.0,1.0,70.0,156,120,3.0,4.0,4.0,1,5.0,5.0,1.0,3.0,4.0,5,120000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,3,2
+4848,4.0,1,7,18,37,2015,2,1951,1.0,1.0,1.0,6.0,25000.0,1.0,40.0,167,140,4.0,4.0,4.0,2,4.0,4.0,1.0,3.0,4.0,5,50000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,4
+4849,4.0,1,13,36,67,2015,2,1960,1.0,1.0,1.0,6.0,18000.0,1.0,109.0,156,110,4.0,5.0,5.0,2,1.0,4.0,1.0,3.0,4.0,5,50000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,5.0,3.0,3,3
+4850,3.0,2,27,77,117,2015,1,1980,1.0,1.0,1.0,4.0,100000.0,1.0,120.0,168,140,5.0,4.0,4.0,1,4.0,4.0,1.0,1.0,5.0,2,120000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+4851,5.0,1,4,7,18,2015,1,1959,1.0,1.0,1.0,4.0,20000.0,1.0,70.0,175,160,4.0,3.0,3.0,5,2.0,3.0,1.0,3.0,1.0,5,40000.0,2.0,1.0,1.0,2.0,4,3.0,2.0,4.0,4.0,3,3
+4852,4.0,1,1,1,7,2015,2,1971,1.0,1.0,1.0,10.0,70000.0,1.0,31.0,157,110,4.0,5.0,5.0,2,4.0,4.0,4.0,3.0,7.0,1,130000.0,3.0,2.0,2.0,2.0,3,3.0,2.0,3.0,3.0,2,5
+4853,4.0,2,6,17,33,2015,1,1967,1.0,1.0,1.0,3.0,10000.0,1.0,110.0,168,135,4.0,4.0,5.0,1,3.0,3.0,1.0,4.0,5.0,2,25000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+4854,4.0,1,5,8,24,2015,1,1952,1.0,1.0,1.0,4.0,30000.0,1.0,60.0,169,140,4.0,4.0,4.0,2,2.0,4.0,2.0,4.0,3.0,1,60000.0,5.0,2.0,0.0,2.0,3,3.0,2.0,4.0,2.0,3,4
+4855,5.0,1,21,64,102,2015,1,1957,1.0,1.0,2.0,1.0,10000.0,1.0,60.0,160,115,2.0,5.0,5.0,5,5.0,4.0,2.0,4.0,5.0,5,60000.0,1.0,3.0,3.0,2.0,3,2.0,1.0,5.0,2.0,3,3
+4856,4.0,1,9,20,42,2015,1,1966,1.0,1.0,1.0,6.0,50000.0,1.0,120.0,167,130,4.0,4.0,3.0,4,2.0,3.0,2.0,4.0,4.0,1,60000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,5
+4857,3.0,1,12,32,55,2015,2,1982,1.0,1.0,1.0,10.0,0.0,1.0,60.0,160,100,4.0,5.0,5.0,5,3.0,4.0,1.0,1.0,4.0,5,50000.0,4.0,2.0,0.0,2.0,3,2.0,2.0,3.0,2.0,2,1
+4858,4.0,2,8,19,41,2015,2,1991,4.0,0.0,8.0,3.0,2000.0,1.0,50.0,160,120,4.0,4.0,3.0,1,3.0,4.0,3.0,3.0,5.0,4,20000.0,9.0,3.0,1.0,2.0,3,3.0,1.0,4.0,3.0,1,2
+4859,4.0,1,16,44,75,2015,2,1989,1.0,1.0,1.0,12.0,50000.0,4.0,110.0,163,102,5.0,5.0,5.0,2,1.0,4.0,4.0,2.0,4.0,1,88000.0,4.0,2.0,1.0,2.0,1,2.0,2.0,4.0,3.0,1,5
+4860,4.0,1,31,87,131,2015,2,1952,1.0,0.0,8.0,1.0,0.0,1.0,60.0,160,128,2.0,1.0,4.0,1,1.0,4.0,1.0,5.0,1.0,4,0.0,1.0,2.0,0.0,2.0,7,3.0,3.0,4.0,2.0,3,1
+4861,4.0,2,31,87,131,2015,1,1951,1.0,1.0,1.0,1.0,0.0,1.0,70.0,175,130,3.0,3.0,5.0,1,1.0,5.0,1.0,4.0,1.0,3,70000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,3,1
+4862,4.0,2,31,87,130,2015,1,1978,3.0,1.0,1.0,4.0,20000.0,1.0,70.0,178,150,3.0,5.0,2.0,1,1.0,4.0,1.0,3.0,5.0,1,50000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,3
+4863,4.0,1,13,36,67,2015,1,1981,1.0,1.0,1.0,7.0,60000.0,1.0,70.0,175,155,5.0,5.0,5.0,5,4.0,4.0,4.0,3.0,6.0,1,80000.0,2.0,4.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+4864,4.0,1,11,29,52,2015,1,1954,1.0,1.0,1.0,3.0,0.0,1.0,45.0,172,140,4.0,4.0,4.0,5,2.0,4.0,3.0,4.0,5.0,5,20000.0,3.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,1
+4865,4.0,2,29,83,126,2015,2,1945,1.0,0.0,3.0,1.0,0.0,1.0,85.0,162,110,2.0,2.0,4.0,1,4.0,4.0,2.0,4.0,5.0,4,40000.0,5.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0,4,1
+4866,5.0,2,18,52,86,2015,2,1946,1.0,1.0,4.0,1.0,5000.0,1.0,240.0,156,100,3.0,3.0,3.0,1,4.0,3.0,1.0,4.0,5.0,3,10000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,2
+4867,4.0,2,18,52,86,2015,1,1987,1.0,1.0,1.0,6.0,30000.0,1.0,84.0,173,125,5.0,5.0,4.0,1,3.0,4.0,3.0,3.0,5.0,5,50000.0,1.0,3.0,1.0,2.0,1,3.0,1.0,4.0,3.0,1,4
+4868,4.0,1,16,46,77,2015,2,1973,1.0,1.0,1.0,4.0,30000.0,1.0,115.0,155,136,4.0,3.0,3.0,1,4.0,1.0,1.0,3.0,5.0,1,55000.0,5.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,4
+4869,2.0,2,6,17,33,2015,2,1970,1.0,1.0,1.0,4.0,0.0,1.0,120.0,155,82,2.0,2.0,3.0,1,2.0,4.0,1.0,3.0,1.0,4,5000.0,6.0,2.0,1.0,2.0,3,3.0,3.0,3.0,2.0,2,1
+4870,5.0,1,22,66,106,2015,1,1933,1.0,1.0,1.0,3.0,30000.0,4.0,400.0,151,80,2.0,2.0,3.0,5,4.0,4.0,2.0,4.0,5.0,5,271074.0,2.0,4.0,3.0,1.0,3,1.0,1.0,5.0,2.0,5,4
+4871,5.0,2,3,6,13,2015,1,1974,1.0,0.0,2.0,4.0,40000.0,1.0,98.0,166,105,5.0,5.0,5.0,1,3.0,3.0,3.0,4.0,5.0,1,30000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,5
+4872,4.0,1,27,80,120,2015,2,1969,1.0,1.0,1.0,6.0,20000.0,1.0,65.0,155,104,4.0,5.0,5.0,2,1.0,2.0,3.0,2.0,1.0,1,40000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+4873,4.0,1,6,13,29,2015,1,1942,1.0,1.0,1.0,3.0,30000.0,4.0,85.0,169,110,4.0,4.0,4.0,2,4.0,3.0,2.0,4.0,5.0,5,100000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,4
+4874,4.0,1,10,26,48,2015,2,1967,1.0,1.0,3.0,4.0,0.0,1.0,83.0,158,120,4.0,4.0,4.0,4,3.0,3.0,2.0,2.0,6.0,6,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+4875,5.0,2,11,31,54,2015,1,1935,1.0,1.0,2.0,2.0,20000.0,1.0,230.0,165,140,2.0,2.0,4.0,4,2.0,4.0,1.0,3.0,5.0,1,92866.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,3
+4876,4.0,1,6,15,31,2015,1,1982,1.0,1.0,1.0,4.0,120000.0,1.0,49.0,170,145,4.0,4.0,4.0,1,2.0,2.0,1.0,4.0,4.0,1,200000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,5
+4877,4.0,1,12,33,62,2015,2,1979,1.0,0.0,4.0,1.0,6474.0,1.0,100.0,160,107,4.0,5.0,4.0,1,1.0,1.0,1.0,1.0,5.0,4,45572.0,6.0,3.0,0.0,2.0,3,3.0,1.0,2.0,1.0,2,2
+4878,1.0,1,24,72,112,2015,1,1965,1.0,1.0,1.0,4.0,200000.0,1.0,70.0,163,156,3.0,5.0,2.0,1,3.0,3.0,1.0,1.0,3.0,6,200000.0,1.0,2.0,3.0,1.0,4,2.0,1.0,1.0,3.0,3,5
+4879,4.0,1,12,32,60,2015,2,1951,1.0,1.0,1.0,1.0,9600.0,1.0,70.0,158,130,4.0,4.0,4.0,4,2.0,4.0,1.0,3.0,5.0,4,19200.0,6.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+4880,1.0,1,13,37,68,2015,1,1986,1.0,1.0,1.0,3.0,35000.0,1.0,70.0,168,120,4.0,4.0,4.0,1,3.0,2.0,1.0,1.0,3.0,1,80112.0,1.0,2.0,1.0,1.0,1,3.0,2.0,3.0,3.0,1,4
+4881,4.0,1,31,88,133,2015,1,1946,8.0,1.0,1.0,3.0,25000.0,1.0,115.0,181,160,1.0,1.0,3.0,2,1.0,5.0,1.0,4.0,4.0,5,35000.0,2.0,3.0,1.0,2.0,4,3.0,2.0,4.0,2.0,4,4
+4882,3.0,2,22,66,105,2015,1,1953,1.0,1.0,3.0,3.0,2000.0,1.0,100.0,170,105,1.0,2.0,2.0,1,4.0,4.0,1.0,2.0,1.0,3,8000.0,3.0,1.0,1.0,2.0,3,3.0,3.0,3.0,2.0,3,2
+4883,3.0,2,6,16,32,2015,2,1993,1.0,1.0,1.0,1.0,0.0,1.0,70.0,160,120,4.0,4.0,4.0,1,2.0,1.0,1.0,3.0,4.0,6,10000.0,5.0,1.0,1.0,2.0,3,3.0,2.0,3.0,2.0,1,1
+4884,4.0,2,22,65,103,2015,2,1939,1.0,1.0,1.0,1.0,2000.0,1.0,70.0,155,70,2.0,3.0,4.0,1,2.0,4.0,1.0,3.0,1.0,4,3500.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,2
+4885,4.0,1,7,18,39,2015,2,1968,1.0,1.0,1.0,12.0,55000.0,4.0,110.0,160,100,4.0,4.0,4.0,5,2.0,4.0,4.0,2.0,5.0,1,125000.0,2.0,3.0,2.0,1.0,4,2.0,1.0,4.0,3.0,2,5
+4886,4.0,1,18,51,84,2015,2,1985,1.0,1.0,1.0,11.0,20000.0,1.0,100.0,160,100,4.0,4.0,4.0,2,4.0,3.0,3.0,4.0,5.0,1,30000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,3
+4887,3.0,1,1,1,3,2015,1,1978,1.0,0.0,1.0,11.0,120000.0,1.0,46.0,178,148,4.0,4.0,4.0,5,2.0,4.0,3.0,3.0,3.0,1,200000.0,3.0,2.0,1.0,1.0,3,3.0,1.0,3.0,2.0,2,5
+4888,4.0,1,19,57,93,2015,2,1938,1.0,1.0,1.0,7.0,50000.0,4.0,67.0,154,100,4.0,4.0,4.0,2,2.0,4.0,5.0,1.0,5.0,5,100000.0,2.0,4.0,1.0,2.0,3,1.0,1.0,4.0,2.0,4,5
+4889,3.0,1,10,27,49,2015,2,1992,1.0,1.0,1.0,4.0,43000.0,1.0,100.0,158,92,5.0,4.0,3.0,2,2.0,3.0,2.0,2.0,4.0,1,130000.0,3.0,3.0,0.0,2.0,1,2.0,2.0,5.0,3.0,1,5
+4890,4.0,2,18,52,86,2015,1,1958,1.0,1.0,1.0,6.0,30000.0,1.0,150.0,165,110,5.0,4.0,4.0,1,5.0,2.0,3.0,4.0,3.0,3,50000.0,1.0,3.0,2.0,2.0,3,2.0,1.0,5.0,2.0,3,4
+4891,2.0,2,23,68,108,2015,1,1990,1.0,1.0,1.0,10.0,30000.0,2.0,260.0,170,118,2.0,1.0,1.0,1,2.0,3.0,2.0,4.0,2.0,5,60000.0,2.0,2.0,1.0,2.0,1,3.0,1.0,3.0,3.0,1,4
+4892,2.0,1,12,34,63,2015,1,1976,1.0,1.0,1.0,4.0,60000.0,1.0,30.0,160,120,2.0,2.0,2.0,1,1.0,2.0,4.0,2.0,1.0,1,80000.0,1.0,2.0,0.0,2.0,5,3.0,3.0,3.0,4.0,2,5
+4893,4.0,1,6,12,28,2015,1,1953,1.0,1.0,1.0,6.0,40000.0,1.0,63.0,171,130,4.0,4.0,4.0,2,3.0,3.0,3.0,4.0,5.0,5,30000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,3,5
+4894,3.0,2,10,28,51,2015,2,1952,1.0,1.0,1.0,3.0,2000.0,1.0,70.0,159,125,5.0,4.0,4.0,1,4.0,4.0,1.0,2.0,3.0,3,20000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,2
+4895,5.0,1,7,18,39,2015,2,1963,1.0,1.0,1.0,3.0,24000.0,1.0,70.0,173,156,4.0,4.0,5.0,2,2.0,2.0,2.0,4.0,6.0,5,50000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,4
+4896,4.0,1,15,39,70,2015,1,1962,1.0,1.0,1.0,6.0,26881.0,1.0,130.0,170,156,4.0,3.0,3.0,1,3.0,3.0,1.0,4.0,4.0,3,52848.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0,3,4
+4897,4.0,1,24,71,111,2015,2,1962,1.0,0.0,9.0,1.0,30000.0,1.0,90.0,165,110,4.0,5.0,5.0,5,4.0,4.0,2.0,4.0,4.0,1,30000.0,2.0,2.0,1.0,2.0,7,3.0,2.0,4.0,2.0,3,4
+4898,4.0,1,22,65,103,2015,1,1955,1.0,1.0,1.0,4.0,30000.0,1.0,80.0,160,120,5.0,5.0,5.0,5,2.0,3.0,4.0,1.0,6.0,1,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+4899,1.0,2,15,41,72,2015,2,1951,1.0,0.0,6.0,1.0,6962.0,2.0,300.0,160,99,1.0,1.0,1.0,1,2.0,2.0,2.0,1.0,3.0,5,9000.0,2.0,1.0,1.0,2.0,3,3.0,1.0,3.0,3.0,3,2
+4900,4.0,2,6,17,33,2015,1,1962,1.0,1.0,1.0,4.0,100000.0,1.0,120.0,156,124,4.0,4.0,3.0,1,4.0,3.0,2.0,4.0,4.0,3,110000.0,2.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,3,5
+4901,4.0,1,10,27,50,2015,1,1970,1.0,1.0,1.0,3.0,20000.0,1.0,180.0,175,150,4.0,5.0,3.0,1,1.0,3.0,1.0,3.0,3.0,4,20000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,3
+4902,4.0,2,16,47,79,2015,1,1969,1.0,1.0,1.0,4.0,40000.0,1.0,100.0,173,160,3.0,4.0,4.0,1,3.0,3.0,1.0,2.0,4.0,3,40000.0,3.0,3.0,1.0,2.0,3,2.0,3.0,4.0,2.0,2,5
+4903,4.0,2,10,28,51,2015,1,1969,1.0,1.0,1.0,4.0,30000.0,4.0,56.0,170,173,4.0,5.0,2.0,1,2.0,4.0,1.0,1.0,1.0,1,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,2,4
+4904,4.0,1,10,27,49,2015,1,1946,4.0,1.0,3.0,4.0,28800.0,1.0,57.5,167,120,4.0,3.0,5.0,2,1.0,5.0,1.0,4.0,3.0,5,32800.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+4905,4.0,2,5,9,25,2015,1,1960,1.0,1.0,1.0,3.0,36000.0,4.0,80.0,175,160,5.0,4.0,4.0,1,3.0,3.0,3.0,4.0,4.0,1,40000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+4906,4.0,1,27,78,118,2015,2,1981,1.0,1.0,1.0,6.0,50000.0,1.0,70.0,160,94,4.0,5.0,4.0,2,1.0,3.0,1.0,3.0,5.0,1,110000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,5
+4907,3.0,1,26,76,116,2015,2,1990,1.0,1.0,1.0,11.0,50000.0,1.0,100.0,165,98,3.0,2.0,3.0,2,4.0,4.0,3.0,2.0,5.0,1,120000.0,1.0,3.0,1.0,2.0,1,2.0,1.0,2.0,2.0,1,5
+4908,3.0,1,22,67,107,2015,2,1990,1.0,1.0,4.0,6.0,30000.0,1.0,78.0,160,98,4.0,4.0,4.0,2,3.0,2.0,2.0,4.0,4.0,1,100000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,1,4
+4909,4.0,2,6,14,30,2015,1,1955,1.0,1.0,1.0,3.0,0.0,1.0,180.0,163,100,2.0,3.0,3.0,1,3.0,2.0,1.0,4.0,4.0,3,3000.0,6.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,1
+4910,5.0,2,28,81,122,2015,1,1945,1.0,1.0,1.0,4.0,30000.0,1.0,110.0,173,150,3.0,3.0,4.0,1,3.0,4.0,1.0,4.0,6.0,5,34000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,4
+4911,5.0,2,17,48,81,2015,1,1953,1.0,1.0,1.0,4.0,30000.0,1.0,112.0,168,100,5.0,5.0,4.0,4,1.0,4.0,1.0,5.0,5.0,1,60000.0,2.0,2.0,1.0,2.0,7,3.0,1.0,4.0,2.0,3,4
+4912,2.0,1,22,67,107,2015,2,1965,1.0,1.0,1.0,4.0,3000.0,1.0,60.0,155,130,1.0,1.0,2.0,2,2.0,1.0,1.0,2.0,2.0,5,3000.0,8.0,1.0,1.0,2.0,3,3.0,3.0,4.0,2.0,3,2
+4913,4.0,1,24,71,111,2015,1,1975,1.0,1.0,1.0,3.0,50000.0,1.0,145.0,170,130,5.0,5.0,3.0,5,2.0,4.0,1.0,4.0,1.0,1,130000.0,5.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+4914,4.0,1,29,82,125,2015,2,1995,1.0,1.0,1.0,11.0,6000.0,2.0,35.0,155,90,5.0,4.0,4.0,1,3.0,4.0,5.0,3.0,3.0,5,15000.0,5.0,1.0,1.0,2.0,1,3.0,1.0,5.0,3.0,1,2
+4915,5.0,1,7,18,39,2015,2,1975,1.0,1.0,1.0,4.0,60000.0,1.0,90.0,156,142,4.0,5.0,4.0,2,2.0,2.0,1.0,4.0,5.0,1,150000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,5
+4916,4.0,2,23,68,108,2015,2,1979,1.0,1.0,1.0,3.0,20000.0,1.0,60.0,150,104,4.0,5.0,3.0,1,3.0,3.0,1.0,1.0,3.0,3,40000.0,6.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,2,3
+4917,3.0,1,6,15,31,2015,2,1969,1.0,1.0,1.0,4.0,50000.0,1.0,150.0,155,125,3.0,3.0,2.0,1,3.0,4.0,3.0,3.0,4.0,1,120000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,5
+4918,3.0,1,12,32,58,2015,1,1963,1.0,1.0,1.0,7.0,30000.0,1.0,100.0,175,150,3.0,3.0,2.0,5,2.0,4.0,3.0,3.0,5.0,1,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+4919,3.0,2,16,47,79,2015,1,1960,1.0,1.0,1.0,4.0,20000.0,1.0,160.0,165,120,4.0,4.0,3.0,1,4.0,3.0,1.0,3.0,4.0,3,20000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,3
+4920,5.0,1,4,7,21,2015,1,1987,1.0,1.0,1.0,10.0,50000.0,1.0,57.4,175,160,5.0,5.0,5.0,2,2.0,3.0,5.0,2.0,4.0,1,230000.0,2.0,4.0,1.0,1.0,3,3.0,2.0,3.0,3.0,1,5
+4921,3.0,1,6,16,32,2015,2,1957,1.0,1.0,1.0,3.0,15000.0,1.0,90.0,157,120,2.0,3.0,2.0,2,2.0,3.0,1.0,3.0,1.0,5,25000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,3
+4922,4.0,1,29,82,125,2015,1,1974,1.0,1.0,1.0,10.0,50000.0,4.0,80.0,169,130,5.0,4.0,4.0,5,2.0,3.0,5.0,2.0,5.0,1,80000.0,4.0,4.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,5
+4923,4.0,2,21,62,98,2015,2,1949,8.0,1.0,1.0,1.0,2000.0,1.0,150.0,150,110,1.0,2.0,3.0,1,3.0,4.0,1.0,3.0,3.0,3,80000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,4,2
+4924,4.0,1,18,54,88,2015,2,1955,1.0,1.0,1.0,3.0,16000.0,1.0,90.0,157,140,2.0,3.0,3.0,2,3.0,4.0,2.0,4.0,6.0,5,40000.0,4.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+4925,4.0,2,15,41,72,2015,1,1937,1.0,1.0,1.0,14.0,10000.0,4.0,160.0,170,120,2.0,2.0,4.0,1,2.0,4.0,1.0,2.0,6.0,5,15000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,4,3
+4926,4.0,1,1,1,5,2015,1,1944,1.0,1.0,1.0,10.0,60000.0,4.0,200.0,168,138,3.0,3.0,3.0,2,3.0,3.0,3.0,4.0,6.0,5,100000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,4,5
+4927,5.0,1,18,52,86,2015,2,1988,1.0,0.0,3.0,4.0,0.0,1.0,150.0,162,110,5.0,4.0,4.0,2,3.0,4.0,2.0,2.0,5.0,5,40000.0,4.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,1,1
+4928,4.0,1,10,26,48,2015,2,1948,4.0,1.0,1.0,3.0,0.0,1.0,40.0,156,160,4.0,4.0,4.0,2,4.0,3.0,2.0,2.0,3.0,5,24000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,1
+4929,4.0,2,17,50,83,2015,2,1940,1.0,1.0,1.0,1.0,600.0,1.0,260.0,158,93,2.0,2.0,2.0,1,3.0,2.0,1.0,4.0,5.0,4,30000.0,3.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,4,1
+4930,4.0,1,12,34,63,2015,1,1992,1.0,1.0,1.0,4.0,12000.0,1.0,100.0,168,120,5.0,5.0,4.0,2,3.0,4.0,2.0,1.0,4.0,1,50000.0,3.0,3.0,1.0,2.0,1,2.0,2.0,3.0,3.0,1,3
+4931,4.0,1,16,44,75,2015,1,1929,1.0,1.0,1.0,2.0,12000.0,4.0,80.0,170,103,4.0,4.0,4.0,5,4.0,3.0,2.0,3.0,5.0,5,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,5,3
+4932,4.0,2,19,56,90,2015,2,1947,1.0,1.0,1.0,1.0,0.0,1.0,60.0,158,115,2.0,3.0,2.0,1,3.0,4.0,1.0,4.0,5.0,4,5000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,1
+4933,4.0,2,10,28,51,2015,2,1970,1.0,1.0,1.0,4.0,0.0,1.0,70.0,158,110,5.0,5.0,4.0,1,3.0,3.0,3.0,3.0,4.0,3,60000.0,3.0,2.0,2.0,2.0,3,2.0,1.0,3.0,3.0,2,1
+4934,5.0,2,29,84,127,2015,1,1944,1.0,1.0,1.0,4.0,15000.0,1.0,30.0,163,100,4.0,4.0,4.0,1,4.0,4.0,4.0,4.0,5.0,3,15000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,4,3
+4935,3.0,2,10,25,47,2015,2,1963,1.0,1.0,1.0,3.0,5000.0,1.0,120.0,160,170,2.0,3.0,5.0,1,3.0,1.0,1.0,4.0,4.0,3,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+4936,5.0,2,19,57,92,2015,2,1945,1.0,0.0,6.0,1.0,20000.0,1.0,100.0,150,124,4.0,4.0,4.0,2,4.0,4.0,2.0,4.0,5.0,4,40000.0,2.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,4,3
+4937,4.0,2,6,17,33,2015,2,1978,1.0,1.0,1.0,4.0,0.0,1.0,170.0,160,110,5.0,5.0,5.0,1,4.0,4.0,2.0,4.0,6.0,5,39210.0,6.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+4938,4.0,1,10,27,50,2015,1,1993,1.0,1.0,1.0,4.0,25000.0,1.0,200.0,186,200,4.0,5.0,5.0,1,2.0,3.0,2.0,3.0,4.0,1,30000.0,5.0,2.0,1.0,2.0,1,3.0,2.0,4.0,3.0,1,4
+4939,4.0,2,29,83,126,2015,2,1941,1.0,1.0,1.0,1.0,8400.0,1.0,90.0,148,90,1.0,2.0,3.0,1,2.0,2.0,1.0,4.0,5.0,4,15000.0,2.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,2
+4940,3.0,1,19,57,93,2015,2,1978,1.0,1.0,1.0,12.0,100000.0,4.0,15.0,170,120,2.0,4.0,3.0,4,3.0,2.0,2.0,2.0,7.0,1,165000.0,2.0,2.0,0.0,2.0,3,2.0,3.0,4.0,3.0,2,5
+4941,3.0,1,4,7,19,2015,2,1984,1.0,1.0,1.0,12.0,110000.0,1.0,98.0,158,92,4.0,5.0,4.0,2,3.0,4.0,5.0,4.0,4.0,1,1000000.0,3.0,3.0,2.0,1.0,3,2.0,1.0,4.0,2.0,1,5
+4942,5.0,2,10,26,48,2015,2,1981,1.0,1.0,1.0,4.0,0.0,1.0,90.0,165,130,5.0,5.0,5.0,1,3.0,3.0,2.0,4.0,5.0,5,20000.0,4.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,2,1
+4943,4.0,1,5,11,27,2015,1,1970,1.0,1.0,1.0,6.0,200000.0,1.0,90.0,175,130,5.0,5.0,5.0,2,4.0,3.0,2.0,3.0,5.0,1,200000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,5
+4944,4.0,2,29,82,124,2015,2,1952,1.0,0.0,1.0,3.0,10000.0,1.0,130.0,152,110,2.0,2.0,4.0,1,2.0,3.0,1.0,4.0,4.0,3,20000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,3
+4945,3.0,1,12,32,58,2015,1,1972,1.0,1.0,1.0,9.0,70000.0,1.0,85.0,165,130,4.0,4.0,3.0,5,2.0,3.0,3.0,3.0,2.0,1,100000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,3.0,2.0,2,5
+4946,3.0,1,1,1,6,2015,2,1980,1.0,1.0,1.0,12.0,100000.0,4.0,100.0,160,100,5.0,5.0,5.0,2,3.0,3.0,3.0,2.0,8.0,1,10000.0,2.0,3.0,1.0,1.0,3,1.0,1.0,3.0,2.0,2,5
+4947,5.0,2,10,25,47,2015,1,1986,1.0,1.0,1.0,4.0,60000.0,1.0,200.0,187,140,4.0,5.0,5.0,1,2.0,3.0,1.0,5.0,5.0,1,120000.0,6.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,1,5
+4948,4.0,1,21,61,97,2015,2,1994,1.0,1.0,1.0,12.0,2000.0,2.0,98.0,160,96,5.0,5.0,5.0,1,4.0,4.0,3.0,3.0,6.0,5,86104.0,4.0,3.0,1.0,1.0,1,2.0,2.0,4.0,2.0,1,2
+4949,4.0,1,4,7,17,2015,2,1982,1.0,1.0,1.0,10.0,100000.0,1.0,60.0,150,100,4.0,5.0,4.0,2,3.0,4.0,4.0,4.0,5.0,1,200000.0,3.0,4.0,2.0,1.0,3,1.0,1.0,4.0,2.0,2,5
+4950,4.0,1,27,79,119,2015,2,1967,1.0,1.0,1.0,6.0,20000.0,1.0,60.0,160,110,5.0,5.0,5.0,1,2.0,3.0,3.0,3.0,4.0,1,80000.0,1.0,2.0,0.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+4951,4.0,2,6,17,33,2015,1,1927,1.0,1.0,1.0,1.0,0.0,1.0,300.0,158,87,2.0,3.0,3.0,1,2.0,3.0,1.0,4.0,5.0,3,5000.0,4.0,2.0,1.0,2.0,7,3.0,3.0,4.0,3.0,5,1
+4952,4.0,1,15,43,74,2015,1,1978,1.0,1.0,1.0,10.0,0.0,4.0,110.0,180,180,4.0,4.0,4.0,4,3.0,3.0,3.0,4.0,6.0,5,100000.0,3.0,4.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,1
+4953,5.0,1,12,32,55,2015,1,1991,1.0,1.0,1.0,12.0,40000.0,2.0,62.0,170,128,5.0,5.0,5.0,1,5.0,5.0,5.0,4.0,9.0,1,120000.0,6.0,3.0,2.0,1.0,1,2.0,2.0,5.0,2.0,1,5
+4954,3.0,1,2,3,10,2015,2,1965,1.0,1.0,1.0,3.0,5000.0,1.0,40.0,162,100,3.0,5.0,2.0,1,3.0,4.0,1.0,2.0,3.0,3,10000.0,2.0,2.0,2.0,2.0,6,2.0,2.0,3.0,2.0,3,2
+4955,1.0,2,23,68,108,2015,2,1965,1.0,1.0,1.0,4.0,9000.0,1.0,200.0,160,120,2.0,2.0,2.0,1,4.0,4.0,1.0,1.0,3.0,3,20000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,4.0,4.0,3,2
+4956,4.0,1,29,82,125,2015,2,1955,1.0,1.0,1.0,1.0,0.0,1.0,18.0,150,95,3.0,3.0,3.0,1,2.0,2.0,2.0,4.0,4.0,6,14400.0,2.0,2.0,0.0,2.0,3,3.0,2.0,3.0,3.0,3,1
+4957,5.0,2,5,10,26,2015,1,1969,1.0,1.0,1.0,4.0,30000.0,1.0,120.0,160,110,5.0,5.0,5.0,1,4.0,4.0,1.0,4.0,2.0,3,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,4
+4958,4.0,1,4,7,21,2015,2,1955,1.0,1.0,1.0,10.0,50000.0,1.0,80.0,165,150,5.0,5.0,3.0,5,1.0,4.0,5.0,2.0,5.0,1,100000.0,2.0,2.0,1.0,1.0,3,3.0,3.0,3.0,3.0,3,5
+4959,4.0,1,21,64,100,2015,1,1973,1.0,1.0,3.0,6.0,200000.0,1.0,150.0,175,160,4.0,5.0,4.0,2,5.0,4.0,2.0,2.0,6.0,1,200000.0,3.0,4.0,2.0,1.0,3,2.0,3.0,4.0,2.0,2,5
+4960,4.0,2,6,12,28,2015,2,1949,1.0,1.0,1.0,3.0,2500.0,1.0,100.0,148,120,4.0,3.0,4.0,1,4.0,3.0,1.0,2.0,3.0,3,5000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,2
+4961,5.0,2,13,36,66,2015,1,1947,8.0,1.0,1.0,3.0,5000.0,1.0,90.0,168,115,4.0,4.0,4.0,1,2.0,1.0,1.0,5.0,5.0,3,100000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,5.0,3.0,4,2
+4962,4.0,1,8,19,41,2015,1,1958,4.0,0.0,9.0,3.0,6000.0,4.0,175.0,180,160,3.0,5.0,3.0,4,1.0,2.0,2.0,2.0,4.0,1,30000.0,7.0,2.0,1.0,2.0,3,3.0,1.0,3.0,4.0,3,2
+4963,4.0,2,18,54,88,2015,2,1967,1.0,1.0,1.0,3.0,0.0,1.0,220.0,162,130,5.0,5.0,4.0,1,2.0,3.0,1.0,2.0,7.0,4,30000.0,2.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,2,1
+4964,4.0,1,6,16,32,2015,2,1988,1.0,1.0,1.0,4.0,12000.0,1.0,120.0,155,100,4.0,5.0,5.0,1,1.0,1.0,1.0,4.0,3.0,1,30000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,3
+4965,3.0,1,4,7,17,2015,1,1958,1.0,1.0,1.0,4.0,24000.0,4.0,90.0,169,140,3.0,3.0,4.0,2,2.0,5.0,2.0,2.0,3.0,5,100000.0,6.0,2.0,1.0,1.0,3,3.0,3.0,5.0,3.0,3,4
+4966,4.0,2,13,35,65,2015,1,1952,6.0,1.0,1.0,3.0,12000.0,1.0,380.0,160,102,2.0,3.0,2.0,1,4.0,2.0,2.0,3.0,3.0,3,12000.0,3.0,3.0,2.0,2.0,3,2.0,1.0,3.0,2.0,3,3
+4967,3.0,2,16,45,76,2015,2,1997,1.0,1.0,1.0,4.0,20000.0,2.0,160.0,155,90,5.0,4.0,4.0,1,2.0,4.0,3.0,4.0,2.0,5,30000.0,5.0,2.0,1.0,2.0,2,2.0,2.0,3.0,2.0,1,3
+4968,5.0,1,29,82,125,2015,2,1950,1.0,1.0,1.0,1.0,6000.0,1.0,126.0,153,105,3.0,3.0,4.0,1,3.0,3.0,2.0,4.0,4.0,5,64284.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,2
+4969,3.0,2,23,69,109,2015,1,1993,1.0,1.0,1.0,12.0,1981.0,2.0,100.0,176,120,5.0,5.0,5.0,1,3.0,3.0,4.0,5.0,5.0,6,20000.0,5.0,3.0,1.0,2.0,1,3.0,1.0,3.0,2.0,1,2
+4970,4.0,1,26,76,116,2015,1,1991,1.0,1.0,1.0,4.0,60000.0,1.0,80.0,170,110,4.0,4.0,4.0,1,3.0,2.0,2.0,3.0,5.0,1,60000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,5
+4971,4.0,2,16,47,79,2015,2,1983,1.0,1.0,1.0,4.0,0.0,1.0,200.0,157,106,3.0,5.0,5.0,2,3.0,3.0,2.0,4.0,3.0,5,50000.0,4.0,2.0,2.0,2.0,3,2.0,1.0,4.0,2.0,1,1
+4972,4.0,1,2,2,9,2015,1,1981,8.0,1.0,1.0,13.0,28000.0,1.0,100.0,176,126,5.0,5.0,4.0,2,3.0,4.0,5.0,2.0,4.0,1,30000.0,1.0,2.0,2.0,2.0,1,3.0,2.0,3.0,3.0,2,4
+4973,4.0,1,19,59,95,2015,2,1958,1.0,0.0,7.0,4.0,32000.0,1.0,67.0,164,116,3.0,5.0,5.0,5,3.0,3.0,3.0,3.0,5.0,5,70000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+4974,3.0,2,21,64,100,2015,2,1959,1.0,1.0,1.0,6.0,3000.0,1.0,180.0,168,150,3.0,3.0,4.0,1,3.0,4.0,1.0,2.0,1.0,3,20000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,2
+4975,4.0,1,31,87,130,2015,1,1966,1.0,1.0,1.0,6.0,10000.0,1.0,50.0,170,130,4.0,4.0,4.0,2,3.0,3.0,2.0,4.0,4.0,1,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+4976,3.0,1,26,76,116,2015,1,1970,1.0,1.0,1.0,7.0,50000.0,1.0,180.0,175,130,3.0,3.0,4.0,2,3.0,3.0,2.0,3.0,4.0,1,50000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,5
+4977,3.0,1,8,19,41,2015,1,1991,4.0,0.0,5.0,4.0,10000.0,1.0,300.0,175,160,4.0,4.0,2.0,1,3.0,3.0,3.0,4.0,5.0,2,50000.0,5.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,3
+4978,4.0,1,1,1,3,2015,1,1960,1.0,1.0,1.0,9.0,60000.0,4.0,42.0,165,140,4.0,4.0,4.0,2,2.0,3.0,3.0,4.0,6.0,1,60000.0,1.0,3.0,1.0,2.0,6,2.0,2.0,4.0,2.0,3,5
+4979,4.0,1,31,88,133,2015,1,1982,1.0,1.0,1.0,4.0,330000.0,1.0,88.0,178,180,5.0,5.0,5.0,1,3.0,4.0,1.0,4.0,6.0,3,350000.0,3.0,4.0,2.0,2.0,3,2.0,2.0,4.0,3.0,2,5
+4980,5.0,2,16,45,76,2015,1,1930,1.0,1.0,1.0,3.0,3800.0,1.0,100.0,150,86,3.0,4.0,4.0,1,4.0,3.0,1.0,4.0,3.0,4,60000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,5,2
+4981,4.0,2,18,52,86,2015,2,1949,1.0,1.0,1.0,1.0,1000.0,1.0,30.0,160,94,2.0,2.0,3.0,1,5.0,2.0,1.0,2.0,4.0,3,300.0,1.0,2.0,1.0,2.0,7,3.0,1.0,4.0,3.0,4,1
+4982,3.0,1,9,20,42,2015,2,1970,1.0,1.0,1.0,3.0,8000.0,1.0,50.0,152,110,3.0,5.0,4.0,1,3.0,2.0,1.0,1.0,2.0,1,13000.0,2.0,2.0,0.0,2.0,3,3.0,2.0,4.0,3.0,2,2
+4983,3.0,1,18,54,88,2015,2,1938,1.0,1.0,1.0,1.0,27973.0,1.0,80.0,163,97,2.0,2.0,3.0,2,1.0,5.0,1.0,4.0,4.0,5,69050.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,4
+4984,3.0,2,2,5,12,2015,1,1946,8.0,1.0,1.0,1.0,2100.0,1.0,150.0,160,85,4.0,4.0,4.0,1,3.0,2.0,1.0,4.0,2.0,3,8500.0,5.0,1.0,1.0,2.0,7,3.0,2.0,4.0,2.0,4,2
+4985,4.0,1,10,26,48,2015,1,1982,1.0,1.0,1.0,10.0,50000.0,4.0,30.0,175,150,4.0,4.0,4.0,2,2.0,3.0,3.0,4.0,5.0,1,70000.0,1.0,3.0,0.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+4986,4.0,1,22,65,104,2015,1,1996,1.0,1.0,1.0,6.0,0.0,2.0,75.0,165,102,5.0,5.0,5.0,2,2.0,2.0,5.0,2.0,5.0,6,10000.0,3.0,2.0,1.0,2.0,1,2.0,2.0,2.0,2.0,1,1
+4987,4.0,1,26,75,115,2015,2,1945,1.0,1.0,1.0,3.0,8000.0,1.0,58.0,160,110,2.0,2.0,3.0,2,2.0,3.0,2.0,2.0,4.0,1,110000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,2
+4988,4.0,1,27,78,118,2015,2,1987,1.0,1.0,1.0,13.0,60000.0,4.0,90.0,155,104,4.0,5.0,5.0,2,2.0,4.0,3.0,2.0,7.0,1,80000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,5.0,3.0,1,5
+4989,4.0,2,18,53,87,2015,2,1945,1.0,1.0,1.0,1.0,0.0,1.0,90.0,155,90,3.0,3.0,3.0,1,2.0,2.0,1.0,4.0,1.0,4,5000.0,1.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,4,1
+4990,5.0,1,24,72,112,2015,2,1977,1.0,0.0,9.0,3.0,25000.0,1.0,80.0,153,135,5.0,4.0,5.0,1,2.0,2.0,1.0,4.0,4.0,1,85000.0,3.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+4991,4.0,1,16,46,78,2015,2,1994,1.0,1.0,1.0,12.0,0.0,2.0,67.0,167,98,4.0,4.0,4.0,1,2.0,4.0,4.0,4.0,4.0,6,70000.0,3.0,3.0,1.0,2.0,1,3.0,2.0,4.0,2.0,1,1
+4992,4.0,2,21,62,98,2015,1,1969,8.0,1.0,1.0,3.0,8000.0,1.0,240.0,157,126,5.0,4.0,5.0,1,2.0,4.0,1.0,1.0,6.0,3,8000.0,2.0,3.0,1.0,2.0,1,2.0,1.0,2.0,2.0,2,2
+4993,3.0,1,12,32,59,2015,1,1993,1.0,1.0,1.0,12.0,57022.0,2.0,38.0,172,120,4.0,5.0,5.0,5,2.0,3.0,4.0,1.0,4.0,1,80000.0,4.0,2.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,5
+4994,4.0,2,29,83,126,2015,1,1969,1.0,1.0,1.0,4.0,10000.0,1.0,110.0,172,145,4.0,5.0,4.0,1,2.0,4.0,2.0,4.0,4.0,1,20000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+4995,5.0,2,13,36,66,2015,1,1934,8.0,0.0,4.0,3.0,600.0,4.0,50.0,150,80,3.0,3.0,3.0,1,4.0,2.0,1.0,4.0,5.0,4,600.0,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,2.0,5,1
+4996,5.0,2,17,49,82,2015,1,1932,1.0,1.0,1.0,3.0,0.0,1.0,120.0,170,140,4.0,5.0,5.0,2,4.0,4.0,1.0,4.0,1.0,4,7000.0,3.0,1.0,2.0,2.0,7,3.0,3.0,3.0,2.0,5,1
+4997,3.0,1,16,47,79,2015,2,1992,1.0,1.0,1.0,4.0,20000.0,1.0,97.0,150,78,3.0,5.0,5.0,2,4.0,3.0,2.0,2.0,1.0,3,30000.0,7.0,1.0,1.0,2.0,3,3.0,2.0,2.0,2.0,1,3
+4998,4.0,1,10,27,49,2015,2,1962,1.0,1.0,1.0,6.0,12000.0,1.0,75.0,160,120,3.0,4.0,4.0,2,1.0,2.0,1.0,3.0,4.0,5,100000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,3.0,2.0,3,3
+4999,3.0,1,1,1,4,2015,1,1949,1.0,1.0,1.0,4.0,72000.0,1.0,62.0,170,120,1.0,2.0,3.0,5,1.0,1.0,1.0,3.0,5.0,5,72000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,5
+5000,2.0,1,21,63,99,2015,1,1981,1.0,1.0,1.0,4.0,40000.0,1.0,60.0,175,144,4.0,4.0,3.0,1,1.0,3.0,1.0,2.0,3.0,1,50000.0,3.0,2.0,1.0,2.0,6,3.0,2.0,3.0,3.0,2,5
+5001,4.0,1,19,57,92,2015,1,1963,1.0,0.0,3.0,3.0,30000.0,1.0,90.0,175,130,4.0,3.0,4.0,2,3.0,2.0,4.0,4.0,5.0,1,70000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,3,4
+5002,3.0,2,29,83,126,2015,1,1942,1.0,1.0,1.0,3.0,1200.0,1.0,300.0,168,110,3.0,3.0,4.0,1,3.0,4.0,1.0,4.0,6.0,4,70000.0,2.0,3.0,2.0,2.0,7,2.0,2.0,3.0,3.0,4,2
+5003,4.0,2,5,10,26,2015,1,1984,1.0,1.0,1.0,3.0,50000.0,1.0,100.0,174,150,4.0,4.0,4.0,1,3.0,3.0,3.0,4.0,5.0,3,50000.0,3.0,3.0,1.0,1.0,3,2.0,3.0,4.0,3.0,1,5
+5004,4.0,2,13,35,65,2015,2,1930,6.0,1.0,1.0,1.0,1513.0,1.0,120.0,150,84,4.0,3.0,4.0,1,1.0,5.0,1.0,3.0,3.0,4,25891.0,3.0,3.0,1.0,2.0,7,3.0,2.0,3.0,2.0,5,2
+5005,5.0,2,6,14,30,2015,2,1951,1.0,1.0,1.0,3.0,1000.0,1.0,90.0,155,100,3.0,2.0,3.0,1,2.0,4.0,2.0,4.0,2.0,4,4000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,1
+5006,5.0,2,17,48,80,2015,2,1966,1.0,1.0,1.0,1.0,10000.0,1.0,80.0,160,160,3.0,5.0,3.0,1,4.0,3.0,1.0,3.0,6.0,4,50000.0,5.0,3.0,1.0,1.0,3,2.0,2.0,3.0,3.0,3,3
+5007,3.0,1,31,89,134,2015,1,1955,1.0,1.0,1.0,4.0,0.0,1.0,42.0,171,120,2.0,3.0,3.0,2,2.0,3.0,1.0,4.0,4.0,5,20000.0,1.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,1
+5008,4.0,2,10,25,47,2015,2,1966,1.0,1.0,1.0,3.0,16000.0,1.0,80.0,155,104,5.0,5.0,5.0,1,1.0,4.0,1.0,1.0,5.0,1,50000.0,3.0,3.0,2.0,2.0,3,2.0,1.0,5.0,2.0,3,3
+5009,5.0,1,16,44,75,2015,2,1948,1.0,1.0,1.0,3.0,36000.0,4.0,300.0,160,117,5.0,4.0,4.0,2,4.0,4.0,3.0,2.0,5.0,4,70000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+5010,5.0,1,24,70,110,2015,1,1932,1.0,1.0,1.0,7.0,44400.0,1.0,97.0,167,150,1.0,3.0,4.0,4,2.0,5.0,1.0,4.0,5.0,5,44400.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,5,5
+5011,4.0,2,28,81,122,2015,2,1977,1.0,1.0,1.0,3.0,20000.0,1.0,150.0,165,130,4.0,3.0,3.0,1,2.0,2.0,1.0,4.0,1.0,3,50000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,3
+5012,2.0,1,15,39,70,2015,1,1964,1.0,1.0,1.0,3.0,1000.0,1.0,200.0,170,160,1.0,1.0,2.0,1,1.0,1.0,1.0,2.0,5.0,4,50000.0,3.0,3.0,1.0,2.0,3,3.0,3.0,4.0,3.0,3,1
+5013,3.0,2,29,84,127,2015,1,1975,1.0,1.0,1.0,4.0,4500.0,1.0,40.0,168,104,5.0,4.0,2.0,1,3.0,3.0,1.0,4.0,4.0,2,5000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,2,2
+5014,4.0,2,5,10,26,2015,1,1975,1.0,1.0,1.0,3.0,7000.0,1.0,100.0,172,165,5.0,5.0,5.0,1,3.0,2.0,1.0,3.0,3.0,3,25000.0,7.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,2
+5015,5.0,1,4,7,21,2015,2,1936,1.0,1.0,1.0,3.0,36000.0,1.0,59.0,159,92,2.0,3.0,5.0,4,1.0,4.0,1.0,4.0,4.0,5,80000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+5016,4.0,1,10,27,49,2015,1,1962,1.0,1.0,1.0,9.0,12000.0,4.0,76.0,172,136,3.0,3.0,4.0,2,3.0,4.0,1.0,2.0,3.0,1,48000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,3
+5017,4.0,2,6,16,32,2015,2,1967,1.0,1.0,5.0,3.0,20000.0,1.0,100.0,155,110,4.0,4.0,3.0,1,3.0,3.0,2.0,4.0,3.0,2,50000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+5018,4.0,1,1,1,4,2015,1,1953,1.0,1.0,1.0,13.0,60000.0,4.0,64.6,168,142,3.0,5.0,5.0,2,2.0,3.0,2.0,3.0,5.0,5,90000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,5
+5019,5.0,1,29,82,125,2015,2,1971,1.0,1.0,1.0,4.0,0.0,1.0,128.0,168,120,4.0,4.0,4.0,1,3.0,3.0,1.0,4.0,5.0,6,100000.0,5.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,2,1
+5020,5.0,2,24,71,111,2015,2,1981,1.0,0.0,6.0,4.0,100000.0,1.0,198.0,162,120,5.0,5.0,1.0,1,2.0,2.0,2.0,2.0,3.0,1,100000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,5.0,2.0,2,5
+5021,3.0,1,31,87,130,2015,2,1960,1.0,1.0,1.0,1.0,30000.0,1.0,49.0,156,100,2.0,2.0,2.0,1,2.0,3.0,1.0,3.0,2.0,4,30000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,4
+5022,4.0,2,10,28,51,2015,2,1954,1.0,1.0,1.0,3.0,20000.0,1.0,72.0,160,110,4.0,4.0,4.0,1,3.0,4.0,1.0,3.0,3.0,3,5000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,5.0,2.0,3,3
+5023,4.0,1,9,20,42,2015,2,1968,1.0,1.0,1.0,4.0,20000.0,1.0,90.0,162,110,4.0,4.0,3.0,1,3.0,3.0,2.0,2.0,7.0,1,40000.0,2.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+5024,4.0,1,18,55,89,2015,2,1971,1.0,1.0,1.0,11.0,20000.0,4.0,120.0,155,120,5.0,5.0,5.0,5,2.0,3.0,3.0,2.0,7.0,1,50000.0,4.0,2.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,3
+5025,4.0,2,5,9,25,2015,2,1993,1.0,1.0,1.0,6.0,28000.0,1.0,90.0,166,130,5.0,4.0,4.0,1,3.0,4.0,2.0,4.0,5.0,5,100000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,4
+5026,5.0,1,15,41,72,2015,2,1968,1.0,1.0,1.0,4.0,1750.0,1.0,96.0,159,105,5.0,4.0,5.0,1,2.0,5.0,2.0,3.0,5.0,6,51494.0,5.0,3.0,1.0,2.0,4,2.0,1.0,4.0,2.0,2,2
+5027,5.0,1,15,39,70,2015,2,1968,1.0,1.0,1.0,3.0,5000.0,1.0,160.0,155,90,5.0,4.0,4.0,1,3.0,3.0,1.0,4.0,5.0,5,65000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,2
+5028,4.0,1,11,30,53,2015,1,1938,1.0,1.0,1.0,3.0,4000.0,1.0,60.0,173,120,5.0,3.0,4.0,1,4.0,4.0,2.0,4.0,3.0,5,4000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,2
+5029,4.0,2,16,47,79,2015,2,1945,1.0,1.0,1.0,1.0,0.0,1.0,112.0,160,125,2.0,3.0,3.0,1,1.0,1.0,1.0,2.0,1.0,3,10000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,4,1
+5030,4.0,1,12,32,59,2015,1,1956,1.0,1.0,1.0,6.0,30000.0,1.0,52.0,178,110,3.0,3.0,4.0,5,2.0,4.0,3.0,2.0,3.0,5,30000.0,1.0,2.0,0.0,2.0,1,3.0,2.0,4.0,2.0,3,4
+5031,4.0,1,10,26,48,2015,2,1984,1.0,1.0,1.0,11.0,30000.0,1.0,65.0,168,112,5.0,4.0,4.0,2,2.0,3.0,3.0,4.0,5.0,1,130000.0,1.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,1,4
+5032,5.0,1,12,34,64,2015,1,1974,1.0,1.0,1.0,12.0,158196.0,1.0,89.0,170,140,4.0,5.0,5.0,5,3.0,4.0,2.0,4.0,8.0,1,191759.0,3.0,4.0,0.0,2.0,3,1.0,2.0,3.0,2.0,2,5
+5033,3.0,2,16,46,78,2015,1,1935,1.0,1.0,1.0,3.0,0.0,1.0,300.0,163,100,3.0,4.0,3.0,1,4.0,4.0,1.0,3.0,5.0,3,100000.0,6.0,3.0,1.0,1.0,3,3.0,2.0,4.0,2.0,4,1
+5034,4.0,2,23,69,109,2015,2,1952,1.0,1.0,1.0,1.0,4000.0,1.0,54.0,162,115,2.0,4.0,3.0,1,4.0,3.0,1.0,4.0,5.0,4,40000.0,2.0,2.0,2.0,2.0,4,3.0,1.0,4.0,2.0,3,2
+5035,4.0,1,1,1,8,2015,2,1989,1.0,1.0,1.0,12.0,45000.0,2.0,102.0,169,125,4.0,4.0,4.0,2,3.0,3.0,3.0,3.0,7.0,1,45000.0,1.0,2.0,1.0,2.0,1,2.0,2.0,4.0,3.0,1,5
+5036,4.0,1,19,57,93,2015,1,1955,1.0,1.0,1.0,1.0,2000.0,1.0,57.0,163,88,4.0,4.0,4.0,1,3.0,2.0,1.0,3.0,5.0,4,100000.0,4.0,3.0,0.0,2.0,3,3.0,2.0,4.0,2.0,3,2
+5037,4.0,1,12,32,59,2015,1,1964,1.0,1.0,1.0,3.0,0.0,1.0,64.0,170,138,4.0,4.0,3.0,2,2.0,3.0,2.0,2.0,7.0,5,67584.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,1
+5038,4.0,1,31,87,132,2015,2,1979,1.0,0.0,1.0,11.0,100000.0,1.0,89.0,160,140,3.0,5.0,5.0,2,2.0,3.0,3.0,4.0,3.0,1,200000.0,2.0,2.0,2.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+5039,4.0,1,19,57,92,2015,2,1957,1.0,0.0,4.0,3.0,0.0,1.0,132.0,152,120,5.0,4.0,4.0,2,4.0,3.0,1.0,2.0,5.0,5,100000.0,6.0,3.0,4.0,1.0,3,2.0,1.0,3.0,2.0,3,1
+5040,4.0,1,15,39,70,2015,1,1948,1.0,1.0,1.0,1.0,1040.0,1.0,60.0,170,123,4.0,4.0,4.0,1,1.0,1.0,1.0,4.0,3.0,4,1040.0,1.0,2.0,1.0,2.0,1,3.0,2.0,3.0,2.0,4,1
+5041,4.0,1,31,86,129,2015,1,1948,1.0,1.0,1.0,4.0,23400.0,4.0,100.0,175,140,3.0,5.0,4.0,2,1.0,2.0,1.0,2.0,5.0,5,48000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,3
+5042,5.0,1,24,71,111,2015,2,1960,1.0,0.0,9.0,1.0,11477.0,1.0,200.0,160,98,5.0,5.0,4.0,5,2.0,4.0,1.0,4.0,5.0,6,72916.0,5.0,3.0,1.0,2.0,3,2.0,2.0,2.0,2.0,3,3
+5043,4.0,1,24,71,111,2015,2,1959,1.0,0.0,9.0,3.0,20000.0,1.0,360.0,155,130,5.0,3.0,3.0,5,5.0,5.0,2.0,4.0,5.0,6,94832.0,1.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0,3,3
+5044,4.0,1,7,18,39,2015,2,1973,1.0,1.0,1.0,3.0,36000.0,1.0,60.0,158,110,5.0,5.0,5.0,1,1.0,1.0,1.0,3.0,3.0,1,36000.0,1.0,2.0,1.0,2.0,1,3.0,1.0,4.0,2.0,2,4
+5045,5.0,2,6,12,28,2015,2,1947,1.0,1.0,1.0,3.0,900.0,1.0,150.0,157,120,5.0,4.0,5.0,1,5.0,4.0,1.0,4.0,1.0,4,12800.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,1
+5046,3.0,1,22,66,105,2015,2,1981,1.0,1.0,1.0,6.0,55000.0,1.0,192.0,156,98,4.0,5.0,5.0,2,4.0,4.0,3.0,4.0,5.0,5,60000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+5047,4.0,2,9,23,45,2015,2,1971,1.0,1.0,1.0,3.0,3000.0,1.0,250.0,160,130,2.0,2.0,4.0,1,5.0,4.0,2.0,3.0,4.0,2,5000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,2
+5048,4.0,1,4,7,18,2015,2,1946,1.0,1.0,1.0,7.0,60000.0,4.0,108.0,153,104,4.0,5.0,4.0,5,4.0,3.0,4.0,4.0,6.0,5,120000.0,2.0,4.0,1.0,2.0,3,1.0,2.0,3.0,2.0,4,5
+5049,3.0,1,6,15,31,2015,2,1940,1.0,1.0,1.0,1.0,11000.0,1.0,55.0,148,102,2.0,3.0,3.0,1,3.0,2.0,1.0,2.0,4.0,4,22000.0,2.0,2.0,0.0,2.0,3,2.0,2.0,3.0,2.0,4,3
+5050,3.0,2,5,9,25,2015,2,1947,1.0,1.0,1.0,3.0,10000.0,1.0,80.0,160,112,3.0,4.0,5.0,1,3.0,2.0,1.0,4.0,2.0,4,10000.0,2.0,1.0,1.0,2.0,3,3.0,2.0,5.0,2.0,4,3
+5051,4.0,1,27,78,118,2015,1,1962,1.0,1.0,1.0,10.0,24000.0,4.0,80.0,170,105,4.0,5.0,4.0,2,2.0,3.0,2.0,3.0,4.0,5,24000.0,2.0,2.0,1.0,2.0,7,3.0,3.0,4.0,3.0,3,4
+5052,5.0,1,21,64,102,2015,1,1992,1.0,1.0,1.0,11.0,13000.0,1.0,86.0,170,140,4.0,4.0,5.0,5,4.0,4.0,3.0,4.0,7.0,1,50000.0,3.0,3.0,1.0,2.0,1,2.0,1.0,5.0,3.0,1,3
+5053,4.0,1,12,32,59,2015,1,1976,1.0,1.0,4.0,10.0,90000.0,1.0,23.0,167,120,3.0,3.0,5.0,5,3.0,4.0,3.0,3.0,2.0,1,120000.0,2.0,3.0,0.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+5054,4.0,2,22,66,105,2015,2,1964,1.0,1.0,1.0,3.0,12000.0,1.0,80.0,170,100,2.0,2.0,2.0,1,2.0,4.0,2.0,3.0,2.0,5,12000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,3.0,3,3
+5055,2.0,1,18,51,84,2015,1,1958,1.0,1.0,1.0,4.0,0.0,4.0,80.0,175,130,2.0,2.0,2.0,2,2.0,4.0,1.0,2.0,3.0,5,12000.0,3.0,2.0,0.0,2.0,3,3.0,3.0,3.0,4.0,3,1
+5056,4.0,2,5,10,26,2015,2,1971,1.0,1.0,1.0,3.0,25000.0,1.0,200.0,168,128,4.0,4.0,4.0,1,3.0,3.0,1.0,4.0,6.0,4,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,4
+5057,2.0,2,11,30,53,2015,2,1991,1.0,1.0,1.0,3.0,5000.0,1.0,100.0,168,125,5.0,4.0,3.0,1,4.0,4.0,3.0,2.0,1.0,1,20000.0,6.0,2.0,2.0,2.0,1,3.0,2.0,5.0,2.0,1,2
+5058,4.0,2,29,83,126,2015,2,1969,1.0,1.0,1.0,1.0,2000.0,1.0,140.0,167,120,3.0,5.0,4.0,1,4.0,3.0,1.0,2.0,5.0,3,5000.0,3.0,1.0,1.0,2.0,3,3.0,2.0,5.0,3.0,2,2
+5059,5.0,2,27,80,120,2015,1,1963,1.0,1.0,1.0,4.0,40000.0,1.0,100.0,170,135,4.0,4.0,4.0,1,3.0,2.0,1.0,4.0,5.0,1,60000.0,6.0,3.0,2.0,1.0,3,2.0,1.0,4.0,2.0,3,5
+5060,4.0,1,7,18,38,2015,2,1944,4.0,0.0,1.0,6.0,30000.0,1.0,75.0,165,120,2.0,4.0,4.0,5,2.0,4.0,3.0,2.0,4.0,5,90000.0,3.0,4.0,2.0,2.0,3,3.0,3.0,4.0,3.0,4,4
+5061,3.0,1,5,8,24,2015,1,1965,1.0,1.0,1.0,3.0,60000.0,1.0,70.0,173,160,5.0,5.0,5.0,1,2.0,2.0,1.0,2.0,1.0,1,60000.0,5.0,2.0,1.0,2.0,4,2.0,3.0,2.0,3.0,3,5
+5062,5.0,1,22,65,103,2015,1,1984,8.0,1.0,1.0,6.0,50000.0,1.0,75.0,167,160,4.0,5.0,4.0,1,5.0,2.0,4.0,5.0,4.0,1,50000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,5
+5063,4.0,2,2,5,12,2015,1,1966,8.0,1.0,1.0,4.0,4000.0,4.0,80.0,168,140,4.0,4.0,4.0,1,4.0,2.0,1.0,4.0,5.0,2,7000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,2
+5064,4.0,1,16,46,77,2015,1,1977,1.0,0.0,5.0,4.0,20000.0,1.0,110.0,162,120,4.0,4.0,4.0,1,3.0,3.0,3.0,3.0,3.0,1,40000.0,6.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,3
+5065,4.0,2,11,31,54,2015,2,1966,1.0,1.0,1.0,3.0,50000.0,1.0,60.0,160,140,5.0,4.0,4.0,4,5.0,5.0,2.0,4.0,4.0,4,150000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,5
+5066,5.0,1,21,63,99,2015,2,1947,1.0,1.0,1.0,1.0,15000.0,1.0,67.0,150,96,4.0,3.0,5.0,2,4.0,4.0,1.0,5.0,3.0,4,50000.0,3.0,2.0,2.0,2.0,3,2.0,2.0,4.0,2.0,4,3
+5067,4.0,1,10,27,49,2015,2,1989,1.0,1.0,1.0,10.0,36000.0,1.0,50.0,162,100,5.0,5.0,4.0,4,2.0,3.0,3.0,3.0,5.0,1,36000.0,1.0,3.0,0.0,2.0,1,2.0,1.0,4.0,2.0,1,4
+5068,4.0,2,16,47,79,2015,1,1958,1.0,0.0,3.0,4.0,6500.0,1.0,360.0,161,135,3.0,4.0,4.0,1,3.0,3.0,1.0,4.0,5.0,2,15000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,2
+5069,4.0,2,10,24,46,2015,1,1954,1.0,1.0,1.0,4.0,0.0,4.0,60.0,170,140,2.0,2.0,3.0,1,2.0,3.0,2.0,4.0,5.0,3,3000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,1
+5070,3.0,2,6,15,31,2015,1,1964,1.0,1.0,1.0,4.0,50000.0,1.0,150.0,158,105,4.0,3.0,4.0,1,2.0,3.0,1.0,4.0,5.0,3,50000.0,1.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,3,5
+5071,4.0,1,11,31,54,2015,2,1950,1.0,1.0,1.0,10.0,30000.0,1.0,110.0,162,120,4.0,4.0,5.0,2,3.0,4.0,3.0,3.0,5.0,5,60000.0,2.0,3.0,1.0,2.0,3,1.0,3.0,4.0,2.0,4,4
+5072,3.0,2,17,48,80,2015,2,1992,1.0,0.0,1.0,6.0,0.0,2.0,200.0,161,92,3.0,3.0,2.0,1,4.0,4.0,4.0,2.0,1.0,1,151371.0,4.0,3.0,1.0,2.0,6,2.0,1.0,3.0,3.0,1,1
+5073,5.0,1,21,64,100,2015,1,1992,1.0,1.0,3.0,9.0,40000.0,4.0,120.0,168,120,5.0,4.0,5.0,1,4.0,4.0,2.0,4.0,5.0,1,80000.0,1.0,4.0,2.0,1.0,1,2.0,2.0,4.0,2.0,1,5
+5074,5.0,1,4,7,20,2015,1,1938,1.0,1.0,1.0,10.0,32000.0,4.0,63.0,170,145,3.0,5.0,5.0,4,3.0,4.0,4.0,4.0,5.0,5,50000.0,2.0,2.0,1.0,2.0,4,1.0,1.0,4.0,3.0,4,4
+5075,4.0,2,13,36,67,2015,1,1963,1.0,1.0,1.0,3.0,0.0,1.0,300.0,166,130,3.0,2.0,4.0,1,3.0,3.0,2.0,4.0,3.0,5,10000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,3,1
+5076,3.0,1,7,18,35,2015,1,1978,1.0,1.0,1.0,8.0,7000.0,1.0,17.0,170,160,3.0,5.0,5.0,2,1.0,4.0,2.0,3.0,3.0,5,30000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,2
+5077,4.0,1,15,43,74,2015,2,1963,1.0,0.0,4.0,4.0,30000.0,1.0,180.0,158,130,4.0,4.0,4.0,2,3.0,4.0,2.0,4.0,4.0,1,120000.0,4.0,3.0,1.0,1.0,4,3.0,2.0,4.0,2.0,3,4
+5078,4.0,1,5,8,23,2015,1,1988,1.0,1.0,1.0,12.0,30000.0,1.0,63.0,186,134,5.0,5.0,5.0,5,4.0,4.0,2.0,2.0,5.0,1,60000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,1,4
+5079,4.0,2,21,61,97,2015,2,1942,1.0,1.0,1.0,1.0,0.0,1.0,103.0,155,96,5.0,4.0,5.0,1,4.0,4.0,1.0,4.0,5.0,3,20000.0,1.0,2.0,3.0,2.0,7,2.0,1.0,5.0,2.0,4,1
+5080,4.0,1,10,27,50,2015,2,1951,1.0,1.0,1.0,1.0,3000.0,1.0,75.0,160,120,2.0,3.0,4.0,1,2.0,4.0,1.0,4.0,4.0,3,6000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+5081,2.0,1,15,41,72,2015,1,1961,1.0,1.0,1.0,6.0,30000.0,1.0,300.0,170,120,2.0,2.0,2.0,2,3.0,2.0,1.0,2.0,3.0,1,40000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,4
+5082,4.0,1,23,69,109,2015,1,1987,1.0,1.0,1.0,6.0,80000.0,2.0,40.0,163,90,4.0,4.0,3.0,1,5.0,5.0,3.0,1.0,3.0,1,80000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,5
+5083,4.0,2,18,52,85,2015,2,1965,1.0,1.0,1.0,3.0,0.0,1.0,120.0,160,110,4.0,4.0,4.0,1,3.0,2.0,1.0,3.0,5.0,3,0.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,1
+5084,4.0,1,29,82,125,2015,2,1985,1.0,1.0,1.0,10.0,20000.0,1.0,120.0,160,112,5.0,4.0,4.0,2,2.0,2.0,2.0,2.0,6.0,1,60000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,1,3
+5085,5.0,2,5,9,25,2015,2,1946,1.0,1.0,1.0,1.0,0.0,1.0,120.0,162,120,4.0,4.0,4.0,1,3.0,2.0,2.0,5.0,7.0,3,90000.0,7.0,4.0,1.0,2.0,3,1.0,1.0,4.0,2.0,4,1
+5086,4.0,1,1,1,2,2015,2,1989,1.0,0.0,1.0,9.0,207421.0,1.0,100.0,168,120,5.0,5.0,5.0,2,1.0,5.0,4.0,2.0,5.0,1,154504.0,3.0,3.0,2.0,2.0,1,2.0,2.0,3.0,3.0,1,5
+5087,5.0,1,6,17,33,2015,2,1961,1.0,1.0,1.0,4.0,10672.0,1.0,90.0,154,106,5.0,4.0,4.0,1,2.0,5.0,1.0,2.0,4.0,5,55961.0,4.0,2.0,1.0,1.0,3,3.0,1.0,3.0,2.0,3,3
+5088,4.0,1,18,52,85,2015,1,1974,1.0,1.0,1.0,7.0,58431.0,1.0,100.0,165,120,4.0,5.0,4.0,2,4.0,4.0,4.0,2.0,4.0,1,20000.0,4.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,5
+5089,4.0,1,12,34,63,2015,2,1965,1.0,1.0,1.0,7.0,20000.0,1.0,74.0,152,88,4.0,4.0,4.0,2,3.0,5.0,3.0,2.0,5.0,5,120497.0,1.0,3.0,2.0,2.0,6,2.0,2.0,4.0,2.0,3,3
+5090,4.0,2,22,65,103,2015,1,1949,1.0,1.0,1.0,4.0,20000.0,1.0,200.0,170,150,3.0,4.0,3.0,2,2.0,3.0,1.0,2.0,5.0,2,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,3.0,4,3
+5091,2.0,1,6,12,28,2015,1,1963,1.0,1.0,1.0,4.0,25000.0,4.0,63.0,167,130,4.0,5.0,3.0,2,2.0,3.0,3.0,2.0,4.0,1,300000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,4.0,3,4
+5092,4.0,1,16,45,76,2015,2,1988,1.0,1.0,1.0,3.0,10000.0,1.0,90.0,160,120,5.0,4.0,4.0,1,1.0,3.0,2.0,4.0,5.0,4,20000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,3
+5093,3.0,2,31,89,134,2015,1,1950,1.0,1.0,1.0,3.0,600.0,1.0,70.0,170,120,4.0,4.0,4.0,1,2.0,3.0,1.0,4.0,1.0,3,600.0,2.0,1.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,1
+5094,4.0,2,21,62,98,2015,1,1965,1.0,0.0,3.0,4.0,25000.0,1.0,165.0,165,120,4.0,3.0,4.0,2,4.0,3.0,2.0,3.0,3.0,1,35000.0,2.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,4
+5095,4.0,1,11,30,53,2015,1,1953,1.0,1.0,1.0,6.0,0.0,4.0,200.0,174,130,4.0,5.0,5.0,2,3.0,4.0,5.0,1.0,3.0,1,120086.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,1
+5096,4.0,1,31,86,129,2015,2,1972,1.0,1.0,1.0,4.0,10000.0,1.0,35.0,160,106,5.0,2.0,4.0,1,1.0,2.0,1.0,1.0,1.0,1,40000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,3
+5097,4.0,1,16,46,77,2015,1,1992,1.0,1.0,1.0,12.0,0.0,4.0,120.0,168,120,4.0,4.0,4.0,2,3.0,4.0,4.0,4.0,3.0,6,90000.0,3.0,2.0,2.0,1.0,1,2.0,1.0,2.0,2.0,1,1
+5098,3.0,1,1,1,7,2015,2,1954,1.0,0.0,1.0,4.0,40000.0,1.0,40.0,155,100,3.0,3.0,4.0,2,3.0,4.0,2.0,3.0,4.0,5,80000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+5099,3.0,1,10,27,49,2015,2,1978,1.0,1.0,1.0,6.0,30000.0,1.0,87.0,158,120,3.0,5.0,5.0,2,1.0,3.0,2.0,2.0,2.0,1,60000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,3.0,3.0,2,4
+5100,5.0,2,17,50,83,2015,2,1972,1.0,1.0,1.0,4.0,8000.0,1.0,300.0,163,120,5.0,5.0,5.0,1,2.0,4.0,1.0,1.0,5.0,1,30000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,2
+5101,4.0,1,4,7,14,2015,1,1986,1.0,1.0,3.0,13.0,200000.0,4.0,18.0,174,144,4.0,5.0,5.0,2,2.0,4.0,5.0,4.0,6.0,1,200000.0,1.0,3.0,1.0,2.0,1,1.0,1.0,4.0,2.0,1,5
+5102,3.0,1,11,29,52,2015,2,1991,1.0,1.0,1.0,4.0,40000.0,1.0,100.0,158,120,4.0,5.0,5.0,5,3.0,3.0,2.0,2.0,3.0,1,50000.0,5.0,2.0,0.0,2.0,3,2.0,2.0,4.0,2.0,1,5
+5103,5.0,2,17,48,80,2015,1,1963,1.0,1.0,1.0,3.0,3000.0,1.0,50.0,170,120,5.0,5.0,5.0,1,2.0,4.0,1.0,4.0,8.0,4,3000.0,1.0,3.0,1.0,2.0,1,3.0,1.0,5.0,2.0,3,2
+5104,4.0,1,31,87,132,2015,1,1977,1.0,1.0,1.0,7.0,30000.0,4.0,47.0,168,140,3.0,5.0,4.0,2,3.0,3.0,3.0,2.0,5.0,1,60000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,4
+5105,4.0,1,6,13,29,2015,1,1936,1.0,1.0,1.0,4.0,2000.0,1.0,20.0,170,98,3.0,3.0,5.0,1,2.0,2.0,1.0,4.0,5.0,1,2000.0,1.0,2.0,1.0,2.0,5,1.0,2.0,3.0,3.0,4,2
+5106,4.0,2,31,86,129,2015,2,1955,1.0,0.0,9.0,3.0,0.0,1.0,112.0,168,120,2.0,1.0,1.0,1,2.0,4.0,1.0,1.0,1.0,4,20000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,2.0,2.0,3,1
+5107,4.0,2,19,56,90,2015,1,1994,1.0,1.0,1.0,4.0,70000.0,1.0,100.0,175,140,3.0,5.0,5.0,1,4.0,4.0,4.0,4.0,4.0,1,100000.0,5.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,5
+5108,4.0,1,19,59,95,2015,2,1979,1.0,1.0,1.0,4.0,30000.0,1.0,85.0,164,120,4.0,4.0,5.0,2,5.0,5.0,5.0,4.0,7.0,1,100000.0,5.0,4.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,4
+5109,4.0,1,16,44,75,2015,1,1955,1.0,1.0,1.0,6.0,20000.0,4.0,72.0,175,140,4.0,5.0,5.0,5,1.0,4.0,2.0,4.0,5.0,1,40000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,3
+5110,2.0,1,18,52,85,2015,2,1963,4.0,0.0,6.0,1.0,35000.0,1.0,80.0,168,130,4.0,4.0,4.0,1,3.0,3.0,2.0,2.0,4.0,3,30000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,4
+5111,2.0,1,28,81,122,2015,1,1993,1.0,1.0,1.0,8.0,20000.0,1.0,100.0,175,120,3.0,3.0,3.0,2,2.0,3.0,3.0,4.0,5.0,1,40000.0,4.0,3.0,1.0,2.0,1,3.0,2.0,4.0,3.0,1,3
+5112,3.0,1,2,3,10,2015,2,1967,4.0,0.0,2.0,1.0,40000.0,1.0,100.0,158,206,4.0,3.0,3.0,1,2.0,3.0,1.0,4.0,3.0,3,20000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+5113,4.0,2,21,64,101,2015,2,1937,1.0,1.0,1.0,1.0,1660.0,1.0,100.0,150,90,2.0,2.0,3.0,1,3.0,3.0,1.0,4.0,1.0,3,6000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,2
+5114,4.0,1,27,78,118,2015,2,1960,1.0,1.0,1.0,10.0,60000.0,1.0,108.0,166,130,3.0,4.0,4.0,5,4.0,3.0,4.0,4.0,6.0,1,80000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+5115,4.0,1,19,59,95,2015,1,1935,1.0,1.0,1.0,7.0,63000.0,1.0,120.0,177,150,4.0,4.0,4.0,2,5.0,5.0,5.0,4.0,3.0,5,95000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,5
+5116,4.0,1,18,53,87,2015,2,1995,1.0,1.0,1.0,6.0,0.0,1.0,100.0,164,120,5.0,5.0,5.0,1,3.0,3.0,3.0,2.0,3.0,5,30000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,1
+5117,4.0,2,15,42,73,2015,1,1974,1.0,1.0,1.0,4.0,50000.0,1.0,150.0,172,120,5.0,5.0,4.0,1,4.0,4.0,1.0,4.0,4.0,1,70000.0,3.0,3.0,1.0,1.0,3,3.0,1.0,4.0,2.0,2,5
+5118,4.0,2,19,56,90,2015,1,1964,1.0,1.0,1.0,4.0,50000.0,1.0,200.0,168,134,3.0,4.0,3.0,1,3.0,2.0,2.0,2.0,5.0,1,80000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+5119,4.0,1,1,1,5,2015,2,1951,1.0,1.0,1.0,6.0,36000.0,4.0,78.0,158,126,3.0,4.0,4.0,2,3.0,3.0,3.0,3.0,6.0,5,72000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,4
+5120,4.0,2,2,4,11,2015,2,1954,1.0,1.0,1.0,1.0,3000.0,1.0,100.0,156,100,3.0,3.0,4.0,1,4.0,3.0,1.0,4.0,5.0,3,12000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,2
+5121,4.0,2,22,66,106,2015,1,1968,1.0,1.0,1.0,4.0,60000.0,1.0,80.0,168,120,4.0,4.0,4.0,1,4.0,4.0,2.0,2.0,5.0,1,60000.0,3.0,2.0,2.0,2.0,3,3.0,3.0,2.0,3.0,2,5
+5122,2.0,2,17,50,83,2015,1,1971,1.0,1.0,1.0,1.0,15000.0,1.0,200.0,163,114,2.0,1.0,3.0,1,3.0,2.0,1.0,1.0,1.0,4,20000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,2.0,3.0,2,3
+5123,4.0,1,4,7,20,2015,2,1949,1.0,1.0,1.0,4.0,40000.0,1.0,54.0,156,150,2.0,3.0,4.0,4,2.0,2.0,2.0,2.0,2.0,5,80000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,5
+5124,4.0,1,27,80,120,2015,1,1961,1.0,1.0,1.0,4.0,20000.0,4.0,53.7,178,150,4.0,5.0,5.0,2,3.0,4.0,2.0,2.0,4.0,5,30000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,4.0,3.0,3,3
+5125,2.0,2,22,67,107,2015,1,1962,1.0,1.0,1.0,4.0,10000.0,1.0,100.0,168,126,4.0,3.0,3.0,1,1.0,2.0,1.0,5.0,6.0,3,20000.0,6.0,2.0,1.0,2.0,3,3.0,1.0,3.0,3.0,3,3
+5126,4.0,2,15,41,72,2015,2,1963,1.0,1.0,1.0,1.0,6000.0,1.0,100.0,160,110,2.0,2.0,2.0,1,3.0,1.0,1.0,2.0,3.0,2,16000.0,3.0,2.0,2.0,2.0,3,3.0,3.0,3.0,3.0,3,2
+5127,4.0,1,27,78,118,2015,2,1941,1.0,1.0,1.0,10.0,42000.0,4.0,80.0,157,150,2.0,2.0,3.0,2,2.0,4.0,1.0,4.0,5.0,5,200000.0,5.0,4.0,1.0,2.0,7,2.0,2.0,2.0,3.0,4,5
+5128,5.0,1,4,7,14,2015,1,1935,1.0,1.0,1.0,2.0,35000.0,1.0,50.0,170,110,2.0,4.0,5.0,2,3.0,5.0,1.0,5.0,5.0,5,50000.0,2.0,3.0,1.0,2.0,4,2.0,1.0,5.0,2.0,4,4
+5129,2.0,1,17,48,80,2015,2,1968,1.0,1.0,1.0,4.0,10000.0,1.0,70.0,160,120,3.0,5.0,5.0,2,1.0,4.0,1.0,2.0,6.0,5,50000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,2,3
+5130,5.0,1,2,3,10,2015,2,1953,1.0,0.0,6.0,3.0,20000.0,1.0,270.0,150,90,5.0,4.0,4.0,1,1.0,3.0,2.0,4.0,6.0,1,150000.0,6.0,4.0,2.0,1.0,3,1.0,1.0,3.0,2.0,3,3
+5131,3.0,2,2,2,9,2015,2,1964,8.0,1.0,1.0,3.0,6610.0,1.0,300.0,164,94,3.0,3.0,4.0,1,3.0,2.0,1.0,4.0,3.0,3,10000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,2
+5132,4.0,2,3,6,13,2015,1,1961,1.0,1.0,1.0,6.0,40000.0,1.0,100.0,180,145,4.0,3.0,4.0,1,2.0,3.0,1.0,4.0,4.0,1,50000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,2.0,2.0,3,5
+5133,4.0,2,22,65,104,2015,2,1964,1.0,1.0,1.0,4.0,10000.0,1.0,40.0,150,100,2.0,2.0,2.0,1,4.0,4.0,2.0,4.0,5.0,2,30000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,3
+5134,4.0,1,12,32,56,2015,1,1990,1.0,1.0,1.0,4.0,50000.0,1.0,35.0,172,120,4.0,4.0,3.0,1,4.0,3.0,2.0,4.0,5.0,1,68098.0,6.0,2.0,2.0,2.0,3,3.0,2.0,3.0,2.0,1,5
+5135,4.0,2,10,25,47,2015,2,1966,1.0,1.0,1.0,3.0,10000.0,1.0,300.0,160,105,4.0,5.0,5.0,1,1.0,3.0,1.0,4.0,6.0,4,50000.0,2.0,3.0,2.0,2.0,3,3.0,1.0,5.0,2.0,3,3
+5136,4.0,2,22,66,105,2015,2,1989,1.0,1.0,1.0,4.0,45000.0,1.0,450.0,155,84,3.0,3.0,5.0,1,3.0,4.0,2.0,3.0,5.0,5,45000.0,5.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,1,5
+5137,3.0,1,31,87,131,2015,2,1937,1.0,1.0,1.0,1.0,0.0,1.0,60.0,160,130,2.0,2.0,2.0,1,2.0,4.0,1.0,4.0,3.0,4,0.0,1.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,1
+5138,5.0,2,2,3,10,2015,1,1980,1.0,1.0,1.0,3.0,8000.0,1.0,50.0,165,100,3.0,4.0,3.0,1,2.0,3.0,1.0,5.0,5.0,2,8000.0,6.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,2
+5139,4.0,2,9,20,42,2015,1,1953,1.0,1.0,1.0,9.0,5000.0,1.0,809.0,168,134,4.0,4.0,4.0,4,5.0,5.0,1.0,4.0,8.0,2,11000.0,2.0,1.0,1.0,2.0,3,3.0,1.0,3.0,4.0,3,2
+5140,5.0,2,15,43,74,2015,1,1941,1.0,1.0,1.0,3.0,24000.0,4.0,50.0,170,150,4.0,4.0,4.0,1,5.0,5.0,1.0,4.0,7.0,5,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,4,4
+5141,4.0,2,17,50,83,2015,2,1983,1.0,1.0,1.0,4.0,200000.0,1.0,200.0,150,96,5.0,5.0,5.0,1,4.0,4.0,2.0,4.0,4.0,3,30000.0,5.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,1,5
+5142,2.0,1,21,64,102,2015,2,1963,1.0,1.0,1.0,3.0,5000.0,1.0,80.0,156,120,1.0,1.0,3.0,5,2.0,5.0,2.0,2.0,5.0,6,30000.0,4.0,2.0,1.0,2.0,3,2.0,3.0,4.0,3.0,3,2
+5143,5.0,1,22,66,106,2015,1,1958,1.0,1.0,1.0,6.0,30000.0,4.0,530.0,160,140,3.0,3.0,4.0,2,4.0,3.0,2.0,5.0,3.0,1,15000.0,9.0,3.0,2.0,2.0,3,2.0,1.0,3.0,3.0,3,4
+5144,5.0,1,9,20,42,2015,1,1983,1.0,1.0,1.0,10.0,40000.0,1.0,250.0,176,130,4.0,4.0,4.0,2,2.0,3.0,3.0,4.0,5.0,1,90000.0,5.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,5
+5145,4.0,1,22,65,104,2015,2,1947,1.0,1.0,6.0,4.0,20000.0,1.0,40.0,153,130,2.0,2.0,2.0,5,2.0,4.0,3.0,3.0,4.0,5,20000.0,1.0,2.0,0.0,2.0,7,3.0,2.0,4.0,3.0,4,3
+5146,4.0,1,1,1,8,2015,1,1982,1.0,1.0,1.0,9.0,50000.0,1.0,45.0,183,190,4.0,4.0,5.0,2,3.0,3.0,3.0,2.0,6.0,1,50000.0,1.0,1.0,1.0,2.0,1,3.0,2.0,4.0,3.0,2,5
+5147,5.0,2,5,9,25,2015,1,1994,1.0,1.0,1.0,10.0,0.0,1.0,112.0,178,120,5.0,5.0,4.0,1,2.0,3.0,3.0,4.0,3.0,6,50000.0,5.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,1
+5148,4.0,1,11,29,52,2015,2,1991,1.0,1.0,1.0,6.0,0.0,1.0,15.0,160,104,4.0,4.0,4.0,1,2.0,2.0,1.0,2.0,6.0,5,63988.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,1,1
+5149,5.0,2,15,43,74,2015,2,1934,1.0,1.0,1.0,1.0,8000.0,1.0,80.0,158,115,4.0,3.0,4.0,1,4.0,1.0,1.0,4.0,6.0,4,8000.0,2.0,4.0,1.0,2.0,3,2.0,2.0,3.0,2.0,5,2
+5150,4.0,1,19,57,93,2015,2,1945,1.0,1.0,1.0,1.0,20000.0,1.0,25.0,158,130,4.0,3.0,5.0,4,3.0,4.0,1.0,4.0,5.0,5,70000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,3
+5151,3.0,2,29,82,124,2015,1,1972,1.0,1.0,1.0,1.0,10000.0,1.0,30.0,167,98,4.0,4.0,4.0,1,3.0,3.0,1.0,4.0,3.0,3,20000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,3
+5152,3.0,1,4,7,21,2015,2,1950,1.0,1.0,1.0,9.0,60000.0,4.0,110.0,158,136,2.0,4.0,3.0,4,2.0,4.0,3.0,3.0,1.0,1,60000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,4.0,2.0,4,5
+5153,5.0,2,15,40,71,2015,1,1955,1.0,1.0,3.0,11.0,55000.0,4.0,300.0,169,140,3.0,3.0,4.0,4,4.0,3.0,3.0,3.0,4.0,1,100000.0,3.0,3.0,1.0,2.0,7,2.0,3.0,4.0,2.0,3,5
+5154,3.0,1,4,7,19,2015,2,1953,1.0,1.0,1.0,10.0,400000.0,1.0,90.0,170,130,4.0,5.0,3.0,2,2.0,4.0,2.0,4.0,4.0,5,400000.0,2.0,2.0,2.0,1.0,3,2.0,2.0,4.0,2.0,3,5
+5155,4.0,2,18,55,89,2015,1,1994,1.0,1.0,1.0,12.0,3000.0,2.0,100.0,173,125,5.0,5.0,5.0,1,3.0,4.0,4.0,2.0,5.0,1,30000.0,2.0,2.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,2
+5156,4.0,2,24,71,111,2015,1,1949,1.0,1.0,1.0,2.0,12000.0,1.0,100.0,168,110,4.0,4.0,4.0,1,2.0,3.0,1.0,3.0,5.0,4,12000.0,2.0,2.0,2.0,1.0,4,3.0,2.0,4.0,2.0,4,3
+5157,4.0,1,12,34,64,2015,2,1953,1.0,1.0,1.0,10.0,60000.0,4.0,130.0,160,96,3.0,3.0,3.0,4,4.0,4.0,4.0,2.0,7.0,5,500000.0,1.0,3.0,5.0,1.0,3,2.0,1.0,4.0,2.0,3,5
+5158,5.0,1,18,53,87,2015,2,1979,1.0,1.0,1.0,3.0,20000.0,1.0,100.0,169,120,3.0,3.0,2.0,1,2.0,2.0,2.0,1.0,1.0,1,70000.0,2.0,1.0,1.0,2.0,3,3.0,1.0,3.0,3.0,2,3
+5159,2.0,1,12,33,62,2015,2,1967,1.0,0.0,6.0,3.0,0.0,1.0,80.0,165,120,5.0,5.0,5.0,1,4.0,2.0,1.0,2.0,4.0,5,80000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,1
+5160,3.0,1,5,8,23,2015,1,1992,1.0,1.0,1.0,12.0,0.0,2.0,40.0,172,120,3.0,4.0,4.0,2,2.0,3.0,3.0,3.0,3.0,6,63566.0,1.0,3.0,1.0,2.0,1,2.0,2.0,3.0,3.0,1,1
+5161,3.0,1,4,7,14,2015,1,1958,1.0,1.0,1.0,7.0,40000.0,4.0,60.0,172,180,3.0,3.0,3.0,2,3.0,3.0,2.0,2.0,2.0,5,40000.0,2.0,1.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,5
+5162,4.0,1,24,70,110,2015,1,1972,1.0,1.0,1.0,3.0,60000.0,1.0,71.9,165,136,4.0,5.0,5.0,1,3.0,3.0,2.0,2.0,4.0,1,80000.0,4.0,2.0,1.0,1.0,3,2.0,3.0,3.0,2.0,2,5
+5163,4.0,2,31,89,134,2015,2,1966,1.0,1.0,1.0,3.0,40000.0,1.0,60.0,157,127,4.0,3.0,4.0,1,4.0,3.0,1.0,2.0,5.0,1,40000.0,1.0,3.0,2.0,2.0,3,2.0,1.0,5.0,3.0,3,5
+5164,4.0,2,10,28,51,2015,2,1982,1.0,1.0,1.0,4.0,50000.0,1.0,225.0,165,110,5.0,4.0,4.0,1,3.0,3.0,2.0,2.0,4.0,1,700000.0,5.0,2.0,2.0,1.0,3,3.0,1.0,4.0,3.0,2,5
+5165,4.0,1,12,32,59,2015,2,1986,1.0,1.0,1.0,12.0,24000.0,4.0,60.0,150,120,4.0,5.0,5.0,5,2.0,4.0,1.0,3.0,5.0,1,48000.0,3.0,2.0,0.0,2.0,3,3.0,1.0,3.0,3.0,1,4
+5166,5.0,1,31,87,131,2015,1,1976,1.0,1.0,1.0,4.0,40000.0,1.0,100.0,175,155,5.0,5.0,5.0,1,2.0,2.0,1.0,4.0,5.0,1,50000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+5167,4.0,2,13,35,65,2015,1,1966,6.0,1.0,1.0,4.0,20000.0,1.0,260.0,165,145,4.0,4.0,3.0,1,5.0,4.0,1.0,4.0,3.0,4,17000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,3
+5168,4.0,1,26,74,114,2015,2,1975,1.0,1.0,3.0,4.0,40000.0,1.0,80.0,150,100,4.0,4.0,4.0,1,3.0,2.0,2.0,4.0,4.0,1,80000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+5169,4.0,1,31,87,131,2015,2,1942,1.0,1.0,1.0,3.0,2000.0,1.0,37.0,155,102,4.0,4.0,4.0,1,4.0,4.0,2.0,4.0,1.0,3,4000.0,2.0,1.0,1.0,2.0,4,3.0,3.0,4.0,2.0,4,2
+5170,4.0,1,10,26,48,2015,2,1978,1.0,1.0,1.0,4.0,0.0,1.0,50.0,164,145,4.0,4.0,3.0,1,4.0,4.0,1.0,3.0,4.0,1,20000.0,3.0,2.0,0.0,2.0,3,2.0,1.0,5.0,2.0,2,1
+5171,3.0,1,1,1,3,2015,2,1937,1.0,1.0,1.0,4.0,40000.0,1.0,33.0,160,100,3.0,3.0,3.0,2,3.0,4.0,1.0,2.0,4.0,5,90000.0,2.0,2.0,1.0,2.0,7,2.0,3.0,4.0,2.0,4,5
+5172,4.0,1,10,26,48,2015,2,1991,1.0,1.0,1.0,6.0,30000.0,1.0,90.0,168,110,4.0,4.0,4.0,2,2.0,3.0,2.0,3.0,7.0,1,93643.0,4.0,3.0,1.0,1.0,2,2.0,2.0,4.0,2.0,1,4
+5173,5.0,1,4,7,17,2015,2,1993,1.0,1.0,1.0,10.0,30000.0,2.0,125.0,163,94,4.0,5.0,5.0,4,2.0,4.0,3.0,3.0,5.0,1,229595.0,4.0,3.0,1.0,1.0,1,2.0,1.0,3.0,3.0,1,4
+5174,3.0,1,12,32,61,2015,2,1978,1.0,1.0,1.0,6.0,0.0,1.0,80.0,160,130,4.0,5.0,3.0,1,4.0,4.0,3.0,1.0,5.0,5,30000.0,5.0,3.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,1
+5175,5.0,1,19,57,91,2015,2,1951,1.0,1.0,1.0,7.0,32977.0,1.0,60.0,160,100,2.0,3.0,2.0,5,2.0,4.0,3.0,4.0,6.0,5,38371.0,3.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,3,4
+5176,4.0,2,29,83,126,2015,2,1966,1.0,0.0,3.0,4.0,0.0,1.0,60.0,155,108,2.0,2.0,3.0,4,2.0,5.0,1.0,2.0,5.0,5,25000.0,3.0,3.0,0.0,2.0,3,3.0,2.0,5.0,2.0,3,1
+5177,4.0,2,17,50,83,2015,2,1984,1.0,1.0,1.0,4.0,4000.0,4.0,300.0,160,110,3.0,4.0,3.0,1,3.0,4.0,1.0,4.0,5.0,3,10000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,1,2
+5178,4.0,2,21,64,101,2015,1,1957,1.0,1.0,1.0,3.0,10000.0,1.0,102.0,164,115,3.0,3.0,4.0,1,4.0,4.0,1.0,4.0,5.0,4,30000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+5179,4.0,2,2,5,12,2015,1,1978,1.0,1.0,1.0,5.0,100000.0,1.0,100.0,170,120,4.0,4.0,4.0,1,3.0,2.0,2.0,4.0,7.0,1,130000.0,5.0,4.0,2.0,1.0,3,1.0,1.0,4.0,2.0,2,5
+5180,4.0,2,21,64,100,2015,1,1956,1.0,1.0,1.0,4.0,20000.0,1.0,150.0,175,140,5.0,4.0,4.0,1,3.0,3.0,1.0,3.0,4.0,3,50000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+5181,5.0,2,18,52,86,2015,1,1951,1.0,1.0,1.0,4.0,500.0,1.0,175.0,170,140,5.0,5.0,5.0,1,4.0,2.0,1.0,5.0,5.0,3,2440.0,2.0,3.0,2.0,2.0,4,3.0,1.0,4.0,2.0,3,1
+5182,4.0,1,21,61,97,2015,2,1955,1.0,1.0,1.0,4.0,27600.0,1.0,109.0,156,98,2.0,4.0,5.0,2,3.0,4.0,2.0,3.0,6.0,5,42600.0,2.0,4.0,1.0,2.0,3,2.0,1.0,4.0,1.0,3,4
+5183,5.0,2,23,69,109,2015,1,1962,1.0,1.0,3.0,6.0,20000.0,1.0,120.0,174,110,5.0,4.0,3.0,1,3.0,5.0,4.0,4.0,5.0,1,20000.0,2.0,3.0,1.0,1.0,3,3.0,3.0,1.0,3.0,3,3
+5184,4.0,1,1,1,2,2015,2,1958,1.0,1.0,1.0,4.0,38400.0,1.0,37.0,158,98,4.0,5.0,5.0,2,3.0,5.0,4.0,3.0,4.0,5,110400.0,3.0,3.0,1.0,2.0,3,2.0,3.0,3.0,4.0,3,4
+5185,4.0,1,10,26,48,2015,2,1945,1.0,0.0,4.0,1.0,20000.0,1.0,70.0,170,150,4.0,3.0,4.0,1,3.0,4.0,1.0,4.0,4.0,4,30000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,3
+5186,4.0,1,27,78,118,2015,1,1977,1.0,1.0,1.0,10.0,60000.0,1.0,131.0,174,144,5.0,4.0,4.0,5,4.0,3.0,2.0,2.0,3.0,1,100000.0,5.0,3.0,1.0,1.0,3,2.0,1.0,4.0,3.0,2,5
+5187,3.0,2,28,81,121,2015,2,1967,1.0,0.0,4.0,2.0,20000.0,1.0,90.0,160,140,3.0,3.0,3.0,1,5.0,4.0,2.0,2.0,2.0,5,30000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,3
+5188,4.0,2,13,36,66,2015,1,1955,6.0,1.0,1.0,4.0,7500.0,1.0,250.0,167,160,3.0,4.0,5.0,1,4.0,4.0,1.0,5.0,5.0,3,15000.0,6.0,3.0,1.0,2.0,3,3.0,1.0,2.0,2.0,3,2
+5189,4.0,2,27,77,117,2015,1,1982,1.0,1.0,1.0,4.0,20000.0,1.0,220.0,175,160,5.0,5.0,5.0,1,4.0,4.0,2.0,4.0,3.0,3,35000.0,7.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+5190,3.0,2,6,15,31,2015,1,1986,1.0,1.0,1.0,7.0,80000.0,1.0,200.0,175,160,4.0,3.0,3.0,1,3.0,3.0,3.0,3.0,4.0,1,100000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,1,5
+5191,4.0,1,22,67,107,2015,1,1989,1.0,1.0,1.0,10.0,20000.0,4.0,120.0,176,120,4.0,5.0,5.0,2,1.0,2.0,4.0,3.0,5.0,1,40000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,3
+5192,5.0,2,9,23,45,2015,2,1968,1.0,1.0,1.0,1.0,20000.0,1.0,90.0,153,102,2.0,3.0,4.0,1,2.0,4.0,1.0,4.0,10.0,1,70000.0,1.0,4.0,1.0,2.0,3,2.0,2.0,5.0,2.0,2,3
+5193,3.0,1,12,32,55,2015,2,1942,1.0,0.0,1.0,12.0,21600.0,1.0,55.0,150,130,3.0,4.0,5.0,5,1.0,5.0,2.0,3.0,1.0,5,63600.0,3.0,2.0,0.0,2.0,7,3.0,1.0,2.0,2.0,4,3
+5194,4.0,2,10,24,46,2015,1,1960,4.0,0.0,6.0,6.0,5000.0,1.0,50.0,175,140,5.0,4.0,4.0,1,2.0,4.0,1.0,4.0,5.0,2,60000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,2
+5195,4.0,2,6,13,29,2015,1,1963,1.0,1.0,1.0,3.0,30000.0,1.0,175.0,170,140,4.0,4.0,4.0,1,4.0,3.0,2.0,4.0,3.0,3,60000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,4
+5196,4.0,1,5,8,23,2015,2,1933,1.0,1.0,1.0,3.0,1000.0,1.0,47.0,158,114,4.0,4.0,4.0,2,2.0,3.0,1.0,3.0,4.0,5,13000.0,1.0,2.0,1.0,2.0,7,2.0,3.0,3.0,2.0,5,1
+5197,3.0,2,29,84,127,2015,2,1968,1.0,1.0,1.0,3.0,20000.0,1.0,40.0,150,90,5.0,4.0,5.0,1,4.0,2.0,2.0,4.0,5.0,3,20000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,3.0,2,3
+5198,4.0,1,1,1,4,2015,2,1953,1.0,1.0,1.0,4.0,36000.0,1.0,60.7,168,135,4.0,4.0,4.0,2,3.0,3.0,2.0,4.0,5.0,5,108000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+5199,5.0,1,21,64,101,2015,2,1957,1.0,1.0,1.0,4.0,30000.0,1.0,360.0,160,110,3.0,3.0,4.0,4,4.0,3.0,1.0,4.0,4.0,5,200000.0,4.0,4.0,1.0,1.0,3,1.0,1.0,4.0,2.0,3,4
+5200,4.0,1,21,64,102,2015,2,1964,1.0,0.0,4.0,4.0,30000.0,1.0,110.0,163,184,2.0,3.0,3.0,4,2.0,4.0,4.0,4.0,5.0,5,30000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,3,4
+5201,2.0,1,4,7,15,2015,2,1961,1.0,1.0,1.0,6.0,45000.0,1.0,60.0,155,100,1.0,2.0,3.0,5,2.0,5.0,4.0,1.0,3.0,5,80000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,5
+5202,4.0,1,4,7,17,2015,1,1945,1.0,1.0,1.0,7.0,45000.0,4.0,90.0,169,135,4.0,5.0,5.0,5,1.0,5.0,5.0,2.0,5.0,5,60000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,4.0,4,5
+5203,4.0,2,18,55,89,2015,2,1974,1.0,1.0,1.0,4.0,29000.0,1.0,216.0,155,110,5.0,5.0,4.0,1,3.0,2.0,5.0,4.0,6.0,2,50000.0,2.0,3.0,1.0,2.0,7,2.0,1.0,3.0,2.0,2,4
+5204,5.0,1,30,85,128,2015,1,1956,1.0,1.0,1.0,4.0,30000.0,4.0,80.0,160,130,4.0,5.0,5.0,2,2.0,5.0,2.0,4.0,6.0,5,80000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,5.0,2.0,3,4
+5205,4.0,1,16,47,79,2015,2,1945,1.0,1.0,1.0,1.0,1000.0,1.0,300.0,160,108,3.0,3.0,3.0,1,4.0,4.0,1.0,3.0,4.0,4,60000.0,3.0,3.0,1.0,2.0,7,3.0,2.0,3.0,2.0,4,1
+5206,5.0,2,18,54,88,2015,2,1976,1.0,1.0,1.0,4.0,45000.0,1.0,200.0,156,105,5.0,5.0,5.0,1,4.0,4.0,3.0,4.0,6.0,1,50000.0,5.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+5207,4.0,2,11,30,53,2015,1,1984,1.0,1.0,1.0,12.0,60000.0,2.0,150.0,180,150,5.0,5.0,4.0,2,3.0,4.0,2.0,4.0,5.0,5,100000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,1,5
+5208,4.0,1,16,46,78,2015,1,1993,1.0,1.0,1.0,12.0,15000.0,2.0,60.0,170,130,5.0,5.0,4.0,2,3.0,4.0,5.0,4.0,7.0,1,15000.0,1.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,3
+5209,3.0,1,1,1,4,2015,1,1978,1.0,1.0,1.0,13.0,208000.0,1.0,57.2,171,136,4.0,5.0,5.0,2,3.0,3.0,3.0,3.0,5.0,1,280000.0,3.0,1.0,2.0,1.0,3,3.0,2.0,3.0,3.0,2,5
+5210,4.0,2,18,52,86,2015,1,1997,1.0,1.0,1.0,6.0,0.0,1.0,120.0,175,100,5.0,3.0,3.0,1,2.0,3.0,5.0,4.0,3.0,6,30000.0,3.0,2.0,1.0,2.0,1,3.0,2.0,3.0,2.0,1,1
+5211,4.0,1,10,24,46,2015,1,1954,1.0,1.0,1.0,3.0,0.0,1.0,100.0,172,170,5.0,4.0,4.0,4,2.0,3.0,2.0,4.0,4.0,1,2100.0,2.0,2.0,1.0,2.0,3,2.0,3.0,4.0,2.0,3,1
+5212,4.0,2,18,51,84,2015,1,1971,1.0,1.0,1.0,4.0,45000.0,1.0,140.0,170,160,3.0,1.0,5.0,1,4.0,4.0,4.0,3.0,6.0,5,90000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+5213,3.0,1,22,65,103,2015,2,1948,1.0,0.0,4.0,3.0,0.0,1.0,60.0,160,120,2.0,2.0,4.0,4,1.0,1.0,1.0,1.0,2.0,4,30000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,4.0,4,1
+5214,4.0,2,31,86,129,2015,2,1973,1.0,1.0,1.0,4.0,1676.0,1.0,40.0,155,126,4.0,5.0,5.0,1,3.0,3.0,1.0,3.0,4.0,6,39684.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,2
+5215,4.0,1,15,42,73,2015,2,1956,1.0,1.0,1.0,3.0,0.0,1.0,120.0,157,123,4.0,3.0,4.0,1,3.0,2.0,1.0,2.0,6.0,4,70000.0,5.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,3,1
+5216,4.0,1,21,63,99,2015,2,1967,1.0,0.0,3.0,3.0,10000.0,1.0,70.0,169,130,4.0,3.0,4.0,1,3.0,3.0,2.0,1.0,2.0,3,20000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,2,3
+5217,4.0,1,6,17,33,2015,2,1980,1.0,1.0,1.0,10.0,60000.0,1.0,140.0,153,90,5.0,5.0,5.0,5,1.0,4.0,2.0,4.0,6.0,1,60000.0,4.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+5218,4.0,1,4,7,15,2015,1,1987,1.0,1.0,1.0,7.0,60000.0,1.0,50.0,170,120,5.0,5.0,4.0,2,3.0,3.0,3.0,2.0,4.0,1,100000.0,2.0,3.0,1.0,2.0,1,2.0,1.0,5.0,2.0,1,5
+5219,3.0,2,31,88,133,2015,1,1966,1.0,1.0,1.0,3.0,10000.0,1.0,60.0,160,120,4.0,3.0,2.0,1,2.0,4.0,1.0,3.0,3.0,2,10000.0,2.0,3.0,1.0,2.0,4,2.0,1.0,3.0,3.0,3,3
+5220,3.0,1,21,63,99,2015,2,1967,1.0,1.0,1.0,6.0,70000.0,1.0,70.0,165,120,3.0,4.0,4.0,1,2.0,3.0,2.0,2.0,3.0,1,10000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,2,5
+5221,5.0,1,17,50,83,2015,2,1962,1.0,1.0,1.0,4.0,20000.0,1.0,90.0,163,100,4.0,4.0,4.0,2,2.0,4.0,2.0,4.0,5.0,1,40000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+5222,4.0,1,16,47,79,2015,2,1968,1.0,1.0,1.0,4.0,10000.0,1.0,140.0,150,80,4.0,4.0,4.0,4,4.0,3.0,2.0,4.0,3.0,5,40000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,3
+5223,4.0,1,16,45,76,2015,1,1946,1.0,1.0,1.0,3.0,20000.0,1.0,114.0,168,110,4.0,5.0,3.0,1,1.0,4.0,1.0,3.0,5.0,2,20000.0,2.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,3
+5224,3.0,1,1,1,4,2015,1,1953,1.0,1.0,1.0,4.0,42000.0,1.0,62.9,169,103,3.0,3.0,3.0,2,3.0,2.0,1.0,3.0,6.0,5,130000.0,4.0,2.0,1.0,1.0,6,2.0,2.0,3.0,2.0,3,5
+5225,4.0,2,17,50,83,2015,2,1976,1.0,1.0,1.0,3.0,800.0,1.0,144.0,159,128,2.0,3.0,3.0,1,4.0,4.0,1.0,3.0,3.0,2,30000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,1
+5226,4.0,1,21,63,99,2015,2,1937,1.0,0.0,6.0,3.0,25000.0,1.0,60.0,158,130,3.0,4.0,5.0,2,2.0,3.0,1.0,4.0,5.0,5,30000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,4
+5227,4.0,1,31,86,129,2015,1,1990,1.0,1.0,1.0,6.0,20000.0,1.0,46.0,175,110,4.0,5.0,5.0,2,5.0,5.0,1.0,4.0,4.0,1,50000.0,2.0,3.0,1.0,2.0,1,3.0,2.0,3.0,2.0,1,3
+5228,4.0,1,16,47,79,2015,1,1952,1.0,1.0,1.0,3.0,10000.0,1.0,140.0,158,100,4.0,4.0,4.0,1,4.0,4.0,3.0,4.0,4.0,3,20000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,3
+5229,3.0,2,23,69,109,2015,2,1951,1.0,1.0,1.0,1.0,840.0,1.0,100.0,155,85,1.0,1.0,2.0,1,1.0,3.0,1.0,4.0,1.0,4,2000.0,2.0,1.0,1.0,2.0,7,3.0,1.0,5.0,2.0,3,1
+5230,3.0,2,6,14,30,2015,1,1954,1.0,1.0,1.0,4.0,3000.0,1.0,30.0,155,86,2.0,4.0,4.0,1,4.0,3.0,1.0,4.0,5.0,3,30000.0,1.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,2
+5231,4.0,1,22,65,104,2015,1,1948,1.0,1.0,1.0,4.0,20000.0,1.0,40.0,150,100,3.0,3.0,4.0,2,2.0,3.0,1.0,4.0,4.0,5,20000.0,2.0,2.0,0.0,2.0,3,3.0,1.0,2.0,3.0,4,3
+5232,2.0,2,29,82,124,2015,1,1962,1.0,1.0,1.0,4.0,8000.0,1.0,80.0,175,106,2.0,3.0,3.0,1,3.0,3.0,2.0,4.0,3.0,3,35000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,2
+5233,4.0,1,11,29,52,2015,2,1953,1.0,1.0,1.0,3.0,0.0,1.0,50.0,155,120,3.0,4.0,3.0,1,4.0,4.0,3.0,3.0,2.0,4,4000.0,2.0,2.0,1.0,2.0,4,3.0,3.0,4.0,2.0,3,1
+5234,4.0,2,18,51,84,2015,2,1968,1.0,1.0,1.0,3.0,3000.0,1.0,90.0,163,100,5.0,5.0,4.0,1,4.0,3.0,1.0,2.0,4.0,3,40000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,5.0,2.0,2,2
+5235,4.0,1,17,49,82,2015,2,1986,1.0,1.0,1.0,12.0,36000.0,1.0,140.0,155,48,5.0,4.0,4.0,1,2.0,4.0,3.0,4.0,1.0,1,130000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,4
+5236,4.0,2,9,23,45,2015,2,1957,1.0,1.0,1.0,1.0,1000.0,1.0,100.0,163,100,3.0,3.0,2.0,1,2.0,2.0,1.0,3.0,3.0,3,2000.0,3.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,3,1
+5237,4.0,2,2,2,9,2015,2,1965,8.0,1.0,1.0,4.0,10000.0,2.0,400.0,165,130,2.0,3.0,4.0,1,2.0,3.0,1.0,3.0,6.0,4,15000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0,3,3
+5238,2.0,1,4,7,14,2015,1,1984,1.0,1.0,1.0,10.0,40000.0,1.0,50.0,180,190,3.0,5.0,5.0,2,3.0,3.0,3.0,1.0,1.0,1,60000.0,3.0,1.0,1.0,2.0,1,3.0,3.0,3.0,3.0,1,5
+5239,5.0,2,17,50,83,2015,1,1991,1.0,1.0,1.0,3.0,30000.0,1.0,300.0,175,120,5.0,5.0,5.0,1,5.0,5.0,2.0,4.0,5.0,1,65000.0,6.0,3.0,2.0,2.0,3,2.0,2.0,2.0,1.0,1,4
+5240,5.0,2,31,87,130,2015,2,1944,1.0,0.0,2.0,1.0,4000.0,1.0,65.0,155,100,4.0,4.0,5.0,1,5.0,5.0,1.0,4.0,6.0,4,4000.0,1.0,3.0,1.0,2.0,7,2.0,1.0,3.0,2.0,4,2
+5241,5.0,1,12,32,61,2015,1,1973,1.0,1.0,1.0,4.0,0.0,1.0,200.0,160,140,4.0,4.0,3.0,4,2.0,2.0,1.0,4.0,4.0,1,0.0,5.0,3.0,0.0,1.0,3,1.0,2.0,3.0,1.0,2,1
+5242,4.0,1,4,7,22,2015,1,1973,1.0,1.0,1.0,4.0,22000.0,1.0,91.0,176,171,3.0,3.0,5.0,4,2.0,2.0,1.0,4.0,1.0,1,40000.0,3.0,2.0,1.0,1.0,3,3.0,2.0,3.0,3.0,2,3
+5243,4.0,1,7,18,35,2015,1,1955,1.0,1.0,1.0,4.0,36000.0,1.0,17.0,176,130,3.0,3.0,4.0,2,2.0,4.0,3.0,4.0,5.0,5,60000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,4
+5244,3.0,2,5,10,26,2015,1,1976,1.0,1.0,1.0,6.0,20000.0,1.0,60.0,173,130,5.0,5.0,5.0,1,3.0,3.0,3.0,3.0,1.0,3,40000.0,3.0,2.0,1.0,2.0,1,3.0,2.0,3.0,3.0,2,3
+5245,4.0,1,26,74,114,2015,2,1949,8.0,1.0,1.0,3.0,24000.0,1.0,70.0,155,110,4.0,5.0,4.0,4,1.0,3.0,2.0,2.0,4.0,5,24000.0,3.0,2.0,1.0,2.0,7,2.0,3.0,3.0,2.0,4,4
+5246,4.0,2,19,57,92,2015,2,1962,1.0,0.0,1.0,1.0,33000.0,1.0,250.0,156,115,5.0,4.0,4.0,4,1.0,3.0,2.0,4.0,5.0,4,100000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,3,4
+5247,4.0,2,29,84,127,2015,1,1972,1.0,1.0,1.0,4.0,3000.0,1.0,120.0,160,120,4.0,4.0,3.0,1,4.0,4.0,1.0,4.0,3.0,1,15000.0,5.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,2,2
+5248,4.0,1,12,32,60,2015,2,1964,1.0,0.0,1.0,3.0,15000.0,1.0,100.0,160,102,3.0,3.0,2.0,4,2.0,4.0,3.0,4.0,1.0,1,15000.0,4.0,3.0,1.0,2.0,3,2.0,3.0,5.0,3.0,3,3
+5249,3.0,1,8,19,41,2015,2,1961,4.0,0.0,9.0,3.0,0.0,1.0,100.0,160,120,2.0,2.0,1.0,1,1.0,4.0,1.0,2.0,2.0,4,30000.0,3.0,2.0,1.0,1.0,3,2.0,3.0,3.0,4.0,3,1
+5250,4.0,2,2,2,9,2015,1,1960,8.0,0.0,1.0,4.0,20000.0,4.0,300.0,178,120,2.0,3.0,3.0,1,2.0,4.0,2.0,4.0,4.0,2,80000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,3
+5251,5.0,1,1,1,4,2015,2,1944,1.0,1.0,1.0,7.0,78000.0,4.0,56.9,176,120,2.0,3.0,4.0,2,4.0,4.0,2.0,4.0,6.0,5,96000.0,2.0,2.0,1.0,2.0,3,1.0,3.0,2.0,2.0,4,5
+5252,4.0,1,1,1,4,2015,2,1984,1.0,1.0,1.0,7.0,60000.0,1.0,79.0,162,105,4.0,4.0,4.0,2,3.0,4.0,3.0,3.0,5.0,1,216000.0,5.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,1,5
+5253,4.0,2,29,82,124,2015,1,1955,1.0,1.0,1.0,1.0,40000.0,1.0,170.0,152,105,4.0,4.0,4.0,1,3.0,3.0,1.0,4.0,3.0,4,70000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,3.0,3,5
+5254,4.0,1,12,32,61,2015,1,1988,1.0,1.0,1.0,12.0,200000.0,1.0,70.0,177,100,4.0,5.0,5.0,1,2.0,3.0,4.0,4.0,2.0,1,300000.0,6.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,5
+5255,4.0,1,6,16,32,2015,2,1950,1.0,1.0,1.0,3.0,30000.0,1.0,100.0,155,90,3.0,3.0,3.0,2,3.0,2.0,3.0,4.0,3.0,5,40000.0,1.0,3.0,1.0,2.0,7,2.0,3.0,4.0,2.0,4,4
+5256,5.0,1,12,34,64,2015,1,1980,1.0,1.0,1.0,11.0,5000000.0,4.0,190.0,170,128,5.0,5.0,4.0,2,3.0,3.0,3.0,5.0,7.0,1,5000000.0,3.0,4.0,4.0,1.0,3,1.0,2.0,5.0,2.0,2,5
+5257,4.0,1,6,12,28,2015,2,1969,1.0,1.0,1.0,6.0,30000.0,1.0,115.0,150,130,5.0,5.0,5.0,4,1.0,3.0,1.0,1.0,1.0,1,60000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,4
+5258,4.0,1,27,80,120,2015,1,1973,1.0,1.0,1.0,6.0,24000.0,1.0,70.0,175,130,4.0,4.0,4.0,2,2.0,3.0,2.0,4.0,4.0,1,36000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,2,4
+5259,4.0,1,21,63,99,2015,2,1953,1.0,1.0,1.0,3.0,10000.0,1.0,60.0,156,130,4.0,4.0,4.0,2,4.0,3.0,2.0,4.0,3.0,1,20000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,4.0,2.0,3,3
+5260,4.0,1,21,64,100,2015,2,1942,1.0,1.0,1.0,7.0,30000.0,1.0,78.0,165,110,2.0,2.0,2.0,2,2.0,4.0,1.0,2.0,5.0,5,60000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,5.0,3.0,4,4
+5261,3.0,1,6,14,30,2015,2,1935,1.0,1.0,1.0,1.0,0.0,1.0,100.0,156,90,3.0,3.0,3.0,1,2.0,4.0,2.0,4.0,4.0,4,50000.0,3.0,3.0,1.0,2.0,7,3.0,2.0,3.0,2.0,4,1
+5262,3.0,2,24,72,112,2015,2,1942,1.0,1.0,1.0,1.0,600.0,1.0,180.0,155,110,4.0,4.0,4.0,1,3.0,2.0,1.0,3.0,2.0,4,50000.0,1.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,4,1
+5263,4.0,1,15,43,74,2015,2,1990,1.0,1.0,1.0,12.0,54000.0,1.0,90.0,163,50,4.0,4.0,4.0,2,4.0,4.0,3.0,2.0,7.0,1,140000.0,5.0,4.0,2.0,1.0,3,2.0,2.0,4.0,3.0,1,5
+5264,3.0,1,24,72,112,2015,2,1974,1.0,0.0,5.0,9.0,15000.0,1.0,100.0,158,90,4.0,5.0,5.0,2,2.0,2.0,2.0,4.0,5.0,1,100000.0,4.0,3.0,1.0,2.0,3,3.0,2.0,3.0,4.0,2,3
+5265,4.0,2,16,47,79,2015,2,1976,1.0,1.0,1.0,3.0,18000.0,1.0,97.0,150,94,3.0,4.0,5.0,1,2.0,3.0,1.0,1.0,10.0,2,40000.0,6.0,2.0,1.0,2.0,3,3.0,1.0,2.0,2.0,2,3
+5266,4.0,1,12,33,62,2015,1,1980,1.0,1.0,1.0,4.0,60000.0,1.0,40.0,162,110,4.0,4.0,5.0,1,4.0,1.0,1.0,3.0,4.0,1,60000.0,5.0,2.0,0.0,2.0,3,3.0,1.0,4.0,2.0,2,5
+5267,4.0,1,16,46,77,2015,2,1996,1.0,1.0,1.0,12.0,0.0,2.0,100.0,160,92,5.0,5.0,5.0,1,3.0,4.0,3.0,3.0,5.0,6,100000.0,1.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,1
+5268,5.0,1,15,43,74,2015,2,1968,1.0,1.0,1.0,6.0,90000.0,1.0,88.0,165,126,4.0,4.0,4.0,5,4.0,4.0,4.0,2.0,5.0,1,160000.0,2.0,3.0,1.0,1.0,4,2.0,1.0,2.0,2.0,2,5
+5269,4.0,1,31,86,129,2015,1,1952,1.0,1.0,1.0,4.0,17000.0,1.0,77.0,173,155,4.0,1.0,4.0,2,1.0,5.0,2.0,5.0,3.0,5,45000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,3,3
+5270,4.0,1,19,57,93,2015,2,1956,1.0,1.0,1.0,12.0,150000.0,4.0,190.0,157,120,3.0,4.0,5.0,2,4.0,4.0,4.0,2.0,6.0,1,250000.0,2.0,4.0,2.0,1.0,3,2.0,3.0,5.0,2.0,3,5
+5271,5.0,2,6,14,30,2015,1,1995,1.0,1.0,1.0,12.0,0.0,2.0,90.0,170,130,5.0,5.0,5.0,1,4.0,4.0,4.0,2.0,1.0,6,8000.0,6.0,2.0,1.0,2.0,1,3.0,2.0,4.0,2.0,1,1
+5272,4.0,1,27,79,119,2015,2,1957,1.0,1.0,1.0,4.0,17000.0,1.0,56.0,159,120,4.0,5.0,5.0,2,3.0,5.0,2.0,3.0,5.0,5,42000.0,2.0,3.0,0.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+5273,4.0,1,16,46,77,2015,1,1964,1.0,1.0,1.0,4.0,100000.0,1.0,120.0,167,100,4.0,4.0,4.0,1,4.0,3.0,3.0,3.0,4.0,5,150000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,5
+5274,4.0,1,11,31,54,2015,2,1990,1.0,1.0,1.0,12.0,40000.0,1.0,130.0,166,100,4.0,5.0,5.0,2,2.0,3.0,4.0,4.0,2.0,1,80000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,5
+5275,4.0,1,1,1,1,2015,2,1937,1.0,1.0,1.0,6.0,36000.0,4.0,100.0,155,110,3.0,4.0,4.0,2,4.0,4.0,2.0,4.0,5.0,5,36000.0,1.0,3.0,1.0,2.0,7,2.0,3.0,3.0,2.0,4,4
+5276,4.0,2,24,72,112,2015,2,1956,1.0,1.0,3.0,3.0,3000.0,1.0,140.0,157,120,3.0,3.0,5.0,1,4.0,4.0,1.0,4.0,4.0,3,30981.0,1.0,3.0,2.0,2.0,4,3.0,2.0,3.0,2.0,3,2
+5277,4.0,2,21,62,98,2015,2,1966,8.0,1.0,3.0,3.0,1000.0,1.0,240.0,166,127,2.0,3.0,3.0,1,3.0,3.0,1.0,4.0,5.0,2,120000.0,3.0,3.0,2.0,2.0,3,2.0,1.0,3.0,2.0,3,1
+5278,4.0,2,2,2,9,2015,2,1970,8.0,0.0,3.0,4.0,0.0,1.0,40.0,158,130,1.0,2.0,2.0,1,2.0,4.0,3.0,2.0,1.0,5,50000.0,2.0,1.0,1.0,2.0,3,3.0,3.0,3.0,3.0,2,1
+5279,5.0,1,26,76,116,2015,2,1980,1.0,0.0,3.0,12.0,30000.0,2.0,120.0,156,102,4.0,5.0,5.0,5,2.0,2.0,4.0,4.0,6.0,1,100000.0,3.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,2,4
+5280,4.0,1,27,77,117,2015,1,1978,1.0,1.0,1.0,7.0,97736.0,1.0,90.0,180,185,3.0,4.0,4.0,2,2.0,2.0,2.0,4.0,4.0,1,261017.0,3.0,4.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+5281,4.0,2,29,84,127,2015,2,1987,1.0,1.0,1.0,4.0,15000.0,1.0,100.0,160,110,4.0,5.0,5.0,1,5.0,4.0,1.0,4.0,5.0,5,60000.0,4.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,1,3
+5282,3.0,1,18,55,89,2015,2,1973,1.0,1.0,1.0,4.0,0.0,1.0,110.0,175,150,4.0,5.0,4.0,1,2.0,3.0,2.0,2.0,4.0,1,8000.0,4.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,1
+5283,4.0,1,26,76,116,2015,2,1938,1.0,1.0,4.0,1.0,5000.0,1.0,70.0,150,80,4.0,5.0,5.0,5,4.0,4.0,1.0,4.0,5.0,2,84373.0,2.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,2
+5284,2.0,2,22,65,103,2015,2,1955,1.0,1.0,1.0,1.0,0.0,1.0,80.0,150,90,2.0,3.0,4.0,1,4.0,1.0,1.0,2.0,2.0,4,2000.0,2.0,1.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,1
+5285,4.0,1,16,45,76,2015,1,1933,1.0,1.0,1.0,1.0,4800.0,1.0,120.0,165,100,3.0,3.0,3.0,2,4.0,4.0,1.0,4.0,5.0,5,4800.0,2.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,5,2
+5286,4.0,2,18,54,88,2015,1,1974,1.0,1.0,1.0,4.0,0.0,1.0,270.0,160,135,4.0,5.0,4.0,1,2.0,3.0,2.0,2.0,5.0,4,35000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,2,1
+5287,4.0,1,21,64,100,2015,2,1945,1.0,1.0,1.0,4.0,35000.0,2.0,120.0,156,140,3.0,4.0,4.0,2,4.0,4.0,3.0,4.0,6.0,5,70000.0,2.0,4.0,1.0,2.0,3,1.0,2.0,4.0,2.0,4,4
+5288,3.0,2,6,12,28,2015,1,1956,1.0,1.0,1.0,3.0,0.0,1.0,100.0,163,108,2.0,4.0,4.0,5,2.0,3.0,1.0,4.0,7.0,5,0.0,2.0,2.0,1.0,2.0,3,3.0,2.0,2.0,3.0,3,1
+5289,5.0,2,10,28,51,2015,1,1947,1.0,1.0,1.0,3.0,11020.0,1.0,84.0,175,134,4.0,5.0,5.0,1,3.0,2.0,1.0,4.0,4.0,3,15000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,3
+5290,4.0,2,3,6,13,2015,1,1947,1.0,1.0,1.0,4.0,4000.0,4.0,50.0,170,112,4.0,4.0,4.0,1,3.0,3.0,2.0,3.0,1.0,4,4000.0,2.0,1.0,1.0,2.0,3,2.0,2.0,4.0,3.0,4,2
+5291,4.0,2,10,25,47,2015,2,1962,1.0,1.0,1.0,4.0,5000.0,1.0,100.0,163,137,4.0,3.0,3.0,1,1.0,4.0,1.0,3.0,2.0,4,20000.0,3.0,3.0,1.0,2.0,3,3.0,1.0,3.0,3.0,3,2
+5292,3.0,2,22,66,106,2015,2,1962,1.0,1.0,1.0,3.0,2000.0,1.0,200.0,150,110,4.0,4.0,2.0,1,4.0,3.0,1.0,2.0,2.0,3,3000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,2
+5293,4.0,1,16,47,79,2015,1,1946,1.0,1.0,1.0,4.0,0.0,1.0,300.0,155,110,2.0,2.0,3.0,1,2.0,4.0,1.0,2.0,5.0,4,20000.0,1.0,3.0,1.0,2.0,7,2.0,1.0,3.0,2.0,4,1
+5294,4.0,1,9,20,42,2015,1,1962,1.0,1.0,1.0,3.0,15000.0,1.0,120.0,166,122,4.0,4.0,4.0,2,2.0,3.0,1.0,4.0,5.0,1,0.0,2.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,3
+5295,4.0,1,27,77,117,2015,2,1966,1.0,1.0,1.0,12.0,48000.0,4.0,148.0,166,155,4.0,5.0,4.0,5,2.0,3.0,3.0,3.0,5.0,1,96000.0,2.0,4.0,2.0,1.0,3,1.0,2.0,5.0,3.0,3,5
+5296,4.0,1,2,2,9,2015,2,1979,8.0,1.0,1.0,12.0,30000.0,4.0,130.0,167,116,5.0,5.0,3.0,2,4.0,4.0,3.0,4.0,5.0,1,200000.0,8.0,4.0,3.0,1.0,3,2.0,2.0,3.0,2.0,2,4
+5297,4.0,2,10,26,48,2015,2,1954,1.0,1.0,1.0,4.0,0.0,1.0,150.0,155,105,3.0,3.0,3.0,1,3.0,3.0,1.0,4.0,3.0,4,60000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,1
+5298,3.0,2,2,2,9,2015,2,1952,8.0,0.0,4.0,3.0,0.0,1.0,250.0,150,80,2.0,2.0,3.0,1,2.0,4.0,1.0,4.0,5.0,4,30000.0,7.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,1
+5299,4.0,1,12,32,56,2015,1,1979,1.0,1.0,1.0,12.0,100000.0,1.0,82.0,166,120,3.0,3.0,3.0,4,2.0,4.0,3.0,2.0,4.0,1,100000.0,2.0,2.0,1.0,2.0,3,2.0,3.0,4.0,3.0,2,5
+5300,4.0,2,2,5,12,2015,2,1951,8.0,1.0,1.0,1.0,2000.0,1.0,70.0,150,80,3.0,2.0,4.0,1,4.0,3.0,1.0,4.0,4.0,3,2000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,2
+5301,5.0,1,4,7,19,2015,1,1979,4.0,0.0,1.0,6.0,30000.0,1.0,55.0,170,130,5.0,5.0,4.0,2,3.0,3.0,5.0,3.0,5.0,6,30000.0,1.0,2.0,1.0,2.0,1,3.0,1.0,2.0,2.0,2,4
+5302,4.0,1,13,37,68,2015,2,1948,1.0,1.0,1.0,4.0,22800.0,1.0,250.0,148,76,1.0,2.0,3.0,4,3.0,4.0,2.0,4.0,5.0,5,103518.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,3
+5303,4.0,1,1,1,3,2015,1,1949,1.0,1.0,1.0,4.0,45600.0,1.0,34.7,176,170,3.0,4.0,3.0,1,4.0,4.0,2.0,4.0,6.0,1,45600.0,1.0,4.0,1.0,2.0,6,2.0,1.0,4.0,2.0,4,5
+5304,3.0,2,4,7,22,2015,2,1969,1.0,1.0,1.0,4.0,20000.0,1.0,72.0,150,100,4.0,5.0,5.0,2,2.0,2.0,1.0,2.0,3.0,1,50000.0,4.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+5305,4.0,2,16,45,76,2015,1,1940,1.0,1.0,1.0,1.0,15000.0,1.0,110.0,155,130,3.0,3.0,3.0,1,4.0,3.0,2.0,3.0,5.0,3,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,3
+5306,4.0,2,17,49,82,2015,2,1974,1.0,1.0,1.0,4.0,0.0,1.0,150.0,162,138,2.0,3.0,4.0,1,2.0,4.0,2.0,3.0,4.0,1,60000.0,4.0,2.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,1
+5307,4.0,1,30,85,128,2015,2,1973,1.0,1.0,1.0,4.0,13000.0,1.0,49.0,148,114,2.0,3.0,5.0,4,1.0,2.0,1.0,4.0,7.0,1,36000.0,2.0,2.0,0.0,2.0,4,3.0,2.0,2.0,2.0,2,3
+5308,2.0,1,5,8,23,2015,1,1963,1.0,1.0,1.0,6.0,5000.0,2.0,62.0,170,135,2.0,3.0,2.0,2,1.0,4.0,1.0,2.0,4.0,5,7000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,2
+5309,4.0,2,21,61,97,2015,1,1987,1.0,1.0,1.0,4.0,50000.0,1.0,230.0,175,124,5.0,5.0,5.0,1,4.0,3.0,3.0,4.0,4.0,1,50000.0,4.0,2.0,1.0,2.0,1,3.0,3.0,2.0,3.0,1,5
+5310,5.0,1,22,66,106,2015,2,1938,1.0,1.0,1.0,1.0,15000.0,1.0,80.0,150,80,2.0,3.0,3.0,5,1.0,2.0,1.0,5.0,2.0,5,20000.0,1.0,2.0,1.0,2.0,7,3.0,3.0,5.0,2.0,4,3
+5311,4.0,2,16,45,76,2015,1,1954,1.0,1.0,1.0,6.0,15000.0,1.0,120.0,165,108,3.0,3.0,3.0,1,4.0,2.0,1.0,2.0,5.0,3,15000.0,2.0,3.0,1.0,2.0,3,1.0,2.0,4.0,2.0,3,3
+5312,4.0,2,26,74,114,2015,1,1969,1.0,1.0,1.0,3.0,3000.0,1.0,240.0,160,90,4.0,4.0,4.0,1,4.0,2.0,1.0,4.0,5.0,3,6000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,2
+5313,5.0,1,9,20,42,2015,2,1966,1.0,1.0,1.0,12.0,60000.0,3.0,226.0,152,102,4.0,5.0,5.0,2,4.0,2.0,2.0,4.0,6.0,1,120000.0,2.0,4.0,2.0,1.0,3,1.0,2.0,3.0,2.0,3,5
+5314,2.0,2,2,4,11,2015,2,1984,1.0,0.0,1.0,1.0,6000.0,1.0,120.0,160,110,3.0,3.0,4.0,1,2.0,2.0,1.0,4.0,5.0,3,7000.0,5.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,1,2
+5315,4.0,2,2,2,9,2015,2,1967,8.0,1.0,1.0,4.0,30000.0,1.0,700.0,165,121,3.0,2.0,4.0,1,2.0,4.0,3.0,3.0,5.0,1,90000.0,2.0,2.0,1.0,1.0,3,2.0,2.0,3.0,1.0,2,4
+5316,4.0,1,21,64,100,2015,2,1966,1.0,1.0,1.0,6.0,24000.0,1.0,73.0,163,108,4.0,4.0,4.0,5,4.0,4.0,2.0,4.0,5.0,1,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,4
+5317,4.0,2,18,52,86,2015,1,1945,1.0,1.0,1.0,3.0,16000.0,4.0,160.0,170,110,4.0,4.0,4.0,4,3.0,3.0,2.0,3.0,6.0,2,20000.0,3.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,3
+5318,2.0,1,16,45,76,2015,2,1931,1.0,1.0,1.0,1.0,1500.0,1.0,80.0,150,90,2.0,3.0,3.0,1,2.0,4.0,1.0,3.0,5.0,3,5000.0,2.0,1.0,1.0,2.0,3,3.0,2.0,3.0,2.0,5,2
+5319,3.0,2,10,26,48,2015,2,1953,1.0,1.0,1.0,1.0,5000.0,1.0,100.0,160,100,1.0,1.0,2.0,1,2.0,2.0,2.0,4.0,3.0,4,15000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,5.0,2.0,3,2
+5320,4.0,2,26,76,116,2015,1,1962,1.0,1.0,4.0,4.0,8000.0,1.0,250.0,170,120,4.0,5.0,5.0,1,4.0,4.0,1.0,4.0,5.0,3,8000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+5321,4.0,2,10,25,47,2015,2,1971,1.0,1.0,1.0,4.0,6000.0,1.0,100.0,160,120,5.0,5.0,5.0,1,4.0,4.0,4.0,4.0,5.0,5,30000.0,4.0,3.0,1.0,2.0,3,3.0,1.0,5.0,3.0,2,2
+5322,5.0,1,17,49,82,2015,1,1988,1.0,1.0,1.0,12.0,64494.0,1.0,130.0,176,155,5.0,4.0,4.0,2,4.0,3.0,3.0,4.0,4.0,1,90523.0,2.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,1,5
+5323,1.0,2,31,87,130,2015,1,1989,3.0,1.0,1.0,3.0,0.0,1.0,50.0,170,110,3.0,5.0,4.0,1,5.0,5.0,1.0,1.0,1.0,6,5000.0,3.0,1.0,1.0,2.0,1,3.0,3.0,2.0,4.0,1,1
+5324,4.0,1,31,89,134,2015,2,1964,1.0,1.0,1.0,4.0,40000.0,1.0,40.0,158,140,4.0,3.0,3.0,2,4.0,4.0,2.0,4.0,4.0,1,50000.0,2.0,2.0,3.0,2.0,7,2.0,2.0,4.0,2.0,3,5
+5325,4.0,2,5,10,26,2015,2,1947,1.0,1.0,1.0,3.0,3000.0,1.0,60.0,156,92,4.0,4.0,3.0,1,3.0,3.0,1.0,4.0,3.0,4,6000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,2
+5326,4.0,2,5,8,24,2015,1,1974,1.0,1.0,1.0,3.0,30000.0,1.0,65.0,165,123,4.0,4.0,4.0,1,2.0,2.0,2.0,4.0,3.0,1,60000.0,2.0,3.0,0.0,2.0,3,3.0,2.0,3.0,3.0,2,4
+5327,4.0,2,21,61,97,2015,2,1951,1.0,1.0,1.0,4.0,4500.0,1.0,300.0,153,102,2.0,4.0,4.0,1,5.0,4.0,3.0,4.0,6.0,3,4500.0,1.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0,3,2
+5328,4.0,1,1,1,7,2015,1,1954,1.0,1.0,1.0,4.0,40800.0,1.0,41.0,170,123,4.0,4.0,4.0,2,3.0,2.0,1.0,4.0,8.0,5,40800.0,1.0,2.0,2.0,2.0,3,2.0,2.0,3.0,3.0,3,5
+5329,2.0,2,3,6,13,2015,1,1953,1.0,1.0,1.0,14.0,600.0,1.0,45.0,175,115,4.0,4.0,3.0,1,2.0,2.0,1.0,1.0,6.0,3,600.0,2.0,1.0,1.0,2.0,3,3.0,3.0,2.0,3.0,3,1
+5330,4.0,1,27,78,118,2015,2,1978,1.0,1.0,1.0,12.0,36000.0,1.0,120.0,174,140,3.0,5.0,3.0,2,2.0,5.0,1.0,1.0,3.0,1,125000.0,4.0,2.0,1.0,1.0,3,3.0,3.0,5.0,3.0,2,4
+5331,3.0,1,21,63,99,2015,1,1968,1.0,1.0,1.0,4.0,100000.0,1.0,80.0,175,150,5.0,5.0,5.0,1,1.0,3.0,1.0,3.0,3.0,1,100000.0,2.0,2.0,2.0,2.0,3,2.0,1.0,4.0,3.0,2,5
+5332,4.0,2,26,74,114,2015,2,1976,1.0,1.0,1.0,4.0,27681.0,1.0,600.0,160,130,5.0,5.0,4.0,1,3.0,4.0,1.0,2.0,4.0,3,69725.0,4.0,3.0,1.0,1.0,3,2.0,2.0,3.0,3.0,2,4
+5333,4.0,1,18,55,89,2015,2,1945,1.0,1.0,1.0,1.0,0.0,1.0,80.0,160,114,2.0,4.0,2.0,1,3.0,2.0,2.0,4.0,5.0,4,20371.0,1.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,1
+5334,3.0,2,29,82,124,2015,1,1953,1.0,1.0,1.0,1.0,8000.0,1.0,60.0,173,130,3.0,3.0,3.0,1,3.0,1.0,1.0,3.0,3.0,3,8000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,4.0,2.0,3,2
+5335,3.0,2,31,87,132,2015,2,1969,1.0,1.0,1.0,3.0,30000.0,1.0,18.0,160,130,3.0,2.0,3.0,1,1.0,5.0,1.0,3.0,1.0,2,30000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,4
+5336,4.0,1,1,1,4,2015,1,1971,1.0,1.0,1.0,6.0,26400.0,1.0,78.7,172,140,4.0,4.0,4.0,2,3.0,3.0,3.0,4.0,5.0,1,150000.0,5.0,3.0,2.0,2.0,4,3.0,2.0,3.0,3.0,2,4
+5337,5.0,1,21,61,97,2015,2,1980,1.0,1.0,1.0,4.0,35000.0,1.0,160.0,150,80,5.0,5.0,5.0,2,2.0,3.0,3.0,1.0,5.0,5,50000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,4
+5338,4.0,1,31,87,131,2015,2,1940,1.0,1.0,1.0,1.0,0.0,1.0,50.0,160,90,2.0,3.0,4.0,1,2.0,2.0,2.0,2.0,1.0,3,2000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,5.0,2.0,4,1
+5339,4.0,2,18,52,85,2015,1,1944,1.0,1.0,1.0,3.0,12000.0,4.0,130.0,172,120,5.0,5.0,5.0,1,4.0,2.0,2.0,4.0,3.0,4,40000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,4,3
+5340,4.0,2,29,84,127,2015,1,1953,1.0,1.0,1.0,4.0,50000.0,1.0,200.0,170,130,2.0,2.0,2.0,1,3.0,3.0,5.0,2.0,10.0,1,10000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,2.0,2.0,3,5
+5341,4.0,2,10,28,51,2015,1,1988,1.0,1.0,1.0,4.0,100000.0,1.0,120.0,178,180,4.0,4.0,4.0,1,3.0,5.0,5.0,4.0,5.0,1,600000.0,4.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,1,5
+5342,4.0,1,19,57,92,2015,1,1958,1.0,1.0,1.0,6.0,42597.0,1.0,60.0,160,120,4.0,4.0,4.0,1,3.0,2.0,1.0,4.0,6.0,1,150000.0,4.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,3,5
+5343,4.0,2,18,52,86,2015,2,1968,1.0,1.0,2.0,3.0,10000.0,1.0,400.0,160,110,2.0,2.0,4.0,1,4.0,4.0,3.0,4.0,5.0,3,40000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,2,3
+5344,3.0,1,9,22,44,2015,1,1967,1.0,1.0,1.0,3.0,10000.0,1.0,40.0,165,110,3.0,3.0,3.0,1,3.0,4.0,1.0,2.0,5.0,1,10000.0,3.0,2.0,0.0,2.0,3,3.0,3.0,4.0,2.0,2,3
+5345,5.0,1,1,1,8,2015,1,1951,1.0,1.0,3.0,9.0,100800.0,4.0,53.0,175,157,4.0,4.0,4.0,2,4.0,4.0,4.0,4.0,7.0,5,163200.0,2.0,4.0,2.0,2.0,3,1.0,3.0,4.0,2.0,3,5
+5346,4.0,2,31,87,130,2015,2,1990,1.0,1.0,1.0,4.0,0.0,1.0,40.0,165,140,4.0,3.0,4.0,1,3.0,4.0,1.0,4.0,5.0,4,0.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,1
+5347,5.0,1,4,7,19,2015,1,1983,1.0,1.0,1.0,12.0,48000.0,1.0,90.0,176,110,5.0,5.0,3.0,5,4.0,5.0,5.0,4.0,6.0,1,80000.0,5.0,3.0,3.0,1.0,3,2.0,1.0,4.0,2.0,1,5
+5348,3.0,2,9,23,45,2015,1,1956,1.0,1.0,1.0,6.0,20000.0,1.0,240.0,165,120,5.0,5.0,4.0,1,2.0,2.0,2.0,3.0,6.0,1,50000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+5349,4.0,1,12,33,62,2015,2,1930,1.0,1.0,1.0,3.0,0.0,1.0,100.0,157,70,2.0,2.0,3.0,1,3.0,2.0,1.0,3.0,5.0,4,31019.0,1.0,3.0,2.0,2.0,7,2.0,2.0,3.0,2.0,5,1
+5350,4.0,1,4,7,19,2015,2,1983,3.0,1.0,1.0,12.0,70000.0,1.0,60.0,160,104,3.0,5.0,4.0,2,3.0,4.0,3.0,3.0,4.0,1,150000.0,3.0,3.0,1.0,1.0,3,3.0,2.0,4.0,2.0,1,5
+5351,4.0,1,30,85,128,2015,2,1962,1.0,1.0,1.0,4.0,22800.0,2.0,42.8,162,130,4.0,4.0,3.0,2,2.0,3.0,3.0,1.0,6.0,5,46800.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+5352,4.0,2,18,54,88,2015,1,1953,1.0,0.0,8.0,4.0,0.0,4.0,50.0,175,130,2.0,2.0,4.0,1,2.0,3.0,2.0,4.0,6.0,4,1500.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,1
+5353,5.0,1,12,32,57,2015,2,1970,1.0,0.0,1.0,4.0,0.0,1.0,97.0,160,138,4.0,5.0,5.0,1,2.0,4.0,1.0,1.0,5.0,4,200000.0,4.0,3.0,2.0,1.0,3,2.0,1.0,2.0,2.0,2,1
+5354,5.0,2,6,13,29,2015,2,1924,1.0,1.0,1.0,1.0,2782.0,1.0,200.0,152,88,4.0,4.0,3.0,1,2.0,4.0,1.0,3.0,6.0,4,10000.0,3.0,2.0,1.0,2.0,7,2.0,2.0,3.0,2.0,5,2
+5355,3.0,2,10,24,46,2015,2,1942,1.0,1.0,1.0,1.0,0.0,1.0,40.0,150,80,3.0,2.0,3.0,1,4.0,4.0,1.0,4.0,2.0,3,0.0,1.0,2.0,1.0,2.0,7,3.0,2.0,5.0,4.0,4,1
+5356,4.0,2,6,17,33,2015,1,1960,1.0,1.0,1.0,3.0,3360.0,1.0,70.0,162,108,2.0,3.0,4.0,1,4.0,4.0,1.0,4.0,4.0,4,4800.0,2.0,2.0,1.0,2.0,1,3.0,1.0,4.0,2.0,3,2
+5357,4.0,1,12,34,63,2015,2,1990,1.0,1.0,1.0,7.0,36000.0,1.0,65.0,158,100,4.0,4.0,4.0,1,2.0,3.0,2.0,2.0,3.0,1,70000.0,2.0,2.0,0.0,2.0,3,3.0,2.0,4.0,2.0,1,4
+5358,4.0,1,1,1,3,2015,1,1989,1.0,1.0,1.0,12.0,80000.0,2.0,40.0,178,160,4.0,4.0,4.0,2,4.0,4.0,4.0,3.0,3.0,1,80000.0,2.0,3.0,1.0,2.0,1,2.0,1.0,4.0,3.0,1,5
+5359,4.0,2,6,14,30,2015,1,1944,1.0,1.0,1.0,3.0,1000.0,1.0,90.0,165,120,1.0,2.0,3.0,1,2.0,4.0,1.0,4.0,2.0,3,30000.0,2.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,1
+5360,4.0,1,15,40,71,2015,2,1973,1.0,1.0,1.0,11.0,70000.0,1.0,126.0,156,112,2.0,3.0,3.0,2,3.0,4.0,3.0,4.0,5.0,1,70000.0,2.0,3.0,1.0,1.0,6,2.0,2.0,4.0,3.0,2,5
+5361,4.0,2,5,8,23,2015,1,1994,1.0,1.0,1.0,7.0,40000.0,1.0,105.0,177,125,5.0,5.0,4.0,2,4.0,4.0,3.0,4.0,6.0,1,40000.0,1.0,3.0,0.0,2.0,1,2.0,2.0,3.0,2.0,1,5
+5362,4.0,1,2,5,12,2015,1,1973,1.0,1.0,2.0,4.0,61106.0,1.0,70.0,170,150,3.0,4.0,4.0,1,4.0,3.0,2.0,4.0,4.0,1,74896.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,5
+5363,4.0,1,26,75,115,2015,2,1975,1.0,1.0,1.0,5.0,55000.0,1.0,83.0,155,94,3.0,3.0,4.0,2,4.0,4.0,2.0,3.0,3.0,1,90000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,5
+5364,2.0,1,27,77,117,2015,1,1954,1.0,1.0,1.0,4.0,30000.0,1.0,28.0,175,150,4.0,3.0,2.0,5,2.0,5.0,1.0,2.0,3.0,5,30000.0,1.0,3.0,3.0,2.0,3,2.0,1.0,4.0,3.0,3,4
+5365,4.0,1,1,1,6,2015,2,1983,1.0,1.0,1.0,12.0,800000.0,4.0,92.0,168,116,5.0,5.0,4.0,2,4.0,4.0,4.0,3.0,5.0,1,180000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,1,5
+5366,4.0,2,2,3,10,2015,2,1976,4.0,0.0,3.0,6.0,6000.0,1.0,300.0,160,102,4.0,5.0,3.0,1,2.0,4.0,2.0,3.0,5.0,1,50000.0,6.0,4.0,1.0,1.0,3,2.0,3.0,3.0,2.0,2,2
+5367,4.0,1,27,78,118,2015,2,1993,1.0,1.0,1.0,6.0,26400.0,1.0,18.0,160,100,4.0,3.0,2.0,1,4.0,3.0,2.0,4.0,3.0,1,26400.0,1.0,3.0,0.0,2.0,1,2.0,2.0,3.0,2.0,1,4
+5368,4.0,1,21,64,102,2015,1,1967,1.0,1.0,1.0,6.0,50000.0,1.0,35.0,178,176,5.0,5.0,4.0,4,2.0,2.0,2.0,1.0,5.0,1,90000.0,2.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,5
+5369,4.0,1,29,82,124,2015,2,1949,1.0,0.0,2.0,3.0,1200.0,4.0,75.0,165,135,3.0,3.0,5.0,4,2.0,4.0,2.0,1.0,3.0,6,30000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,2
+5370,4.0,1,24,71,111,2015,1,1957,1.0,0.0,5.0,3.0,0.0,1.0,108.0,170,110,4.0,3.0,5.0,5,4.0,3.0,2.0,4.0,6.0,1,50000.0,6.0,2.0,1.0,2.0,3,3.0,2.0,2.0,3.0,3,1
+5371,4.0,2,22,65,104,2015,1,1949,8.0,1.0,1.0,1.0,5000.0,1.0,120.0,166,130,4.0,4.0,4.0,1,2.0,3.0,1.0,4.0,3.0,4,3000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,2
+5372,4.0,2,29,83,126,2015,2,1945,1.0,1.0,1.0,7.0,600.0,4.0,40.0,156,100,3.0,3.0,3.0,1,4.0,4.0,1.0,4.0,5.0,2,1200.0,2.0,3.0,1.0,2.0,3,3.0,3.0,5.0,3.0,4,1
+5373,4.0,2,28,81,123,2015,1,1951,1.0,1.0,1.0,1.0,3000.0,1.0,180.0,160,110,2.0,4.0,3.0,1,2.0,4.0,1.0,4.0,4.0,3,8000.0,2.0,3.0,2.0,2.0,3,3.0,1.0,3.0,2.0,3,2
+5374,4.0,1,21,64,101,2015,1,1945,1.0,1.0,1.0,4.0,20000.0,4.0,75.0,150,120,3.0,4.0,3.0,4,5.0,5.0,5.0,4.0,5.0,5,30000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,4,3
+5375,5.0,1,5,8,23,2015,2,1994,1.0,0.0,1.0,12.0,0.0,2.0,84.0,163,120,5.0,5.0,3.0,2,3.0,4.0,5.0,3.0,5.0,6,150000.0,3.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,1
+5376,4.0,2,9,22,44,2015,1,1948,1.0,1.0,1.0,1.0,6000.0,1.0,90.0,168,120,5.0,3.0,4.0,1,3.0,1.0,1.0,1.0,3.0,3,28234.0,2.0,2.0,1.0,2.0,7,3.0,1.0,3.0,2.0,4,2
+5377,5.0,1,19,59,95,2015,2,1965,1.0,1.0,1.0,6.0,0.0,2.0,54.4,159,91,2.0,2.0,5.0,2,1.0,5.0,1.0,1.0,1.0,5,0.0,3.0,3.0,0.0,2.0,6,3.0,2.0,3.0,2.0,3,1
+5378,3.0,1,22,67,107,2015,1,1952,1.0,1.0,1.0,4.0,24000.0,1.0,50.0,170,140,4.0,5.0,2.0,5,5.0,5.0,3.0,4.0,3.0,5,40000.0,2.0,3.0,0.0,2.0,3,2.0,2.0,3.0,3.0,3,4
+5379,4.0,1,21,64,101,2015,1,1964,1.0,1.0,1.0,11.0,40000.0,4.0,130.0,177,148,4.0,5.0,5.0,4,3.0,4.0,3.0,4.0,5.0,5,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+5380,4.0,1,15,43,74,2015,2,1973,1.0,1.0,1.0,3.0,2100.0,1.0,102.0,156,132,5.0,5.0,5.0,1,3.0,5.0,1.0,2.0,3.0,5,60000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,2
+5381,4.0,2,19,57,92,2015,2,1968,1.0,0.0,4.0,5.0,46108.0,1.0,200.0,157,102,2.0,2.0,3.0,4,3.0,3.0,2.0,2.0,3.0,1,94577.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,5
+5382,4.0,2,9,21,43,2015,2,1968,1.0,1.0,1.0,1.0,3000.0,1.0,300.0,160,110,2.0,2.0,4.0,1,3.0,2.0,1.0,3.0,8.0,2,90000.0,2.0,4.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,2
+5383,4.0,1,31,89,134,2015,1,1996,1.0,1.0,1.0,10.0,0.0,2.0,80.0,174,100,5.0,5.0,4.0,2,2.0,3.0,4.0,4.0,5.0,6,30000.0,3.0,3.0,1.0,1.0,1,2.0,2.0,4.0,2.0,1,1
+5384,3.0,2,16,46,77,2015,2,1975,1.0,1.0,1.0,3.0,10000.0,1.0,150.0,152,105,3.0,3.0,4.0,1,3.0,2.0,2.0,4.0,6.0,1,15000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,2.0,3.0,2,3
+5385,4.0,2,21,62,98,2015,1,1965,8.0,1.0,1.0,7.0,15000.0,4.0,270.0,167,130,4.0,5.0,5.0,2,3.0,2.0,4.0,3.0,3.0,1,27000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,3
+5386,3.0,1,7,18,35,2015,1,1958,1.0,1.0,1.0,4.0,0.0,1.0,15.0,175,120,3.0,4.0,4.0,5,1.0,4.0,1.0,3.0,2.0,5,24000.0,3.0,2.0,0.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+5387,4.0,1,13,36,67,2015,1,1939,1.0,1.0,1.0,10.0,50000.0,1.0,140.0,171,128,4.0,3.0,5.0,5,3.0,3.0,4.0,4.0,4.0,5,300000.0,2.0,3.0,3.0,1.0,3,2.0,2.0,5.0,2.0,4,5
+5388,4.0,1,22,65,103,2015,1,1992,1.0,1.0,1.0,12.0,40000.0,4.0,130.0,168,140,5.0,5.0,4.0,1,4.0,4.0,4.0,4.0,5.0,1,100000.0,4.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,1,5
+5389,4.0,2,29,84,127,2015,1,1991,1.0,1.0,1.0,4.0,5000.0,1.0,150.0,170,120,4.0,5.0,4.0,1,4.0,4.0,1.0,4.0,5.0,3,15000.0,6.0,3.0,1.0,2.0,1,3.0,2.0,3.0,3.0,1,2
+5390,5.0,1,31,87,130,2015,1,1943,1.0,1.0,1.0,4.0,28800.0,1.0,66.5,170,130,2.0,2.0,3.0,2,1.0,3.0,1.0,4.0,5.0,5,54000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,4
+5391,4.0,1,29,82,125,2015,1,1978,1.0,1.0,1.0,7.0,50000.0,1.0,110.0,172,125,5.0,4.0,4.0,5,2.0,3.0,3.0,4.0,6.0,1,60000.0,3.0,4.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+5392,2.0,2,6,16,32,2015,1,1955,1.0,1.0,1.0,1.0,10000.0,1.0,120.0,156,100,3.0,4.0,3.0,1,3.0,2.0,1.0,2.0,4.0,3,10000.0,2.0,1.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,3
+5393,4.0,2,31,87,130,2015,1,1964,1.0,1.0,1.0,3.0,15000.0,1.0,80.0,167,100,4.0,4.0,4.0,1,2.0,3.0,1.0,4.0,4.0,3,20000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,3
+5394,4.0,1,7,18,36,2015,2,1993,1.0,1.0,1.0,10.0,40000.0,2.0,50.0,165,88,4.0,4.0,4.0,2,2.0,4.0,3.0,3.0,1.0,1,100000.0,2.0,3.0,1.0,2.0,1,2.0,1.0,2.0,2.0,1,5
+5395,2.0,2,2,4,11,2015,2,1978,1.0,1.0,4.0,1.0,500.0,1.0,100.0,160,100,2.0,2.0,3.0,1,1.0,3.0,1.0,3.0,1.0,3,1000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,1
+5396,4.0,1,31,88,133,2015,1,1965,1.0,1.0,1.0,4.0,0.0,1.0,40.0,165,140,4.0,4.0,5.0,2,4.0,4.0,1.0,1.0,1.0,1,20000.0,3.0,1.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,1
+5397,4.0,1,12,32,55,2015,1,1969,1.0,1.0,1.0,13.0,300000.0,1.0,150.0,170,150,4.0,5.0,4.0,5,2.0,4.0,4.0,2.0,7.0,1,600000.0,2.0,4.0,1.0,1.0,3,1.0,1.0,2.0,2.0,2,5
+5398,4.0,2,2,4,11,2015,2,1997,1.0,1.0,1.0,3.0,50075.0,1.0,100.0,150,100,4.0,4.0,4.0,1,3.0,2.0,1.0,4.0,3.0,1,4000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,1,5
+5399,4.0,1,19,59,95,2015,2,1951,1.0,1.0,1.0,4.0,25000.0,1.0,73.0,155,115,2.0,3.0,4.0,2,2.0,4.0,1.0,2.0,1.0,5,50000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,3,4
+5400,4.0,1,1,1,3,2015,1,1959,1.0,1.0,1.0,5.0,26400.0,1.0,39.9,177,130,3.0,3.0,4.0,2,2.0,2.0,2.0,4.0,4.0,5,133200.0,3.0,3.0,2.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+5401,4.0,1,22,67,107,2015,2,1982,1.0,1.0,1.0,4.0,20000.0,1.0,25.0,150,90,3.0,5.0,1.0,1,2.0,5.0,5.0,3.0,3.0,1,20000.0,2.0,2.0,0.0,2.0,3,3.0,2.0,4.0,2.0,2,3
+5402,5.0,1,24,71,111,2015,2,1964,1.0,0.0,8.0,10.0,84000.0,1.0,109.0,156,110,4.0,4.0,5.0,5,3.0,4.0,3.0,4.0,6.0,1,120000.0,3.0,3.0,3.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+5403,4.0,1,19,56,90,2015,1,1970,1.0,1.0,1.0,4.0,200000.0,1.0,120.0,180,160,4.0,5.0,5.0,1,4.0,4.0,1.0,4.0,6.0,1,400000.0,4.0,4.0,3.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+5404,2.0,2,24,71,111,2015,2,1933,1.0,0.0,6.0,1.0,7500.0,1.0,200.0,140,90,2.0,1.0,2.0,1,3.0,4.0,1.0,2.0,4.0,4,19200.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,5,2
+5405,4.0,1,5,8,24,2015,2,1982,1.0,1.0,3.0,4.0,0.0,1.0,40.0,166,120,4.0,4.0,4.0,1,2.0,4.0,2.0,4.0,4.0,1,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,2,1
+5406,4.0,2,21,64,100,2015,2,1955,1.0,1.0,1.0,3.0,7000.0,1.0,170.0,160,120,4.0,3.0,3.0,1,3.0,4.0,1.0,4.0,5.0,3,30000.0,5.0,4.0,2.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+5407,4.0,1,11,31,54,2015,2,1975,1.0,1.0,1.0,12.0,10000.0,1.0,150.0,167,120,4.0,5.0,5.0,2,2.0,1.0,1.0,4.0,5.0,1,200000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,3
+5408,4.0,2,13,36,66,2015,1,1943,8.0,0.0,4.0,3.0,2400.0,1.0,250.0,170,93,3.0,3.0,3.0,1,4.0,4.0,1.0,4.0,2.0,5,2400.0,1.0,1.0,1.0,2.0,1,3.0,3.0,4.0,3.0,4,2
+5409,5.0,2,17,49,82,2015,2,1960,1.0,1.0,1.0,4.0,2000.0,1.0,200.0,160,128,4.0,4.0,4.0,1,3.0,4.0,2.0,2.0,9.0,4,10000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,2
+5410,4.0,2,18,52,85,2015,1,1943,1.0,1.0,1.0,4.0,0.0,1.0,400.0,165,140,4.0,5.0,4.0,1,1.0,5.0,1.0,4.0,5.0,4,30000.0,5.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,4,1
+5411,4.0,1,8,19,41,2015,2,1996,4.0,0.0,4.0,4.0,4451.0,1.0,20.0,160,100,5.0,4.0,5.0,1,4.0,4.0,1.0,3.0,6.0,6,100000.0,3.0,3.0,1.0,1.0,3,3.0,2.0,4.0,2.0,1,2
+5412,3.0,1,29,82,125,2015,1,1983,1.0,1.0,1.0,4.0,24000.0,1.0,24.0,176,160,3.0,4.0,4.0,2,2.0,3.0,2.0,2.0,5.0,1,32400.0,3.0,2.0,0.0,2.0,3,3.0,2.0,2.0,3.0,1,4
+5413,3.0,2,29,82,124,2015,2,1941,1.0,1.0,1.0,1.0,10000.0,1.0,170.0,155,98,2.0,2.0,2.0,1,2.0,3.0,1.0,3.0,3.0,3,10000.0,1.0,2.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,3
+5414,4.0,1,26,75,115,2015,2,1934,1.0,1.0,1.0,1.0,24000.0,1.0,50.0,150,100,3.0,3.0,3.0,2,4.0,4.0,1.0,2.0,5.0,5,24000.0,1.0,4.0,1.0,2.0,7,2.0,2.0,3.0,2.0,5,4
+5415,4.0,1,19,57,92,2015,1,1984,1.0,1.0,1.0,10.0,0.0,1.0,100.0,170,100,4.0,4.0,3.0,5,1.0,4.0,2.0,4.0,5.0,5,100000.0,4.0,2.0,2.0,1.0,3,2.0,2.0,3.0,2.0,1,1
+5416,4.0,1,1,1,8,2015,2,1947,1.0,1.0,1.0,3.0,48000.0,1.0,36.0,160,142,4.0,4.0,4.0,2,2.0,3.0,1.0,3.0,5.0,5,50000.0,2.0,2.0,1.0,2.0,7,3.0,2.0,3.0,3.0,4,5
+5417,3.0,1,15,39,70,2015,2,1957,1.0,0.0,1.0,4.0,10200.0,1.0,79.0,160,102,3.0,3.0,4.0,2,4.0,4.0,1.0,4.0,5.0,5,10200.0,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,2.0,3,3
+5418,3.0,2,2,5,12,2015,2,1968,8.0,0.0,1.0,3.0,8000.0,1.0,80.0,160,120,4.0,4.0,4.0,1,4.0,3.0,2.0,4.0,3.0,2,18014.0,1.0,2.0,1.0,2.0,7,3.0,2.0,4.0,2.0,2,2
+5419,4.0,2,5,11,27,2015,2,1964,1.0,0.0,8.0,4.0,10000.0,1.0,120.0,163,115,3.0,5.0,3.0,1,1.0,2.0,1.0,1.0,3.0,3,10000.0,1.0,1.0,1.0,2.0,6,2.0,3.0,3.0,3.0,3,3
+5420,4.0,1,26,74,114,2015,2,1959,8.0,1.0,1.0,3.0,12000.0,1.0,40.0,156,95,4.0,4.0,4.0,4,2.0,2.0,1.0,4.0,4.0,5,12000.0,2.0,3.0,1.0,2.0,7,3.0,2.0,4.0,3.0,3,3
+5421,5.0,2,2,3,10,2015,2,1931,1.0,1.0,1.0,1.0,940.0,1.0,400.0,155,100,5.0,3.0,5.0,4,1.0,5.0,1.0,4.0,1.0,4,10000.0,3.0,3.0,1.0,2.0,7,2.0,1.0,2.0,3.0,5,1
+5422,5.0,2,15,42,73,2015,1,1997,1.0,1.0,1.0,4.0,10000.0,1.0,100.0,167,90,4.0,5.0,5.0,1,3.0,4.0,4.0,1.0,5.0,1,100000.0,2.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,3
+5423,4.0,1,21,62,98,2015,1,1994,1.0,1.0,1.0,4.0,10000.0,1.0,450.0,176,145,4.0,4.0,4.0,2,4.0,4.0,2.0,4.0,3.0,1,50000.0,3.0,3.0,1.0,2.0,1,1.0,1.0,4.0,2.0,1,3
+5424,4.0,2,18,52,86,2015,2,1958,1.0,1.0,1.0,1.0,5000.0,1.0,150.0,150,100,3.0,3.0,3.0,1,3.0,3.0,1.0,4.0,4.0,6,5000.0,6.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,2
+5425,5.0,2,18,53,87,2015,1,1958,1.0,1.0,1.0,3.0,4000.0,1.0,200.0,170,135,4.0,3.0,5.0,1,5.0,4.0,1.0,4.0,6.0,3,6000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,1.0,3,2
+5426,3.0,2,28,81,121,2015,1,1967,1.0,1.0,1.0,3.0,8000.0,1.0,88.0,160,120,1.0,1.0,1.0,1,2.0,2.0,2.0,4.0,1.0,5,8000.0,3.0,1.0,1.0,2.0,7,3.0,3.0,2.0,4.0,2,2
+5427,2.0,1,29,82,125,2015,2,1963,1.0,1.0,1.0,1.0,70000.0,1.0,40.0,155,100,2.0,3.0,4.0,2,2.0,3.0,1.0,2.0,3.0,1,14000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,5
+5428,5.0,1,10,27,49,2015,1,1975,1.0,1.0,2.0,6.0,60000.0,4.0,89.0,175,144,5.0,5.0,3.0,2,2.0,3.0,3.0,3.0,5.0,1,100000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,5
+5429,4.0,2,11,31,54,2015,2,1953,1.0,1.0,1.0,3.0,600.0,1.0,600.0,160,110,3.0,3.0,5.0,1,2.0,4.0,2.0,4.0,3.0,4,720.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+5430,4.0,1,12,32,60,2015,1,1955,1.0,1.0,1.0,3.0,6000.0,1.0,140.0,177,70,4.0,4.0,5.0,5,2.0,5.0,4.0,4.0,6.0,4,50000.0,5.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+5431,4.0,2,15,40,71,2015,2,1980,1.0,1.0,1.0,7.0,30000.0,1.0,300.0,168,130,5.0,4.0,5.0,5,2.0,4.0,2.0,2.0,6.0,1,150000.0,8.0,4.0,1.0,1.0,3,2.0,3.0,3.0,3.0,2,4
+5432,4.0,1,19,57,91,2015,1,1948,1.0,1.0,1.0,6.0,40000.0,4.0,80.0,162,140,3.0,5.0,5.0,5,2.0,3.0,4.0,4.0,5.0,5,72000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,5
+5433,4.0,2,31,87,131,2015,1,1977,1.0,1.0,1.0,6.0,100000.0,4.0,160.0,170,137,4.0,4.0,4.0,1,4.0,5.0,2.0,4.0,5.0,2,120000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+5434,5.0,1,24,71,111,2015,2,1947,1.0,1.0,1.0,3.0,22800.0,1.0,250.0,153,110,5.0,5.0,1.0,2,3.0,4.0,1.0,4.0,5.0,5,82000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,3
+5435,4.0,2,2,3,10,2015,1,1951,1.0,1.0,1.0,3.0,10877.0,1.0,200.0,165,120,4.0,5.0,5.0,1,5.0,4.0,3.0,4.0,7.0,4,37201.0,2.0,4.0,3.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+5436,3.0,2,21,61,97,2015,1,1957,1.0,1.0,1.0,3.0,10000.0,1.0,85.0,175,130,4.0,4.0,3.0,1,5.0,4.0,1.0,1.0,4.0,1,10000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+5437,3.0,1,4,7,15,2015,1,1964,1.0,1.0,1.0,6.0,20000.0,1.0,50.0,170,140,4.0,4.0,4.0,5,3.0,4.0,1.0,4.0,2.0,5,50000.0,2.0,1.0,1.0,2.0,2,3.0,3.0,3.0,4.0,3,3
+5438,4.0,2,28,81,123,2015,1,1947,1.0,1.0,1.0,3.0,12000.0,1.0,150.0,156,130,4.0,4.0,4.0,1,2.0,4.0,1.0,4.0,5.0,3,25000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,3
+5439,4.0,1,24,70,110,2015,1,1986,1.0,0.0,1.0,6.0,75903.0,1.0,110.0,175,120,4.0,5.0,5.0,5,3.0,3.0,2.0,2.0,5.0,1,432681.0,2.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,1,5
+5440,4.0,2,9,22,44,2015,1,1949,1.0,1.0,1.0,3.0,500.0,1.0,60.0,180,165,3.0,2.0,3.0,1,5.0,4.0,1.0,4.0,5.0,3,500.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,4,1
+5441,4.0,1,1,1,5,2015,2,1942,1.0,1.0,1.0,4.0,20000.0,1.0,56.0,160,120,4.0,3.0,4.0,2,3.0,4.0,3.0,4.0,5.0,5,40000.0,2.0,2.0,0.0,2.0,3,2.0,2.0,3.0,2.0,4,3
+5442,4.0,2,2,4,11,2015,2,1959,1.0,1.0,1.0,1.0,3000.0,1.0,90.0,160,120,3.0,4.0,3.0,1,2.0,1.0,1.0,4.0,5.0,2,5000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,2
+5443,4.0,1,19,57,91,2015,2,1935,1.0,0.0,9.0,4.0,23000.0,1.0,61.5,156,116,4.0,3.0,4.0,4,2.0,5.0,3.0,3.0,4.0,5,67000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,4,3
+5444,2.0,2,21,62,98,2015,1,1972,1.0,1.0,1.0,4.0,5000.0,1.0,65.0,163,130,4.0,5.0,5.0,1,3.0,3.0,3.0,2.0,3.0,2,5000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,2
+5445,4.0,2,22,65,103,2015,1,1979,1.0,1.0,1.0,5.0,10000.0,1.0,350.0,170,150,4.0,4.0,4.0,1,3.0,3.0,1.0,4.0,3.0,2,20000.0,6.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,3
+5446,5.0,1,6,13,29,2015,1,1944,1.0,1.0,1.0,6.0,36000.0,4.0,140.0,167,130,4.0,4.0,4.0,2,3.0,2.0,1.0,4.0,6.0,5,40000.0,3.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+5447,4.0,2,31,86,129,2015,1,1934,1.0,1.0,1.0,4.0,30000.0,4.0,80.0,169,125,4.0,4.0,4.0,2,3.0,4.0,2.0,4.0,6.0,5,42759.0,3.0,3.0,0.0,2.0,7,1.0,2.0,5.0,2.0,5,4
+5448,3.0,2,5,8,24,2015,2,1955,1.0,1.0,1.0,1.0,0.0,1.0,97.0,160,92,2.0,3.0,4.0,1,3.0,3.0,1.0,4.0,4.0,6,20000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,5.0,2.0,3,1
+5449,5.0,2,18,52,85,2015,2,1938,1.0,0.0,1.0,2.0,1120.0,1.0,80.0,158,95,3.0,3.0,4.0,1,3.0,3.0,1.0,3.0,4.0,4,1120.0,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,2.0,4,1
+5450,4.0,1,17,48,80,2015,2,1989,1.0,1.0,1.0,10.0,40000.0,1.0,80.0,160,140,5.0,5.0,4.0,1,2.0,3.0,1.0,3.0,4.0,1,60000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,1,5
+5451,3.0,1,22,65,103,2015,2,1950,1.0,1.0,1.0,1.0,0.0,1.0,80.0,156,78,2.0,3.0,3.0,2,2.0,2.0,1.0,3.0,6.0,4,45777.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,1
+5452,4.0,1,9,21,43,2015,2,1978,1.0,1.0,1.0,3.0,10000.0,1.0,180.0,158,140,2.0,5.0,2.0,1,5.0,3.0,3.0,4.0,5.0,1,20000.0,2.0,2.0,1.0,1.0,3,2.0,2.0,2.0,3.0,2,3
+5453,4.0,2,18,52,86,2015,1,1949,1.0,1.0,1.0,3.0,30000.0,1.0,100.0,174,120,5.0,5.0,5.0,1,4.0,4.0,1.0,4.0,4.0,3,20000.0,2.0,3.0,1.0,2.0,3,1.0,2.0,4.0,2.0,4,4
+5454,5.0,2,16,45,76,2015,2,1939,1.0,1.0,1.0,1.0,1560.0,1.0,180.0,158,120,2.0,5.0,5.0,1,4.0,4.0,1.0,4.0,3.0,4,10000.0,5.0,2.0,1.0,2.0,3,2.0,2.0,2.0,2.0,4,2
+5455,4.0,1,12,32,58,2015,2,1985,1.0,1.0,4.0,12.0,50000.0,1.0,90.0,156,110,4.0,5.0,3.0,5,4.0,4.0,3.0,3.0,4.0,1,120000.0,3.0,2.0,1.0,2.0,1,3.0,1.0,4.0,2.0,1,5
+5456,4.0,1,17,49,82,2015,1,1989,1.0,1.0,1.0,10.0,92635.0,1.0,150.0,175,120,5.0,5.0,5.0,2,4.0,3.0,3.0,3.0,5.0,1,80000.0,2.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,1,5
+5457,4.0,1,16,46,77,2015,1,1968,1.0,1.0,1.0,6.0,50000.0,1.0,150.0,160,130,5.0,5.0,5.0,1,3.0,3.0,2.0,4.0,4.0,1,60000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,5
+5458,4.0,1,19,59,95,2015,1,1987,1.0,1.0,1.0,12.0,50000.0,4.0,114.0,175,140,4.0,5.0,5.0,1,3.0,3.0,3.0,4.0,6.0,1,130000.0,4.0,3.0,2.0,1.0,3,2.0,1.0,4.0,2.0,1,5
+5459,4.0,1,6,13,29,2015,1,1991,1.0,1.0,1.0,10.0,2000.0,1.0,120.0,170,115,5.0,5.0,5.0,1,2.0,3.0,1.0,3.0,8.0,1,22000.0,3.0,2.0,1.0,2.0,1,1.0,2.0,3.0,2.0,1,2
+5460,4.0,1,12,34,63,2015,1,1964,1.0,1.0,1.0,13.0,1000000.0,1.0,150.0,171,150,4.0,5.0,4.0,2,5.0,5.0,5.0,4.0,8.0,1,3000000.0,4.0,4.0,3.0,1.0,3,2.0,2.0,2.0,2.0,3,5
+5461,5.0,2,5,9,25,2015,2,1955,1.0,0.0,2.0,3.0,11000.0,1.0,74.0,156,90,3.0,4.0,4.0,1,3.0,2.0,1.0,4.0,7.0,4,80000.0,4.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+5462,3.0,2,18,52,85,2015,1,1956,1.0,0.0,8.0,6.0,10000.0,1.0,200.0,172,110,2.0,3.0,4.0,1,3.0,3.0,1.0,2.0,4.0,1,20000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,3.0,3,3
+5463,3.0,1,1,1,4,2015,2,1933,1.0,1.0,1.0,4.0,30000.0,1.0,43.2,173,145,2.0,2.0,3.0,1,2.0,3.0,1.0,1.0,3.0,6,0.0,1.0,1.0,2.0,2.0,7,3.0,2.0,1.0,3.0,5,4
+5464,5.0,2,15,42,73,2015,1,1950,1.0,0.0,1.0,3.0,6180.0,1.0,140.0,160,105,5.0,5.0,4.0,1,2.0,3.0,1.0,2.0,3.0,4,8400.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,2
+5465,2.0,1,31,89,134,2015,2,1949,1.0,1.0,1.0,1.0,1400.0,1.0,30.0,140,90,1.0,2.0,4.0,1,4.0,4.0,1.0,2.0,1.0,4,18000.0,3.0,2.0,0.0,2.0,7,3.0,2.0,4.0,3.0,4,2
+5466,4.0,2,31,88,133,2015,2,1953,1.0,1.0,1.0,3.0,0.0,1.0,80.0,162,112,2.0,3.0,2.0,1,2.0,2.0,1.0,3.0,1.0,3,6000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,3,1
+5467,4.0,1,1,1,5,2015,2,1947,1.0,1.0,1.0,7.0,50000.0,1.0,78.0,162,115,3.0,4.0,4.0,2,3.0,3.0,3.0,3.0,5.0,1,100000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,4,5
+5468,5.0,1,9,22,44,2015,1,1967,1.0,1.0,1.0,3.0,150000.0,1.0,550.0,175,200,5.0,5.0,5.0,2,4.0,3.0,1.0,2.0,6.0,3,150000.0,5.0,4.0,2.0,1.0,3,1.0,1.0,5.0,2.0,2,5
+5469,5.0,1,21,63,99,2015,2,1990,1.0,1.0,1.0,10.0,5705.0,1.0,95.0,157,94,4.0,5.0,4.0,1,3.0,5.0,3.0,4.0,5.0,5,100000.0,2.0,3.0,3.0,2.0,3,1.0,1.0,5.0,2.0,1,2
+5470,4.0,1,27,78,118,2015,1,1963,1.0,1.0,1.0,9.0,40000.0,1.0,67.0,174,150,5.0,5.0,4.0,5,4.0,5.0,2.0,3.0,6.0,1,110000.0,4.0,2.0,2.0,2.0,3,2.0,1.0,4.0,2.0,3,5
+5471,5.0,2,2,2,9,2015,2,1992,1.0,1.0,1.0,12.0,10000.0,4.0,20.0,160,98,4.0,5.0,5.0,1,4.0,4.0,3.0,4.0,5.0,5,130000.0,2.0,2.0,1.0,1.0,1,3.0,3.0,3.0,2.0,1,3
+5472,4.0,1,19,56,90,2015,1,1979,1.0,1.0,1.0,12.0,70000.0,4.0,140.0,160,130,5.0,5.0,4.0,2,3.0,3.0,2.0,3.0,5.0,1,120000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,5
+5473,4.0,2,28,81,122,2015,1,1950,1.0,1.0,1.0,1.0,10000.0,1.0,130.0,167,110,4.0,4.0,4.0,1,2.0,1.0,1.0,4.0,3.0,3,15000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,4,3
+5474,4.0,1,15,39,70,2015,2,1954,1.0,1.0,1.0,6.0,2400.0,1.0,80.0,158,112,3.0,4.0,4.0,2,4.0,4.0,1.0,3.0,4.0,5,60000.0,4.0,2.0,2.0,1.0,7,2.0,2.0,3.0,2.0,3,2
+5475,5.0,1,1,1,4,2015,2,1981,1.0,1.0,1.0,10.0,66000.0,1.0,57.8,165,130,5.0,5.0,5.0,2,2.0,1.0,2.0,3.0,5.0,1,90240.0,2.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,5
+5476,5.0,2,29,82,124,2015,1,1975,1.0,1.0,1.0,4.0,10000.0,1.0,40.0,178,135,5.0,5.0,5.0,1,2.0,3.0,2.0,5.0,5.0,3,20000.0,1.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,2,3
+5477,4.0,1,16,44,75,2015,2,1989,1.0,0.0,1.0,12.0,36000.0,1.0,300.0,160,99,4.0,4.0,2.0,2,3.0,4.0,3.0,4.0,3.0,1,50000.0,5.0,4.0,2.0,2.0,3,2.0,1.0,4.0,3.0,1,4
+5478,4.0,2,5,9,25,2015,2,1967,1.0,0.0,6.0,3.0,24000.0,1.0,70.0,158,110,3.0,4.0,3.0,1,3.0,2.0,1.0,4.0,3.0,1,45000.0,5.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+5479,4.0,1,4,7,14,2015,2,1984,1.0,1.0,1.0,11.0,200000.0,1.0,20.0,155,50,3.0,5.0,3.0,2,2.0,4.0,3.0,4.0,5.0,1,300000.0,3.0,3.0,0.0,2.0,1,2.0,2.0,3.0,2.0,1,5
+5480,4.0,1,13,36,66,2015,2,1978,8.0,1.0,1.0,3.0,25000.0,1.0,140.0,158,110,4.0,5.0,5.0,2,4.0,3.0,2.0,4.0,5.0,4,50000.0,4.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,4
+5481,4.0,1,18,52,85,2015,2,1953,1.0,1.0,1.0,1.0,10000.0,1.0,200.0,160,120,4.0,4.0,3.0,1,2.0,2.0,2.0,4.0,4.0,1,30000.0,5.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+5482,4.0,2,19,56,90,2015,2,1965,1.0,1.0,1.0,4.0,18000.0,1.0,100.0,156,110,2.0,3.0,3.0,1,2.0,3.0,1.0,3.0,5.0,1,25000.0,4.0,1.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,3
+5483,4.0,1,2,4,11,2015,1,1971,1.0,0.0,6.0,3.0,9600.0,1.0,100.0,160,145,4.0,4.0,4.0,5,4.0,4.0,2.0,4.0,4.0,1,10000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,2
+5484,5.0,1,31,87,132,2015,1,1965,1.0,1.0,1.0,4.0,10000.0,1.0,80.0,170,120,4.0,5.0,3.0,2,2.0,2.0,1.0,2.0,5.0,1,100000.0,4.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,3,3
+5485,4.0,2,16,45,76,2015,1,1959,1.0,1.0,1.0,4.0,15000.0,1.0,90.0,165,110,3.0,4.0,4.0,1,3.0,3.0,3.0,4.0,5.0,3,20000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,3
+5486,4.0,2,26,76,116,2015,1,1989,1.0,1.0,1.0,4.0,10000.0,1.0,300.0,165,130,4.0,4.0,4.0,1,2.0,2.0,2.0,4.0,5.0,4,10000.0,3.0,2.0,0.0,2.0,3,3.0,3.0,4.0,2.0,1,3
+5487,4.0,2,15,40,71,2015,1,1975,1.0,1.0,1.0,6.0,100000.0,1.0,350.0,173,136,5.0,4.0,4.0,2,2.0,3.0,2.0,4.0,6.0,1,15000.0,5.0,3.0,2.0,1.0,3,2.0,2.0,3.0,3.0,2,5
+5488,4.0,1,10,25,47,2015,2,1974,1.0,1.0,1.0,4.0,0.0,1.0,140.0,152,104,2.0,2.0,2.0,1,4.0,5.0,2.0,4.0,5.0,2,100000.0,3.0,3.0,2.0,2.0,3,2.0,2.0,3.0,3.0,2,1
+5489,3.0,2,29,84,127,2015,1,1959,1.0,1.0,1.0,6.0,30000.0,1.0,100.0,168,110,4.0,5.0,5.0,1,3.0,4.0,1.0,2.0,1.0,3,30000.0,1.0,3.0,1.0,2.0,3,2.0,3.0,2.0,3.0,3,4
+5490,4.0,2,21,62,98,2015,2,1979,1.0,1.0,1.0,3.0,4000.0,1.0,420.0,155,90,3.0,5.0,2.0,1,3.0,4.0,2.0,1.0,1.0,3,20000.0,5.0,1.0,1.0,2.0,3,3.0,3.0,4.0,3.0,2,2
+5491,5.0,1,21,64,100,2015,2,1959,1.0,1.0,1.0,3.0,1540.0,1.0,198.0,158,106,4.0,4.0,4.0,5,5.0,5.0,1.0,5.0,5.0,5,100000.0,5.0,3.0,1.0,1.0,3,3.0,1.0,4.0,2.0,3,2
+5492,2.0,1,24,71,111,2015,2,1949,1.0,1.0,6.0,1.0,1400.0,1.0,80.0,152,107,2.0,1.0,3.0,5,1.0,4.0,1.0,2.0,1.0,5,20000.0,4.0,1.0,1.0,2.0,3,3.0,2.0,5.0,2.0,4,2
+5493,5.0,1,1,1,2,2015,1,1941,1.0,1.0,1.0,4.0,36000.0,1.0,102.0,162,100,3.0,3.0,4.0,2,2.0,4.0,4.0,3.0,5.0,5,120000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+5494,4.0,1,1,1,1,2015,2,1945,1.0,1.0,3.0,7.0,39000.0,1.0,64.0,158,117,4.0,5.0,5.0,2,3.0,4.0,2.0,2.0,1.0,5,39000.0,1.0,2.0,1.0,2.0,7,2.0,2.0,3.0,3.0,4,4
+5495,4.0,2,29,82,124,2015,2,1944,1.0,0.0,4.0,1.0,3000.0,1.0,130.0,152,100,2.0,2.0,3.0,1,4.0,3.0,1.0,4.0,3.0,4,3000.0,1.0,2.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,2
+5496,4.0,1,7,18,38,2015,2,1958,1.0,1.0,1.0,8.0,22800.0,1.0,110.0,164,130,4.0,4.0,4.0,2,2.0,4.0,2.0,2.0,7.0,5,87401.0,4.0,4.0,2.0,1.0,3,1.0,1.0,4.0,3.0,3,3
+5497,4.0,1,21,62,98,2015,2,1965,1.0,1.0,1.0,1.0,0.0,1.0,250.0,155,130,4.0,5.0,2.0,1,4.0,4.0,1.0,2.0,5.0,4,42141.0,5.0,3.0,0.0,2.0,3,2.0,1.0,4.0,3.0,3,1
+5498,4.0,2,29,82,124,2015,1,1960,1.0,1.0,1.0,4.0,30000.0,1.0,60.0,172,120,4.0,5.0,5.0,1,3.0,4.0,1.0,4.0,5.0,3,60000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+5499,3.0,2,2,5,12,2015,1,1965,1.0,1.0,1.0,3.0,0.0,1.0,120.0,168,100,1.0,1.0,3.0,1,2.0,4.0,1.0,4.0,2.0,5,23312.0,3.0,2.0,1.0,2.0,4,3.0,3.0,4.0,2.0,3,1
+5500,4.0,1,16,46,77,2015,1,1977,1.0,1.0,1.0,12.0,60000.0,1.0,120.0,170,135,4.0,4.0,4.0,5,3.0,4.0,4.0,4.0,6.0,1,60000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+5501,4.0,1,24,72,112,2015,1,1977,1.0,1.0,1.0,11.0,100000.0,1.0,110.0,170,140,5.0,5.0,5.0,4,3.0,3.0,3.0,3.0,3.0,1,200000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,3.0,2,5
+5502,5.0,1,18,52,86,2015,1,1972,1.0,1.0,1.0,4.0,60000.0,1.0,130.0,167,130,5.0,5.0,5.0,5,3.0,3.0,2.0,4.0,5.0,1,80000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+5503,5.0,2,17,48,81,2015,2,1931,1.0,1.0,1.0,1.0,2000.0,1.0,150.0,140,70,5.0,4.0,4.0,1,4.0,3.0,1.0,4.0,3.0,4,70359.0,1.0,3.0,3.0,2.0,7,2.0,1.0,3.0,2.0,5,2
+5504,3.0,1,1,1,3,2015,1,1934,1.0,1.0,1.0,3.0,36000.0,1.0,39.0,158,90,1.0,2.0,1.0,2,1.0,1.0,1.0,1.0,1.0,6,70000.0,1.0,2.0,1.0,2.0,3,3.0,3.0,3.0,2.0,5,4
+5505,4.0,2,22,65,103,2015,2,1937,1.0,1.0,1.0,1.0,900.0,1.0,80.0,155,68,2.0,1.0,3.0,1,4.0,5.0,1.0,3.0,3.0,4,900.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,1
+5506,2.0,2,2,2,9,2015,2,1964,8.0,0.0,4.0,4.0,3000.0,1.0,360.0,157,110,5.0,4.0,4.0,1,3.0,3.0,2.0,3.0,5.0,3,50000.0,4.0,3.0,1.0,2.0,3,3.0,1.0,3.0,2.0,3,2
+5507,5.0,1,11,29,52,2015,1,1995,1.0,1.0,1.0,12.0,0.0,2.0,140.0,175,130,5.0,5.0,5.0,1,3.0,3.0,4.0,4.0,2.0,6,30000.0,3.0,3.0,1.0,2.0,1,3.0,2.0,4.0,2.0,1,1
+5508,4.0,2,30,85,128,2015,1,1978,1.0,0.0,2.0,4.0,60000.0,1.0,200.0,178,122,3.0,4.0,3.0,4,4.0,5.0,2.0,3.0,6.0,1,60000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+5509,2.0,1,15,42,73,2015,2,1962,1.0,1.0,1.0,4.0,10000.0,1.0,120.0,160,105,5.0,5.0,5.0,1,4.0,4.0,4.0,2.0,5.0,1,50000.0,3.0,1.0,1.0,2.0,3,3.0,1.0,3.0,4.0,3,3
+5510,4.0,2,18,52,86,2015,1,1949,1.0,0.0,4.0,1.0,0.0,1.0,120.0,167,147,4.0,2.0,4.0,1,1.0,5.0,2.0,3.0,5.0,4,8000.0,1.0,3.0,1.0,2.0,6,2.0,1.0,3.0,2.0,4,1
+5511,5.0,2,31,86,129,2015,2,1979,1.0,1.0,1.0,4.0,4000.0,1.0,88.0,158,140,5.0,4.0,3.0,1,4.0,2.0,1.0,5.0,5.0,4,70000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,2
+5512,4.0,2,31,87,131,2015,1,1968,1.0,1.0,1.0,4.0,60000.0,1.0,75.0,163,128,4.0,5.0,5.0,1,4.0,4.0,1.0,4.0,5.0,1,90000.0,2.0,4.0,2.0,2.0,4,2.0,1.0,4.0,2.0,2,5
+5513,4.0,1,16,46,77,2015,1,1937,1.0,1.0,1.0,4.0,25791.0,2.0,70.0,168,90,3.0,3.0,4.0,5,2.0,4.0,4.0,4.0,4.0,5,68505.0,7.0,2.0,1.0,1.0,3,3.0,2.0,3.0,2.0,4,4
+5514,3.0,2,22,66,105,2015,1,1929,1.0,1.0,3.0,2.0,2000.0,1.0,120.0,165,95,3.0,2.0,4.0,1,1.0,4.0,1.0,2.0,3.0,4,2000.0,2.0,2.0,1.0,2.0,3,2.0,3.0,3.0,3.0,5,2
+5515,4.0,1,21,64,100,2015,2,1990,1.0,1.0,1.0,10.0,50000.0,1.0,100.0,163,120,5.0,4.0,4.0,5,5.0,4.0,2.0,4.0,7.0,1,100000.0,3.0,4.0,1.0,1.0,3,1.0,1.0,4.0,2.0,1,5
+5516,4.0,1,31,89,134,2015,2,1988,1.0,1.0,1.0,7.0,0.0,1.0,79.0,160,120,5.0,5.0,3.0,2,5.0,4.0,4.0,4.0,1.0,5,51250.0,4.0,3.0,1.0,2.0,3,3.0,2.0,3.0,3.0,1,1
+5517,3.0,1,19,57,93,2015,2,1967,1.0,1.0,1.0,4.0,30000.0,1.0,42.0,167,120,5.0,5.0,5.0,5,2.0,3.0,2.0,2.0,5.0,1,94673.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,4
+5518,4.0,1,18,55,89,2015,2,1968,1.0,1.0,1.0,3.0,0.0,1.0,130.0,160,130,5.0,5.0,3.0,5,3.0,3.0,1.0,2.0,3.0,6,50000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,3.0,2,1
+5519,4.0,1,19,56,90,2015,2,1964,1.0,1.0,1.0,4.0,37660.0,1.0,114.0,165,136,3.0,5.0,3.0,4,3.0,2.0,1.0,3.0,7.0,1,125806.0,2.0,4.0,1.0,2.0,3,1.0,1.0,3.0,2.0,3,4
+5520,4.0,1,16,46,78,2015,2,1959,1.0,1.0,1.0,4.0,12000.0,1.0,110.0,155,92,4.0,4.0,4.0,1,2.0,4.0,2.0,3.0,3.0,5,85000.0,5.0,3.0,2.0,1.0,3,2.0,1.0,4.0,3.0,3,3
+5521,4.0,1,9,20,42,2015,2,1953,1.0,1.0,1.0,4.0,10000.0,1.0,200.0,165,140,3.0,4.0,4.0,1,4.0,3.0,1.0,4.0,5.0,1,20000.0,2.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+5522,4.0,2,31,89,134,2015,1,1948,1.0,1.0,1.0,3.0,10000.0,1.0,40.0,173,138,5.0,5.0,4.0,1,2.0,5.0,5.0,4.0,8.0,2,10000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,3
+5523,2.0,1,5,8,23,2015,1,1970,1.0,1.0,1.0,4.0,71783.0,1.0,50.0,180,140,4.0,5.0,5.0,1,3.0,4.0,1.0,3.0,2.0,1,85297.0,1.0,2.0,1.0,2.0,1,3.0,2.0,4.0,3.0,2,5
+5524,4.0,2,5,9,25,2015,1,1964,1.0,1.0,1.0,3.0,20000.0,1.0,81.0,175,110,4.0,5.0,5.0,1,2.0,2.0,2.0,3.0,1.0,3,90000.0,5.0,3.0,2.0,2.0,3,2.0,2.0,4.0,3.0,3,3
+5525,4.0,2,10,24,46,2015,1,1979,4.0,0.0,9.0,3.0,20000.0,1.0,80.0,172,120,5.0,5.0,5.0,1,4.0,4.0,1.0,3.0,5.0,5,20000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,3
+5526,5.0,1,4,7,21,2015,2,1931,1.0,1.0,1.0,3.0,44400.0,1.0,54.0,161,140,2.0,2.0,4.0,5,1.0,4.0,2.0,5.0,5.0,5,44400.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,1.0,5,5
+5527,4.0,2,26,76,116,2015,2,1948,1.0,0.0,1.0,3.0,20000.0,1.0,240.0,158,80,4.0,4.0,4.0,1,3.0,1.0,1.0,2.0,5.0,3,20000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,4.0,2.0,4,3
+5528,4.0,1,12,32,58,2015,1,1950,1.0,1.0,1.0,9.0,50000.0,4.0,86.0,162,120,4.0,5.0,5.0,5,2.0,5.0,3.0,4.0,5.0,5,84000.0,2.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,4,5
+5529,4.0,2,22,65,104,2015,1,1993,1.0,1.0,1.0,10.0,0.0,1.0,130.0,173,100,4.0,5.0,5.0,1,3.0,4.0,4.0,3.0,5.0,1,40000.0,3.0,3.0,1.0,2.0,1,1.0,1.0,4.0,2.0,1,1
+5530,4.0,1,22,66,105,2015,1,1962,1.0,1.0,1.0,6.0,200000.0,1.0,80.0,170,126,5.0,5.0,4.0,2,4.0,4.0,3.0,2.0,6.0,1,200000.0,6.0,4.0,2.0,1.0,3,2.0,1.0,4.0,2.0,3,5
+5531,5.0,1,21,64,100,2015,2,1975,1.0,1.0,1.0,4.0,45000.0,1.0,80.0,163,120,4.0,4.0,4.0,1,4.0,4.0,3.0,2.0,5.0,1,100000.0,3.0,4.0,1.0,2.0,3,1.0,2.0,4.0,2.0,2,5
+5532,4.0,1,15,40,71,2015,1,1955,1.0,1.0,1.0,6.0,0.0,4.0,90.0,175,120,4.0,4.0,4.0,5,2.0,3.0,4.0,2.0,4.0,5,30000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,1
+5533,3.0,2,9,21,43,2015,1,1942,1.0,1.0,1.0,3.0,2160.0,4.0,60.0,165,110,4.0,4.0,4.0,1,3.0,3.0,2.0,4.0,5.0,4,2160.0,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,2.0,4,2
+5534,4.0,1,31,89,134,2015,2,1971,1.0,1.0,1.0,4.0,4200.0,1.0,80.0,172,140,5.0,5.0,5.0,2,1.0,5.0,1.0,5.0,4.0,5,16200.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,2
+5535,4.0,2,19,56,90,2015,1,1950,1.0,1.0,1.0,1.0,24000.0,4.0,70.0,168,140,4.0,5.0,3.0,1,2.0,3.0,1.0,4.0,2.0,5,24000.0,1.0,3.0,1.0,2.0,6,2.0,2.0,3.0,2.0,4,4
+5536,4.0,1,1,1,5,2015,2,1987,1.0,1.0,1.0,12.0,50000.0,1.0,80.0,160,100,4.0,4.0,4.0,2,3.0,3.0,3.0,2.0,6.0,1,100000.0,3.0,3.0,1.0,1.0,1,2.0,2.0,3.0,3.0,1,5
+5537,4.0,1,17,50,83,2015,1,1933,1.0,0.0,5.0,6.0,43488.0,1.0,81.0,173,188,5.0,3.0,5.0,2,1.0,4.0,1.0,4.0,6.0,5,43488.0,2.0,4.0,1.0,2.0,3,1.0,2.0,3.0,1.0,5,5
+5538,2.0,2,28,81,123,2015,1,1943,1.0,1.0,1.0,3.0,9000.0,1.0,130.0,164,120,2.0,3.0,2.0,1,3.0,3.0,1.0,2.0,4.0,3,9500.0,3.0,2.0,1.0,2.0,7,3.0,1.0,4.0,3.0,4,2
+5539,4.0,2,26,76,116,2015,1,1936,1.0,1.0,3.0,2.0,0.0,1.0,270.0,162,100,2.0,4.0,4.0,1,4.0,5.0,1.0,4.0,5.0,4,9999992.0,6.0,3.0,1.0,2.0,7,3.0,2.0,4.0,2.0,4,1
+5540,5.0,1,1,1,5,2015,2,1924,1.0,1.0,1.0,4.0,9100.0,1.0,30.0,150,80,2.0,3.0,3.0,2,2.0,2.0,2.0,2.0,6.0,6,9100.0,1.0,2.0,1.0,2.0,7,3.0,3.0,2.0,3.0,5,2
+5541,4.0,2,22,65,104,2015,1,1977,8.0,1.0,1.0,4.0,1800.0,1.0,150.0,170,130,4.0,5.0,4.0,1,3.0,2.0,2.0,2.0,1.0,4,8000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,2
+5542,4.0,1,9,22,44,2015,2,1985,1.0,1.0,1.0,4.0,0.0,1.0,106.0,160,90,4.0,4.0,4.0,1,3.0,4.0,1.0,4.0,3.0,4,20000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,1
+5543,5.0,2,9,20,42,2015,2,1950,1.0,1.0,1.0,3.0,10000.0,1.0,200.0,158,100,4.0,3.0,4.0,1,2.0,5.0,1.0,4.0,6.0,3,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,3
+5544,4.0,2,28,81,121,2015,2,1975,1.0,1.0,1.0,3.0,1000.0,1.0,110.0,155,110,3.0,2.0,3.0,1,2.0,4.0,1.0,3.0,1.0,6,8000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,2,1
+5545,2.0,2,19,56,90,2015,2,1954,1.0,1.0,1.0,3.0,0.0,1.0,120.0,156,90,3.0,3.0,3.0,1,4.0,4.0,1.0,2.0,1.0,5,80000.0,5.0,2.0,1.0,1.0,3,3.0,1.0,3.0,2.0,3,1
+5546,3.0,2,5,10,26,2015,1,1943,1.0,1.0,1.0,3.0,2000.0,1.0,100.0,172,110,2.0,2.0,3.0,1,2.0,4.0,1.0,2.0,1.0,3,4000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,2
+5547,4.0,1,4,7,21,2015,1,1946,1.0,1.0,1.0,12.0,100000.0,4.0,153.0,168,150,4.0,4.0,4.0,5,3.0,4.0,5.0,2.0,8.0,1,200000.0,2.0,4.0,1.0,2.0,3,1.0,2.0,2.0,1.0,4,5
+5548,4.0,2,28,81,123,2015,1,1957,1.0,1.0,1.0,3.0,7000.0,1.0,120.0,168,108,2.0,2.0,2.0,1,3.0,4.0,1.0,4.0,4.0,4,7000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,3,2
+5549,3.0,1,31,87,132,2015,1,1988,1.0,1.0,1.0,12.0,0.0,4.0,50.0,175,120,5.0,5.0,3.0,2,4.0,3.0,3.0,2.0,3.0,6,50000.0,3.0,2.0,1.0,2.0,1,3.0,2.0,4.0,2.0,1,1
+5550,4.0,2,17,50,83,2015,1,1959,1.0,1.0,1.0,4.0,4000.0,1.0,170.0,172,110,4.0,4.0,4.0,1,3.0,3.0,1.0,2.0,5.0,2,4000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+5551,5.0,1,1,1,3,2015,2,1959,1.0,1.0,1.0,6.0,38400.0,1.0,38.2,160,88,4.0,4.0,3.0,2,4.0,4.0,2.0,5.0,10.0,5,208800.0,3.0,3.0,2.0,1.0,3,2.0,2.0,5.0,2.0,3,4
+5552,4.0,1,12,34,63,2015,1,1975,1.0,1.0,1.0,4.0,30000.0,1.0,40.0,170,140,5.0,5.0,5.0,1,2.0,2.0,2.0,4.0,6.0,1,90000.0,1.0,2.0,0.0,2.0,3,3.0,2.0,3.0,3.0,2,4
+5553,3.0,1,7,18,36,2015,2,1976,1.0,1.0,1.0,4.0,68567.0,1.0,65.0,163,140,4.0,4.0,4.0,2,1.0,3.0,3.0,3.0,1.0,1,30000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+5554,4.0,1,4,7,17,2015,2,1981,1.0,1.0,1.0,6.0,50000.0,1.0,118.0,158,96,4.0,5.0,5.0,1,2.0,4.0,2.0,3.0,5.0,1,300000.0,4.0,4.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+5555,4.0,1,31,87,130,2015,1,1974,1.0,1.0,1.0,3.0,24000.0,4.0,70.0,180,170,4.0,3.0,3.0,2,1.0,3.0,1.0,4.0,1.0,1,50000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,3.0,3.0,2,4
+5556,4.0,1,30,85,128,2015,1,1958,1.0,0.0,1.0,9.0,35000.0,4.0,105.0,179,110,4.0,5.0,5.0,2,1.0,4.0,2.0,2.0,1.0,5,70000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,5.0,2.0,3,4
+5557,4.0,2,13,36,66,2015,2,1932,8.0,1.0,1.0,1.0,900.0,1.0,260.0,150,90,3.0,3.0,4.0,1,3.0,5.0,1.0,3.0,5.0,4,10000.0,4.0,3.0,1.0,2.0,7,2.0,1.0,3.0,3.0,5,1
+5558,4.0,1,22,67,107,2015,1,1983,1.0,1.0,1.0,4.0,20000.0,1.0,80.0,172,160,4.0,4.0,4.0,1,2.0,4.0,2.0,3.0,5.0,1,30000.0,4.0,3.0,0.0,2.0,3,2.0,1.0,4.0,2.0,1,3
+5559,4.0,1,2,4,11,2015,2,1977,1.0,1.0,1.0,4.0,60000.0,1.0,150.0,160,110,5.0,5.0,5.0,4,3.0,4.0,2.0,3.0,6.0,1,110000.0,4.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+5560,4.0,2,16,44,75,2015,1,1959,1.0,1.0,1.0,3.0,14000.0,1.0,300.0,160,120,4.0,4.0,4.0,1,3.0,2.0,2.0,4.0,6.0,3,15000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+5561,5.0,1,1,1,2,2015,2,1964,4.0,1.0,1.0,11.0,80000.0,1.0,103.0,165,120,5.0,5.0,5.0,2,4.0,4.0,4.0,2.0,5.0,1,200000.0,3.0,3.0,2.0,1.0,3,2.0,2.0,3.0,2.0,3,5
+5562,3.0,1,1,1,1,2015,2,1977,1.0,1.0,1.0,4.0,48000.0,1.0,16.0,167,110,4.0,4.0,4.0,4,2.0,3.0,2.0,3.0,6.0,1,90000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,5
+5563,3.0,2,8,19,41,2015,1,1992,4.0,0.0,7.0,6.0,17000.0,1.0,120.0,170,170,2.0,5.0,1.0,1,2.0,3.0,2.0,3.0,1.0,4,40000.0,4.0,3.0,2.0,2.0,1,3.0,3.0,2.0,3.0,1,3
+5564,3.0,1,1,1,3,2015,2,1970,1.0,1.0,1.0,12.0,80000.0,1.0,45.0,170,110,3.0,5.0,5.0,5,1.0,4.0,3.0,3.0,3.0,1,200000.0,2.0,4.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,5
+5565,4.0,1,10,27,49,2015,1,1977,1.0,1.0,1.0,7.0,30000.0,1.0,68.0,172,140,4.0,4.0,4.0,2,4.0,3.0,3.0,3.0,5.0,1,50000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,4
+5566,5.0,2,29,84,127,2015,2,1946,1.0,1.0,1.0,3.0,0.0,1.0,150.0,155,90,2.0,2.0,4.0,1,3.0,3.0,1.0,5.0,1.0,6,23000.0,2.0,1.0,1.0,2.0,7,3.0,2.0,3.0,2.0,4,1
+5567,4.0,1,10,27,49,2015,2,1982,1.0,0.0,8.0,5.0,40000.0,1.0,70.0,165,110,5.0,5.0,5.0,1,3.0,2.0,2.0,2.0,5.0,1,80000.0,3.0,2.0,0.0,1.0,3,3.0,2.0,5.0,3.0,2,5
+5568,4.0,2,2,5,12,2015,1,1974,8.0,1.0,1.0,4.0,8000.0,1.0,180.0,165,120,4.0,5.0,4.0,1,3.0,3.0,2.0,4.0,2.0,3,30000.0,7.0,2.0,1.0,2.0,1,2.0,2.0,4.0,2.0,2,2
+5569,4.0,1,6,12,28,2015,1,1965,1.0,1.0,1.0,1.0,41012.0,1.0,140.0,164,140,3.0,4.0,4.0,4,2.0,4.0,2.0,3.0,1.0,1,77150.0,4.0,2.0,1.0,2.0,3,3.0,2.0,2.0,2.0,3,5
+5570,1.0,1,1,1,6,2015,2,1986,1.0,0.0,1.0,11.0,80000.0,1.0,40.0,150,100,3.0,1.0,1.0,2,1.0,1.0,1.0,1.0,1.0,1,100000.0,9.0,1.0,1.0,1.0,1,1.0,1.0,1.0,1.0,1,5
+5571,1.0,1,26,75,115,2015,2,1987,1.0,1.0,1.0,10.0,40000.0,1.0,60.0,167,120,4.0,5.0,3.0,1,4.0,4.0,2.0,1.0,5.0,1,61152.0,1.0,2.0,5.0,1.0,1,2.0,3.0,3.0,4.0,1,5
+5572,3.0,2,17,48,80,2015,2,1979,1.0,1.0,1.0,4.0,6146.0,1.0,80.0,172,120,5.0,5.0,3.0,1,4.0,3.0,1.0,1.0,3.0,6,40000.0,6.0,3.0,2.0,1.0,3,3.0,3.0,3.0,3.0,2,2
+5573,1.0,2,22,65,104,2015,1,1982,1.0,1.0,1.0,4.0,0.0,1.0,80.0,160,90,3.0,2.0,1.0,1,3.0,3.0,4.0,3.0,2.0,1,63198.0,2.0,1.0,1.0,2.0,1,3.0,2.0,4.0,2.0,2,1
+5574,5.0,1,4,7,15,2015,2,1950,1.0,1.0,1.0,7.0,20000.0,4.0,48.0,167,136,4.0,5.0,5.0,5,3.0,1.0,3.0,4.0,5.0,5,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,3.0,4,3
+5575,4.0,1,21,64,102,2015,2,1977,1.0,1.0,1.0,6.0,15000.0,1.0,95.0,163,105,5.0,5.0,4.0,2,2.0,4.0,2.0,4.0,5.0,1,30000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+5576,4.0,2,15,42,73,2015,1,1962,1.0,1.0,1.0,4.0,10000.0,1.0,200.0,177,130,5.0,4.0,4.0,1,3.0,3.0,1.0,3.0,4.0,1,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,3
+5577,4.0,1,9,22,44,2015,2,1992,1.0,1.0,1.0,4.0,0.0,1.0,200.0,160,120,4.0,4.0,4.0,1,3.0,4.0,1.0,4.0,4.0,5,20000.0,7.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,1,1
+5578,4.0,2,2,4,11,2015,2,1972,1.0,1.0,2.0,1.0,0.0,1.0,130.0,154,130,4.0,4.0,4.0,1,1.0,4.0,1.0,3.0,4.0,3,5000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+5579,3.0,1,4,7,14,2015,1,1945,1.0,1.0,1.0,6.0,35000.0,1.0,52.0,165,160,1.0,1.0,5.0,2,2.0,4.0,1.0,3.0,4.0,5,70000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,4,4
+5580,2.0,2,15,41,72,2015,2,1937,1.0,1.0,1.0,1.0,0.0,1.0,40.0,163,105,1.0,1.0,1.0,1,1.0,4.0,1.0,2.0,4.0,4,2000.0,2.0,1.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,1
+5581,5.0,1,24,71,111,2015,2,1980,1.0,0.0,6.0,10.0,20000.0,1.0,150.0,165,90,5.0,5.0,5.0,5,3.0,4.0,3.0,2.0,4.0,1,3178731.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,3
+5582,4.0,1,21,64,100,2015,2,1985,1.0,1.0,1.0,4.0,48000.0,1.0,100.0,163,100,4.0,4.0,3.0,1,3.0,3.0,3.0,4.0,4.0,1,120000.0,7.0,3.0,2.0,2.0,3,1.0,1.0,4.0,2.0,1,5
+5583,4.0,1,15,42,73,2015,2,1981,1.0,1.0,1.0,11.0,35000.0,4.0,120.0,160,190,4.0,3.0,3.0,2,4.0,4.0,2.0,2.0,6.0,1,60000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,4
+5584,4.0,1,24,70,110,2015,1,1972,1.0,0.0,4.0,3.0,50000.0,1.0,90.0,165,105,4.0,4.0,4.0,1,2.0,2.0,2.0,2.0,4.0,1,80000.0,4.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,5
+5585,3.0,2,29,82,124,2015,1,1995,1.0,1.0,1.0,6.0,0.0,2.0,70.0,176,116,4.0,4.0,4.0,1,2.0,3.0,4.0,4.0,4.0,6,40000.0,2.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,1
+5586,5.0,1,11,30,53,2015,2,1981,1.0,1.0,1.0,4.0,18000.0,1.0,90.0,168,120,5.0,5.0,5.0,1,2.0,4.0,1.0,2.0,4.0,1,50000.0,2.0,2.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,3
+5587,4.0,1,10,26,48,2015,2,1970,1.0,1.0,1.0,4.0,0.0,1.0,98.0,165,105,2.0,3.0,3.0,2,4.0,3.0,2.0,4.0,5.0,1,30000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,2,1
+5588,5.0,2,16,46,78,2015,2,1964,1.0,1.0,1.0,3.0,0.0,1.0,250.0,160,126,5.0,4.0,4.0,1,1.0,4.0,2.0,3.0,5.0,1,72000.0,5.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,3,1
+5589,2.0,2,15,40,71,2015,2,1943,1.0,0.0,5.0,3.0,7800.0,1.0,160.0,165,150,4.0,4.0,3.0,5,2.0,3.0,1.0,2.0,5.0,5,78000.0,1.0,1.0,0.0,2.0,4,3.0,2.0,3.0,3.0,4,2
+5590,4.0,2,15,42,73,2015,1,1970,1.0,1.0,1.0,6.0,50000.0,1.0,220.0,172,140,4.0,4.0,4.0,1,2.0,3.0,2.0,4.0,5.0,1,60000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,5
+5591,5.0,1,10,25,47,2015,2,1963,1.0,1.0,1.0,3.0,6000.0,1.0,230.0,163,120,5.0,5.0,5.0,1,4.0,4.0,1.0,5.0,5.0,1,20000.0,5.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,2
+5592,4.0,1,27,78,118,2015,2,1973,1.0,1.0,1.0,10.0,20000.0,1.0,85.0,160,102,4.0,4.0,4.0,2,2.0,2.0,2.0,3.0,3.0,1,70000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+5593,5.0,1,19,59,95,2015,2,1951,1.0,1.0,1.0,3.0,0.0,1.0,60.0,160,120,5.0,5.0,5.0,1,1.0,4.0,2.0,1.0,6.0,5,0.0,2.0,2.0,1.0,1.0,3,2.0,2.0,4.0,4.0,3,1
+5594,4.0,2,23,69,109,2015,1,1970,1.0,1.0,1.0,3.0,10000.0,1.0,120.0,165,110,2.0,3.0,3.0,1,2.0,1.0,1.0,1.0,3.0,3,25000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,3
+5595,3.0,1,1,1,3,2015,1,1975,1.0,1.0,1.0,6.0,30000.0,1.0,49.5,173,168,1.0,1.0,2.0,2,3.0,3.0,2.0,2.0,6.0,5,50000.0,2.0,2.0,1.0,1.0,4,3.0,3.0,4.0,3.0,2,4
+5596,4.0,1,16,46,77,2015,1,1960,1.0,0.0,4.0,3.0,20000.0,1.0,242.0,168,130,4.0,4.0,4.0,1,2.0,4.0,2.0,3.0,5.0,1,30000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,3
+5597,3.0,2,29,82,124,2015,1,1950,1.0,1.0,1.0,3.0,10000.0,1.0,60.0,175,130,3.0,3.0,3.0,1,3.0,2.0,1.0,3.0,4.0,1,4000000.0,1.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,3
+5598,5.0,2,16,46,78,2015,2,1952,1.0,1.0,1.0,3.0,2000.0,1.0,240.0,148,85,3.0,2.0,2.0,1,1.0,3.0,1.0,4.0,7.0,4,20000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,2
+5599,4.0,2,9,21,43,2015,2,1962,1.0,1.0,1.0,1.0,3000.0,1.0,200.0,163,110,4.0,4.0,4.0,1,3.0,4.0,1.0,3.0,6.0,3,30000.0,2.0,3.0,3.0,2.0,3,2.0,1.0,3.0,2.0,3,2
+5600,4.0,2,21,62,98,2015,2,1962,1.0,1.0,1.0,1.0,24000.0,1.0,220.0,150,105,4.0,5.0,4.0,1,4.0,4.0,1.0,4.0,1.0,4,60000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,4
+5601,5.0,1,4,7,21,2015,2,1949,1.0,1.0,1.0,4.0,24000.0,1.0,65.0,158,60,4.0,5.0,5.0,5,4.0,4.0,1.0,3.0,2.0,5,96000.0,3.0,3.0,1.0,2.0,7,2.0,3.0,4.0,2.0,4,4
+5602,4.0,1,16,47,79,2015,1,1989,1.0,1.0,1.0,6.0,60000.0,1.0,97.0,182,130,5.0,5.0,5.0,1,1.0,4.0,1.0,4.0,4.0,1,80000.0,3.0,4.0,2.0,1.0,3,2.0,1.0,3.0,2.0,1,5
+5603,3.0,2,2,2,9,2015,1,1955,8.0,1.0,1.0,3.0,10000.0,1.0,200.0,175,120,4.0,4.0,4.0,1,2.0,2.0,1.0,4.0,3.0,1,50000.0,4.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+5604,4.0,1,15,43,74,2015,2,1949,1.0,1.0,1.0,4.0,0.0,1.0,82.0,165,120,4.0,4.0,4.0,5,3.0,4.0,2.0,2.0,5.0,1,100000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,4,1
+5605,4.0,1,5,8,23,2015,1,1981,1.0,1.0,1.0,6.0,20000.0,1.0,60.0,186,160,4.0,4.0,4.0,2,4.0,3.0,1.0,3.0,5.0,1,40000.0,3.0,2.0,1.0,2.0,1,3.0,2.0,4.0,3.0,2,3
+5606,4.0,2,15,41,72,2015,2,1988,1.0,1.0,1.0,10.0,20000.0,1.0,170.0,160,96,3.0,3.0,3.0,1,4.0,4.0,3.0,2.0,1.0,1,30000.0,3.0,2.0,1.0,2.0,1,3.0,2.0,2.0,4.0,1,3
+5607,3.0,1,4,7,15,2015,2,1988,1.0,1.0,1.0,4.0,5000.0,1.0,12.0,168,110,4.0,4.0,2.0,2,2.0,2.0,2.0,3.0,1.0,1,50000.0,3.0,1.0,1.0,1.0,3,2.0,1.0,4.0,3.0,1,2
+5608,4.0,1,24,71,111,2015,1,1963,1.0,1.0,1.0,9.0,50000.0,4.0,120.0,172,140,5.0,5.0,4.0,2,2.0,3.0,4.0,3.0,3.0,1,80000.0,3.0,3.0,2.0,1.0,3,2.0,2.0,3.0,3.0,3,5
+5609,5.0,1,7,18,36,2015,2,1955,1.0,1.0,1.0,3.0,26400.0,1.0,78.0,163,154,4.0,4.0,4.0,2,2.0,2.0,2.0,4.0,3.0,5,112400.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,1.0,3,4
+5610,5.0,1,21,64,102,2015,1,1986,1.0,1.0,1.0,6.0,50000.0,2.0,220.0,176,160,2.0,3.0,2.0,5,2.0,4.0,3.0,5.0,7.0,1,200000.0,5.0,4.0,1.0,2.0,3,1.0,1.0,5.0,2.0,1,5
+5611,4.0,1,2,4,11,2015,1,1974,1.0,1.0,2.0,6.0,40000.0,1.0,132.0,160,120,5.0,4.0,5.0,5,3.0,3.0,1.0,4.0,3.0,1,80000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,2,5
+5612,2.0,1,13,36,67,2015,2,1972,1.0,1.0,1.0,6.0,15000.0,1.0,50.0,158,120,3.0,5.0,5.0,1,2.0,3.0,2.0,2.0,1.0,5,15000.0,1.0,2.0,0.0,2.0,6,3.0,3.0,4.0,3.0,2,3
+5613,4.0,1,12,33,62,2015,2,1927,1.0,0.0,6.0,1.0,0.0,1.0,70.0,150,80,2.0,2.0,3.0,1,2.0,2.0,1.0,4.0,3.0,4,23140.0,1.0,1.0,1.0,2.0,7,2.0,2.0,3.0,2.0,5,1
+5614,4.0,1,6,12,28,2015,2,1958,1.0,1.0,1.0,3.0,25000.0,1.0,63.0,153,130,3.0,2.0,4.0,4,4.0,4.0,1.0,3.0,5.0,5,38000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+5615,4.0,2,19,56,90,2015,2,1975,1.0,1.0,1.0,4.0,30000.0,1.0,50.0,158,112,5.0,5.0,4.0,1,3.0,3.0,3.0,2.0,4.0,1,50000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,4
+5616,2.0,1,9,23,45,2015,1,1946,1.0,1.0,1.0,4.0,24000.0,1.0,40.0,165,100,4.0,4.0,4.0,2,2.0,4.0,1.0,1.0,5.0,5,24000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,4
+5617,4.0,2,13,36,66,2015,1,1956,6.0,1.0,1.0,4.0,0.0,4.0,180.0,157,118,2.0,3.0,3.0,1,2.0,2.0,3.0,2.0,3.0,5,40000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,5.0,2.0,3,1
+5618,5.0,1,22,66,106,2015,2,1959,1.0,1.0,1.0,11.0,35000.0,4.0,90.0,160,100,4.0,4.0,4.0,2,2.0,2.0,2.0,2.0,6.0,5,60000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,4
+5619,3.0,1,12,33,62,2015,1,1966,1.0,0.0,3.0,3.0,19038.0,1.0,60.0,168,110,3.0,4.0,2.0,4,2.0,1.0,1.0,2.0,3.0,5,61274.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,3
+5620,4.0,1,21,63,99,2015,2,1961,1.0,1.0,1.0,6.0,20000.0,1.0,300.0,160,120,3.0,3.0,3.0,1,3.0,4.0,1.0,4.0,5.0,3,30000.0,2.0,3.0,1.0,2.0,4,2.0,1.0,4.0,2.0,3,3
+5621,4.0,1,12,32,55,2015,2,1987,1.0,1.0,1.0,12.0,150000.0,1.0,85.0,162,100,4.0,5.0,5.0,5,2.0,4.0,3.0,5.0,5.0,1,150000.0,1.0,4.0,1.0,1.0,1,2.0,1.0,3.0,2.0,1,5
+5622,5.0,2,23,68,108,2015,1,1961,1.0,1.0,1.0,1.0,110000.0,1.0,210.0,170,160,5.0,4.0,5.0,1,2.0,1.0,1.0,5.0,1.0,3,140000.0,8.0,3.0,1.0,1.0,3,2.0,1.0,4.0,1.0,3,5
+5623,5.0,1,27,78,118,2015,1,1990,1.0,1.0,1.0,12.0,30000.0,1.0,95.0,172,130,5.0,5.0,5.0,2,3.0,2.0,3.0,1.0,5.0,1,10000.0,2.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,4
+5624,4.0,1,19,59,95,2015,1,1964,1.0,1.0,1.0,3.0,50000.0,1.0,88.0,172,130,4.0,4.0,4.0,4,3.0,4.0,2.0,3.0,5.0,1,100000.0,2.0,4.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,5
+5625,3.0,2,21,61,97,2015,1,1938,1.0,1.0,1.0,1.0,840.0,1.0,75.0,155,85,1.0,2.0,2.0,1,2.0,4.0,1.0,4.0,4.0,4,1680.0,2.0,1.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,1
+5626,4.0,1,7,18,39,2015,2,1963,1.0,1.0,1.0,6.0,32400.0,1.0,66.2,163,126,5.0,5.0,5.0,2,2.0,3.0,1.0,4.0,6.0,5,80400.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+5627,4.0,2,13,36,66,2015,2,1938,1.0,1.0,1.0,3.0,900.0,1.0,140.0,155,88,2.0,2.0,4.0,1,2.0,5.0,1.0,4.0,4.0,4,7000.0,2.0,3.0,1.0,2.0,7,3.0,1.0,5.0,2.0,4,1
+5628,2.0,1,21,62,98,2015,1,1961,1.0,1.0,1.0,4.0,15000.0,1.0,109.0,167,130,2.0,2.0,4.0,2,4.0,4.0,1.0,2.0,4.0,1,15000.0,1.0,2.0,2.0,2.0,3,3.0,2.0,4.0,3.0,3,3
+5629,4.0,2,22,65,104,2015,2,1974,1.0,1.0,1.0,5.0,30000.0,1.0,60.0,151,120,3.0,5.0,4.0,1,3.0,3.0,2.0,2.0,3.0,3,30000.0,4.0,2.0,1.0,2.0,3,2.0,1.0,2.0,3.0,2,4
+5630,4.0,1,26,74,114,2015,2,1967,1.0,1.0,1.0,3.0,6405.0,1.0,120.0,156,110,4.0,3.0,4.0,1,3.0,3.0,2.0,4.0,5.0,4,52863.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,2
+5631,2.0,2,29,83,126,2015,1,1948,1.0,1.0,1.0,4.0,0.0,1.0,100.0,170,120,2.0,2.0,3.0,1,3.0,5.0,1.0,1.0,2.0,5,0.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,1
+5632,1.0,2,8,19,41,2015,1,1967,4.0,0.0,9.0,3.0,30000.0,1.0,120.0,167,182,1.0,4.0,2.0,1,3.0,2.0,2.0,2.0,3.0,2,40000.0,5.0,1.0,1.0,2.0,3,3.0,1.0,4.0,4.0,2,4
+5633,4.0,2,16,46,78,2015,2,1972,1.0,1.0,1.0,3.0,10000.0,1.0,117.0,160,115,3.0,3.0,3.0,1,5.0,4.0,2.0,4.0,4.0,3,30000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,3
+5634,3.0,2,2,2,9,2015,2,1968,8.0,1.0,1.0,4.0,11506.0,1.0,300.0,163,120,4.0,4.0,4.0,1,3.0,3.0,1.0,4.0,3.0,3,30000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+5635,4.0,1,19,59,95,2015,1,1942,1.0,1.0,1.0,4.0,50000.0,1.0,56.0,160,124,5.0,5.0,5.0,4,1.0,3.0,1.0,2.0,5.0,5,65000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,5
+5636,4.0,1,3,6,13,2015,2,1971,1.0,1.0,2.0,3.0,0.0,1.0,128.0,160,170,2.0,4.0,4.0,1,4.0,4.0,1.0,1.0,5.0,1,20000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,1
+5637,3.0,2,2,4,11,2015,1,1991,1.0,0.0,1.0,4.0,30000.0,1.0,120.0,183,130,1.0,2.0,2.0,1,4.0,3.0,1.0,2.0,1.0,5,50000.0,3.0,3.0,1.0,2.0,1,3.0,3.0,2.0,2.0,1,4
+5638,3.0,1,12,32,59,2015,2,1995,1.0,1.0,1.0,10.0,5000.0,2.0,23.0,160,100,4.0,4.0,5.0,1,3.0,3.0,3.0,3.0,4.0,1,10000.0,1.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,2
+5639,4.0,1,21,64,101,2015,2,1994,1.0,1.0,1.0,4.0,0.0,1.0,60.0,155,80,4.0,4.0,4.0,1,1.0,2.0,1.0,4.0,4.0,5,62177.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,1
+5640,2.0,1,27,79,119,2015,1,1967,1.0,1.0,1.0,6.0,20000.0,1.0,37.0,174,190,4.0,5.0,4.0,2,2.0,3.0,1.0,1.0,4.0,5,40000.0,2.0,2.0,1.0,2.0,6,3.0,3.0,4.0,2.0,2,3
+5641,4.0,1,18,55,89,2015,2,1960,1.0,1.0,1.0,4.0,20000.0,1.0,88.0,160,170,4.0,4.0,4.0,2,5.0,4.0,2.0,4.0,5.0,4,40000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+5642,5.0,1,30,85,128,2015,2,1985,1.0,1.0,1.0,4.0,0.0,2.0,90.0,162,130,2.0,5.0,5.0,1,4.0,1.0,1.0,2.0,4.0,5,50000.0,5.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,1
+5643,4.0,2,21,64,100,2015,1,1970,1.0,1.0,1.0,4.0,35000.0,1.0,280.0,165,130,4.0,3.0,3.0,1,3.0,2.0,3.0,4.0,2.0,1,50000.0,2.0,2.0,1.0,1.0,3,2.0,1.0,3.0,2.0,2,4
+5644,4.0,1,19,57,91,2015,1,1940,1.0,1.0,1.0,4.0,60000.0,4.0,75.0,174,140,4.0,4.0,4.0,5,2.0,4.0,3.0,3.0,6.0,5,100000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,5
+5645,5.0,2,5,8,24,2015,2,1976,1.0,1.0,1.0,4.0,10000.0,1.0,90.0,150,102,5.0,5.0,5.0,1,3.0,3.0,1.0,4.0,5.0,3,30000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+5646,4.0,2,8,19,41,2015,1,1960,4.0,0.0,8.0,6.0,10000.0,1.0,90.0,170,126,3.0,3.0,3.0,1,2.0,4.0,4.0,2.0,5.0,5,10000.0,4.0,2.0,1.0,2.0,2,3.0,3.0,4.0,2.0,3,3
+5647,4.0,1,30,85,128,2015,1,1965,1.0,1.0,1.0,12.0,0.0,1.0,80.0,170,140,2.0,1.0,5.0,2,2.0,4.0,2.0,4.0,6.0,5,48000.0,3.0,2.0,1.0,2.0,6,3.0,3.0,4.0,2.0,3,1
+5648,5.0,1,27,78,118,2015,2,1941,1.0,0.0,3.0,3.0,17000.0,1.0,70.0,155,138,2.0,3.0,5.0,2,1.0,4.0,2.0,4.0,5.0,5,37000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,1.0,4,3
+5649,3.0,2,6,16,32,2015,1,1974,1.0,1.0,1.0,3.0,5000.0,1.0,300.0,162,120,2.0,3.0,3.0,1,3.0,3.0,2.0,4.0,5.0,3,10000.0,4.0,3.0,2.0,2.0,3,2.0,2.0,3.0,2.0,2,2
+5650,2.0,2,10,24,46,2015,2,1986,1.0,1.0,1.0,4.0,2000.0,1.0,40.0,160,130,2.0,2.0,3.0,1,2.0,3.0,1.0,3.0,1.0,3,8000.0,5.0,2.0,1.0,2.0,3,3.0,3.0,3.0,2.0,1,2
+5651,5.0,2,10,25,47,2015,2,1950,1.0,1.0,1.0,1.0,0.0,1.0,100.0,150,100,2.0,2.0,3.0,1,1.0,4.0,5.0,5.0,5.0,4,30000.0,4.0,3.0,1.0,1.0,7,3.0,1.0,5.0,2.0,4,1
+5652,5.0,1,5,8,24,2015,2,1967,1.0,0.0,1.0,6.0,16000.0,1.0,78.0,162,120,5.0,4.0,3.0,2,3.0,4.0,3.0,4.0,5.0,1,50000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,4.0,2.0,2,3
+5653,2.0,1,21,63,99,2015,2,1963,1.0,0.0,9.0,4.0,0.0,1.0,83.0,160,110,2.0,3.0,2.0,1,2.0,2.0,1.0,2.0,1.0,5,80000.0,1.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,1
+5654,4.0,2,29,83,126,2015,1,1966,1.0,1.0,1.0,4.0,0.0,1.0,110.0,170,120,2.0,2.0,4.0,1,4.0,4.0,3.0,3.0,3.0,5,0.0,1.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,1
+5655,5.0,2,18,53,87,2015,1,1948,1.0,1.0,3.0,1.0,500.0,1.0,140.0,150,120,4.0,4.0,4.0,1,2.0,2.0,1.0,4.0,6.0,3,1000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,1
+5656,5.0,2,31,87,132,2015,1,1942,1.0,0.0,3.0,3.0,2600.0,1.0,8.0,170,120,3.0,3.0,3.0,1,3.0,4.0,2.0,5.0,2.0,3,18498.0,1.0,3.0,1.0,2.0,7,2.0,2.0,5.0,2.0,4,2
+5657,2.0,2,18,54,88,2015,1,1951,1.0,0.0,9.0,4.0,2999.0,1.0,260.0,170,120,3.0,3.0,3.0,1,2.0,2.0,2.0,2.0,4.0,3,25845.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,3,2
+5658,5.0,1,29,82,125,2015,2,1988,1.0,1.0,1.0,1.0,10000.0,1.0,30.0,163,100,5.0,5.0,5.0,1,4.0,3.0,3.0,3.0,6.0,1,50000.0,6.0,3.0,0.0,2.0,3,2.0,1.0,4.0,2.0,1,3
+5659,5.0,1,27,77,117,2015,2,1979,3.0,1.0,1.0,4.0,30000.0,1.0,70.0,160,100,4.0,5.0,5.0,1,1.0,5.0,1.0,3.0,5.0,1,50000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,5.0,3.0,2,4
+5660,1.0,2,28,81,121,2015,1,1972,1.0,1.0,1.0,1.0,0.0,1.0,90.0,165,120,1.0,1.0,2.0,1,3.0,1.0,1.0,1.0,2.0,4,2000.0,3.0,1.0,1.0,2.0,1,3.0,2.0,3.0,3.0,2,1
+5661,4.0,2,15,43,74,2015,2,1986,1.0,1.0,1.0,4.0,50000.0,1.0,230.0,160,110,4.0,4.0,4.0,1,3.0,3.0,3.0,3.0,5.0,1,80000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,5
+5662,2.0,2,6,17,33,2015,1,1945,1.0,1.0,1.0,3.0,1200.0,4.0,100.0,170,120,2.0,2.0,2.0,1,2.0,4.0,1.0,4.0,3.0,3,1200.0,2.0,2.0,1.0,2.0,7,2.0,1.0,3.0,3.0,4,2
+5663,1.0,2,31,88,133,2015,2,1967,1.0,1.0,1.0,3.0,11000.0,1.0,74.0,157,160,5.0,5.0,4.0,1,4.0,4.0,2.0,2.0,9.0,3,40000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,2,3
+5664,4.0,1,12,32,60,2015,1,1973,1.0,1.0,1.0,3.0,20000.0,1.0,140.0,174,150,3.0,4.0,4.0,4,3.0,4.0,2.0,4.0,4.0,1,40000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+5665,4.0,2,11,30,53,2015,2,1982,1.0,1.0,1.0,4.0,24000.0,1.0,100.0,150,130,3.0,4.0,3.0,1,3.0,3.0,2.0,4.0,4.0,1,40000.0,4.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,4
+5666,4.0,2,6,17,33,2015,1,1950,1.0,1.0,1.0,3.0,0.0,1.0,90.0,165,95,2.0,2.0,3.0,1,3.0,3.0,2.0,3.0,5.0,3,0.0,1.0,3.0,1.0,2.0,3,3.0,3.0,3.0,2.0,4,1
+5667,4.0,2,19,56,90,2015,2,1969,1.0,1.0,1.0,3.0,30000.0,1.0,100.0,160,120,4.0,5.0,4.0,1,3.0,3.0,2.0,1.0,5.0,1,65000.0,3.0,3.0,2.0,2.0,3,2.0,2.0,3.0,3.0,2,4
+5668,4.0,1,31,87,132,2015,1,1982,1.0,1.0,1.0,6.0,60000.0,4.0,54.0,188,200,3.0,5.0,5.0,2,3.0,4.0,1.0,2.0,1.0,1,100000.0,3.0,2.0,1.0,1.0,3,2.0,1.0,4.0,1.0,2,5
+5669,4.0,1,24,71,111,2015,1,1984,1.0,1.0,1.0,5.0,36000.0,1.0,110.0,170,130,5.0,5.0,4.0,5,3.0,3.0,3.0,3.0,4.0,1,48000.0,1.0,3.0,1.0,2.0,1,2.0,2.0,4.0,3.0,1,4
+5670,2.0,2,5,9,25,2015,1,1951,1.0,0.0,2.0,3.0,10000.0,1.0,80.0,170,130,2.0,1.0,2.0,1,2.0,2.0,1.0,2.0,3.0,4,10000.0,5.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,3,3
+5671,3.0,1,15,39,70,2015,1,1968,1.0,1.0,1.0,3.0,0.0,1.0,150.0,174,137,2.0,2.0,3.0,1,3.0,3.0,1.0,3.0,3.0,5,0.0,2.0,1.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,1
+5672,3.0,2,6,14,30,2015,2,1955,1.0,1.0,1.0,3.0,10000.0,1.0,150.0,160,117,2.0,3.0,4.0,1,4.0,3.0,1.0,3.0,4.0,3,40000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,3
+5673,4.0,1,18,51,84,2015,2,1988,1.0,1.0,3.0,4.0,30000.0,1.0,150.0,164,130,5.0,5.0,5.0,1,4.0,4.0,1.0,3.0,4.0,1,80000.0,8.0,2.0,1.0,1.0,3,3.0,1.0,3.0,3.0,1,4
+5674,4.0,1,18,52,85,2015,1,1946,1.0,1.0,1.0,3.0,0.0,1.0,200.0,170,120,3.0,3.0,3.0,1,2.0,4.0,1.0,2.0,5.0,3,10000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,4,1
+5675,3.0,2,16,47,79,2015,2,1980,1.0,1.0,1.0,3.0,20000.0,1.0,120.0,165,110,3.0,4.0,4.0,1,2.0,2.0,2.0,2.0,4.0,1,30000.0,4.0,3.0,2.0,2.0,3,2.0,1.0,3.0,2.0,2,3
+5676,4.0,2,28,81,123,2015,1,1968,1.0,1.0,1.0,4.0,8000.0,1.0,180.0,167,90,3.0,4.0,4.0,1,3.0,2.0,1.0,3.0,2.0,4,10000.0,3.0,1.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,2
+5677,3.0,1,7,18,37,2015,1,1949,1.0,1.0,1.0,7.0,20000.0,1.0,50.0,170,110,4.0,4.0,3.0,2,2.0,1.0,1.0,2.0,3.0,5,42000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,3
+5678,4.0,2,2,5,12,2015,2,1973,8.0,1.0,1.0,1.0,6500.0,1.0,80.0,150,84,3.0,4.0,4.0,1,2.0,2.0,1.0,4.0,2.0,2,18000.0,2.0,1.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,2
+5679,4.0,1,7,18,38,2015,2,1978,1.0,1.0,1.0,12.0,100000.0,4.0,70.0,165,160,4.0,4.0,4.0,4,2.0,3.0,3.0,4.0,6.0,1,200000.0,3.0,4.0,2.0,2.0,3,2.0,2.0,5.0,3.0,2,5
+5680,4.0,1,18,52,86,2015,1,1951,1.0,1.0,1.0,4.0,2700.0,1.0,160.0,169,110,5.0,5.0,5.0,5,3.0,4.0,2.0,2.0,3.0,5,30000.0,1.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,2
+5681,4.0,1,7,18,40,2015,1,1954,1.0,1.0,1.0,4.0,30000.0,1.0,35.0,172,160,4.0,5.0,4.0,2,1.0,4.0,2.0,3.0,4.0,5,52800.0,2.0,2.0,2.0,2.0,3,3.0,1.0,3.0,3.0,3,4
+5682,4.0,1,16,47,79,2015,1,1963,1.0,1.0,1.0,6.0,50000.0,1.0,140.0,162,117,4.0,4.0,4.0,2,2.0,2.0,2.0,3.0,7.0,1,140000.0,3.0,4.0,3.0,1.0,3,1.0,1.0,4.0,2.0,3,5
+5683,4.0,1,18,53,87,2015,2,1949,1.0,1.0,1.0,3.0,0.0,1.0,240.0,162,170,2.0,3.0,4.0,4,1.0,4.0,2.0,4.0,5.0,4,30000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,1
+5684,3.0,1,31,87,131,2015,1,1965,1.0,1.0,1.0,3.0,5000.0,1.0,70.0,168,160,3.0,4.0,4.0,2,2.0,3.0,1.0,3.0,1.0,5,8000.0,2.0,1.0,0.0,2.0,3,3.0,2.0,4.0,2.0,3,2
+5685,5.0,1,15,39,70,2015,1,1933,1.0,1.0,1.0,12.0,60000.0,4.0,105.0,165,124,4.0,5.0,4.0,2,4.0,4.0,4.0,4.0,5.0,5,100000.0,2.0,4.0,1.0,2.0,3,1.0,1.0,5.0,2.0,5,5
+5686,4.0,1,19,59,95,2015,2,1957,1.0,1.0,1.0,6.0,30000.0,1.0,105.0,166,130,4.0,5.0,5.0,5,2.0,4.0,3.0,4.0,5.0,1,200000.0,3.0,4.0,2.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+5687,4.0,2,9,21,43,2015,1,1989,1.0,1.0,1.0,4.0,40000.0,1.0,150.0,180,180,4.0,4.0,4.0,1,3.0,3.0,2.0,2.0,6.0,1,60000.0,6.0,4.0,1.0,2.0,3,2.0,1.0,4.0,3.0,1,5
+5688,4.0,1,4,7,14,2015,2,1973,1.0,1.0,1.0,4.0,36000.0,1.0,40.0,160,105,4.0,3.0,3.0,4,3.0,3.0,2.0,4.0,5.0,1,100000.0,4.0,3.0,1.0,1.0,3,3.0,2.0,3.0,2.0,2,4
+5689,3.0,1,2,4,11,2015,1,1957,1.0,1.0,1.0,4.0,40000.0,1.0,200.0,160,110,4.0,4.0,4.0,5,2.0,4.0,2.0,3.0,5.0,5,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+5690,5.0,1,31,87,131,2015,2,1995,1.0,1.0,1.0,12.0,0.0,2.0,80.0,168,110,5.0,5.0,5.0,2,4.0,3.0,4.0,3.0,4.0,6,40000.0,3.0,3.0,2.0,2.0,1,2.0,2.0,2.0,2.0,1,1
+5691,4.0,1,11,29,52,2015,2,1984,1.0,1.0,1.0,12.0,50000.0,1.0,42.0,160,110,4.0,4.0,3.0,5,2.0,4.0,2.0,2.0,2.0,1,200000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,1,5
+5692,4.0,1,26,76,116,2015,2,1968,1.0,1.0,1.0,3.0,0.0,1.0,80.0,155,110,2.0,2.0,2.0,1,2.0,2.0,2.0,4.0,5.0,5,50000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,1
+5693,4.0,2,13,37,68,2015,1,1974,1.0,0.0,1.0,4.0,16000.0,1.0,320.0,167,140,2.0,2.0,3.0,1,3.0,3.0,1.0,3.0,1.0,1,30000.0,6.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,2,3
+5694,2.0,1,16,45,76,2015,2,1975,1.0,1.0,1.0,4.0,10000.0,1.0,110.0,160,120,2.0,5.0,2.0,1,2.0,1.0,1.0,2.0,4.0,4,50000.0,4.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,2,3
+5695,4.0,1,1,1,6,2015,1,1960,1.0,1.0,1.0,6.0,150000.0,1.0,85.0,178,150,4.0,4.0,4.0,2,3.0,3.0,1.0,3.0,5.0,1,250000.0,3.0,4.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+5696,4.0,1,15,42,73,2015,2,1943,1.0,1.0,1.0,4.0,24000.0,1.0,100.0,165,98,3.0,3.0,5.0,1,4.0,2.0,2.0,2.0,5.0,2,120000.0,1.0,2.0,1.0,2.0,7,2.0,1.0,4.0,2.0,4,4
+5697,4.0,1,27,79,119,2015,1,1966,1.0,1.0,1.0,4.0,20000.0,1.0,70.0,175,175,2.0,5.0,2.0,2,1.0,3.0,1.0,3.0,5.0,1,35000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,3
+5698,3.0,2,29,83,126,2015,2,1935,1.0,0.0,1.0,1.0,0.0,1.0,200.0,156,93,5.0,4.0,3.0,1,1.0,1.0,1.0,3.0,3.0,4,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,1
+5699,4.0,2,31,87,130,2015,1,1950,1.0,1.0,1.0,3.0,20000.0,1.0,100.0,170,150,4.0,4.0,4.0,1,3.0,4.0,1.0,4.0,3.0,3,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,4,3
+5700,4.0,1,15,39,70,2015,2,1981,1.0,1.0,1.0,3.0,500.0,1.0,120.0,158,90,4.0,4.0,4.0,1,4.0,3.0,1.0,2.0,5.0,5,60000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,1
+5701,5.0,1,2,4,11,2015,2,1964,1.0,1.0,1.0,4.0,30000.0,1.0,120.0,165,130,3.0,4.0,4.0,5,4.0,4.0,1.0,2.0,5.0,5,70000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,3,4
+5702,4.0,1,27,77,117,2015,1,1991,8.0,1.0,1.0,12.0,6000.0,1.0,100.0,190,120,4.0,5.0,5.0,2,2.0,4.0,2.0,4.0,4.0,1,70000.0,3.0,3.0,2.0,2.0,1,3.0,3.0,3.0,3.0,1,2
+5703,4.0,1,27,79,119,2015,1,1969,3.0,1.0,1.0,4.0,30000.0,4.0,60.0,168,130,5.0,5.0,5.0,2,4.0,4.0,1.0,4.0,2.0,1,64000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,4
+5704,4.0,2,27,77,117,2015,1,1945,1.0,1.0,1.0,1.0,10000.0,1.0,60.0,160,90,3.0,4.0,3.0,1,1.0,3.0,1.0,4.0,5.0,3,13115.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,3
+5705,4.0,1,1,1,4,2015,2,1959,1.0,1.0,1.0,6.0,39600.0,1.0,58.7,158,118,3.0,4.0,4.0,2,3.0,3.0,2.0,4.0,5.0,5,127200.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,4
+5706,4.0,2,9,20,42,2015,2,1991,1.0,1.0,1.0,1.0,0.0,1.0,100.0,150,80,2.0,3.0,5.0,1,1.0,1.0,1.0,3.0,5.0,6,40000.0,3.0,2.0,1.0,2.0,7,2.0,3.0,3.0,3.0,1,1
+5707,3.0,2,9,21,43,2015,2,1963,1.0,0.0,4.0,4.0,15000.0,1.0,100.0,160,116,4.0,4.0,4.0,1,4.0,4.0,2.0,3.0,5.0,3,80000.0,3.0,4.0,2.0,2.0,3,2.0,1.0,3.0,2.0,3,3
+5708,4.0,1,7,18,39,2015,1,1959,1.0,1.0,1.0,8.0,36900.0,4.0,74.0,168,150,4.0,5.0,5.0,2,1.0,3.0,2.0,4.0,5.0,5,590000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+5709,4.0,1,19,57,92,2015,2,1967,1.0,1.0,1.0,3.0,0.0,1.0,90.0,160,110,3.0,3.0,4.0,5,2.0,4.0,1.0,4.0,4.0,6,50489.0,1.0,2.0,1.0,2.0,6,2.0,2.0,4.0,2.0,2,1
+5710,4.0,2,10,28,51,2015,2,1961,1.0,1.0,1.0,4.0,0.0,1.0,90.0,160,150,4.0,5.0,4.0,1,1.0,2.0,1.0,4.0,1.0,4,120000.0,5.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,3,1
+5711,5.0,1,3,6,13,2015,1,1959,1.0,1.0,1.0,1.0,10000.0,1.0,90.0,167,160,5.0,3.0,5.0,1,3.0,3.0,1.0,5.0,6.0,1,20000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,3
+5712,4.0,2,23,68,108,2015,1,1951,1.0,1.0,1.0,4.0,3000.0,1.0,150.0,170,110,1.0,1.0,2.0,1,2.0,4.0,1.0,3.0,1.0,3,13000.0,2.0,1.0,1.0,2.0,3,3.0,2.0,2.0,2.0,3,2
+5713,5.0,2,31,87,131,2015,1,1977,1.0,1.0,1.0,3.0,40000.0,1.0,88.0,170,150,2.0,2.0,3.0,1,2.0,3.0,1.0,4.0,1.0,3,50000.0,3.0,4.0,1.0,2.0,3,1.0,2.0,4.0,2.0,2,5
+5714,3.0,1,13,37,68,2015,1,1989,1.0,1.0,1.0,4.0,10000.0,1.0,450.0,177,128,4.0,3.0,3.0,1,2.0,5.0,1.0,3.0,5.0,1,139958.0,5.0,2.0,0.0,2.0,3,3.0,3.0,3.0,3.0,1,3
+5715,2.0,2,18,54,88,2015,1,1941,1.0,1.0,1.0,1.0,800.0,1.0,180.0,168,130,4.0,3.0,3.0,1,3.0,3.0,2.0,4.0,5.0,4,7000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,4,1
+5716,3.0,1,16,46,77,2015,2,1990,1.0,1.0,3.0,10.0,20000.0,1.0,200.0,158,92,1.0,5.0,3.0,2,4.0,3.0,2.0,2.0,5.0,1,50000.0,4.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,3
+5717,4.0,2,3,6,13,2015,1,1978,1.0,1.0,1.0,4.0,30000.0,1.0,20.0,172,115,4.0,4.0,4.0,1,5.0,4.0,1.0,1.0,5.0,2,30000.0,3.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+5718,4.0,1,22,67,107,2015,1,1993,1.0,1.0,1.0,12.0,0.0,2.0,135.0,178,140,4.0,4.0,4.0,5,2.0,3.0,3.0,4.0,6.0,6,200000.0,3.0,4.0,2.0,1.0,1,2.0,2.0,4.0,2.0,1,1
+5719,5.0,2,18,53,87,2015,2,1954,1.0,1.0,1.0,1.0,2400.0,1.0,150.0,153,120,2.0,5.0,4.0,1,2.0,3.0,1.0,4.0,4.0,3,100000.0,4.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+5720,4.0,1,31,88,133,2015,1,1940,1.0,1.0,1.0,3.0,4500.0,1.0,79.0,170,90,2.0,1.0,4.0,1,1.0,4.0,1.0,4.0,5.0,4,9000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,2
+5721,4.0,1,2,5,12,2015,1,1954,1.0,1.0,1.0,1.0,0.0,1.0,90.0,176,110,4.0,4.0,3.0,1,4.0,3.0,2.0,4.0,2.0,4,44988.0,3.0,1.0,2.0,2.0,3,3.0,3.0,3.0,3.0,3,1
+5722,5.0,1,22,65,104,2015,1,1952,1.0,1.0,1.0,4.0,36000.0,1.0,80.0,160,140,4.0,4.0,3.0,5,2.0,4.0,4.0,1.0,5.0,5,400000.0,1.0,4.0,1.0,1.0,3,2.0,1.0,2.0,3.0,3,4
+5723,4.0,2,2,5,12,2015,1,1987,1.0,1.0,1.0,3.0,18000.0,1.0,56.0,170,130,4.0,5.0,4.0,1,3.0,3.0,2.0,3.0,5.0,1,20000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,1,3
+5724,4.0,1,26,75,115,2015,1,1933,1.0,1.0,1.0,7.0,32000.0,4.0,50.0,170,120,2.0,4.0,4.0,2,3.0,3.0,3.0,3.0,5.0,5,66000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,5,4
+5725,4.0,1,24,72,112,2015,1,1960,1.0,1.0,1.0,6.0,45000.0,4.0,440.0,173,136,2.0,5.0,5.0,5,3.0,3.0,3.0,1.0,6.0,1,120000.0,1.0,3.0,1.0,1.0,3,2.0,2.0,4.0,3.0,3,5
+5726,3.0,2,9,23,45,2015,1,1967,1.0,1.0,1.0,3.0,15000.0,1.0,100.0,165,130,4.0,3.0,3.0,1,3.0,4.0,1.0,4.0,1.0,1,30000.0,3.0,2.0,2.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+5727,4.0,2,2,5,12,2015,2,1984,8.0,1.0,1.0,4.0,5000.0,1.0,150.0,155,104,5.0,4.0,4.0,1,4.0,4.0,1.0,4.0,4.0,3,10000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,1,2
+5728,4.0,2,19,56,90,2015,2,1966,1.0,1.0,1.0,4.0,20000.0,1.0,120.0,160,135,3.0,3.0,4.0,1,2.0,2.0,2.0,3.0,4.0,5,60000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+5729,4.0,1,30,85,128,2015,1,1980,8.0,1.0,1.0,12.0,50000.0,4.0,111.0,165,145,4.0,5.0,3.0,2,1.0,2.0,2.0,4.0,5.0,1,100000.0,5.0,3.0,2.0,1.0,3,2.0,2.0,5.0,3.0,2,5
+5730,4.0,2,5,9,25,2015,2,1933,1.0,0.0,1.0,1.0,0.0,1.0,80.0,160,100,4.0,4.0,4.0,1,3.0,3.0,1.0,3.0,1.0,4,40000.0,6.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,5,1
+5731,4.0,2,18,53,87,2015,2,1996,1.0,1.0,1.0,6.0,0.0,2.0,150.0,165,96,4.0,5.0,3.0,1,2.0,3.0,4.0,2.0,1.0,6,13000.0,3.0,2.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,1
+5732,4.0,1,16,44,75,2015,2,1957,1.0,1.0,1.0,6.0,25000.0,1.0,61.0,160,135,5.0,4.0,4.0,2,5.0,4.0,2.0,4.0,5.0,5,25000.0,1.0,3.0,1.0,2.0,1,2.0,2.0,4.0,3.0,3,4
+5733,4.0,1,18,51,84,2015,2,1942,1.0,0.0,8.0,1.0,0.0,1.0,200.0,165,110,3.0,4.0,4.0,1,3.0,4.0,1.0,4.0,4.0,1,10000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,1
+5734,4.0,1,11,31,54,2015,1,1970,1.0,1.0,1.0,10.0,80000.0,4.0,90.0,178,130,5.0,4.0,4.0,2,2.0,3.0,3.0,3.0,5.0,1,100000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+5735,4.0,1,21,62,98,2015,1,1982,8.0,1.0,1.0,7.0,25000.0,2.0,230.0,168,120,4.0,4.0,3.0,2,3.0,4.0,4.0,3.0,5.0,1,45000.0,5.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,4
+5736,4.0,2,3,6,13,2015,1,1944,1.0,1.0,1.0,1.0,3000.0,1.0,40.0,167,123,2.0,2.0,2.0,1,4.0,3.0,1.0,4.0,4.0,3,8000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,2
+5737,5.0,1,15,39,70,2015,2,1958,1.0,1.0,1.0,6.0,50000.0,1.0,30.0,162,124,3.0,4.0,4.0,5,2.0,3.0,2.0,3.0,6.0,5,50000.0,1.0,3.0,1.0,2.0,5,2.0,2.0,4.0,2.0,3,5
+5738,4.0,2,15,43,74,2015,2,1956,1.0,0.0,8.0,1.0,2000.0,1.0,80.0,153,100,2.0,4.0,4.0,1,3.0,3.0,1.0,3.0,5.0,4,15000.0,2.0,2.0,1.0,2.0,4,2.0,2.0,4.0,2.0,3,2
+5739,3.0,1,4,7,21,2015,2,1972,4.0,1.0,1.0,12.0,200000.0,4.0,100.0,162,118,4.0,5.0,5.0,5,2.0,2.0,5.0,4.0,5.0,1,500000.0,5.0,3.0,2.0,1.0,3,2.0,3.0,3.0,3.0,2,5
+5740,4.0,1,7,18,39,2015,1,1936,1.0,1.0,1.0,4.0,36000.0,1.0,69.8,170,156,3.0,3.0,4.0,2,2.0,1.0,1.0,4.0,6.0,5,72000.0,2.0,3.0,1.0,2.0,4,2.0,2.0,3.0,3.0,4,4
+5741,4.0,1,4,7,19,2015,2,1951,1.0,1.0,1.0,4.0,26000.0,1.0,93.0,151,92,4.0,4.0,4.0,5,2.0,4.0,2.0,3.0,5.0,5,170000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,4.0,3.0,3,4
+5742,4.0,1,23,69,109,2015,2,1981,1.0,1.0,1.0,4.0,30000.0,1.0,70.0,160,142,4.0,3.0,3.0,1,1.0,3.0,1.0,3.0,5.0,1,30000.0,5.0,2.0,0.0,2.0,3,2.0,2.0,4.0,3.0,2,4
+5743,4.0,2,31,87,130,2015,2,1972,1.0,1.0,1.0,4.0,15000.0,1.0,120.0,160,120,3.0,5.0,4.0,1,3.0,4.0,1.0,4.0,5.0,3,30000.0,4.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+5744,4.0,1,27,79,119,2015,1,1941,1.0,1.0,1.0,3.0,31200.0,1.0,45.0,175,140,4.0,4.0,4.0,2,4.0,4.0,1.0,3.0,5.0,5,31200.0,1.0,3.0,1.0,2.0,7,2.0,2.0,5.0,2.0,4,4
+5745,4.0,1,27,78,118,2015,1,1988,1.0,1.0,1.0,10.0,96000.0,1.0,80.0,184,170,4.0,4.0,4.0,2,3.0,3.0,2.0,2.0,5.0,1,85040.0,2.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,5
+5746,4.0,2,3,6,13,2015,2,1952,1.0,1.0,1.0,3.0,3000.0,1.0,122.0,150,101,3.0,3.0,3.0,1,3.0,3.0,1.0,3.0,3.0,3,10000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,2
+5747,4.0,1,4,7,21,2015,1,1987,1.0,0.0,5.0,12.0,400000.0,1.0,50.0,184,180,4.0,5.0,5.0,5,3.0,4.0,4.0,4.0,6.0,1,600000.0,2.0,3.0,1.0,2.0,3,1.0,1.0,2.0,2.0,1,5
+5748,3.0,2,22,65,104,2015,2,1965,1.0,1.0,2.0,3.0,0.0,1.0,65.0,154,98,2.0,4.0,3.0,1,2.0,3.0,1.0,4.0,3.0,5,20000.0,3.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,1
+5749,4.0,2,5,9,25,2015,1,1974,1.0,1.0,1.0,4.0,27000.0,1.0,80.5,171,150,5.0,4.0,4.0,1,3.0,2.0,1.0,4.0,1.0,2,40000.0,4.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,4
+5750,1.0,2,26,76,116,2015,2,1997,1.0,0.0,1.0,6.0,3000.0,1.0,110.0,164,85,4.0,4.0,4.0,1,1.0,3.0,5.0,1.0,4.0,6,100000.0,3.0,2.0,1.0,2.0,1,2.0,2.0,4.0,3.0,1,2
+5751,5.0,1,4,7,17,2015,1,1951,3.0,1.0,1.0,7.0,60000.0,4.0,119.0,173,170,5.0,5.0,5.0,4,3.0,4.0,3.0,3.0,5.0,1,100000.0,2.0,4.0,4.0,1.0,3,1.0,2.0,4.0,1.0,3,5
+5752,4.0,2,21,64,101,2015,2,1953,1.0,1.0,1.0,3.0,2500.0,1.0,140.0,165,130,3.0,3.0,4.0,1,2.0,3.0,1.0,4.0,1.0,3,10000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,2
+5753,5.0,2,5,10,26,2015,2,1969,1.0,1.0,1.0,3.0,20000.0,1.0,100.0,158,170,4.0,3.0,4.0,1,4.0,3.0,2.0,4.0,5.0,6,30000.0,4.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,3
+5754,4.0,2,29,84,127,2015,1,1962,1.0,1.0,1.0,10.0,50000.0,4.0,70.0,160,120,4.0,5.0,3.0,1,4.0,4.0,3.0,4.0,4.0,1,100000.0,2.0,4.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,5
+5755,2.0,1,21,64,102,2015,1,1982,1.0,1.0,1.0,4.0,150000.0,1.0,80.0,165,128,4.0,5.0,3.0,2,4.0,4.0,5.0,2.0,6.0,5,250000.0,2.0,4.0,2.0,2.0,3,1.0,1.0,2.0,2.0,2,5
+5756,2.0,1,6,15,31,2015,2,1954,1.0,1.0,1.0,3.0,14000.0,1.0,105.0,155,125,3.0,3.0,3.0,1,3.0,3.0,1.0,2.0,4.0,4,50000.0,3.0,2.0,0.0,2.0,7,2.0,2.0,3.0,3.0,3,3
+5757,3.0,2,2,5,12,2015,2,1954,8.0,1.0,1.0,1.0,2000.0,1.0,90.0,150,136,4.0,3.0,3.0,1,3.0,3.0,1.0,4.0,2.0,4,68031.0,6.0,2.0,2.0,2.0,3,2.0,2.0,3.0,2.0,3,2
+5758,4.0,2,15,41,72,2015,2,1957,1.0,1.0,1.0,1.0,6000.0,1.0,115.0,158,130,4.0,4.0,4.0,4,3.0,2.0,1.0,1.0,6.0,3,45000.0,6.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,2
+5759,4.0,1,15,39,70,2015,1,1944,1.0,1.0,1.0,4.0,2400.0,1.0,30.0,165,120,2.0,2.0,4.0,1,4.0,4.0,1.0,4.0,1.0,4,2400.0,2.0,1.0,1.0,2.0,7,3.0,2.0,3.0,2.0,4,2
+5760,4.0,1,6,17,33,2015,2,1949,1.0,1.0,1.0,3.0,24000.0,1.0,70.0,161,102,2.0,2.0,3.0,5,3.0,3.0,1.0,2.0,4.0,5,24000.0,1.0,3.0,1.0,2.0,7,2.0,1.0,4.0,3.0,4,4
+5761,3.0,1,12,34,63,2015,2,1990,1.0,1.0,1.0,10.0,50000.0,2.0,20.0,160,106,5.0,4.0,4.0,2,3.0,3.0,3.0,4.0,4.0,1,100000.0,2.0,3.0,2.0,1.0,2,2.0,1.0,5.0,2.0,1,5
+5762,4.0,2,15,40,71,2015,1,1950,1.0,1.0,4.0,3.0,20000.0,1.0,100.0,168,180,3.0,4.0,4.0,2,2.0,3.0,2.0,4.0,7.0,1,50000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,3
+5763,4.0,2,15,43,74,2015,1,1992,1.0,1.0,1.0,4.0,0.0,1.0,250.0,180,155,5.0,5.0,4.0,1,3.0,5.0,2.0,3.0,5.0,6,60000.0,3.0,3.0,1.0,2.0,1,2.0,3.0,4.0,2.0,1,1
+5764,1.0,2,31,88,133,2015,2,1952,1.0,1.0,1.0,3.0,0.0,1.0,50.0,156,130,1.0,1.0,2.0,1,1.0,1.0,1.0,2.0,1.0,6,8000.0,5.0,1.0,1.0,2.0,3,3.0,1.0,2.0,3.0,3,1
+5765,4.0,2,10,27,50,2015,1,1964,1.0,1.0,1.0,4.0,10000.0,1.0,200.0,160,130,3.0,2.0,3.0,1,2.0,3.0,2.0,3.0,4.0,3,15000.0,2.0,3.0,1.0,1.0,3,2.0,3.0,4.0,2.0,3,3
+5766,5.0,1,27,79,119,2015,1,1949,1.0,1.0,1.0,6.0,45000.0,1.0,65.0,165,138,4.0,5.0,5.0,2,4.0,4.0,3.0,4.0,4.0,5,65000.0,2.0,2.0,1.0,2.0,3,2.0,3.0,4.0,2.0,4,5
+5767,3.0,1,21,64,100,2015,1,1964,1.0,1.0,1.0,9.0,0.0,4.0,69.0,171,140,2.0,2.0,3.0,4,2.0,5.0,2.0,2.0,3.0,5,40000.0,3.0,3.0,1.0,2.0,3,3.0,3.0,4.0,2.0,3,1
+5768,3.0,1,4,7,14,2015,2,1966,1.0,1.0,1.0,9.0,60000.0,1.0,14.0,169,126,3.0,4.0,3.0,5,3.0,3.0,3.0,2.0,4.0,1,80000.0,2.0,3.0,2.0,1.0,3,2.0,2.0,3.0,3.0,3,5
+5769,3.0,1,21,63,99,2015,1,1967,1.0,1.0,1.0,4.0,31000.0,4.0,54.0,173,106,3.0,3.0,3.0,5,4.0,4.0,1.0,2.0,4.0,1,40000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,4
+5770,4.0,1,24,72,112,2015,2,1992,1.0,1.0,1.0,10.0,0.0,2.0,200.0,150,98,4.0,5.0,3.0,1,5.0,5.0,4.0,2.0,2.0,5,362201.0,3.0,2.0,1.0,2.0,1,3.0,2.0,3.0,4.0,1,1
+5771,4.0,1,9,20,42,2015,2,1970,1.0,1.0,1.0,3.0,10000.0,1.0,25.0,163,126,3.0,3.0,3.0,1,2.0,2.0,2.0,4.0,2.0,1,20000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,2,3
+5772,5.0,2,18,52,85,2015,1,1950,1.0,1.0,1.0,10.0,36000.0,1.0,220.0,162,126,4.0,4.0,4.0,2,5.0,5.0,2.0,4.0,6.0,5,72000.0,1.0,4.0,1.0,2.0,3,1.0,3.0,4.0,2.0,4,4
+5773,5.0,2,29,84,127,2015,1,1960,1.0,1.0,1.0,3.0,4500.0,1.0,100.0,160,110,3.0,3.0,3.0,1,2.0,3.0,1.0,4.0,2.0,2,20000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,2
+5774,4.0,2,23,69,109,2015,2,1937,1.0,1.0,1.0,1.0,1000.0,1.0,80.0,158,100,3.0,3.0,4.0,1,2.0,4.0,1.0,4.0,5.0,4,10000.0,4.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,1
+5775,4.0,1,18,51,84,2015,1,1982,1.0,1.0,1.0,10.0,60000.0,1.0,98.0,170,200,5.0,5.0,5.0,2,1.0,4.0,5.0,2.0,5.0,1,100000.0,4.0,3.0,1.0,1.0,3,3.0,1.0,4.0,2.0,2,5
+5776,3.0,2,18,52,86,2015,1,1993,1.0,1.0,1.0,6.0,8000.0,1.0,100.0,170,140,5.0,5.0,5.0,1,3.0,4.0,2.0,2.0,5.0,5,20000.0,2.0,2.0,1.0,2.0,1,2.0,2.0,4.0,3.0,1,2
+5777,4.0,2,22,66,106,2015,2,1964,1.0,1.0,1.0,4.0,10000.0,1.0,130.0,155,110,3.0,4.0,3.0,1,3.0,2.0,1.0,2.0,4.0,2,90000.0,7.0,3.0,1.0,2.0,1,3.0,3.0,4.0,3.0,3,3
+5778,4.0,1,6,17,33,2015,2,1975,1.0,1.0,1.0,5.0,6000.0,1.0,106.0,154,102,3.0,3.0,4.0,4,2.0,4.0,4.0,2.0,4.0,1,66000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,2
+5779,4.0,2,5,10,26,2015,1,1953,3.0,0.0,4.0,1.0,600.0,1.0,100.0,172,150,4.0,4.0,4.0,1,1.0,2.0,1.0,3.0,3.0,3,60000.0,4.0,3.0,1.0,2.0,7,2.0,1.0,5.0,2.0,3,1
+5780,4.0,2,11,30,53,2015,2,1976,1.0,1.0,1.0,4.0,30000.0,1.0,160.0,166,135,5.0,4.0,4.0,1,4.0,4.0,2.0,2.0,1.0,3,40000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,2,4
+5781,4.0,1,6,12,28,2015,2,1982,1.0,1.0,1.0,3.0,9999990.0,1.0,102.0,150,140,4.0,4.0,4.0,1,3.0,2.0,2.0,2.0,5.0,5,82212.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+5782,4.0,1,24,70,110,2015,1,1962,1.0,1.0,1.0,6.0,50000.0,1.0,76.0,165,120,2.0,5.0,4.0,5,2.0,4.0,2.0,2.0,6.0,1,150000.0,4.0,4.0,1.0,1.0,3,2.0,1.0,4.0,2.0,3,5
+5783,4.0,1,11,31,54,2015,1,1993,1.0,1.0,1.0,12.0,0.0,1.0,120.0,176,130,4.0,5.0,5.0,2,2.0,1.0,1.0,4.0,2.0,6,50000.0,4.0,2.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,1
+5784,5.0,2,3,6,13,2015,1,1930,1.0,1.0,1.0,3.0,4000.0,1.0,100.0,150,110,5.0,5.0,5.0,1,5.0,4.0,1.0,5.0,7.0,3,50000.0,3.0,3.0,1.0,2.0,7,2.0,1.0,3.0,2.0,5,2
+5785,4.0,1,22,66,105,2015,2,1948,1.0,1.0,1.0,4.0,25000.0,1.0,125.0,162,120,3.0,3.0,4.0,2,4.0,4.0,2.0,4.0,4.0,5,60000.0,2.0,3.0,3.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+5786,4.0,1,11,29,52,2015,1,1985,1.0,1.0,1.0,12.0,60000.0,1.0,80.0,178,130,4.0,4.0,4.0,1,3.0,3.0,3.0,3.0,4.0,1,120000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,5
+5787,4.0,2,15,41,72,2015,2,1965,1.0,1.0,1.0,1.0,5000.0,1.0,200.0,165,140,3.0,3.0,2.0,1,3.0,4.0,1.0,2.0,5.0,3,300000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,2
+5788,3.0,1,24,72,112,2015,1,1991,1.0,0.0,3.0,4.0,4228.0,1.0,40.0,165,120,4.0,4.0,3.0,4,3.0,3.0,3.0,4.0,3.0,6,35000.0,3.0,3.0,1.0,1.0,1,2.0,1.0,4.0,2.0,1,2
+5789,5.0,1,19,57,91,2015,2,1973,1.0,1.0,1.0,11.0,100000.0,4.0,72.0,160,130,1.0,5.0,5.0,5,3.0,4.0,3.0,4.0,5.0,1,200000.0,3.0,4.0,1.0,2.0,1,2.0,2.0,4.0,2.0,2,5
+5790,4.0,1,7,18,40,2015,1,1957,1.0,1.0,1.0,6.0,15000.0,1.0,40.0,174,180,2.0,2.0,4.0,2,1.0,4.0,2.0,4.0,5.0,5,30000.0,4.0,3.0,1.0,2.0,3,3.0,1.0,3.0,3.0,3,3
+5791,4.0,1,27,78,118,2015,2,1930,1.0,1.0,1.0,12.0,36000.0,4.0,105.0,155,120,3.0,4.0,5.0,2,4.0,5.0,1.0,4.0,4.0,5,36000.0,1.0,2.0,1.0,2.0,7,2.0,2.0,4.0,3.0,5,4
+5792,5.0,1,27,79,119,2015,2,1983,1.0,0.0,7.0,10.0,24000.0,1.0,70.0,160,100,3.0,5.0,4.0,4,3.0,4.0,3.0,4.0,4.0,1,50000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,1,4
+5793,2.0,1,15,39,70,2015,2,1948,1.0,1.0,1.0,4.0,12000.0,1.0,35.0,165,135,4.0,3.0,3.0,2,2.0,2.0,2.0,4.0,3.0,5,30000.0,2.0,2.0,1.0,2.0,2,3.0,2.0,3.0,2.0,4,3
+5794,4.0,1,12,33,62,2015,2,1990,1.0,1.0,1.0,12.0,48000.0,1.0,85.0,157,96,3.0,3.0,4.0,1,2.0,4.0,4.0,2.0,5.0,1,48000.0,3.0,3.0,1.0,2.0,1,3.0,1.0,4.0,3.0,1,5
+5795,4.0,1,6,16,32,2015,2,1950,1.0,1.0,1.0,3.0,10000.0,1.0,100.0,160,110,3.0,3.0,4.0,2,3.0,2.0,2.0,4.0,3.0,4,30000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,4.0,2.0,4,3
+5796,4.0,1,4,7,22,2015,1,1958,1.0,1.0,1.0,4.0,0.0,1.0,90.0,165,123,4.0,5.0,5.0,4,2.0,3.0,1.0,4.0,5.0,5,24000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,1
+5797,5.0,2,13,35,65,2015,1,1954,6.0,1.0,1.0,4.0,0.0,1.0,250.0,170,116,3.0,2.0,4.0,1,3.0,3.0,1.0,4.0,5.0,4,10000.0,1.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,1
+5798,4.0,1,6,16,32,2015,2,1969,1.0,0.0,5.0,6.0,66277.0,1.0,90.0,160,90,4.0,4.0,4.0,4,3.0,3.0,2.0,3.0,1.0,1,95145.0,2.0,2.0,1.0,2.0,6,3.0,3.0,3.0,2.0,2,5
+5799,4.0,2,6,17,33,2015,1,1961,1.0,1.0,1.0,3.0,10000.0,1.0,139.0,165,120,5.0,5.0,4.0,1,3.0,2.0,1.0,4.0,5.0,3,20000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+5800,3.0,2,26,76,116,2015,2,1969,1.0,1.0,1.0,3.0,3000.0,1.0,300.0,157,100,3.0,4.0,4.0,1,2.0,2.0,2.0,3.0,4.0,3,10000.0,4.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,2
+5801,2.0,1,13,36,67,2015,1,1986,1.0,1.0,1.0,6.0,30000.0,2.0,30.0,173,120,2.0,3.0,1.0,1,1.0,3.0,3.0,3.0,3.0,1,45000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,2.0,1,4
+5802,4.0,1,19,59,95,2015,1,1979,1.0,1.0,1.0,12.0,100000.0,1.0,70.0,174,160,5.0,5.0,5.0,5,1.0,3.0,1.0,4.0,5.0,1,100000.0,3.0,3.0,2.0,2.0,1,2.0,1.0,3.0,2.0,2,5
+5803,4.0,1,19,57,93,2015,2,1989,1.0,1.0,1.0,12.0,0.0,1.0,120.0,162,88,5.0,4.0,4.0,5,5.0,4.0,2.0,4.0,7.0,6,111392.0,3.0,3.0,2.0,1.0,3,1.0,1.0,3.0,2.0,1,1
+5804,5.0,2,18,54,88,2015,1,1976,1.0,1.0,1.0,3.0,0.0,1.0,150.0,159,110,5.0,5.0,5.0,1,4.0,3.0,1.0,2.0,1.0,4,6000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+5805,4.0,2,31,89,134,2015,2,1954,1.0,1.0,1.0,3.0,1500.0,1.0,19.0,170,110,2.0,2.0,2.0,1,4.0,5.0,2.0,4.0,5.0,4,40000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,4.0,2.0,3,2
+5806,5.0,1,18,54,88,2015,2,1952,1.0,1.0,1.0,7.0,2400.0,4.0,200.0,156,130,2.0,4.0,4.0,2,2.0,4.0,2.0,4.0,5.0,5,11000.0,5.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,3,2
+5807,4.0,1,1,1,3,2015,2,1953,1.0,0.0,1.0,4.0,37200.0,1.0,39.1,158,130,3.0,5.0,5.0,2,3.0,3.0,1.0,4.0,5.0,5,37200.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+5808,4.0,1,1,1,4,2015,2,1959,1.0,1.0,1.0,4.0,48000.0,1.0,87.0,156,110,3.0,4.0,4.0,2,2.0,2.0,2.0,4.0,6.0,4,80000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+5809,4.0,1,16,46,77,2015,2,1997,1.0,1.0,1.0,4.0,1000.0,4.0,120.0,155,103,5.0,5.0,5.0,1,2.0,3.0,3.0,3.0,2.0,5,100000.0,6.0,2.0,1.0,2.0,1,3.0,1.0,4.0,2.0,1,1
+5810,4.0,1,18,54,88,2015,1,1933,1.0,1.0,1.0,4.0,30000.0,4.0,150.0,170,180,4.0,4.0,4.0,2,4.0,4.0,3.0,4.0,6.0,5,30000.0,2.0,4.0,1.0,1.0,4,1.0,2.0,4.0,2.0,5,4
+5811,4.0,1,16,46,78,2015,2,1968,1.0,0.0,1.0,3.0,10000.0,1.0,110.0,158,98,3.0,3.0,4.0,1,3.0,3.0,2.0,4.0,3.0,4,10000.0,3.0,3.0,1.0,2.0,7,3.0,2.0,3.0,2.0,2,3
+5812,5.0,1,9,22,44,2015,2,1996,1.0,1.0,1.0,6.0,0.0,1.0,200.0,165,110,5.0,5.0,5.0,2,3.0,2.0,2.0,3.0,6.0,6,150000.0,2.0,4.0,1.0,2.0,1,3.0,2.0,4.0,2.0,1,1
+5813,4.0,2,9,23,45,2015,2,1949,1.0,1.0,1.0,3.0,3000.0,1.0,200.0,155,95,4.0,4.0,4.0,1,5.0,5.0,1.0,4.0,3.0,4,130000.0,4.0,4.0,2.0,1.0,7,2.0,1.0,4.0,2.0,4,2
+5814,4.0,1,10,27,50,2015,2,1976,1.0,1.0,1.0,7.0,100000.0,1.0,262.0,170,120,3.0,4.0,4.0,1,2.0,3.0,2.0,4.0,5.0,1,140000.0,3.0,2.0,1.0,2.0,3,2.0,3.0,4.0,2.0,2,5
+5815,4.0,2,31,89,134,2015,1,1950,1.0,1.0,1.0,4.0,5000.0,4.0,42.0,170,170,3.0,4.0,5.0,1,2.0,3.0,1.0,4.0,8.0,3,11000.0,2.0,2.0,1.0,2.0,3,2.0,3.0,4.0,2.0,4,2
+5816,3.0,2,31,86,129,2015,2,1945,1.0,0.0,7.0,1.0,9005.0,1.0,66.0,145,110,5.0,4.0,2.0,1,1.0,4.0,1.0,3.0,4.0,3,16827.0,4.0,1.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,2
+5817,4.0,1,21,64,102,2015,1,1956,1.0,1.0,1.0,6.0,20000.0,1.0,185.0,170,146,4.0,5.0,4.0,5,5.0,4.0,4.0,2.0,3.0,1,60000.0,4.0,2.0,1.0,2.0,7,2.0,2.0,4.0,2.0,3,3
+5818,5.0,1,30,85,128,2015,1,1959,1.0,1.0,2.0,1.0,10000.0,4.0,90.0,166,140,3.0,4.0,3.0,2,1.0,5.0,1.0,1.0,6.0,5,18000.0,3.0,3.0,1.0,1.0,3,3.0,2.0,5.0,2.0,3,3
+5819,5.0,1,7,18,37,2015,2,1968,4.0,1.0,1.0,12.0,26400.0,1.0,35.0,160,110,4.0,4.0,5.0,5,2.0,4.0,2.0,4.0,1.0,1,26400.0,3.0,1.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+5820,5.0,2,17,49,82,2015,2,1952,1.0,1.0,1.0,1.0,80000.0,1.0,180.0,160,130,4.0,2.0,2.0,2,1.0,4.0,1.0,2.0,6.0,2,8000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,5.0,2.0,3,5
+5821,2.0,2,5,8,23,2015,1,1944,1.0,1.0,1.0,4.0,10440.0,1.0,45.0,169,79,2.0,2.0,2.0,1,2.0,2.0,1.0,2.0,3.0,5,13440.0,1.0,2.0,1.0,2.0,7,3.0,3.0,2.0,2.0,4,3
+5822,4.0,1,29,82,125,2015,2,1965,1.0,1.0,4.0,1.0,20000.0,1.0,115.0,150,100,4.0,3.0,3.0,1,2.0,3.0,1.0,4.0,4.0,1,20000.0,1.0,3.0,1.0,2.0,7,3.0,2.0,3.0,2.0,3,3
+5823,4.0,2,28,81,121,2015,1,1950,1.0,0.0,3.0,3.0,30000.0,1.0,240.0,154,100,3.0,4.0,2.0,2,4.0,4.0,2.0,4.0,5.0,5,40000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+5824,4.0,1,7,18,39,2015,1,1982,1.0,1.0,1.0,12.0,90000.0,1.0,45.0,178,145,4.0,5.0,3.0,5,3.0,3.0,3.0,4.0,5.0,1,100000.0,3.0,3.0,1.0,1.0,3,2.0,3.0,4.0,2.0,2,5
+5825,3.0,1,4,7,21,2015,1,1959,1.0,0.0,1.0,10.0,50000.0,1.0,50.0,170,150,3.0,3.0,5.0,5,2.0,3.0,2.0,2.0,3.0,5,97563.0,2.0,3.0,1.0,2.0,3,3.0,2.0,2.0,2.0,3,5
+5826,3.0,1,26,75,115,2015,1,1992,1.0,1.0,3.0,12.0,36000.0,4.0,100.0,170,135,4.0,5.0,5.0,5,2.0,4.0,3.0,4.0,4.0,1,674197.0,3.0,3.0,2.0,1.0,1,2.0,2.0,3.0,2.0,1,4
+5827,5.0,1,7,18,34,2015,2,1965,1.0,1.0,1.0,10.0,30000.0,4.0,60.0,170,110,4.0,4.0,4.0,5,3.0,3.0,3.0,4.0,6.0,1,60000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,4
+5828,5.0,1,12,32,61,2015,2,1984,1.0,1.0,1.0,5.0,35000.0,1.0,40.0,161,102,5.0,5.0,5.0,1,4.0,4.0,2.0,3.0,5.0,1,100000.0,6.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,1,4
+5829,5.0,1,17,48,80,2015,2,1951,1.0,1.0,1.0,1.0,0.0,1.0,105.0,162,158,4.0,5.0,5.0,1,3.0,3.0,1.0,3.0,5.0,4,10000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+5830,4.0,1,7,18,38,2015,2,1989,1.0,0.0,3.0,10.0,120000.0,2.0,100.0,166,105,4.0,4.0,3.0,2,3.0,3.0,3.0,4.0,4.0,1,300000.0,3.0,4.0,1.0,1.0,3,2.0,1.0,3.0,2.0,1,5
+5831,2.0,2,5,10,26,2015,1,1980,1.0,1.0,1.0,3.0,20000.0,1.0,70.0,175,130,5.0,5.0,5.0,1,4.0,3.0,1.0,2.0,2.0,3,30000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,3
+5832,5.0,2,5,10,26,2015,2,1965,1.0,0.0,9.0,3.0,12000.0,1.0,70.0,155,110,4.0,4.0,3.0,1,2.0,1.0,1.0,4.0,2.0,3,25000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,3
+5833,4.0,2,17,50,83,2015,1,1997,1.0,1.0,1.0,6.0,0.0,1.0,240.0,175,120,4.0,4.0,4.0,1,1.0,2.0,1.0,4.0,5.0,1,50000.0,5.0,3.0,2.0,1.0,1,2.0,2.0,4.0,2.0,1,1
+5834,4.0,1,31,87,131,2015,1,1964,1.0,1.0,1.0,9.0,30000.0,1.0,91.0,170,150,2.0,4.0,5.0,2,1.0,4.0,3.0,3.0,4.0,1,60000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,4
+5835,4.0,2,29,82,124,2015,2,1971,1.0,1.0,1.0,3.0,10000.0,1.0,120.0,160,100,3.0,3.0,4.0,1,4.0,2.0,1.0,4.0,4.0,3,20000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+5836,2.0,1,19,59,95,2015,1,1936,1.0,1.0,1.0,3.0,25000.0,1.0,48.0,165,130,2.0,4.0,5.0,5,2.0,3.0,3.0,4.0,5.0,5,60000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+5837,4.0,1,10,27,50,2015,2,1947,1.0,1.0,1.0,4.0,500.0,1.0,100.0,162,122,3.0,5.0,5.0,1,3.0,4.0,1.0,4.0,5.0,4,500.0,1.0,3.0,1.0,2.0,7,2.0,1.0,3.0,2.0,4,1
+5838,5.0,1,31,86,129,2015,2,1942,1.0,1.0,1.0,3.0,1000.0,1.0,35.0,160,92,1.0,4.0,5.0,2,1.0,4.0,1.0,5.0,3.0,5,1000.0,1.0,1.0,1.0,2.0,7,3.0,1.0,3.0,2.0,4,1
+5839,4.0,2,26,76,116,2015,1,1975,1.0,1.0,1.0,4.0,40000.0,1.0,300.0,170,135,5.0,3.0,4.0,1,4.0,4.0,1.0,4.0,5.0,3,50000.0,2.0,3.0,2.0,1.0,3,2.0,1.0,3.0,2.0,2,5
+5840,3.0,1,19,56,90,2015,2,1989,1.0,1.0,1.0,10.0,0.0,1.0,97.0,162,106,3.0,5.0,5.0,2,2.0,4.0,2.0,2.0,5.0,5,100000.0,3.0,3.0,2.0,1.0,3,2.0,3.0,2.0,2.0,1,1
+5841,4.0,1,16,45,76,2015,2,1946,1.0,1.0,1.0,1.0,2500.0,1.0,80.0,158,110,3.0,3.0,3.0,1,4.0,4.0,1.0,4.0,5.0,4,5000.0,3.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,4,2
+5842,5.0,2,5,11,27,2015,2,1947,1.0,1.0,1.0,3.0,0.0,1.0,75.0,160,120,4.0,5.0,5.0,1,2.0,4.0,1.0,4.0,5.0,4,15000.0,2.0,2.0,1.0,2.0,7,3.0,2.0,4.0,2.0,4,1
+5843,5.0,2,18,52,86,2015,2,1944,1.0,1.0,1.0,1.0,1000.0,1.0,160.0,162,120,3.0,3.0,4.0,1,3.0,4.0,1.0,3.0,5.0,3,2000.0,2.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,4,1
+5844,5.0,1,10,27,50,2015,2,1963,1.0,1.0,1.0,4.0,15000.0,1.0,120.0,163,130,4.0,4.0,4.0,1,4.0,4.0,1.0,2.0,6.0,2,30000.0,6.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,3
+5845,4.0,2,9,23,45,2015,1,1963,1.0,1.0,1.0,6.0,20000.0,1.0,100.0,162,126,4.0,5.0,4.0,1,2.0,5.0,1.0,4.0,5.0,1,30000.0,1.0,3.0,3.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+5846,3.0,1,12,32,59,2015,1,1922,1.0,1.0,1.0,4.0,30000.0,1.0,35.0,170,120,2.0,3.0,3.0,2,2.0,4.0,2.0,3.0,5.0,5,35000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,2.0,3.0,5,4
+5847,4.0,2,21,64,100,2015,1,1950,1.0,1.0,1.0,3.0,50000.0,1.0,200.0,165,130,3.0,2.0,4.0,1,4.0,4.0,1.0,3.0,4.0,3,60000.0,1.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,5
+5848,4.0,1,30,85,128,2015,1,1973,1.0,1.0,1.0,4.0,20000.0,1.0,65.0,178,167,3.0,1.0,3.0,1,4.0,4.0,4.0,4.0,3.0,1,50000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,3.0,2,3
+5849,4.0,1,10,27,49,2015,1,1960,1.0,1.0,1.0,7.0,24000.0,1.0,30.0,173,150,3.0,4.0,4.0,2,1.0,2.0,2.0,4.0,4.0,5,36005.0,2.0,1.0,1.0,2.0,7,3.0,2.0,3.0,3.0,3,4
+5850,4.0,1,21,63,99,2015,2,1950,1.0,1.0,1.0,1.0,0.0,1.0,60.0,155,100,2.0,3.0,3.0,2,3.0,3.0,1.0,4.0,3.0,4,12000.0,1.0,2.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,1
+5851,4.0,1,19,57,91,2015,1,1933,1.0,1.0,1.0,10.0,70000.0,4.0,73.0,164,130,3.0,5.0,5.0,5,3.0,5.0,4.0,4.0,8.0,5,200000.0,3.0,4.0,2.0,1.0,3,2.0,2.0,5.0,2.0,5,5
+5852,4.0,2,10,28,51,2015,1,1974,1.0,1.0,1.0,4.0,30000.0,1.0,97.0,175,125,5.0,4.0,4.0,1,3.0,4.0,4.0,2.0,2.0,3,30000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,4
+5853,4.0,2,17,50,83,2015,2,1976,1.0,1.0,1.0,4.0,0.0,1.0,178.0,158,120,2.0,3.0,3.0,1,3.0,3.0,2.0,2.0,5.0,4,45000.0,2.0,3.0,2.0,2.0,3,2.0,3.0,4.0,2.0,2,1
+5854,4.0,2,18,52,85,2015,2,1965,1.0,1.0,1.0,4.0,7000.0,1.0,170.0,160,90,4.0,4.0,4.0,1,4.0,3.0,2.0,4.0,4.0,3,30000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0,3,2
+5855,4.0,1,21,64,102,2015,1,1942,1.0,1.0,1.0,3.0,6000.0,1.0,160.0,170,145,2.0,3.0,4.0,2,2.0,4.0,3.0,4.0,5.0,4,8000.0,3.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,4,2
+5856,4.0,1,1,1,1,2015,1,1972,1.0,1.0,1.0,10.0,180000.0,1.0,100.0,175,140,5.0,5.0,5.0,2,5.0,3.0,5.0,4.0,5.0,1,250000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+5857,5.0,2,22,66,106,2015,2,1925,1.0,1.0,3.0,1.0,2000.0,1.0,150.0,165,100,4.0,4.0,4.0,1,4.0,4.0,1.0,5.0,5.0,4,3000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,5,2
+5858,2.0,1,12,34,63,2015,1,1982,1.0,1.0,1.0,6.0,80000.0,1.0,10.0,165,130,4.0,5.0,4.0,2,2.0,3.0,4.0,2.0,1.0,1,80000.0,1.0,2.0,2.0,1.0,1,3.0,2.0,4.0,2.0,2,5
+5859,3.0,2,10,24,46,2015,1,1985,1.0,1.0,1.0,6.0,30000.0,1.0,130.0,175,140,5.0,4.0,3.0,1,2.0,3.0,1.0,4.0,5.0,1,50000.0,3.0,3.0,1.0,2.0,1,2.0,1.0,3.0,3.0,1,4
+5860,3.0,2,2,4,11,2015,1,1970,1.0,1.0,1.0,3.0,54055.0,1.0,120.0,170,170,5.0,5.0,4.0,1,2.0,2.0,1.0,3.0,5.0,1,8000.0,5.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,5
+5861,4.0,1,13,36,67,2015,2,1989,6.0,1.0,1.0,12.0,25200.0,4.0,110.0,155,96,5.0,5.0,5.0,1,3.0,3.0,4.0,2.0,5.0,1,50000.0,2.0,2.0,0.0,2.0,3,3.0,1.0,5.0,3.0,1,4
+5862,5.0,2,17,50,83,2015,2,1967,1.0,1.0,1.0,3.0,0.0,1.0,260.0,149,120,4.0,4.0,4.0,1,5.0,4.0,1.0,2.0,5.0,2,20000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+5863,4.0,1,19,59,95,2015,1,1979,1.0,1.0,1.0,5.0,24000.0,1.0,75.0,175,120,5.0,5.0,5.0,5,1.0,3.0,3.0,3.0,5.0,1,60000.0,4.0,3.0,2.0,2.0,3,3.0,2.0,4.0,2.0,2,4
+5864,4.0,1,21,64,100,2015,2,1983,1.0,1.0,1.0,4.0,30000.0,1.0,120.0,162,100,5.0,4.0,4.0,1,3.0,2.0,2.0,2.0,5.0,1,100000.0,3.0,3.0,1.0,1.0,3,1.0,3.0,4.0,3.0,1,4
+5865,4.0,2,6,14,30,2015,2,1971,1.0,1.0,1.0,3.0,5000.0,1.0,120.0,155,90,3.0,4.0,4.0,1,2.0,2.0,1.0,4.0,3.0,3,30000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,2
+5866,4.0,1,19,56,90,2015,2,1968,1.0,1.0,1.0,12.0,50000.0,4.0,100.0,150,90,3.0,4.0,3.0,4,2.0,3.0,3.0,4.0,5.0,1,130000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,3.0,2,5
+5867,4.0,2,2,2,9,2015,2,1994,8.0,1.0,1.0,3.0,0.0,1.0,250.0,158,100,4.0,5.0,4.0,1,2.0,3.0,1.0,2.0,4.0,4,30000.0,7.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,1,1
+5868,4.0,2,26,76,116,2015,1,1984,1.0,1.0,1.0,7.0,100000.0,1.0,90.0,170,140,5.0,4.0,4.0,1,3.0,3.0,2.0,4.0,4.0,1,180000.0,7.0,4.0,1.0,1.0,3,2.0,2.0,3.0,2.0,1,5
+5869,3.0,1,24,70,110,2015,2,1946,1.0,0.0,2.0,3.0,6240.0,1.0,30.0,160,100,3.0,3.0,4.0,5,2.0,1.0,1.0,1.0,1.0,4,6240.0,1.0,1.0,0.0,2.0,7,3.0,2.0,3.0,4.0,4,2
+5870,5.0,2,23,69,109,2015,2,1955,1.0,0.0,3.0,1.0,4433.0,1.0,100.0,155,110,1.0,2.0,4.0,1,2.0,4.0,1.0,5.0,5.0,4,15000.0,7.0,2.0,2.0,2.0,3,2.0,1.0,5.0,3.0,3,2
+5871,4.0,1,19,59,95,2015,1,1941,1.0,1.0,1.0,3.0,35000.0,1.0,50.0,170,135,2.0,4.0,3.0,5,3.0,4.0,1.0,4.0,4.0,5,38000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,2.0,3.0,4,4
+5872,4.0,2,28,81,122,2015,1,1964,1.0,1.0,1.0,4.0,50000.0,1.0,170.0,164,100,5.0,5.0,3.0,1,3.0,3.0,1.0,4.0,1.0,3,50000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,3,5
+5873,4.0,2,13,36,66,2015,2,1976,8.0,1.0,1.0,3.0,0.0,1.0,80.0,165,100,3.0,5.0,3.0,1,2.0,2.0,1.0,4.0,2.0,4,40000.0,3.0,1.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,1
+5874,4.0,2,18,54,88,2015,1,1956,1.0,1.0,1.0,6.0,0.0,1.0,200.0,170,124,2.0,3.0,3.0,1,2.0,2.0,1.0,3.0,4.0,3,0.0,2.0,2.0,1.0,2.0,3,3.0,2.0,5.0,4.0,3,1
+5875,4.0,2,24,72,112,2015,2,1939,1.0,1.0,1.0,1.0,1000.0,1.0,100.0,160,75,5.0,4.0,4.0,1,2.0,5.0,1.0,3.0,4.0,5,1000.0,1.0,1.0,1.0,2.0,7,3.0,2.0,5.0,3.0,4,1
+5876,4.0,1,12,33,62,2015,2,1954,1.0,0.0,6.0,1.0,6000.0,1.0,80.0,152,100,4.0,4.0,3.0,1,2.0,2.0,1.0,4.0,5.0,1,54000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+5877,5.0,2,31,87,130,2015,1,1952,1.0,1.0,1.0,3.0,13000.0,4.0,120.0,173,124,5.0,5.0,5.0,1,2.0,4.0,1.0,5.0,6.0,5,13000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,3,3
+5878,4.0,1,15,43,74,2015,2,1983,1.0,1.0,1.0,6.0,0.0,1.0,98.0,165,100,4.0,4.0,4.0,5,2.0,2.0,2.0,4.0,3.0,5,50000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,1,1
+5879,3.0,1,7,18,36,2015,2,1966,1.0,1.0,1.0,3.0,30000.0,1.0,60.0,158,140,4.0,3.0,3.0,2,3.0,2.0,1.0,3.0,3.0,1,80000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,4
+5880,4.0,1,7,18,34,2015,2,1935,1.0,1.0,1.0,2.0,0.0,1.0,42.0,157,120,4.0,4.0,5.0,5,3.0,3.0,1.0,4.0,5.0,5,0.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,1
+5881,4.0,1,16,47,79,2015,1,1973,1.0,1.0,1.0,3.0,20000.0,1.0,70.0,170,126,4.0,4.0,4.0,2,4.0,4.0,3.0,4.0,5.0,3,50000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,3
+5882,4.0,1,5,8,23,2015,1,1994,1.0,1.0,1.0,12.0,0.0,2.0,78.0,178,180,4.0,5.0,4.0,2,3.0,4.0,4.0,3.0,6.0,6,70000.0,1.0,3.0,1.0,2.0,1,2.0,2.0,5.0,2.0,1,1
+5883,4.0,1,11,29,52,2015,2,1976,1.0,1.0,1.0,4.0,0.0,1.0,126.0,161,120,5.0,4.0,4.0,2,3.0,4.0,2.0,5.0,7.0,1,100000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,1
+5884,4.0,1,1,1,3,2015,2,1957,1.0,1.0,1.0,9.0,42000.0,4.0,383.0,160,115,3.0,3.0,4.0,2,4.0,4.0,2.0,3.0,1.0,5,42000.0,1.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,5
+5885,4.0,2,21,62,98,2015,2,1963,8.0,1.0,1.0,4.0,0.0,1.0,200.0,155,95,2.0,3.0,4.0,1,4.0,4.0,2.0,2.0,1.0,4,20000.0,2.0,2.0,1.0,1.0,3,3.0,2.0,4.0,3.0,3,1
+5886,5.0,2,19,57,93,2015,2,1966,1.0,1.0,1.0,3.0,0.0,1.0,150.0,168,132,5.0,3.0,5.0,1,2.0,4.0,1.0,2.0,5.0,1,120544.0,5.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,3,1
+5887,4.0,1,22,65,104,2015,2,1982,1.0,1.0,1.0,4.0,40000.0,1.0,57.0,158,100,4.0,4.0,4.0,1,2.0,4.0,3.0,1.0,5.0,5,39982.0,3.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+5888,4.0,1,21,64,102,2015,2,1963,1.0,1.0,1.0,4.0,6000.0,1.0,80.0,160,105,5.0,4.0,5.0,2,2.0,3.0,1.0,4.0,5.0,1,6000.0,1.0,3.0,0.0,2.0,6,2.0,1.0,3.0,2.0,3,2
+5889,4.0,1,15,40,71,2015,1,1982,1.0,1.0,1.0,10.0,80000.0,1.0,60.0,180,146,4.0,5.0,4.0,2,4.0,4.0,3.0,4.0,4.0,1,120000.0,3.0,2.0,1.0,2.0,1,2.0,3.0,4.0,3.0,2,5
+5890,4.0,1,3,6,13,2015,2,1988,1.0,1.0,1.0,7.0,0.0,1.0,150.0,163,180,4.0,4.0,5.0,1,3.0,4.0,3.0,3.0,5.0,5,20000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,1
+5891,4.0,1,27,78,118,2015,1,1971,1.0,1.0,1.0,7.0,31000.0,1.0,72.0,180,140,5.0,4.0,4.0,2,3.0,3.0,4.0,4.0,3.0,1,67000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,4
+5892,5.0,2,10,25,47,2015,1,1943,1.0,1.0,1.0,3.0,10000.0,1.0,100.0,156,105,5.0,3.0,4.0,1,2.0,4.0,2.0,4.0,6.0,4,10000.0,1.0,4.0,1.0,2.0,7,1.0,1.0,4.0,1.0,4,3
+5893,3.0,1,24,71,111,2015,2,1972,1.0,1.0,1.0,4.0,30000.0,1.0,110.0,155,120,4.0,4.0,3.0,5,3.0,3.0,1.0,3.0,3.0,1,30000.0,2.0,2.0,1.0,2.0,6,3.0,3.0,3.0,3.0,2,4
+5894,4.0,1,12,32,57,2015,2,1956,1.0,1.0,1.0,6.0,0.0,1.0,105.0,150,140,4.0,4.0,5.0,5,4.0,4.0,3.0,3.0,5.0,1,120000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,1
+5895,4.0,1,7,18,39,2015,2,1956,1.0,1.0,1.0,6.0,36000.0,1.0,100.0,162,130,5.0,4.0,4.0,2,3.0,3.0,2.0,4.0,5.0,5,72000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,3,4
+5896,3.0,1,12,33,62,2015,2,1982,1.0,0.0,3.0,3.0,8131.0,1.0,176.0,154,110,5.0,4.0,3.0,1,1.0,3.0,1.0,2.0,3.0,5,70360.0,4.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,2,2
+5897,4.0,1,10,27,50,2015,1,1973,1.0,1.0,1.0,6.0,25000.0,1.0,115.0,172,125,3.0,4.0,3.0,2,2.0,3.0,1.0,3.0,3.0,1,35000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,4
+5898,5.0,1,12,32,55,2015,2,1973,1.0,1.0,1.0,12.0,69240.0,4.0,120.0,160,110,4.0,5.0,4.0,5,3.0,3.0,3.0,1.0,3.0,1,161568.0,4.0,3.0,2.0,1.0,3,2.0,1.0,5.0,2.0,2,5
+5899,4.0,2,13,36,66,2015,1,1965,8.0,1.0,1.0,3.0,5000.0,1.0,150.0,165,120,4.0,4.0,5.0,1,4.0,3.0,1.0,5.0,5.0,5,28950.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,2
+5900,4.0,2,2,2,9,2015,2,1979,8.0,1.0,1.0,6.0,20000.0,4.0,500.0,160,90,5.0,5.0,4.0,1,4.0,4.0,3.0,4.0,4.0,1,50000.0,6.0,2.0,1.0,1.0,3,2.0,2.0,5.0,2.0,2,3
+5901,4.0,2,5,8,23,2015,1,1967,1.0,1.0,1.0,6.0,50000.0,1.0,80.0,170,140,5.0,5.0,4.0,1,2.0,3.0,1.0,2.0,5.0,1,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+5902,3.0,1,6,13,29,2015,2,1967,1.0,1.0,1.0,3.0,20000.0,1.0,100.0,157,120,3.0,3.0,3.0,1,3.0,3.0,3.0,3.0,4.0,1,50000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+5903,4.0,2,19,56,90,2015,2,1957,1.0,0.0,6.0,1.0,10000.0,1.0,150.0,160,105,3.0,5.0,4.0,1,5.0,4.0,2.0,1.0,3.0,1,35000.0,2.0,3.0,4.0,2.0,2,2.0,1.0,4.0,3.0,3,3
+5904,3.0,1,26,76,116,2015,1,1993,1.0,1.0,1.0,12.0,4272.0,2.0,80.0,182,130,4.0,4.0,3.0,2,4.0,4.0,4.0,3.0,5.0,6,100000.0,1.0,3.0,1.0,1.0,1,2.0,1.0,3.0,2.0,1,2
+5905,4.0,1,4,7,18,2015,2,1933,1.0,1.0,1.0,2.0,13000.0,1.0,74.0,160,122,3.0,2.0,4.0,4,1.0,4.0,2.0,4.0,5.0,4,13000.0,1.0,2.0,0.0,2.0,7,2.0,2.0,4.0,2.0,5,3
+5906,4.0,2,5,9,25,2015,2,1957,1.0,1.0,1.0,3.0,15000.0,1.0,70.0,155,120,4.0,4.0,4.0,1,3.0,3.0,3.0,4.0,5.0,3,60000.0,4.0,3.0,1.0,2.0,4,2.0,2.0,4.0,3.0,3,3
+5907,4.0,1,11,29,52,2015,1,1965,1.0,0.0,8.0,12.0,150000.0,1.0,160.0,178,150,4.0,2.0,4.0,2,2.0,2.0,3.0,2.0,5.0,1,400000.0,2.0,4.0,2.0,2.0,3,2.0,2.0,2.0,2.0,3,5
+5908,3.0,2,21,64,101,2015,1,1941,1.0,1.0,1.0,1.0,10000.0,1.0,110.0,170,128,2.0,2.0,2.0,2,2.0,4.0,1.0,4.0,3.0,5,20000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,4,3
+5909,5.0,1,10,27,49,2015,2,1989,1.0,1.0,1.0,11.0,0.0,2.0,50.0,160,114,5.0,5.0,5.0,1,3.0,3.0,3.0,3.0,5.0,1,40000.0,2.0,2.0,0.0,2.0,3,2.0,2.0,4.0,3.0,1,1
+5910,4.0,2,18,55,89,2015,1,1944,1.0,0.0,9.0,3.0,5000.0,1.0,200.0,167,150,3.0,3.0,4.0,1,4.0,5.0,1.0,4.0,2.0,1,10000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,2
+5911,5.0,2,6,16,32,2015,2,1968,1.0,1.0,1.0,3.0,10000.0,1.0,100.0,155,115,4.0,4.0,4.0,2,3.0,3.0,2.0,4.0,6.0,5,30000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,2,3
+5912,4.0,2,13,35,65,2015,2,1962,6.0,1.0,1.0,3.0,4106.0,1.0,260.0,158,110,2.0,3.0,4.0,1,5.0,5.0,2.0,4.0,4.0,3,36069.0,3.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,3,2
+5913,4.0,1,29,82,125,2015,2,1983,1.0,1.0,1.0,7.0,30000.0,1.0,130.0,155,98,5.0,5.0,3.0,2,2.0,4.0,3.0,2.0,4.0,1,80000.0,2.0,3.0,1.0,1.0,3,3.0,2.0,5.0,2.0,1,4
+5914,4.0,1,4,7,19,2015,1,1972,1.0,1.0,1.0,12.0,180000.0,1.0,110.0,165,130,5.0,4.0,5.0,2,3.0,4.0,4.0,3.0,5.0,1,200000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,3.0,2,5
+5915,5.0,2,31,86,129,2015,2,1978,1.0,1.0,1.0,4.0,0.0,1.0,81.5,160,110,2.0,5.0,4.0,1,3.0,4.0,1.0,4.0,1.0,3,0.0,5.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,1
+5916,4.0,2,22,66,106,2015,2,1984,1.0,1.0,3.0,1.0,1000.0,1.0,200.0,160,100,4.0,4.0,4.0,1,2.0,4.0,1.0,3.0,8.0,5,50000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,1
+5917,3.0,2,17,49,82,2015,1,1979,1.0,1.0,1.0,4.0,30000.0,1.0,80.0,180,200,2.0,2.0,3.0,1,3.0,4.0,1.0,2.0,6.0,1,35000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,4
+5918,5.0,2,17,49,82,2015,2,1946,1.0,1.0,1.0,3.0,660.0,1.0,80.0,167,130,1.0,2.0,3.0,1,3.0,4.0,2.0,4.0,2.0,3,1320.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,4.0,4,1
+5919,5.0,2,31,86,129,2015,2,1970,1.0,1.0,1.0,3.0,0.0,1.0,75.0,155,98,3.0,5.0,5.0,1,2.0,4.0,1.0,3.0,5.0,4,0.0,2.0,1.0,1.0,2.0,4,3.0,3.0,4.0,3.0,2,1
+5920,4.0,1,16,45,76,2015,1,1965,1.0,1.0,1.0,4.0,45000.0,1.0,100.0,170,130,4.0,4.0,4.0,2,5.0,5.0,1.0,4.0,5.0,1,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+5921,4.0,2,27,77,117,2015,1,1950,1.0,1.0,1.0,4.0,8000.0,1.0,100.0,168,125,3.0,4.0,3.0,1,2.0,4.0,1.0,4.0,3.0,4,13000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,2
+5922,5.0,1,19,57,91,2015,2,1997,1.0,1.0,1.0,6.0,0.0,2.0,80.0,153,92,5.0,5.0,5.0,4,2.0,4.0,5.0,5.0,7.0,6,3000000.0,3.0,4.0,3.0,2.0,1,2.0,2.0,2.0,2.0,1,1
+5923,4.0,1,15,42,73,2015,1,1941,1.0,1.0,1.0,3.0,1000.0,1.0,120.0,170,120,2.0,4.0,4.0,1,4.0,4.0,2.0,2.0,5.0,4,1000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,4,1
+5924,4.0,1,31,89,134,2015,2,1984,1.0,1.0,1.0,4.0,0.0,1.0,28.0,166,104,5.0,5.0,5.0,2,4.0,4.0,3.0,4.0,5.0,5,30000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,1
+5925,3.0,1,31,86,129,2015,2,1950,1.0,1.0,1.0,4.0,0.0,1.0,45.0,157,92,1.0,4.0,3.0,1,2.0,5.0,1.0,2.0,3.0,4,39600.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,1
+5926,4.0,1,4,7,15,2015,1,1941,1.0,1.0,1.0,7.0,40000.0,4.0,69.2,172,140,4.0,4.0,4.0,5,2.0,4.0,2.0,2.0,1.0,5,50000.0,4.0,3.0,1.0,2.0,7,2.0,2.0,3.0,3.0,4,5
+5927,4.0,1,16,44,75,2015,1,1950,1.0,1.0,1.0,4.0,25000.0,1.0,89.0,175,130,4.0,3.0,3.0,2,2.0,3.0,3.0,2.0,5.0,5,50000.0,2.0,3.0,3.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+5928,4.0,2,26,74,114,2015,2,1952,1.0,1.0,1.0,1.0,12800.0,1.0,150.0,155,100,2.0,1.0,4.0,1,3.0,3.0,1.0,2.0,4.0,3,12800.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,3
+5929,4.0,1,6,17,33,2015,1,1933,1.0,1.0,1.0,3.0,34800.0,4.0,48.0,163,100,5.0,4.0,5.0,2,2.0,4.0,1.0,4.0,4.0,5,40000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,5,4
+5930,4.0,1,27,79,119,2015,2,1976,1.0,1.0,1.0,6.0,0.0,1.0,50.0,165,130,5.0,5.0,5.0,1,1.0,4.0,1.0,4.0,1.0,5,20000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,4.0,2,1
+5931,4.0,2,17,49,82,2015,1,1937,1.0,1.0,1.0,3.0,660.0,4.0,80.0,180,140,1.0,1.0,1.0,1,1.0,5.0,1.0,4.0,4.0,4,1320.0,2.0,3.0,0.0,2.0,3,2.0,2.0,3.0,3.0,4,1
+5932,4.0,1,19,57,91,2015,2,1959,6.0,1.0,1.0,9.0,60000.0,1.0,60.0,156,100,4.0,5.0,5.0,5,2.0,2.0,2.0,4.0,5.0,1,100000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,3,5
+5933,4.0,2,18,53,87,2015,1,1954,1.0,1.0,1.0,4.0,7000.0,1.0,100.0,170,140,4.0,4.0,3.0,1,4.0,4.0,2.0,4.0,5.0,2,7000.0,1.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+5934,4.0,1,12,32,55,2015,2,1988,1.0,0.0,7.0,12.0,50000.0,1.0,100.0,160,95,4.0,5.0,4.0,1,3.0,4.0,3.0,2.0,6.0,1,250000.0,1.0,3.0,2.0,1.0,1,1.0,1.0,4.0,3.0,1,5
+5935,4.0,2,19,56,90,2015,2,1997,1.0,1.0,1.0,6.0,0.0,2.0,140.0,170,110,4.0,5.0,5.0,1,3.0,3.0,4.0,4.0,5.0,6,50000.0,3.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,1
+5936,5.0,1,15,42,73,2015,1,1968,1.0,1.0,1.0,4.0,30000.0,1.0,110.0,172,140,5.0,5.0,5.0,1,3.0,3.0,3.0,4.0,4.0,1,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+5937,4.0,1,1,1,1,2015,2,1955,1.0,1.0,1.0,7.0,48000.0,4.0,100.0,158,90,3.0,4.0,4.0,2,4.0,4.0,3.0,4.0,8.0,5,120000.0,2.0,4.0,1.0,1.0,3,1.0,3.0,3.0,2.0,3,5
+5938,3.0,2,9,22,44,2015,1,1957,1.0,1.0,1.0,4.0,10000.0,1.0,100.0,169,110,4.0,4.0,4.0,1,3.0,4.0,1.0,4.0,5.0,3,10000.0,5.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,3
+5939,2.0,2,16,47,79,2015,1,1963,1.0,1.0,1.0,3.0,30000.0,1.0,180.0,160,110,3.0,3.0,4.0,1,4.0,3.0,1.0,4.0,4.0,3,50000.0,2.0,3.0,1.0,2.0,7,2.0,1.0,3.0,2.0,3,4
+5940,4.0,1,7,18,37,2015,2,1955,1.0,1.0,1.0,4.0,50000.0,1.0,65.0,157,127,4.0,5.0,5.0,2,4.0,4.0,2.0,2.0,6.0,5,100000.0,2.0,2.0,2.0,2.0,3,2.0,2.0,4.0,3.0,3,5
+5941,4.0,2,18,54,88,2015,1,1969,1.0,1.0,1.0,3.0,14621.0,1.0,200.0,165,120,5.0,4.0,4.0,1,4.0,1.0,1.0,2.0,6.0,3,20000.0,2.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,3
+5942,4.0,1,4,7,21,2015,2,1947,1.0,1.0,1.0,9.0,40000.0,4.0,48.9,153,98,3.0,3.0,5.0,5,3.0,4.0,2.0,4.0,5.0,5,40000.0,1.0,4.0,1.0,2.0,1,2.0,3.0,3.0,3.0,4,5
+5943,5.0,2,30,85,128,2015,1,1954,1.0,1.0,1.0,1.0,20000.0,1.0,400.0,168,118,4.0,4.0,4.0,1,2.0,3.0,1.0,4.0,5.0,1,20000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,3
+5944,4.0,1,9,22,44,2015,2,1970,1.0,0.0,5.0,1.0,10000.0,1.0,200.0,165,110,3.0,4.0,3.0,2,2.0,4.0,1.0,2.0,5.0,5,20000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+5945,4.0,1,4,7,15,2015,1,1990,1.0,1.0,1.0,6.0,60000.0,1.0,50.0,178,146,5.0,4.0,4.0,1,2.0,4.0,4.0,3.0,5.0,1,80000.0,2.0,2.0,0.0,2.0,3,2.0,1.0,4.0,3.0,1,5
+5946,4.0,1,27,79,119,2015,2,1974,1.0,1.0,1.0,4.0,0.0,1.0,53.0,165,110,5.0,5.0,5.0,2,1.0,4.0,1.0,2.0,4.0,5,30000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+5947,3.0,1,11,30,53,2015,1,1988,1.0,1.0,1.0,4.0,16186.0,1.0,140.0,172,120,4.0,5.0,4.0,2,3.0,3.0,3.0,4.0,5.0,5,77043.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,3
+5948,4.0,1,10,27,50,2015,1,1964,1.0,1.0,1.0,4.0,10000.0,1.0,120.0,170,150,4.0,4.0,3.0,1,2.0,2.0,1.0,4.0,5.0,1,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,3
+5949,4.0,1,31,89,134,2015,2,1960,1.0,1.0,1.0,4.0,8000.0,1.0,72.0,150,120,2.0,1.0,2.0,1,2.0,4.0,1.0,4.0,4.0,5,8000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,2
+5950,3.0,1,21,64,101,2015,1,1953,1.0,1.0,1.0,4.0,0.0,1.0,216.0,176,160,2.0,3.0,4.0,1,5.0,5.0,2.0,2.0,4.0,4,20000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,3,1
+5951,4.0,1,15,41,72,2015,1,1974,1.0,1.0,1.0,6.0,30000.0,1.0,107.0,171,126,3.0,4.0,4.0,5,3.0,3.0,2.0,2.0,3.0,1,30000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,5.0,3.0,2,4
+5952,4.0,1,15,41,72,2015,2,1969,1.0,1.0,1.0,4.0,16495.0,1.0,108.0,155,92,4.0,5.0,3.0,2,3.0,4.0,2.0,4.0,5.0,5,500000.0,3.0,4.0,2.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+5953,4.0,1,10,27,49,2015,1,1979,1.0,1.0,1.0,12.0,70000.0,4.0,101.0,173,120,4.0,5.0,5.0,2,3.0,3.0,3.0,3.0,6.0,1,120000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,3.0,2,5
+5954,5.0,2,31,86,129,2015,1,1955,1.0,1.0,1.0,3.0,2000.0,1.0,88.0,165,150,1.0,3.0,3.0,1,1.0,4.0,1.0,5.0,3.0,4,3000.0,4.0,1.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,2
+5955,5.0,1,1,1,2,2015,1,1972,1.0,1.0,1.0,13.0,261652.0,4.0,126.0,171,146,5.0,5.0,5.0,2,1.0,2.0,4.0,4.0,4.0,1,429385.0,3.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,5
+5956,5.0,1,17,50,83,2015,1,1994,4.0,0.0,4.0,4.0,0.0,1.0,200.0,175,155,5.0,5.0,5.0,2,1.0,4.0,2.0,3.0,5.0,1,50000.0,5.0,3.0,1.0,1.0,3,2.0,3.0,4.0,2.0,1,1
+5957,4.0,1,27,79,119,2015,1,1942,1.0,1.0,1.0,4.0,31200.0,4.0,42.0,170,150,1.0,2.0,2.0,4,1.0,5.0,1.0,3.0,4.0,5,60000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+5958,5.0,2,17,48,81,2015,2,1963,1.0,1.0,1.0,1.0,0.0,1.0,99.0,155,128,4.0,5.0,5.0,1,4.0,4.0,1.0,2.0,2.0,4,20000.0,2.0,3.0,1.0,2.0,3,3.0,3.0,4.0,2.0,3,1
+5959,5.0,1,4,7,18,2015,2,1951,1.0,1.0,1.0,11.0,32400.0,1.0,48.0,155,120,4.0,4.0,5.0,2,3.0,4.0,3.0,4.0,4.0,5,79200.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,4
+5960,4.0,2,2,5,12,2015,1,1977,8.0,1.0,1.0,3.0,5000.0,1.0,120.0,160,110,5.0,5.0,4.0,1,4.0,3.0,1.0,3.0,4.0,3,18000.0,5.0,3.0,1.0,2.0,3,3.0,3.0,3.0,3.0,2,2
+5961,5.0,2,29,83,126,2015,2,1986,1.0,0.0,1.0,4.0,0.0,1.0,120.0,161,130,5.0,5.0,5.0,1,3.0,4.0,2.0,4.0,6.0,4,60000.0,5.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,1
+5962,4.0,1,1,1,6,2015,2,1944,1.0,1.0,1.0,6.0,44400.0,1.0,78.8,162,130,4.0,4.0,4.0,5,2.0,4.0,2.0,4.0,4.0,5,88800.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,5
+5963,4.0,1,31,88,133,2015,1,1948,1.0,1.0,1.0,4.0,4000.0,1.0,64.0,170,160,3.0,4.0,4.0,1,2.0,4.0,3.0,3.0,5.0,5,8000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,2
+5964,4.0,1,15,39,70,2015,1,1949,1.0,1.0,1.0,3.0,2500.0,1.0,110.0,180,170,4.0,4.0,5.0,1,5.0,2.0,1.0,4.0,4.0,4,3000000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,2
+5965,4.0,1,12,32,55,2015,1,1940,1.0,1.0,1.0,4.0,100000.0,4.0,75.0,163,125,4.0,4.0,5.0,5,2.0,5.0,5.0,1.0,3.0,5,200000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,2.0,2.0,4,5
+5966,4.0,1,29,82,125,2015,2,1980,1.0,1.0,1.0,10.0,18000.0,1.0,90.0,157,100,5.0,5.0,5.0,2,3.0,3.0,3.0,3.0,4.0,1,40000.0,2.0,3.0,1.0,2.0,3,1.0,2.0,3.0,3.0,2,3
+5967,4.0,1,18,51,84,2015,1,1930,1.0,1.0,1.0,1.0,0.0,1.0,100.0,160,90,3.0,3.0,3.0,1,2.0,4.0,1.0,4.0,5.0,4,30038.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,5,1
+5968,5.0,1,2,5,12,2015,2,1956,8.0,1.0,1.0,1.0,0.0,1.0,105.0,158,124,4.0,5.0,4.0,1,2.0,4.0,1.0,4.0,4.0,4,108000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,1
+5969,5.0,2,15,41,72,2015,2,1993,1.0,1.0,1.0,10.0,3000.0,2.0,150.0,162,120,5.0,5.0,3.0,1,3.0,4.0,4.0,2.0,5.0,6,45000.0,4.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,2
+5970,4.0,1,12,33,62,2015,2,1982,1.0,0.0,6.0,3.0,0.0,1.0,180.0,160,90,5.0,5.0,5.0,1,2.0,3.0,1.0,4.0,5.0,5,50000.0,4.0,4.0,4.0,1.0,3,2.0,1.0,3.0,2.0,2,1
+5971,4.0,2,18,53,87,2015,2,1989,1.0,1.0,1.0,6.0,0.0,2.0,120.0,164,112,4.0,4.0,5.0,1,4.0,3.0,2.0,4.0,4.0,5,40000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,1
+5972,4.0,1,29,82,124,2015,1,1950,1.0,1.0,1.0,1.0,20000.0,1.0,150.0,170,120,3.0,3.0,3.0,1,3.0,3.0,3.0,2.0,4.0,5,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,3
+5973,4.0,1,1,1,3,2015,2,1957,1.0,1.0,1.0,6.0,35000.0,1.0,50.0,158,110,3.0,4.0,4.0,2,3.0,3.0,2.0,3.0,3.0,1,80000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,4
+5974,4.0,1,10,27,50,2015,1,1979,1.0,0.0,4.0,10.0,90000.0,1.0,197.0,175,150,4.0,4.0,4.0,1,2.0,4.0,3.0,4.0,7.0,1,110000.0,3.0,4.0,1.0,2.0,3,1.0,1.0,4.0,2.0,2,5
+5975,4.0,2,6,17,33,2015,1,1938,1.0,1.0,1.0,2.0,1500.0,1.0,100.0,158,70,2.0,2.0,3.0,1,5.0,4.0,1.0,4.0,3.0,3,20000.0,1.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,2
+5976,5.0,2,5,8,24,2015,2,1960,1.0,1.0,1.0,3.0,10000.0,1.0,75.0,158,100,4.0,4.0,4.0,1,4.0,3.0,1.0,4.0,4.0,3,30000.0,1.0,2.0,1.0,2.0,3,3.0,1.0,5.0,2.0,3,3
+5977,3.0,1,12,32,61,2015,2,1988,1.0,1.0,1.0,3.0,40000.0,1.0,15.0,160,84,3.0,3.0,3.0,1,3.0,4.0,2.0,4.0,2.0,1,100000.0,4.0,2.0,0.0,1.0,3,2.0,2.0,2.0,2.0,1,5
+5978,4.0,1,26,74,114,2015,1,1979,1.0,1.0,1.0,12.0,45000.0,4.0,120.0,165,134,4.0,4.0,4.0,4,4.0,3.0,4.0,4.0,5.0,1,60000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+5979,5.0,2,15,40,71,2015,2,1944,1.0,1.0,1.0,4.0,22000.0,4.0,120.0,152,108,4.0,4.0,5.0,4,4.0,4.0,4.0,4.0,5.0,5,22000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,3
+5980,5.0,1,19,59,95,2015,2,1958,1.0,1.0,1.0,6.0,30000.0,1.0,140.0,163,116,5.0,5.0,5.0,2,3.0,4.0,4.0,3.0,8.0,5,60000.0,2.0,4.0,1.0,2.0,3,1.0,1.0,3.0,2.0,3,4
+5981,3.0,1,21,63,99,2015,1,1987,1.0,1.0,1.0,7.0,60000.0,1.0,200.0,175,180,3.0,5.0,5.0,1,3.0,3.0,2.0,4.0,5.0,1,100000.0,8.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,5
+5982,4.0,1,12,32,59,2015,2,1957,1.0,1.0,1.0,4.0,28360.0,1.0,30.0,153,100,3.0,5.0,5.0,5,2.0,4.0,2.0,3.0,7.0,5,50000.0,4.0,2.0,0.0,2.0,3,2.0,2.0,3.0,3.0,3,4
+5983,4.0,1,4,7,20,2015,2,1959,1.0,1.0,1.0,9.0,36000.0,4.0,59.0,160,140,3.0,5.0,5.0,2,3.0,5.0,4.0,4.0,6.0,5,180000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,3.0,3.0,3,4
+5984,4.0,2,17,49,82,2015,1,1951,1.0,1.0,1.0,4.0,20000.0,1.0,400.0,160,150,2.0,2.0,4.0,1,4.0,4.0,1.0,3.0,1.0,1,20000.0,2.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+5985,4.0,2,29,84,127,2015,1,1962,1.0,1.0,1.0,6.0,45000.0,4.0,70.0,170,160,2.0,3.0,3.0,1,2.0,4.0,3.0,4.0,4.0,1,45000.0,2.0,2.0,2.0,2.0,3,2.0,2.0,4.0,3.0,3,5
+5986,3.0,1,12,32,59,2015,1,1959,1.0,1.0,1.0,6.0,20000.0,1.0,40.0,170,120,3.0,5.0,3.0,5,4.0,3.0,3.0,2.0,4.0,1,90000.0,4.0,2.0,1.0,2.0,3,3.0,3.0,3.0,3.0,3,3
+5987,3.0,1,6,15,31,2015,1,1965,1.0,1.0,1.0,4.0,50000.0,1.0,105.0,160,150,3.0,3.0,3.0,1,2.0,2.0,2.0,3.0,4.0,3,100000.0,4.0,3.0,0.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+5988,4.0,1,10,26,48,2015,1,1973,1.0,1.0,1.0,11.0,100000.0,4.0,100.0,178,200,4.0,4.0,4.0,2,3.0,3.0,4.0,3.0,5.0,1,100000.0,3.0,4.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+5989,4.0,1,26,76,116,2015,2,1990,1.0,1.0,1.0,4.0,0.0,1.0,90.0,150,80,4.0,4.0,4.0,1,3.0,3.0,2.0,3.0,5.0,5,36000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,1
+5990,5.0,2,29,83,126,2015,2,1961,1.0,1.0,1.0,4.0,0.0,1.0,110.0,159,100,4.0,4.0,4.0,1,2.0,1.0,1.0,4.0,4.0,6,20000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,1
+5991,4.0,1,12,32,55,2015,1,1969,1.0,1.0,1.0,6.0,500000.0,1.0,55.0,170,120,4.0,5.0,5.0,5,4.0,4.0,3.0,2.0,4.0,1,500000.0,3.0,4.0,4.0,1.0,3,1.0,2.0,3.0,2.0,2,5
+5992,5.0,1,21,64,102,2015,1,1980,1.0,1.0,1.0,4.0,240000.0,1.0,100.0,178,130,5.0,5.0,4.0,4,5.0,3.0,2.0,5.0,4.0,1,250000.0,4.0,3.0,0.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+5993,4.0,1,13,36,67,2015,1,1975,8.0,1.0,1.0,9.0,100000.0,1.0,140.0,160,135,5.0,5.0,5.0,4,2.0,3.0,4.0,3.0,5.0,1,100000.0,3.0,4.0,1.0,1.0,3,3.0,2.0,4.0,2.0,2,5
+5994,5.0,2,31,89,134,2015,1,1964,1.0,1.0,1.0,9.0,10000.0,4.0,118.0,183,170,5.0,5.0,5.0,1,4.0,4.0,3.0,4.0,5.0,2,10000.0,3.0,4.0,1.0,2.0,3,1.0,1.0,4.0,2.0,3,3
+5995,4.0,1,18,51,84,2015,2,1970,1.0,1.0,1.0,4.0,24000.0,1.0,80.0,160,120,5.0,5.0,4.0,2,2.0,2.0,2.0,2.0,5.0,1,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+5996,5.0,2,15,40,71,2015,2,1924,1.0,1.0,1.0,2.0,36000.0,1.0,280.0,157,116,3.0,3.0,5.0,5,1.0,2.0,5.0,4.0,5.0,5,160000.0,3.0,3.0,1.0,2.0,7,1.0,1.0,2.0,2.0,5,4
+5997,4.0,1,31,88,133,2015,1,1984,1.0,1.0,1.0,4.0,10000.0,1.0,68.0,168,112,3.0,4.0,2.0,1,2.0,4.0,1.0,2.0,1.0,4,10000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,1,3
+5998,4.0,2,17,49,82,2015,2,1957,1.0,1.0,1.0,4.0,0.0,1.0,100.0,158,130,3.0,3.0,3.0,1,2.0,4.0,1.0,4.0,5.0,4,23082.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,1
+5999,4.0,1,6,16,32,2015,2,1954,1.0,1.0,1.0,4.0,20000.0,1.0,68.0,162,130,4.0,4.0,2.0,5,2.0,2.0,2.0,4.0,3.0,5,25000.0,2.0,3.0,1.0,2.0,7,1.0,3.0,4.0,3.0,3,3
+6000,4.0,2,13,35,65,2015,2,1965,6.0,1.0,1.0,3.0,1000.0,1.0,240.0,156,90,2.0,3.0,4.0,5,5.0,5.0,2.0,4.0,6.0,4,1000.0,3.0,4.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,1
+6001,4.0,1,21,63,99,2015,1,1940,1.0,1.0,1.0,1.0,28000.0,1.0,84.0,165,140,2.0,5.0,5.0,1,1.0,5.0,4.0,3.0,1.0,5,28000.0,2.0,1.0,1.0,2.0,3,3.0,1.0,3.0,3.0,4,4
+6002,3.0,1,31,88,133,2015,2,1970,1.0,0.0,2.0,3.0,0.0,1.0,60.0,160,110,2.0,1.0,2.0,1,2.0,2.0,1.0,4.0,2.0,4,20000.0,2.0,2.0,1.0,2.0,4,3.0,2.0,4.0,2.0,2,1
+6003,4.0,1,16,47,79,2015,2,1968,1.0,1.0,1.0,4.0,20000.0,1.0,99.0,158,92,4.0,4.0,4.0,2,2.0,4.0,3.0,4.0,5.0,1,60000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+6004,4.0,2,19,56,90,2015,2,1935,1.0,0.0,4.0,3.0,9600.0,1.0,80.0,150,103,3.0,4.0,4.0,1,3.0,3.0,1.0,3.0,5.0,5,9600.0,1.0,4.0,2.0,1.0,7,2.0,1.0,4.0,2.0,4,2
+6005,4.0,1,10,27,49,2015,2,1976,1.0,1.0,1.0,10.0,10000.0,1.0,65.0,158,94,4.0,5.0,5.0,2,3.0,4.0,2.0,4.0,4.0,1,40000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,3
+6006,4.0,2,2,5,12,2015,1,1969,1.0,1.0,1.0,3.0,12000.0,1.0,100.0,160,120,4.0,4.0,4.0,1,3.0,3.0,2.0,3.0,3.0,2,15000.0,4.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,3
+6007,4.0,1,10,24,46,2015,1,1991,1.0,1.0,1.0,10.0,30000.0,2.0,90.0,170,120,5.0,5.0,5.0,1,3.0,3.0,3.0,4.0,6.0,1,30000.0,3.0,3.0,0.0,2.0,3,2.0,2.0,4.0,2.0,1,4
+6008,4.0,2,28,81,123,2015,2,1955,1.0,1.0,1.0,4.0,5000.0,4.0,270.0,156,100,4.0,4.0,4.0,1,3.0,4.0,1.0,4.0,5.0,3,10000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+6009,4.0,1,12,33,62,2015,2,1979,1.0,0.0,4.0,3.0,25000.0,1.0,120.0,160,103,4.0,3.0,3.0,1,3.0,3.0,1.0,2.0,4.0,1,60000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,4
+6010,5.0,1,10,25,47,2015,2,1972,1.0,1.0,1.0,4.0,3000.0,1.0,100.0,165,120,5.0,5.0,5.0,4,1.0,5.0,1.0,5.0,6.0,1,50000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,5.0,2.0,2,2
+6011,4.0,2,6,13,29,2015,2,1951,1.0,1.0,1.0,1.0,780.0,1.0,120.0,140,80,3.0,3.0,3.0,1,2.0,3.0,1.0,4.0,4.0,4,1560.0,5.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,1
+6012,4.0,1,12,34,63,2015,1,1987,1.0,1.0,1.0,12.0,100000.0,4.0,20.0,165,100,4.0,5.0,3.0,2,4.0,4.0,3.0,2.0,3.0,1,100000.0,1.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,5
+6013,4.0,1,12,32,60,2015,1,1991,1.0,1.0,1.0,4.0,12000.0,1.0,30.0,178,120,5.0,5.0,5.0,1,1.0,4.0,1.0,4.0,8.0,5,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,2.0,2.0,1,3
+6014,4.0,1,13,36,67,2015,2,1957,1.0,1.0,1.0,6.0,25000.0,1.0,64.0,156,84,4.0,5.0,4.0,2,4.0,4.0,4.0,3.0,5.0,5,40000.0,2.0,3.0,1.0,2.0,6,2.0,2.0,3.0,2.0,3,4
+6015,5.0,1,17,48,80,2015,1,1979,1.0,1.0,1.0,4.0,5000.0,1.0,80.0,180,160,5.0,5.0,5.0,1,1.0,3.0,3.0,2.0,10.0,1,5000.0,3.0,1.0,1.0,2.0,3,3.0,3.0,3.0,2.0,2,2
+6016,4.0,2,27,80,120,2015,2,1952,1.0,1.0,1.0,3.0,20000.0,1.0,180.0,168,145,4.0,3.0,4.0,5,4.0,3.0,2.0,3.0,5.0,5,30000.0,3.0,3.0,1.0,2.0,4,2.0,1.0,3.0,2.0,3,3
+6017,4.0,2,15,41,72,2015,1,1994,1.0,1.0,1.0,4.0,36000.0,1.0,50.0,180,150,4.0,4.0,4.0,1,3.0,3.0,2.0,3.0,6.0,1,50000.0,3.0,2.0,1.0,2.0,1,3.0,2.0,4.0,2.0,1,4
+6018,5.0,1,24,70,110,2015,1,1955,1.0,1.0,1.0,6.0,50000.0,1.0,50.0,175,140,4.0,5.0,4.0,5,2.0,4.0,4.0,2.0,5.0,5,80000.0,2.0,3.0,1.0,2.0,3,3.0,3.0,4.0,2.0,3,5
+6019,3.0,2,2,3,10,2015,2,1965,1.0,0.0,4.0,3.0,0.0,1.0,100.0,158,104,3.0,3.0,3.0,1,1.0,1.0,1.0,3.0,5.0,2,20000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,3,1
+6020,5.0,2,13,35,65,2015,2,1941,6.0,1.0,1.0,3.0,0.0,1.0,140.0,158,86,1.0,1.0,2.0,1,2.0,2.0,1.0,4.0,3.0,4,48000.0,4.0,1.0,1.0,2.0,7,3.0,1.0,5.0,2.0,4,1
+6021,4.0,1,16,45,76,2015,2,1973,1.0,1.0,1.0,3.0,0.0,1.0,100.0,159,120,4.0,4.0,4.0,1,4.0,3.0,2.0,4.0,6.0,6,80000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,1
+6022,4.0,1,22,66,106,2015,2,1973,1.0,1.0,1.0,3.0,40000.0,1.0,120.0,158,120,4.0,5.0,4.0,1,3.0,4.0,2.0,2.0,5.0,1,60000.0,3.0,3.0,1.0,1.0,3,2.0,3.0,3.0,3.0,2,5
+6023,4.0,1,30,85,128,2015,2,1984,1.0,1.0,1.0,10.0,9030000.0,1.0,100.0,162,120,5.0,4.0,4.0,2,3.0,2.0,2.0,2.0,3.0,1,70000.0,3.0,1.0,0.0,2.0,3,3.0,2.0,5.0,3.0,1,5
+6024,4.0,1,27,79,119,2015,1,1958,4.0,1.0,1.0,4.0,40000.0,1.0,43.0,174,150,4.0,5.0,5.0,2,5.0,4.0,2.0,2.0,6.0,1,60000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,2.0,2.0,3,5
+6025,4.0,2,5,8,24,2015,2,1972,1.0,1.0,1.0,3.0,0.0,1.0,90.0,160,130,4.0,4.0,4.0,1,5.0,2.0,2.0,4.0,6.0,3,9910000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,1
+6026,4.0,1,12,34,64,2015,2,1976,1.0,1.0,1.0,12.0,150000.0,1.0,89.0,165,100,3.0,4.0,4.0,2,3.0,4.0,3.0,4.0,7.0,1,1000000.0,5.0,4.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+6027,4.0,2,9,20,42,2015,2,1941,1.0,1.0,1.0,1.0,0.0,1.0,160.0,140,40,4.0,4.0,4.0,1,4.0,4.0,1.0,4.0,5.0,6,0.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,1
+6028,4.0,2,13,37,68,2015,2,1957,1.0,0.0,5.0,4.0,1500.0,1.0,186.0,150,85,2.0,3.0,3.0,1,4.0,4.0,1.0,3.0,4.0,3,23033.0,7.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,2
+6029,4.0,1,7,18,39,2015,2,1972,1.0,1.0,1.0,8.0,0.0,1.0,60.0,165,134,4.0,5.0,5.0,2,4.0,3.0,1.0,4.0,6.0,5,48000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+6030,4.0,2,31,87,131,2015,1,1965,1.0,1.0,1.0,4.0,0.0,1.0,96.0,166,130,4.0,1.0,3.0,1,4.0,4.0,1.0,4.0,1.0,4,20000.0,2.0,2.0,1.0,2.0,1,3.0,2.0,2.0,2.0,3,1
+6031,5.0,2,15,42,73,2015,1,1969,1.0,1.0,1.0,4.0,400000.0,1.0,100.0,167,150,4.0,4.0,3.0,1,4.0,4.0,2.0,1.0,6.0,1,800000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,3.0,3.0,2,5
+6032,4.0,1,22,65,103,2015,2,1967,1.0,1.0,1.0,4.0,30000.0,1.0,115.0,158,100,4.0,4.0,4.0,1,4.0,5.0,1.0,4.0,7.0,1,70000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,4
+6033,4.0,2,5,9,25,2015,2,1965,1.0,0.0,1.0,3.0,0.0,1.0,444.0,160,120,4.0,4.0,4.0,1,2.0,4.0,4.0,5.0,5.0,6,30000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,1
+6034,3.0,1,1,1,4,2015,1,1986,1.0,1.0,1.0,11.0,100000.0,1.0,48.0,182,140,4.0,4.0,4.0,1,2.0,2.0,2.0,3.0,5.0,1,100000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,5
+6035,2.0,2,10,24,46,2015,2,1953,1.0,1.0,1.0,1.0,5000.0,1.0,200.0,160,120,1.0,2.0,2.0,1,3.0,4.0,1.0,2.0,4.0,3,5000.0,2.0,1.0,1.0,2.0,4,2.0,1.0,4.0,3.0,3,2
+6036,4.0,2,9,23,45,2015,1,1934,1.0,1.0,1.0,3.0,720.0,1.0,100.0,165,114,4.0,5.0,4.0,1,2.0,4.0,1.0,3.0,2.0,4,1400.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,5,1
+6037,5.0,2,23,68,108,2015,2,1944,1.0,1.0,1.0,4.0,42800.0,1.0,90.0,160,100,4.0,2.0,4.0,2,3.0,4.0,2.0,4.0,5.0,5,70000.0,4.0,4.0,1.0,2.0,7,2.0,1.0,4.0,1.0,4,5
+6038,5.0,2,8,19,41,2015,2,1993,4.0,0.0,4.0,6.0,1224.0,2.0,80.0,165,100,4.0,4.0,3.0,1,2.0,4.0,4.0,4.0,3.0,6,19000.0,6.0,2.0,1.0,2.0,1,3.0,1.0,4.0,2.0,1,2
+6039,4.0,2,18,52,85,2015,2,1944,1.0,1.0,1.0,1.0,3000.0,1.0,160.0,158,100,2.0,2.0,3.0,1,2.0,3.0,1.0,4.0,4.0,5,6000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,2
+6040,4.0,1,7,18,39,2015,2,1939,1.0,1.0,1.0,3.0,60000.0,1.0,50.0,160,130,3.0,3.0,4.0,5,3.0,3.0,2.0,4.0,4.0,5,80000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,5
+6041,3.0,1,12,32,55,2015,2,1970,1.0,0.0,1.0,7.0,30000.0,1.0,90.0,160,120,2.0,2.0,1.0,4,2.0,3.0,3.0,4.0,5.0,1,60000.0,4.0,2.0,1.0,1.0,3,3.0,2.0,3.0,4.0,2,4
+6042,5.0,2,2,2,9,2015,1,1942,8.0,1.0,1.0,4.0,0.0,1.0,300.0,172,90,3.0,4.0,5.0,1,4.0,4.0,2.0,4.0,4.0,5,150000.0,6.0,5.0,2.0,1.0,3,1.0,1.0,4.0,2.0,4,1
+6043,4.0,2,11,31,54,2015,1,1997,1.0,1.0,2.0,6.0,0.0,2.0,300.0,170,140,5.0,5.0,5.0,1,3.0,2.0,1.0,1.0,5.0,6,30000.0,5.0,3.0,0.0,1.0,1,2.0,2.0,3.0,2.0,1,1
+6044,5.0,2,10,25,47,2015,1,1952,1.0,1.0,1.0,1.0,1000.0,1.0,70.0,168,144,2.0,2.0,5.0,1,1.0,5.0,1.0,5.0,1.0,3,3000.0,2.0,3.0,1.0,2.0,3,3.0,1.0,3.0,2.0,3,1
+6045,5.0,2,3,6,13,2015,1,1938,1.0,1.0,1.0,1.0,1500.0,1.0,40.0,167,120,4.0,4.0,4.0,1,4.0,4.0,1.0,2.0,5.0,4,3000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,2
+6046,4.0,1,4,7,19,2015,1,1968,1.0,1.0,1.0,12.0,100000.0,1.0,104.0,174,152,4.0,5.0,3.0,5,3.0,4.0,3.0,3.0,5.0,1,200000.0,3.0,3.0,1.0,1.0,3,2.0,3.0,3.0,3.0,2,5
+6047,4.0,2,11,30,53,2015,2,1963,1.0,1.0,1.0,1.0,3000.0,1.0,100.0,160,110,2.0,2.0,3.0,1,3.0,4.0,1.0,4.0,3.0,3,14000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,2
+6048,4.0,2,6,12,28,2015,1,1956,1.0,1.0,1.0,3.0,24000.0,1.0,200.0,165,152,3.0,4.0,5.0,1,3.0,3.0,3.0,4.0,4.0,5,30000.0,1.0,4.0,1.0,2.0,6,2.0,2.0,4.0,1.0,3,4
+6049,4.0,2,21,61,97,2015,2,1945,1.0,1.0,1.0,1.0,1139.0,1.0,110.0,155,94,3.0,3.0,3.0,1,4.0,4.0,1.0,4.0,2.0,4,21176.0,1.0,2.0,3.0,2.0,7,3.0,2.0,4.0,2.0,4,1
+6050,4.0,1,19,56,90,2015,2,1990,1.0,1.0,1.0,10.0,50000.0,1.0,120.0,165,104,4.0,5.0,4.0,1,2.0,4.0,1.0,3.0,3.0,1,200000.0,5.0,3.0,3.0,1.0,3,2.0,2.0,4.0,3.0,1,5
+6051,4.0,1,4,7,21,2015,2,1962,1.0,1.0,1.0,4.0,36000.0,1.0,6.0,160,92,3.0,2.0,1.0,2,1.0,4.0,1.0,4.0,4.0,1,40000.0,1.0,2.0,0.0,2.0,3,3.0,1.0,4.0,2.0,3,4
+6052,5.0,1,10,27,49,2015,1,1986,1.0,1.0,2.0,4.0,70000.0,1.0,56.0,178,130,5.0,5.0,4.0,1,4.0,3.0,3.0,2.0,5.0,1,12000.0,1.0,3.0,2.0,2.0,3,2.0,2.0,3.0,2.0,1,5
+6053,5.0,2,5,9,25,2015,2,1961,1.0,0.0,3.0,4.0,7000.0,1.0,100.0,155,100,4.0,4.0,4.0,1,5.0,4.0,2.0,4.0,7.0,3,40000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0,3,2
+6054,3.0,2,18,54,88,2015,2,1988,1.0,1.0,1.0,10.0,0.0,1.0,150.0,163,130,4.0,5.0,3.0,1,3.0,3.0,3.0,3.0,2.0,5,13000.0,4.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,1,1
+6055,4.0,2,5,10,26,2015,1,1969,1.0,1.0,1.0,4.0,60000.0,1.0,160.0,171,140,4.0,5.0,5.0,1,4.0,1.0,1.0,4.0,2.0,3,70000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,2,5
+6056,3.0,1,4,7,15,2015,2,1996,1.0,1.0,1.0,4.0,35000.0,1.0,10.0,164,97,5.0,5.0,4.0,1,3.0,3.0,4.0,4.0,3.0,1,35000.0,1.0,2.0,0.0,2.0,1,3.0,1.0,4.0,3.0,1,4
+6057,2.0,2,27,77,117,2015,2,1967,1.0,1.0,1.0,3.0,15000.0,1.0,50.0,148,148,3.0,3.0,2.0,1,4.0,4.0,1.0,3.0,4.0,3,20000.0,5.0,1.0,1.0,1.0,3,3.0,2.0,2.0,3.0,2,3
+6058,2.0,1,12,33,62,2015,1,1981,1.0,0.0,3.0,4.0,49008.0,1.0,40.0,170,146,4.0,4.0,4.0,1,2.0,2.0,1.0,2.0,4.0,1,78175.0,3.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,5
+6059,4.0,1,16,44,75,2015,1,1951,1.0,1.0,1.0,10.0,48000.0,1.0,190.0,171,150,4.0,5.0,5.0,5,4.0,4.0,5.0,4.0,8.0,5,200000.0,5.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,3,5
+6060,4.0,2,29,84,127,2015,2,1968,1.0,1.0,1.0,4.0,3000.0,1.0,200.0,170,140,4.0,5.0,3.0,1,3.0,4.0,2.0,4.0,5.0,3,35000.0,4.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,2,2
+6061,4.0,1,26,74,114,2015,2,1978,1.0,0.0,4.0,6.0,50000.0,1.0,45.0,160,97,5.0,5.0,5.0,1,4.0,4.0,1.0,4.0,5.0,1,70000.0,3.0,1.0,3.0,1.0,3,2.0,1.0,5.0,3.0,2,5
+6062,4.0,2,31,87,130,2015,1,1986,3.0,1.0,1.0,4.0,15000.0,1.0,110.0,172,150,4.0,4.0,4.0,1,2.0,4.0,2.0,2.0,3.0,1,20000.0,3.0,3.0,0.0,1.0,3,3.0,2.0,4.0,3.0,1,3
+6063,4.0,1,1,1,7,2015,2,1987,1.0,0.0,1.0,10.0,0.0,1.0,31.0,158,84,3.0,5.0,3.0,1,3.0,3.0,3.0,4.0,7.0,1,100000.0,3.0,4.0,2.0,1.0,3,1.0,1.0,4.0,3.0,1,1
+6064,4.0,1,4,7,16,2015,2,1984,1.0,1.0,1.0,13.0,150000.0,1.0,168.0,155,80,3.0,5.0,4.0,2,2.0,4.0,3.0,4.0,5.0,1,200000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,5
+6065,5.0,1,12,33,62,2015,2,1963,1.0,0.0,6.0,4.0,12000.0,1.0,120.0,159,120,4.0,5.0,4.0,1,2.0,3.0,1.0,2.0,6.0,1,62051.0,4.0,4.0,2.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+6066,4.0,2,15,42,73,2015,1,1935,1.0,1.0,1.0,1.0,1500.0,1.0,200.0,167,120,4.0,4.0,5.0,1,5.0,4.0,1.0,3.0,6.0,2,100000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,2
+6067,3.0,2,13,37,68,2015,2,1950,1.0,1.0,1.0,3.0,1080.0,1.0,50.0,150,80,2.0,2.0,3.0,1,3.0,4.0,1.0,4.0,3.0,5,11000.0,1.0,2.0,2.0,2.0,3,3.0,1.0,3.0,2.0,4,1
+6068,4.0,1,21,63,99,2015,1,1953,1.0,1.0,1.0,6.0,12000.0,1.0,60.0,169,152,3.0,3.0,4.0,4,3.0,4.0,3.0,4.0,3.0,5,36000.0,1.0,1.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,3
+6069,5.0,1,24,71,111,2015,2,1971,1.0,0.0,3.0,4.0,5000.0,1.0,88.0,160,110,5.0,5.0,5.0,5,4.0,4.0,4.0,2.0,3.0,1,40000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,3.0,3.0,2,2
+6070,2.0,1,31,87,131,2015,1,1967,1.0,1.0,1.0,4.0,7000.0,1.0,60.0,170,118,4.0,5.0,5.0,1,2.0,4.0,1.0,3.0,1.0,1,10000.0,2.0,2.0,0.0,2.0,3,3.0,2.0,4.0,2.0,2,2
+6071,4.0,1,16,44,75,2015,2,1963,1.0,1.0,1.0,12.0,50000.0,1.0,120.0,158,115,4.0,4.0,4.0,2,5.0,3.0,5.0,2.0,4.0,1,150000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,3,5
+6072,4.0,1,11,31,54,2015,1,1966,1.0,1.0,1.0,11.0,80000.0,4.0,90.0,172,138,5.0,4.0,5.0,2,3.0,3.0,3.0,4.0,5.0,1,80000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+6073,2.0,2,28,81,121,2015,1,1980,1.0,1.0,1.0,3.0,20000.0,1.0,240.0,162,90,2.0,2.0,4.0,1,3.0,2.0,2.0,1.0,1.0,5,20000.0,6.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,3
+6074,4.0,1,15,39,70,2015,1,1933,1.0,1.0,1.0,3.0,80000.0,1.0,120.0,167,100,3.0,3.0,3.0,1,3.0,4.0,2.0,3.0,5.0,4,10000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,5,5
+6075,3.0,1,27,79,119,2015,2,1973,1.0,0.0,1.0,12.0,30000.0,1.0,50.0,160,140,4.0,5.0,3.0,2,1.0,5.0,1.0,1.0,1.0,5,30000.0,4.0,2.0,1.0,2.0,1,3.0,2.0,4.0,3.0,2,4
+6076,4.0,2,8,19,41,2015,2,1968,4.0,0.0,3.0,1.0,1500.0,1.0,108.0,165,130,3.0,3.0,2.0,1,3.0,4.0,1.0,1.0,5.0,3,40000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,2.0,2.0,2,2
+6077,4.0,2,21,64,101,2015,1,1956,1.0,1.0,1.0,4.0,10000.0,1.0,115.0,167,118,2.0,3.0,4.0,1,4.0,3.0,1.0,3.0,3.0,4,10000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+6078,2.0,2,18,52,86,2015,2,1975,1.0,1.0,1.0,1.0,0.0,1.0,120.0,165,110,5.0,5.0,4.0,1,3.0,4.0,1.0,2.0,1.0,6,36000.0,4.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,1
+6079,4.0,1,12,32,61,2015,1,1980,1.0,1.0,1.0,4.0,25000.0,1.0,65.0,172,140,4.0,5.0,4.0,4,4.0,2.0,2.0,2.0,4.0,1,30000.0,3.0,2.0,2.0,2.0,3,3.0,1.0,4.0,2.0,2,4
+6080,4.0,1,27,79,119,2015,2,1983,1.0,1.0,1.0,7.0,0.0,1.0,87.0,165,99,3.0,5.0,3.0,2,3.0,4.0,3.0,4.0,7.0,1,30000.0,3.0,3.0,1.0,1.0,3,2.0,3.0,3.0,2.0,1,1
+6081,4.0,1,12,32,58,2015,1,1944,1.0,0.0,1.0,7.0,40000.0,1.0,23.0,165,100,2.0,1.0,3.0,5,5.0,4.0,5.0,3.0,4.0,5,100000.0,1.0,2.0,1.0,1.0,5,2.0,2.0,2.0,3.0,4,5
+6082,2.0,1,12,32,61,2015,2,1964,1.0,1.0,1.0,4.0,20000.0,1.0,100.0,158,110,3.0,3.0,3.0,1,3.0,3.0,2.0,2.0,3.0,1,100000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,3
+6083,4.0,1,1,1,8,2015,1,1969,1.0,1.0,1.0,3.0,20000.0,1.0,16.2,178,160,3.0,5.0,5.0,2,2.0,3.0,2.0,2.0,5.0,1,20000.0,1.0,3.0,0.0,2.0,1,3.0,3.0,3.0,3.0,2,3
+6084,3.0,2,15,41,72,2015,2,1961,1.0,0.0,2.0,1.0,6000.0,1.0,80.0,155,107,3.0,3.0,3.0,1,5.0,3.0,1.0,3.0,5.0,3,13000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,2
+6085,4.0,2,9,21,43,2015,2,1990,1.0,1.0,1.0,4.0,0.0,1.0,180.0,160,106,3.0,4.0,4.0,1,4.0,2.0,2.0,3.0,9.0,2,30000.0,2.0,3.0,1.0,2.0,2,2.0,1.0,3.0,3.0,1,1
+6086,5.0,1,21,64,102,2015,1,1954,1.0,1.0,1.0,3.0,36000.0,1.0,240.0,170,140,5.0,5.0,5.0,4,5.0,5.0,1.0,4.0,4.0,5,48000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+6087,4.0,1,1,1,4,2015,2,1938,1.0,1.0,1.0,4.0,27500.0,1.0,60.3,155,110,3.0,3.0,4.0,2,3.0,3.0,2.0,3.0,5.0,5,58750.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+6088,4.0,2,28,81,122,2015,1,1968,1.0,1.0,1.0,9.0,50000.0,4.0,90.0,161,140,3.0,4.0,4.0,1,2.0,3.0,2.0,1.0,4.0,3,50000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,5
+6089,4.0,2,18,55,89,2015,1,1988,1.0,1.0,1.0,4.0,20000.0,1.0,320.0,176,170,5.0,5.0,4.0,1,3.0,4.0,2.0,2.0,5.0,2,100000.0,4.0,4.0,1.0,2.0,3,1.0,1.0,4.0,3.0,1,3
+6090,1.0,2,23,68,108,2015,2,1967,1.0,1.0,1.0,3.0,4000.0,1.0,52.0,162,98,1.0,1.0,1.0,1,2.0,1.0,1.0,1.0,1.0,3,8000.0,4.0,1.0,1.0,2.0,3,3.0,3.0,4.0,4.0,2,2
+6091,4.0,1,7,18,36,2015,1,1953,1.0,1.0,1.0,4.0,24000.0,1.0,45.0,180,160,3.0,4.0,5.0,5,3.0,4.0,4.0,4.0,5.0,5,60000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,4
+6092,2.0,2,23,68,108,2015,2,1971,1.0,1.0,2.0,1.0,5000.0,1.0,170.0,160,124,1.0,2.0,2.0,1,2.0,4.0,1.0,1.0,1.0,3,10000.0,3.0,1.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,2
+6093,5.0,1,19,57,91,2015,2,1947,1.0,1.0,1.0,3.0,30000.0,1.0,62.0,156,120,3.0,2.0,5.0,5,5.0,5.0,1.0,3.0,5.0,5,66000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,5.0,2.0,4,4
+6094,4.0,1,29,82,125,2015,2,1958,1.0,0.0,7.0,3.0,6000.0,1.0,80.0,150,70,2.0,2.0,4.0,1,2.0,1.0,1.0,3.0,5.0,3,20000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,2
+6095,4.0,2,17,49,82,2015,2,1970,1.0,1.0,1.0,4.0,20000.0,1.0,100.0,165,119,1.0,3.0,4.0,2,3.0,3.0,2.0,2.0,6.0,1,69398.0,4.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,3
+6096,4.0,2,13,36,67,2015,2,1973,1.0,1.0,1.0,4.0,10000.0,1.0,80.0,158,97,3.0,3.0,3.0,1,2.0,2.0,2.0,3.0,5.0,2,15000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,3
+6097,4.0,2,13,36,66,2015,2,1978,8.0,0.0,4.0,3.0,4000.0,1.0,90.0,148,90,4.0,4.0,4.0,1,4.0,3.0,1.0,3.0,1.0,1,6000.0,4.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,2
+6098,3.0,2,18,54,88,2015,1,1963,1.0,1.0,3.0,4.0,10000.0,1.0,266.0,175,130,2.0,5.0,5.0,1,2.0,5.0,1.0,3.0,1.0,2,10000.0,1.0,1.0,1.0,2.0,3,3.0,1.0,4.0,3.0,3,3
+6099,4.0,2,13,36,67,2015,1,1969,1.0,1.0,1.0,3.0,3000.0,1.0,40.0,159,112,4.0,4.0,4.0,1,4.0,3.0,1.0,4.0,4.0,3,10000.0,3.0,2.0,1.0,2.0,4,3.0,2.0,3.0,2.0,2,2
+6100,5.0,1,31,87,131,2015,1,1965,1.0,1.0,1.0,3.0,10000.0,1.0,65.0,170,135,4.0,4.0,4.0,1,2.0,2.0,1.0,3.0,2.0,1,20000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+6101,4.0,1,19,57,93,2015,2,1966,1.0,1.0,1.0,3.0,20000.0,1.0,102.0,164,128,2.0,1.0,2.0,4,2.0,3.0,2.0,4.0,1.0,1,300000.0,1.0,2.0,1.0,1.0,3,3.0,2.0,4.0,2.0,3,3
+6102,4.0,1,11,29,52,2015,2,1980,1.0,1.0,1.0,4.0,0.0,1.0,12.0,155,120,3.0,4.0,4.0,1,2.0,2.0,1.0,4.0,2.0,1,68015.0,4.0,1.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,1
+6103,3.0,2,31,89,134,2015,2,1951,1.0,1.0,1.0,1.0,2000.0,1.0,60.0,150,110,4.0,3.0,4.0,1,2.0,3.0,1.0,4.0,2.0,4,2000.0,1.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,3,2
+6104,4.0,1,16,44,75,2015,2,1990,1.0,1.0,1.0,4.0,0.0,1.0,120.0,155,96,5.0,4.0,4.0,1,5.0,3.0,2.0,4.0,5.0,5,50000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,1
+6105,4.0,2,29,83,126,2015,1,1953,1.0,1.0,1.0,3.0,2800.0,1.0,90.0,167,110,4.0,5.0,4.0,1,1.0,5.0,1.0,4.0,1.0,3,5000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,5.0,2.0,3,2
+6106,3.0,2,18,52,85,2015,1,1967,1.0,1.0,2.0,4.0,10000.0,1.0,300.0,160,120,3.0,5.0,5.0,1,3.0,2.0,1.0,2.0,5.0,3,20000.0,7.0,3.0,1.0,2.0,3,3.0,1.0,3.0,2.0,2,3
+6107,4.0,1,7,18,39,2015,1,1969,1.0,1.0,1.0,13.0,80000.0,1.0,70.0,160,130,5.0,5.0,5.0,2,1.0,3.0,1.0,4.0,6.0,1,130000.0,4.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+6108,4.0,1,1,1,1,2015,2,1967,4.0,1.0,1.0,9.0,35000.0,4.0,120.0,160,130,4.0,4.0,4.0,2,4.0,4.0,2.0,4.0,5.0,1,200000.0,3.0,3.0,1.0,1.0,3,3.0,2.0,3.0,3.0,2,4
+6109,3.0,1,13,35,65,2015,1,1958,6.0,1.0,1.0,3.0,1300.0,1.0,200.0,165,140,4.0,5.0,4.0,1,3.0,4.0,1.0,1.0,4.0,2,2600.0,4.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,2
+6110,4.0,1,13,35,65,2015,1,1952,6.0,1.0,1.0,3.0,6766.0,1.0,300.0,158,100,4.0,4.0,4.0,1,2.0,2.0,1.0,4.0,3.0,3,6000.0,4.0,2.0,3.0,2.0,3,3.0,1.0,4.0,2.0,3,2
+6111,4.0,1,15,39,70,2015,2,1967,1.0,0.0,2.0,3.0,0.0,1.0,70.0,165,115,4.0,4.0,4.0,1,4.0,4.0,2.0,3.0,5.0,1,18000.0,4.0,2.0,1.0,2.0,3,2.0,3.0,4.0,3.0,2,1
+6112,4.0,1,1,1,4,2015,2,1955,1.0,1.0,1.0,6.0,36000.0,1.0,64.6,164,102,3.0,4.0,4.0,5,1.0,4.0,2.0,4.0,5.0,5,36000.0,1.0,2.0,1.0,2.0,7,2.0,1.0,3.0,2.0,3,4
+6113,3.0,1,7,18,34,2015,1,1968,1.0,1.0,1.0,10.0,60000.0,1.0,63.0,177,180,4.0,4.0,4.0,5,2.0,3.0,2.0,3.0,5.0,1,100000.0,3.0,3.0,2.0,2.0,3,3.0,2.0,4.0,3.0,2,5
+6114,4.0,2,16,46,78,2015,2,1975,1.0,1.0,1.0,6.0,14400.0,1.0,270.0,158,90,5.0,4.0,5.0,1,2.0,3.0,3.0,4.0,5.0,1,62400.0,4.0,4.0,2.0,1.0,3,2.0,1.0,5.0,2.0,2,3
+6115,1.0,1,31,87,131,2015,1,1965,1.0,1.0,1.0,4.0,6000.0,1.0,70.0,170,120,2.0,5.0,2.0,2,1.0,5.0,1.0,1.0,1.0,5,10000.0,2.0,1.0,0.0,2.0,3,3.0,2.0,1.0,2.0,3,2
+6116,4.0,1,11,30,53,2015,1,1990,1.0,1.0,1.0,4.0,24000.0,1.0,55.0,170,110,4.0,5.0,5.0,2,3.0,3.0,3.0,4.0,5.0,1,24000.0,4.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,1,4
+6117,4.0,1,12,32,61,2015,1,1961,1.0,1.0,1.0,6.0,24175.0,1.0,100.0,167,100,3.0,2.0,3.0,1,2.0,4.0,2.0,4.0,4.0,4,44734.0,5.0,3.0,2.0,2.0,3,3.0,2.0,4.0,2.0,3,4
+6118,5.0,1,21,64,102,2015,1,1931,1.0,1.0,1.0,3.0,14000.0,1.0,60.0,157,103,2.0,5.0,2.0,2,1.0,5.0,1.0,5.0,5.0,5,14000.0,1.0,3.0,0.0,2.0,7,2.0,2.0,4.0,2.0,5,3
+6119,2.0,1,12,32,60,2015,1,1975,1.0,1.0,1.0,6.0,0.0,1.0,100.0,175,150,4.0,5.0,4.0,4,2.0,4.0,2.0,1.0,3.0,5,8000.0,3.0,2.0,1.0,2.0,1,3.0,2.0,3.0,2.0,2,1
+6120,4.0,2,18,51,84,2015,2,1961,1.0,1.0,1.0,3.0,4000.0,1.0,150.0,160,110,2.0,4.0,4.0,1,4.0,2.0,1.0,4.0,5.0,3,1000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,2
+6121,4.0,1,12,32,56,2015,1,1946,1.0,1.0,1.0,3.0,40000.0,1.0,42.0,165,120,4.0,4.0,5.0,5,3.0,4.0,2.0,4.0,5.0,5,70000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,5
+6122,3.0,2,15,40,71,2015,1,1991,1.0,1.0,1.0,7.0,20000.0,1.0,60.0,175,120,4.0,4.0,3.0,1,2.0,3.0,2.0,4.0,3.0,1,50000.0,3.0,2.0,1.0,2.0,1,3.0,2.0,3.0,3.0,1,3
+6123,2.0,1,21,62,98,2015,2,1960,8.0,1.0,1.0,3.0,5000.0,1.0,132.0,160,105,2.0,2.0,3.0,2,3.0,3.0,1.0,4.0,3.0,5,20000.0,3.0,2.0,1.0,2.0,5,3.0,3.0,4.0,3.0,3,2
+6124,4.0,1,13,35,65,2015,1,1985,6.0,1.0,1.0,4.0,0.0,1.0,240.0,175,120,4.0,5.0,5.0,2,3.0,3.0,2.0,4.0,5.0,5,120000.0,3.0,3.0,1.0,1.0,3,3.0,2.0,4.0,2.0,1,1
+6125,3.0,1,4,7,17,2015,1,1980,1.0,1.0,1.0,11.0,40000.0,4.0,96.0,170,140,3.0,4.0,3.0,5,3.0,3.0,3.0,3.0,1.0,1,40000.0,1.0,1.0,0.0,2.0,6,3.0,2.0,3.0,4.0,2,5
+6126,4.0,2,18,52,85,2015,1,1945,1.0,1.0,1.0,4.0,18000.0,1.0,160.0,165,100,4.0,4.0,4.0,1,4.0,2.0,2.0,4.0,3.0,3,70000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,4,3
+6127,5.0,1,17,48,80,2015,2,1979,1.0,1.0,1.0,6.0,0.0,1.0,80.0,155,100,5.0,5.0,3.0,5,5.0,4.0,3.0,1.0,6.0,5,70000.0,4.0,3.0,1.0,1.0,3,2.0,3.0,4.0,2.0,2,1
+6128,3.0,2,29,84,127,2015,1,1954,1.0,1.0,1.0,1.0,2000.0,1.0,120.0,170,120,3.0,4.0,4.0,1,1.0,3.0,1.0,4.0,3.0,2,3000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,2
+6129,3.0,1,13,36,66,2015,2,1964,8.0,1.0,1.0,6.0,28903.0,1.0,75.0,150,120,3.0,3.0,2.0,4,4.0,4.0,1.0,3.0,1.0,1,72878.0,2.0,1.0,0.0,2.0,7,3.0,3.0,4.0,3.0,3,4
+6130,4.0,2,18,54,88,2015,2,1989,1.0,1.0,1.0,4.0,1824.0,1.0,120.0,165,110,4.0,5.0,4.0,1,4.0,3.0,1.0,4.0,5.0,5,100000.0,5.0,4.0,1.0,1.0,3,2.0,2.0,4.0,2.0,1,2
+6131,4.0,1,31,89,134,2015,1,1958,1.0,1.0,1.0,4.0,0.0,4.0,70.0,173,135,1.0,1.0,5.0,1,1.0,1.0,1.0,3.0,1.0,4,0.0,3.0,2.0,1.0,2.0,3,3.0,3.0,3.0,2.0,3,1
+6132,3.0,1,10,27,50,2015,2,1939,1.0,1.0,1.0,1.0,0.0,1.0,90.0,158,100,2.0,2.0,4.0,1,2.0,4.0,1.0,3.0,3.0,3,0.0,1.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,1
+6133,4.0,1,16,47,79,2015,2,1945,1.0,1.0,1.0,3.0,3000.0,1.0,100.0,150,85,2.0,2.0,3.0,1,1.0,3.0,1.0,4.0,4.0,3,10000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,2
+6134,2.0,1,19,56,90,2015,2,1957,1.0,1.0,1.0,3.0,15000.0,1.0,81.0,163,125,4.0,5.0,4.0,1,2.0,2.0,1.0,2.0,4.0,1,40000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,3.0,3,3
+6135,5.0,1,21,64,101,2015,2,1945,1.0,1.0,1.0,1.0,12000.0,1.0,40.0,155,100,4.0,4.0,4.0,1,3.0,4.0,1.0,4.0,2.0,5,12000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,4.0,2.0,4,3
+6136,2.0,2,2,4,11,2015,1,1944,1.0,1.0,1.0,3.0,0.0,1.0,180.0,160,125,4.0,4.0,3.0,1,2.0,4.0,2.0,2.0,1.0,3,5000.0,4.0,2.0,1.0,2.0,7,3.0,2.0,3.0,3.0,4,1
+6137,4.0,1,27,78,118,2015,1,1942,1.0,1.0,1.0,6.0,36000.0,1.0,69.0,165,130,4.0,5.0,5.0,2,2.0,3.0,1.0,4.0,5.0,5,168000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+6138,5.0,2,9,23,45,2015,1,1962,1.0,1.0,1.0,1.0,20000.0,1.0,200.0,163,110,3.0,4.0,4.0,1,2.0,5.0,1.0,1.0,5.0,3,40000.0,7.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,3
+6139,4.0,1,4,7,22,2015,1,1949,1.0,1.0,1.0,3.0,24000.0,1.0,137.0,153,130,4.0,2.0,5.0,4,1.0,4.0,1.0,3.0,3.0,5,46000.0,3.0,3.0,3.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+6140,4.0,1,1,1,8,2015,1,1969,1.0,1.0,1.0,11.0,72000.0,1.0,119.0,172,140,4.0,4.0,4.0,2,1.0,2.0,2.0,4.0,7.0,1,144000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,5
+6141,5.0,1,22,67,107,2015,2,1990,1.0,1.0,3.0,12.0,30000.0,4.0,120.0,158,105,5.0,4.0,4.0,2,2.0,4.0,3.0,4.0,5.0,1,100000.0,2.0,4.0,1.0,2.0,3,2.0,1.0,5.0,2.0,1,4
+6142,5.0,2,17,49,82,2015,2,1967,1.0,1.0,1.0,3.0,2250.0,1.0,380.0,165,140,3.0,3.0,4.0,1,4.0,5.0,1.0,1.0,5.0,3,15000.0,4.0,2.0,2.0,1.0,3,2.0,2.0,4.0,2.0,2,2
+6143,4.0,1,21,64,102,2015,1,1959,1.0,1.0,1.0,4.0,10000.0,1.0,90.0,167,128,3.0,3.0,3.0,4,2.0,3.0,1.0,2.0,4.0,4,20000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,3
+6144,3.0,1,10,26,48,2015,2,1970,1.0,1.0,1.0,4.0,18000.0,1.0,50.0,160,90,5.0,5.0,4.0,2,4.0,3.0,2.0,3.0,4.0,1,18000.0,2.0,2.0,1.0,2.0,6,2.0,3.0,4.0,3.0,2,3
+6145,3.0,1,22,67,107,2015,1,1990,1.0,1.0,1.0,12.0,36000.0,1.0,80.0,170,120,4.0,5.0,4.0,5,5.0,2.0,3.0,3.0,5.0,1,36000.0,1.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,4
+6146,2.0,1,22,66,105,2015,2,1936,1.0,1.0,1.0,3.0,0.0,1.0,50.0,148,72,2.0,2.0,3.0,2,2.0,3.0,1.0,4.0,3.0,4,24000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,4,1
+6147,3.0,2,5,8,23,2015,1,1983,3.0,0.0,4.0,12.0,120000.0,1.0,75.0,175,70,4.0,4.0,4.0,2,3.0,3.0,2.0,4.0,3.0,1,120000.0,1.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,5
+6148,4.0,2,19,57,92,2015,2,1968,1.0,1.0,3.0,6.0,200000.0,4.0,360.0,156,120,4.0,4.0,4.0,1,5.0,4.0,3.0,4.0,7.0,3,250000.0,2.0,4.0,1.0,2.0,3,1.0,2.0,3.0,2.0,2,5
+6149,4.0,1,23,68,108,2015,2,1985,1.0,0.0,2.0,12.0,3000.0,1.0,70.0,157,120,5.0,5.0,5.0,1,3.0,3.0,3.0,4.0,3.0,6,3000.0,3.0,2.0,1.0,2.0,1,3.0,2.0,3.0,2.0,1,2
+6150,5.0,1,4,7,18,2015,1,1949,1.0,1.0,1.0,7.0,40000.0,1.0,63.0,176,170,5.0,5.0,5.0,5,3.0,3.0,3.0,4.0,5.0,5,70000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,4,5
+6151,3.0,2,31,86,129,2015,1,1985,1.0,0.0,4.0,4.0,0.0,1.0,20.0,170,130,3.0,3.0,3.0,1,3.0,3.0,1.0,2.0,3.0,4,10000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,3.0,3.0,1,1
+6152,4.0,2,9,23,45,2015,2,1953,1.0,0.0,1.0,3.0,1500.0,1.0,180.0,150,110,2.0,2.0,4.0,1,2.0,2.0,1.0,4.0,5.0,3,57307.0,2.0,2.0,1.0,2.0,7,3.0,2.0,4.0,2.0,3,2
+6153,3.0,1,6,13,29,2015,2,1979,1.0,1.0,1.0,3.0,3544.0,1.0,110.0,160,100,3.0,3.0,3.0,1,3.0,3.0,3.0,3.0,3.0,6,10000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,2
+6154,3.0,2,29,82,124,2015,1,1968,1.0,1.0,1.0,4.0,20000.0,1.0,80.0,178,140,4.0,3.0,3.0,1,3.0,1.0,1.0,3.0,4.0,1,40000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+6155,4.0,1,16,46,77,2015,1,1969,1.0,1.0,1.0,13.0,90000.0,4.0,120.0,172,145,4.0,4.0,4.0,2,3.0,3.0,4.0,2.0,5.0,1,120000.0,3.0,4.0,1.0,1.0,3,1.0,3.0,4.0,3.0,2,5
+6156,4.0,2,6,16,32,2015,1,1970,1.0,1.0,1.0,4.0,20000.0,1.0,150.0,168,125,4.0,4.0,4.0,1,2.0,2.0,2.0,4.0,4.0,1,35000.0,6.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,3
+6157,4.0,1,5,11,27,2015,1,1984,1.0,1.0,1.0,4.0,20000.0,1.0,100.0,170,118,4.0,4.0,4.0,2,2.0,1.0,1.0,4.0,4.0,1,20000.0,6.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,3
+6158,4.0,2,11,31,54,2015,2,1943,1.0,1.0,1.0,1.0,2000.0,1.0,200.0,160,110,2.0,2.0,4.0,1,3.0,4.0,2.0,4.0,2.0,4,26335.0,1.0,2.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,2
+6159,4.0,1,15,42,73,2015,2,1969,1.0,1.0,1.0,3.0,25000.0,1.0,84.0,165,110,5.0,4.0,5.0,2,3.0,3.0,1.0,4.0,5.0,1,60000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,4
+6160,4.0,2,18,53,87,2015,2,1946,1.0,1.0,1.0,1.0,0.0,1.0,90.0,150,90,4.0,4.0,4.0,1,5.0,4.0,1.0,4.0,5.0,3,5000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,4,1
+6161,4.0,1,17,50,83,2015,2,1956,1.0,1.0,1.0,6.0,0.0,1.0,100.0,157,118,3.0,4.0,3.0,4,2.0,3.0,1.0,4.0,5.0,4,16000.0,4.0,2.0,2.0,2.0,3,3.0,3.0,3.0,2.0,3,1
+6162,4.0,2,2,2,9,2015,1,1996,8.0,1.0,1.0,6.0,26967.0,2.0,300.0,180,124,5.0,5.0,4.0,1,3.0,4.0,3.0,3.0,5.0,3,85578.0,2.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,4
+6163,4.0,2,9,22,44,2015,2,1975,1.0,1.0,1.0,1.0,0.0,1.0,60.0,158,140,5.0,4.0,3.0,1,4.0,3.0,1.0,2.0,5.0,6,20000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,1
+6164,4.0,1,19,57,92,2015,1,1992,1.0,1.0,1.0,10.0,132532.0,1.0,120.0,178,152,4.0,4.0,4.0,5,1.0,4.0,2.0,4.0,6.0,1,197952.0,3.0,3.0,1.0,1.0,1,2.0,2.0,4.0,2.0,1,5
+6165,5.0,2,23,68,108,2015,2,1951,1.0,1.0,1.0,1.0,960.0,1.0,135.0,153,110,4.0,3.0,3.0,1,3.0,5.0,1.0,4.0,5.0,4,30000.0,5.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0,3,1
+6166,4.0,2,11,30,53,2015,2,1945,1.0,0.0,3.0,3.0,780.0,1.0,100.0,160,105,5.0,5.0,5.0,1,5.0,4.0,1.0,2.0,2.0,4,60000.0,1.0,2.0,1.0,2.0,7,2.0,3.0,5.0,2.0,4,1
+6167,4.0,1,7,18,36,2015,1,1959,1.0,1.0,1.0,3.0,24000.0,1.0,60.0,172,130,4.0,4.0,4.0,2,3.0,3.0,2.0,4.0,2.0,5,24000.0,1.0,3.0,1.0,2.0,7,3.0,2.0,3.0,3.0,3,4
+6168,2.0,1,27,80,120,2015,2,1963,1.0,1.0,1.0,4.0,12000.0,1.0,30.0,170,132,4.0,4.0,4.0,1,3.0,3.0,2.0,1.0,1.0,1,12000.0,1.0,2.0,1.0,2.0,1,3.0,2.0,4.0,3.0,3,3
+6169,4.0,1,26,75,115,2015,2,1986,1.0,1.0,1.0,11.0,50000.0,4.0,70.0,165,140,4.0,4.0,4.0,2,2.0,3.0,3.0,2.0,4.0,1,100000.0,3.0,2.0,1.0,1.0,3,2.0,2.0,3.0,3.0,1,5
+6170,1.0,2,6,16,32,2015,1,1938,1.0,1.0,1.0,3.0,2000.0,1.0,30.0,162,100,3.0,4.0,4.0,1,2.0,2.0,1.0,4.0,2.0,3,2000.0,1.0,1.0,1.0,2.0,1,3.0,3.0,4.0,3.0,4,2
+6171,4.0,2,22,67,107,2015,2,1979,8.0,1.0,1.0,1.0,4000.0,1.0,90.0,148,97,4.0,5.0,4.0,1,3.0,2.0,1.0,4.0,3.0,3,8000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,5.0,2.0,2,2
+6172,4.0,1,1,1,4,2015,2,1957,1.0,0.0,3.0,6.0,36000.0,1.0,60.4,159,115,4.0,4.0,5.0,2,3.0,3.0,2.0,3.0,5.0,5,198000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,3,4
+6173,3.0,2,10,26,48,2015,1,1964,1.0,1.0,1.0,4.0,10000.0,4.0,160.0,172,178,3.0,3.0,3.0,1,2.0,2.0,1.0,3.0,5.0,5,60000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,3,3
+6174,4.0,1,4,7,17,2015,1,1966,1.0,1.0,1.0,12.0,80000.0,4.0,110.0,171,154,4.0,5.0,3.0,5,3.0,4.0,4.0,4.0,5.0,1,130000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,3.0,3,5
+6175,3.0,1,1,1,7,2015,2,1965,1.0,1.0,1.0,7.0,80000.0,1.0,53.0,160,102,3.0,5.0,5.0,2,3.0,5.0,2.0,4.0,7.0,1,160000.0,1.0,4.0,1.0,2.0,6,2.0,2.0,5.0,2.0,3,5
+6176,2.0,2,21,61,97,2015,2,1995,1.0,1.0,1.0,4.0,84000.0,1.0,270.0,150,100,5.0,5.0,4.0,1,3.0,3.0,1.0,2.0,3.0,1,85000.0,1.0,3.0,1.0,2.0,1,2.0,2.0,5.0,2.0,1,5
+6177,4.0,1,31,88,133,2015,2,1997,1.0,0.0,9.0,10.0,0.0,1.0,85.0,164,104,5.0,5.0,5.0,2,3.0,3.0,3.0,3.0,5.0,6,200000.0,4.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,1
+6178,2.0,1,9,21,43,2015,2,1969,1.0,1.0,1.0,5.0,7000.0,1.0,150.0,160,100,3.0,3.0,2.0,1,4.0,3.0,1.0,3.0,5.0,1,7000.0,3.0,2.0,1.0,2.0,7,3.0,3.0,4.0,2.0,2,2
+6179,4.0,2,21,64,100,2015,2,1962,1.0,1.0,1.0,4.0,10000.0,1.0,300.0,158,106,3.0,4.0,3.0,1,2.0,4.0,1.0,2.0,4.0,3,20000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,3,3
+6180,4.0,2,5,10,26,2015,2,1965,1.0,1.0,1.0,4.0,10000.0,1.0,85.0,158,100,3.0,3.0,3.0,1,3.0,2.0,1.0,3.0,4.0,2,35000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+6181,4.0,1,7,18,37,2015,1,1942,1.0,1.0,1.0,7.0,9400.0,1.0,48.0,170,147,3.0,4.0,1.0,5,1.0,3.0,1.0,3.0,3.0,5,9400.0,1.0,1.0,0.0,2.0,6,3.0,2.0,4.0,2.0,4,2
+6182,2.0,1,4,7,20,2015,1,1955,1.0,1.0,1.0,10.0,14400.0,4.0,53.0,177,160,1.0,2.0,1.0,5,1.0,4.0,3.0,1.0,2.0,5,14400.0,1.0,1.0,1.0,1.0,6,3.0,1.0,5.0,4.0,3,3
+6183,4.0,2,2,3,10,2015,2,1958,1.0,1.0,3.0,1.0,3000.0,1.0,150.0,160,106,4.0,4.0,4.0,1,2.0,3.0,1.0,4.0,5.0,1,3000.0,1.0,3.0,2.0,1.0,3,2.0,1.0,3.0,1.0,3,2
+6184,5.0,2,17,50,83,2015,1,1964,1.0,1.0,1.0,6.0,17210.0,1.0,215.0,175,150,1.0,1.0,5.0,1,3.0,4.0,1.0,4.0,6.0,3,80000.0,7.0,3.0,1.0,2.0,3,2.0,3.0,5.0,3.0,3,3
+6185,5.0,1,21,63,99,2015,1,1949,1.0,1.0,1.0,4.0,10000.0,4.0,100.0,172,150,4.0,5.0,3.0,1,3.0,4.0,1.0,3.0,5.0,1,10000.0,2.0,3.0,2.0,2.0,3,2.0,2.0,3.0,2.0,4,3
+6186,2.0,1,29,82,125,2015,2,1959,1.0,1.0,1.0,1.0,0.0,1.0,60.0,155,100,4.0,5.0,5.0,1,1.0,3.0,2.0,2.0,4.0,4,48000.0,3.0,2.0,0.0,2.0,3,2.0,2.0,3.0,2.0,3,1
+6187,5.0,1,2,5,12,2015,1,1971,1.0,1.0,1.0,4.0,5000.0,1.0,150.0,168,110,4.0,4.0,3.0,1,4.0,3.0,2.0,3.0,4.0,3,10000.0,4.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,2,2
+6188,4.0,1,19,59,95,2015,1,1987,1.0,0.0,1.0,9.0,38000.0,4.0,100.0,173,148,5.0,5.0,3.0,1,4.0,4.0,2.0,2.0,7.0,1,76000.0,2.0,3.0,1.0,1.0,2,2.0,1.0,3.0,2.0,1,4
+6189,2.0,1,12,32,56,2015,2,1954,1.0,1.0,1.0,6.0,60000.0,1.0,33.0,156,120,2.0,2.0,2.0,2,2.0,4.0,2.0,2.0,6.0,5,100000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,5
+6190,4.0,1,2,2,9,2015,1,1954,8.0,1.0,1.0,6.0,73200.0,1.0,400.0,165,135,5.0,5.0,5.0,2,3.0,3.0,5.0,2.0,4.0,1,120000.0,4.0,2.0,2.0,1.0,4,1.0,2.0,3.0,2.0,3,5
+6191,5.0,1,4,7,14,2015,2,1975,1.0,1.0,1.0,12.0,150000.0,1.0,55.0,162,106,4.0,5.0,4.0,2,4.0,5.0,4.0,4.0,7.0,1,500000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,5
+6192,4.0,2,15,42,73,2015,2,1971,1.0,1.0,1.0,3.0,30000.0,1.0,220.0,165,150,3.0,3.0,3.0,1,5.0,4.0,1.0,3.0,6.0,1,150000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,4
+6193,4.0,2,30,85,128,2015,2,1979,1.0,1.0,1.0,4.0,30000.0,1.0,900.0,162,110,4.0,4.0,5.0,1,3.0,2.0,1.0,1.0,5.0,4,100000.0,6.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,4
+6194,5.0,1,26,74,114,2015,2,1952,1.0,1.0,1.0,4.0,25000.0,1.0,47.0,162,90,3.0,5.0,5.0,5,2.0,4.0,4.0,4.0,3.0,5,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,4
+6195,4.0,1,22,67,107,2015,2,1973,1.0,1.0,1.0,10.0,80000.0,1.0,90.0,158,96,4.0,4.0,4.0,2,2.0,3.0,3.0,4.0,7.0,1,140000.0,3.0,4.0,2.0,2.0,3,1.0,1.0,4.0,2.0,2,5
+6196,5.0,2,22,66,106,2015,1,1949,1.0,1.0,1.0,6.0,5000.0,1.0,270.0,165,116,2.0,3.0,3.0,1,3.0,2.0,2.0,2.0,4.0,4,90000.0,5.0,3.0,1.0,2.0,3,2.0,3.0,3.0,2.0,4,2
+6197,4.0,2,19,56,90,2015,1,1974,1.0,1.0,1.0,1.0,30000.0,1.0,50.0,165,130,4.0,5.0,4.0,1,4.0,4.0,1.0,2.0,6.0,1,55000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,4
+6198,5.0,1,31,86,129,2015,2,1982,1.0,1.0,1.0,4.0,12000.0,1.0,70.0,160,100,3.0,5.0,5.0,2,2.0,3.0,1.0,5.0,5.0,1,20000.0,3.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,3
+6199,3.0,1,29,82,125,2015,2,1965,1.0,1.0,1.0,12.0,36000.0,1.0,120.0,175,145,3.0,3.0,3.0,2,2.0,2.0,5.0,2.0,6.0,1,70000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,4
+6200,4.0,1,7,18,34,2015,2,1971,1.0,0.0,7.0,9.0,45000.0,1.0,60.0,160,120,2.0,2.0,3.0,2,2.0,5.0,5.0,2.0,9.0,1,100000.0,3.0,3.0,1.0,1.0,3,3.0,3.0,3.0,4.0,2,5
+6201,4.0,1,11,31,54,2015,2,1996,1.0,1.0,3.0,6.0,424.0,2.0,125.0,171,109,5.0,4.0,4.0,2,3.0,3.0,3.0,2.0,5.0,6,50000.0,3.0,3.0,2.0,1.0,1,2.0,1.0,3.0,2.0,1,1
+6202,3.0,1,11,29,52,2015,2,1953,1.0,1.0,1.0,3.0,20000.0,1.0,150.0,158,110,2.0,2.0,4.0,1,4.0,3.0,1.0,3.0,4.0,4,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,3
+6203,5.0,1,13,36,67,2015,1,1952,1.0,1.0,1.0,7.0,48000.0,4.0,84.0,168,140,3.0,4.0,4.0,2,4.0,3.0,3.0,5.0,6.0,5,64000.0,2.0,4.0,3.0,1.0,3,1.0,1.0,4.0,2.0,3,5
+6204,4.0,2,23,68,108,2015,2,1990,1.0,1.0,1.0,12.0,0.0,2.0,150.0,164,102,5.0,5.0,5.0,1,2.0,4.0,3.0,2.0,5.0,6,25000.0,4.0,3.0,1.0,1.0,1,3.0,2.0,4.0,2.0,1,1
+6205,4.0,1,26,76,116,2015,1,1944,1.0,1.0,1.0,4.0,36000.0,1.0,80.0,165,110,3.0,3.0,5.0,1,3.0,4.0,4.0,4.0,5.0,5,72000.0,2.0,3.0,1.0,2.0,3,1.0,2.0,4.0,2.0,4,4
+6206,5.0,1,4,7,19,2015,1,1948,1.0,1.0,1.0,6.0,33600.0,4.0,70.0,173,160,4.0,4.0,5.0,4,2.0,5.0,5.0,4.0,7.0,5,66000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,5.0,4.0,4,4
+6207,4.0,1,5,11,27,2015,1,1958,1.0,1.0,1.0,6.0,23000.0,1.0,90.0,173,128,4.0,4.0,3.0,2,4.0,4.0,3.0,3.0,3.0,1,60000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,3
+6208,2.0,2,17,49,82,2015,2,1976,1.0,1.0,1.0,4.0,9000.0,1.0,100.0,160,124,4.0,3.0,3.0,2,2.0,4.0,2.0,2.0,6.0,1,10000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,4.0,2,2
+6209,4.0,1,3,6,13,2015,1,1959,1.0,1.0,1.0,10.0,50000.0,1.0,117.0,165,125,3.0,4.0,4.0,2,4.0,3.0,1.0,2.0,7.0,1,10000.0,1.0,4.0,2.0,1.0,3,1.0,1.0,4.0,2.0,3,5
+6210,5.0,1,17,50,83,2015,1,1979,1.0,0.0,6.0,6.0,30000.0,1.0,90.0,175,190,4.0,5.0,5.0,1,2.0,4.0,2.0,2.0,6.0,1,30000.0,4.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,4
+6211,3.0,1,31,86,129,2015,2,1956,1.0,1.0,1.0,6.0,10000.0,1.0,78.0,160,130,3.0,5.0,4.0,2,2.0,5.0,1.0,2.0,5.0,5,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,4.0,3,3
+6212,5.0,1,7,18,36,2015,1,1997,1.0,1.0,1.0,6.0,11316.0,2.0,100.0,175,180,4.0,5.0,5.0,2,2.0,2.0,2.0,4.0,4.0,6,92815.0,5.0,3.0,1.0,1.0,1,3.0,2.0,4.0,2.0,1,3
+6213,4.0,2,31,88,133,2015,2,1962,3.0,1.0,1.0,4.0,10000.0,1.0,48.0,162,140,2.0,1.0,3.0,1,4.0,4.0,1.0,4.0,4.0,3,120000.0,5.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+6214,5.0,1,12,32,56,2015,1,1951,1.0,1.0,1.0,9.0,10000.0,4.0,80.0,167,120,4.0,5.0,5.0,5,3.0,2.0,4.0,4.0,4.0,5,10000.0,3.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+6215,5.0,2,2,4,11,2015,1,1972,1.0,1.0,1.0,3.0,10000.0,1.0,120.0,158,120,5.0,4.0,3.0,1,3.0,2.0,1.0,4.0,4.0,2,30000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+6216,2.0,1,15,41,72,2015,1,1955,1.0,1.0,1.0,6.0,3500.0,1.0,54.0,164,123,2.0,1.0,1.0,1,2.0,4.0,1.0,4.0,1.0,1,3500.0,1.0,1.0,0.0,2.0,7,3.0,1.0,2.0,2.0,3,2
+6217,4.0,1,10,26,48,2015,1,1969,1.0,1.0,1.0,10.0,60000.0,4.0,70.0,178,151,4.0,4.0,4.0,2,3.0,3.0,3.0,4.0,5.0,1,100000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,5.0,2.0,2,5
+6218,4.0,2,6,14,30,2015,2,1964,1.0,1.0,1.0,3.0,1200.0,1.0,150.0,155,100,2.0,3.0,4.0,1,3.0,3.0,1.0,4.0,3.0,3,40000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,2
+6219,4.0,1,6,13,29,2015,2,1946,1.0,1.0,1.0,1.0,2000.0,1.0,60.0,156,110,4.0,4.0,4.0,2,2.0,2.0,1.0,4.0,4.0,4,10000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,4,2
+6220,2.0,1,12,33,62,2015,2,1968,1.0,0.0,6.0,2.0,11659.0,1.0,160.0,158,120,2.0,2.0,3.0,1,2.0,4.0,1.0,2.0,5.0,5,65294.0,2.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,2,3
+6221,4.0,2,3,6,13,2015,1,1963,1.0,1.0,1.0,4.0,40000.0,1.0,160.0,175,170,5.0,4.0,5.0,1,4.0,4.0,4.0,2.0,3.0,2,45000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,3,5
+6222,4.0,1,10,27,49,2015,1,1954,1.0,1.0,3.0,4.0,50000.0,1.0,80.0,178,170,4.0,4.0,4.0,2,2.0,4.0,1.0,4.0,4.0,5,50000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,5
+6223,5.0,1,21,64,102,2015,2,1961,1.0,1.0,1.0,9.0,20000.0,4.0,60.0,163,120,5.0,5.0,4.0,2,2.0,5.0,3.0,4.0,6.0,5,53233.0,2.0,3.0,1.0,1.0,3,2.0,3.0,4.0,3.0,3,3
+6224,3.0,1,1,1,7,2015,1,1989,1.0,1.0,1.0,7.0,40000.0,1.0,30.0,178,130,5.0,5.0,5.0,2,2.0,2.0,3.0,3.0,5.0,1,70000.0,2.0,3.0,0.0,2.0,1,2.0,2.0,3.0,2.0,1,5
+6225,4.0,1,7,18,40,2015,2,1962,1.0,1.0,1.0,6.0,20000.0,1.0,24.0,166,130,4.0,4.0,4.0,2,1.0,4.0,2.0,3.0,7.0,5,64000.0,3.0,3.0,1.0,2.0,3,3.0,1.0,4.0,3.0,3,3
+6226,4.0,2,15,41,72,2015,1,1978,1.0,0.0,1.0,4.0,40000.0,1.0,150.0,170,128,5.0,5.0,5.0,1,4.0,4.0,3.0,2.0,4.0,1,60000.0,4.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+6227,4.0,1,24,71,111,2015,1,1960,1.0,0.0,1.0,4.0,925000.0,1.0,68.0,175,140,5.0,5.0,3.0,5,4.0,4.0,5.0,1.0,5.0,1,50000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,4.0,3,5
+6228,5.0,1,7,18,40,2015,2,1933,1.0,1.0,1.0,1.0,40000.0,1.0,50.0,155,80,2.0,2.0,4.0,5,2.0,4.0,2.0,4.0,5.0,5,60000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,5,5
+6229,2.0,2,21,61,97,2015,2,1958,1.0,1.0,1.0,6.0,0.0,2.0,140.0,150,94,3.0,1.0,1.0,1,3.0,2.0,1.0,2.0,3.0,5,30801.0,5.0,3.0,1.0,2.0,3,2.0,3.0,4.0,2.0,3,1
+6230,4.0,1,10,24,46,2015,2,1963,1.0,1.0,1.0,4.0,0.0,1.0,100.0,163,145,3.0,3.0,2.0,1,2.0,3.0,2.0,3.0,5.0,5,30000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,1
+6231,4.0,1,21,63,99,2015,2,1940,1.0,0.0,7.0,4.0,3000.0,1.0,100.0,155,125,5.0,4.0,4.0,1,3.0,4.0,2.0,4.0,5.0,5,3000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,2.0,2.0,4,2
+6232,3.0,2,5,8,24,2015,1,1977,1.0,1.0,1.0,4.0,80000.0,1.0,78.0,179,75,4.0,5.0,5.0,1,4.0,3.0,2.0,3.0,2.0,3,80000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+6233,4.0,1,24,71,111,2015,1,1928,1.0,1.0,4.0,3.0,36948.0,4.0,68.0,164,136,3.0,4.0,4.0,5,3.0,4.0,1.0,2.0,5.0,5,38208.0,2.0,3.0,1.0,2.0,4,2.0,2.0,3.0,2.0,5,4
+6234,4.0,1,27,77,117,2015,2,1942,1.0,1.0,1.0,6.0,18000.0,1.0,60.0,158,110,3.0,4.0,2.0,4,4.0,3.0,4.0,3.0,4.0,5,50000.0,1.0,2.0,1.0,2.0,7,3.0,1.0,4.0,2.0,4,3
+6235,5.0,2,31,86,129,2015,1,1947,1.0,1.0,1.0,1.0,0.0,1.0,80.0,165,110,4.0,5.0,5.0,1,1.0,3.0,1.0,5.0,5.0,4,50000.0,5.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,4,1
+6236,4.0,2,18,52,85,2015,2,1993,1.0,1.0,1.0,12.0,0.0,1.0,180.0,164,120,4.0,4.0,3.0,1,2.0,3.0,3.0,3.0,5.0,6,30000.0,3.0,3.0,1.0,2.0,1,2.0,2.0,5.0,2.0,1,1
+6237,4.0,2,6,13,29,2015,2,1957,1.0,1.0,4.0,1.0,10000.0,1.0,80.0,156,96,3.0,4.0,4.0,1,3.0,3.0,2.0,4.0,2.0,4,10000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+6238,4.0,1,12,33,62,2015,2,1995,1.0,0.0,1.0,4.0,48000.0,1.0,15.0,165,110,4.0,5.0,4.0,1,3.0,3.0,1.0,3.0,8.0,1,48000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,2.0,2.0,1,5
+6239,5.0,2,22,65,104,2015,1,1968,1.0,1.0,1.0,4.0,50000.0,1.0,130.0,165,120,4.0,5.0,5.0,1,4.0,4.0,1.0,4.0,4.0,1,60000.0,4.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,5
+6240,4.0,1,18,55,89,2015,2,1971,1.0,1.0,1.0,9.0,20000.0,1.0,80.0,160,106,5.0,5.0,5.0,2,4.0,4.0,4.0,2.0,5.0,1,20000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,3
+6241,4.0,1,24,71,111,2015,2,1977,1.0,1.0,2.0,11.0,25000.0,1.0,130.0,157,90,3.0,2.0,3.0,5,3.0,3.0,3.0,4.0,5.0,1,255303.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,3.0,2,4
+6242,5.0,1,4,7,16,2015,2,1933,1.0,1.0,1.0,3.0,30000.0,1.0,135.0,158,120,5.0,5.0,5.0,5,5.0,4.0,1.0,4.0,5.0,5,150000.0,4.0,3.0,1.0,1.0,7,3.0,2.0,3.0,2.0,5,4
+6243,4.0,1,9,22,44,2015,2,1990,1.0,1.0,1.0,6.0,0.0,1.0,250.0,165,110,5.0,5.0,5.0,1,3.0,2.0,1.0,3.0,5.0,5,40000.0,3.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,1,1
+6244,5.0,1,27,78,118,2015,1,1980,1.0,1.0,1.0,4.0,36000.0,1.0,30.0,170,125,3.0,5.0,2.0,1,2.0,3.0,1.0,3.0,1.0,1,48000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,4
+6245,4.0,1,13,36,67,2015,1,1939,6.0,1.0,1.0,10.0,48000.0,4.0,80.0,165,140,3.0,4.0,4.0,5,2.0,3.0,3.0,4.0,5.0,5,100000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,4,5
+6246,4.0,1,8,19,41,2015,2,1985,4.0,0.0,5.0,12.0,50000.0,4.0,116.0,165,100,3.0,4.0,4.0,5,3.0,4.0,4.0,3.0,6.0,1,120000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,3.0,4.0,1,5
+6247,3.0,1,1,1,3,2015,2,1971,1.0,1.0,1.0,6.0,15000.0,1.0,50.0,153,120,3.0,4.0,3.0,5,2.0,3.0,1.0,3.0,3.0,1,55000.0,3.0,2.0,2.0,2.0,3,3.0,3.0,5.0,2.0,2,3
+6248,4.0,2,27,77,117,2015,1,1964,1.0,0.0,1.0,3.0,4000.0,1.0,90.0,170,130,2.0,4.0,4.0,1,1.0,3.0,2.0,4.0,2.0,1,4000.0,2.0,2.0,1.0,2.0,5,3.0,1.0,3.0,3.0,3,2
+6249,4.0,1,24,71,111,2015,1,1951,1.0,0.0,5.0,3.0,36000.0,1.0,90.0,165,135,5.0,5.0,5.0,5,3.0,3.0,3.0,3.0,4.0,1,60000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,4
+6250,5.0,2,19,57,92,2015,1,1970,1.0,1.0,1.0,4.0,25000.0,1.0,90.0,170,108,4.0,3.0,5.0,1,2.0,3.0,1.0,4.0,5.0,1,100000.0,2.0,2.0,2.0,1.0,3,2.0,1.0,4.0,2.0,2,4
+6251,4.0,2,21,61,97,2015,1,1965,1.0,1.0,1.0,3.0,20000.0,1.0,220.0,173,120,4.0,4.0,3.0,1,1.0,4.0,1.0,4.0,4.0,1,40000.0,2.0,3.0,1.0,2.0,4,3.0,2.0,4.0,2.0,3,3
+6252,4.0,1,16,46,78,2015,2,1967,1.0,1.0,1.0,4.0,20000.0,1.0,130.0,160,124,4.0,2.0,3.0,2,3.0,3.0,1.0,3.0,5.0,1,40000.0,3.0,3.0,1.0,1.0,3,3.0,2.0,4.0,3.0,2,3
+6253,2.0,1,9,22,44,2015,2,1936,4.0,0.0,2.0,1.0,960.0,1.0,200.0,157,140,2.0,2.0,4.0,1,3.0,3.0,4.0,5.0,1.0,4,24000.0,5.0,2.0,2.0,2.0,7,3.0,3.0,3.0,3.0,4,1
+6254,4.0,1,7,18,34,2015,2,1941,1.0,0.0,5.0,3.0,25000.0,1.0,20.0,150,132,4.0,4.0,5.0,5,2.0,1.0,1.0,4.0,4.0,5,25000.0,1.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,4
+6255,3.0,1,11,31,54,2015,1,1964,1.0,1.0,1.0,11.0,40000.0,4.0,100.0,170,180,3.0,3.0,3.0,2,2.0,3.0,3.0,2.0,3.0,1,140000.0,1.0,3.0,1.0,1.0,3,2.0,2.0,4.0,3.0,3,5
+6256,3.0,1,26,74,114,2015,2,1967,1.0,1.0,1.0,10.0,48000.0,1.0,120.0,155,114,4.0,3.0,4.0,4,4.0,4.0,3.0,2.0,5.0,1,120000.0,2.0,4.0,2.0,2.0,3,3.0,2.0,2.0,3.0,2,5
+6257,4.0,2,18,52,85,2015,2,1962,1.0,1.0,1.0,4.0,5000.0,1.0,120.0,160,110,5.0,4.0,4.0,1,4.0,4.0,1.0,4.0,1.0,3,5000.0,2.0,2.0,1.0,2.0,7,3.0,2.0,4.0,2.0,3,2
+6258,4.0,1,4,7,20,2015,2,1978,1.0,1.0,1.0,9.0,80000.0,1.0,62.5,160,96,4.0,4.0,4.0,1,1.0,3.0,3.0,3.0,5.0,1,200000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+6259,4.0,1,11,31,54,2015,2,1972,1.0,1.0,1.0,6.0,20000.0,1.0,80.0,159,120,3.0,3.0,4.0,1,3.0,4.0,2.0,3.0,3.0,1,70000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,2,3
+6260,4.0,2,9,20,42,2015,2,1974,1.0,1.0,1.0,4.0,0.0,1.0,130.0,155,108,4.0,5.0,4.0,1,3.0,3.0,3.0,4.0,6.0,1,70000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+6261,4.0,1,26,76,116,2015,1,1963,1.0,1.0,1.0,4.0,80000.0,1.0,90.0,175,130,5.0,5.0,5.0,2,3.0,3.0,2.0,4.0,4.0,1,150000.0,3.0,4.0,1.0,1.0,3,2.0,2.0,3.0,2.0,3,5
+6262,1.0,2,29,82,124,2015,1,1955,1.0,1.0,1.0,3.0,15000.0,1.0,30.0,165,125,1.0,1.0,1.0,1,3.0,3.0,1.0,4.0,1.0,3,15000.0,2.0,1.0,1.0,2.0,3,3.0,3.0,3.0,3.0,3,3
+6263,5.0,2,31,86,129,2015,1,1970,3.0,1.0,1.0,4.0,0.0,1.0,130.0,177,160,4.0,5.0,5.0,2,4.0,4.0,1.0,4.0,6.0,5,0.0,3.0,3.0,1.0,2.0,3,2.0,3.0,4.0,4.0,2,1
+6264,3.0,1,19,57,93,2015,2,1943,1.0,1.0,1.0,2.0,60000.0,1.0,103.0,154,104,3.0,3.0,1.0,4,2.0,3.0,1.0,4.0,4.0,4,100000.0,4.0,3.0,3.0,2.0,3,2.0,2.0,3.0,2.0,4,5
+6265,4.0,2,18,53,87,2015,2,1991,1.0,1.0,1.0,4.0,0.0,1.0,200.0,160,90,5.0,4.0,5.0,1,5.0,5.0,2.0,3.0,1.0,3,20000.0,3.0,3.0,1.0,2.0,3,2.0,3.0,3.0,3.0,1,1
+6266,4.0,2,5,10,26,2015,1,1968,1.0,1.0,1.0,4.0,25000.0,1.0,100.0,170,130,5.0,5.0,4.0,1,4.0,3.0,1.0,4.0,4.0,3,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+6267,5.0,1,27,78,118,2015,1,1983,1.0,1.0,1.0,12.0,48000.0,1.0,62.0,182,160,4.0,4.0,4.0,2,2.0,5.0,2.0,2.0,4.0,1,102000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,1,5
+6268,4.0,1,13,35,65,2015,2,1950,6.0,0.0,3.0,1.0,1000.0,1.0,360.0,150,80,4.0,4.0,4.0,1,2.0,4.0,1.0,4.0,3.0,4,54029.0,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,2.0,4,1
+6269,3.0,1,19,57,91,2015,1,1933,1.0,1.0,1.0,4.0,60000.0,1.0,52.0,174,164,3.0,5.0,3.0,5,2.0,5.0,3.0,2.0,4.0,5,100000.0,2.0,3.0,1.0,2.0,3,1.0,2.0,3.0,4.0,5,5
+6270,5.0,2,9,22,44,2015,1,1973,1.0,1.0,1.0,4.0,5000.0,1.0,90.0,170,100,5.0,4.0,4.0,1,3.0,3.0,3.0,4.0,4.0,1,5000.0,1.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,2
+6271,4.0,2,10,28,51,2015,1,1977,1.0,1.0,1.0,5.0,100000.0,1.0,90.0,178,150,5.0,4.0,4.0,1,4.0,5.0,1.0,3.0,5.0,3,130000.0,4.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+6272,3.0,2,16,47,79,2015,2,1962,1.0,0.0,1.0,1.0,500.0,1.0,180.0,148,82,2.0,2.0,3.0,1,3.0,1.0,1.0,3.0,3.0,3,30000.0,4.0,1.0,2.0,2.0,3,3.0,2.0,3.0,4.0,3,1
+6273,4.0,1,1,1,8,2015,1,1976,1.0,1.0,2.0,12.0,40000.0,1.0,102.0,179,148,4.0,4.0,4.0,2,3.0,3.0,2.0,3.0,6.0,1,80000.0,3.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,2,5
+6274,4.0,2,19,56,90,2015,1,1944,1.0,1.0,1.0,3.0,60000.0,4.0,270.0,171,146,3.0,4.0,5.0,4,2.0,4.0,3.0,3.0,5.0,5,80000.0,3.0,3.0,1.0,2.0,3,1.0,2.0,4.0,2.0,4,5
+6275,4.0,2,31,89,134,2015,2,1989,1.0,1.0,1.0,4.0,0.0,1.0,100.0,163,110,5.0,5.0,5.0,1,2.0,4.0,2.0,5.0,5.0,5,20000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,1,1
+6276,4.0,1,12,34,63,2015,1,1975,1.0,0.0,7.0,12.0,150000.0,1.0,78.0,170,140,4.0,3.0,3.0,2,3.0,3.0,3.0,2.0,2.0,1,150000.0,4.0,1.0,0.0,2.0,3,3.0,2.0,2.0,3.0,2,5
+6277,4.0,2,9,22,44,2015,1,1950,1.0,1.0,1.0,3.0,1500.0,1.0,70.0,168,164,2.0,2.0,3.0,1,1.0,4.0,1.0,4.0,5.0,4,1500.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,2
+6278,4.0,1,4,7,19,2015,2,1986,1.0,1.0,1.0,10.0,70000.0,1.0,60.0,160,128,4.0,5.0,4.0,1,1.0,4.0,2.0,2.0,4.0,1,200000.0,2.0,2.0,1.0,1.0,3,2.0,1.0,4.0,3.0,1,5
+6279,3.0,2,29,82,124,2015,1,1955,1.0,0.0,1.0,6.0,30000.0,4.0,170.0,165,120,3.0,3.0,3.0,1,3.0,3.0,1.0,3.0,3.0,3,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,4
+6280,4.0,1,12,34,64,2015,1,1954,1.0,1.0,1.0,12.0,322128.0,3.0,120.0,178,160,4.0,4.0,4.0,2,3.0,3.0,3.0,2.0,6.0,1,389680.0,4.0,3.0,1.0,1.0,3,2.0,2.0,1.0,4.0,3,5
+6281,2.0,1,17,48,80,2015,1,1986,1.0,1.0,1.0,4.0,20000.0,1.0,107.0,165,130,5.0,5.0,5.0,5,1.0,3.0,1.0,2.0,5.0,1,30000.0,3.0,3.0,0.0,2.0,3,2.0,2.0,1.0,2.0,1,3
+6282,4.0,1,21,61,97,2015,2,1988,1.0,1.0,1.0,12.0,80000.0,1.0,120.0,170,140,4.0,5.0,5.0,5,2.0,4.0,2.0,4.0,5.0,1,13000.0,5.0,4.0,1.0,2.0,3,2.0,2.0,5.0,2.0,1,5
+6283,5.0,1,10,26,48,2015,2,1974,1.0,1.0,1.0,4.0,36000.0,1.0,95.0,162,104,4.0,4.0,5.0,2,2.0,2.0,2.0,4.0,5.0,1,102000.0,4.0,3.0,2.0,1.0,4,2.0,1.0,3.0,2.0,2,4
+6284,3.0,1,12,32,58,2015,1,1995,1.0,1.0,1.0,6.0,12000.0,1.0,50.0,160,95,3.0,3.0,3.0,2,3.0,3.0,3.0,4.0,3.0,1,12000.0,1.0,2.0,1.0,2.0,1,3.0,1.0,3.0,2.0,1,3
+6285,4.0,1,27,79,119,2015,2,1974,1.0,1.0,1.0,3.0,30000.0,1.0,70.0,160,110,4.0,4.0,4.0,1,2.0,2.0,1.0,2.0,4.0,1,60000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,4
+6286,4.0,2,17,49,82,2015,2,1986,1.0,1.0,1.0,10.0,20000.0,1.0,200.0,160,150,5.0,5.0,5.0,4,2.0,4.0,4.0,2.0,5.0,1,150562.0,5.0,3.0,2.0,1.0,3,2.0,2.0,4.0,3.0,1,3
+6287,3.0,1,31,87,131,2015,1,1975,1.0,1.0,1.0,4.0,50000.0,1.0,84.0,172,120,4.0,5.0,4.0,1,2.0,4.0,2.0,4.0,1.0,2,50000.0,4.0,3.0,1.0,2.0,3,2.0,3.0,4.0,2.0,2,5
+6288,4.0,1,9,21,43,2015,2,1964,1.0,1.0,1.0,1.0,10000.0,1.0,120.0,160,100,4.0,4.0,4.0,1,2.0,3.0,1.0,3.0,2.0,1,20000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,3
+6289,4.0,1,2,3,10,2015,2,1976,1.0,1.0,1.0,4.0,26035.0,1.0,360.0,160,102,4.0,4.0,5.0,1,5.0,4.0,2.0,2.0,7.0,3,70000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,2,4
+6290,5.0,2,19,57,93,2015,2,1965,1.0,1.0,1.0,1.0,0.0,1.0,15.0,150,110,4.0,4.0,5.0,1,4.0,4.0,1.0,2.0,5.0,5,70000.0,5.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,3,1
+6291,3.0,1,12,32,56,2015,2,1964,1.0,1.0,1.0,6.0,20000.0,1.0,89.0,164,135,3.0,5.0,5.0,5,4.0,5.0,1.0,2.0,3.0,5,30000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,3
+6292,5.0,2,16,44,75,2015,2,1960,1.0,0.0,3.0,6.0,13000.0,1.0,400.0,150,80,5.0,5.0,5.0,1,5.0,5.0,1.0,4.0,5.0,5,100000.0,6.0,3.0,1.0,2.0,3,1.0,2.0,4.0,2.0,3,3
+6293,5.0,2,9,22,44,2015,2,1942,1.0,1.0,1.0,1.0,0.0,1.0,86.0,150,86,2.0,4.0,4.0,1,4.0,2.0,1.0,4.0,3.0,3,20282.0,2.0,3.0,1.0,2.0,3,3.0,1.0,5.0,1.0,4,1
+6294,4.0,1,2,4,11,2015,1,1993,1.0,1.0,1.0,12.0,100000.0,1.0,100.0,170,120,4.0,3.0,4.0,5,3.0,3.0,2.0,4.0,6.0,1,200000.0,1.0,3.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,5
+6295,4.0,2,29,83,126,2015,2,1943,1.0,1.0,1.0,3.0,600.0,1.0,90.0,155,85,2.0,2.0,3.0,1,3.0,4.0,1.0,5.0,5.0,4,20000.0,1.0,3.0,1.0,2.0,7,3.0,1.0,4.0,2.0,4,1
+6296,4.0,2,5,9,25,2015,2,1962,1.0,1.0,1.0,1.0,10000.0,1.0,65.0,156,110,4.0,4.0,5.0,1,4.0,4.0,1.0,4.0,5.0,4,20000.0,2.0,3.0,1.0,2.0,4,2.0,1.0,5.0,2.0,3,3
+6297,3.0,2,21,64,101,2015,2,1975,1.0,1.0,1.0,4.0,10000.0,1.0,100.0,158,100,3.0,3.0,3.0,2,2.0,4.0,1.0,3.0,2.0,4,30000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,2,3
+6298,3.0,2,22,67,107,2015,1,1952,1.0,1.0,1.0,3.0,5000.0,1.0,85.0,170,110,3.0,5.0,3.0,1,2.0,5.0,2.0,2.0,3.0,2,5000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,5.0,3.0,3,2
+6299,4.0,2,2,5,12,2015,2,1958,8.0,1.0,1.0,1.0,2000.0,1.0,50.0,150,84,4.0,4.0,4.0,1,4.0,4.0,1.0,4.0,4.0,3,20000.0,5.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0,3,2
+6300,4.0,1,4,7,20,2015,2,1984,1.0,1.0,1.0,13.0,140089.0,4.0,25.0,170,100,5.0,5.0,5.0,2,4.0,4.0,3.0,2.0,6.0,1,449214.0,2.0,3.0,0.0,1.0,1,2.0,2.0,3.0,3.0,1,5
+6301,5.0,2,9,22,44,2015,1,1962,1.0,1.0,1.0,6.0,20000.0,4.0,130.0,167,150,5.0,5.0,4.0,1,3.0,4.0,1.0,5.0,6.0,3,20000.0,1.0,4.0,1.0,2.0,3,2.0,1.0,5.0,2.0,3,3
+6302,3.0,1,26,76,116,2015,2,1968,1.0,1.0,1.0,4.0,2300.0,1.0,75.0,156,120,4.0,4.0,3.0,1,3.0,4.0,2.0,2.0,3.0,1,6000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,2
+6303,5.0,1,22,66,105,2015,2,1933,1.0,1.0,1.0,3.0,700.0,1.0,70.0,165,160,4.0,5.0,4.0,1,5.0,3.0,1.0,4.0,5.0,6,72000.0,2.0,5.0,2.0,2.0,3,1.0,3.0,4.0,2.0,5,1
+6304,5.0,2,17,49,82,2015,2,1948,1.0,1.0,1.0,3.0,660.0,1.0,60.0,164,148,4.0,3.0,5.0,1,4.0,4.0,2.0,4.0,5.0,3,15720.0,2.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,4,1
+6305,4.0,1,1,1,1,2015,2,1940,1.0,1.0,1.0,7.0,60000.0,4.0,120.0,159,100,3.0,3.0,4.0,5,3.0,3.0,3.0,4.0,6.0,5,140000.0,2.0,4.0,0.0,2.0,3,1.0,1.0,4.0,2.0,4,5
+6306,4.0,2,24,72,112,2015,1,1968,1.0,1.0,1.0,4.0,10000.0,1.0,100.0,170,100,2.0,2.0,3.0,1,5.0,4.0,1.0,4.0,4.0,1,10000.0,1.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,3
+6307,4.0,2,10,24,46,2015,2,1978,1.0,1.0,1.0,3.0,20000.0,1.0,100.0,165,110,5.0,5.0,5.0,1,5.0,5.0,1.0,1.0,5.0,3,40000.0,3.0,2.0,1.0,1.0,3,2.0,1.0,3.0,2.0,2,3
+6308,3.0,2,29,83,126,2015,1,1943,1.0,1.0,1.0,3.0,0.0,1.0,40.0,165,108,2.0,2.0,4.0,1,2.0,3.0,2.0,1.0,3.0,4,10000.0,1.0,3.0,1.0,2.0,7,3.0,1.0,5.0,3.0,4,1
+6309,4.0,1,1,1,5,2015,1,1953,1.0,1.0,1.0,7.0,50000.0,4.0,100.0,170,130,4.0,4.0,4.0,2,3.0,4.0,3.0,4.0,6.0,5,50000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,5
+6310,4.0,2,31,88,133,2015,2,1971,1.0,1.0,1.0,4.0,30000.0,1.0,45.0,164,140,4.0,4.0,4.0,2,2.0,4.0,4.0,3.0,4.0,1,60000.0,2.0,2.0,1.0,2.0,2,2.0,1.0,4.0,2.0,2,4
+6311,4.0,1,19,59,95,2015,1,1952,1.0,1.0,1.0,4.0,150000.0,1.0,50.0,174,115,3.0,4.0,4.0,5,3.0,4.0,2.0,3.0,3.0,1,120000.0,2.0,4.0,0.0,1.0,3,2.0,2.0,3.0,2.0,3,5
+6312,4.0,2,2,4,11,2015,1,1952,1.0,1.0,1.0,3.0,2000.0,1.0,80.0,165,120,4.0,4.0,4.0,1,3.0,1.0,1.0,4.0,10.0,3,60000.0,5.0,3.0,2.0,2.0,3,2.0,1.0,3.0,2.0,3,2
+6313,5.0,1,4,7,20,2015,1,1945,1.0,1.0,1.0,6.0,36000.0,1.0,68.0,165,105,4.0,5.0,5.0,4,2.0,4.0,4.0,4.0,4.0,5,100000.0,3.0,3.0,0.0,2.0,2,1.0,1.0,2.0,2.0,4,4
+6314,5.0,2,21,61,97,2015,2,1941,1.0,1.0,1.0,1.0,0.0,1.0,160.0,150,130,2.0,2.0,4.0,1,5.0,4.0,1.0,4.0,5.0,4,450.0,2.0,4.0,1.0,2.0,3,1.0,1.0,3.0,2.0,4,1
+6315,4.0,2,18,52,86,2015,2,1956,1.0,1.0,1.0,1.0,0.0,1.0,95.0,153,95,2.0,2.0,4.0,1,3.0,3.0,1.0,3.0,5.0,3,35000.0,7.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,1
+6316,4.0,1,5,11,27,2015,1,1982,1.0,1.0,1.0,6.0,50000.0,1.0,70.0,172,142,4.0,5.0,3.0,2,2.0,4.0,3.0,3.0,5.0,1,100000.0,2.0,3.0,0.0,2.0,3,2.0,1.0,3.0,3.0,2,5
+6317,4.0,2,10,28,51,2015,2,1953,1.0,0.0,7.0,3.0,0.0,1.0,150.0,150,90,4.0,4.0,4.0,1,2.0,3.0,4.0,4.0,1.0,3,2500.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,1
+6318,4.0,2,13,36,67,2015,2,1963,1.0,1.0,1.0,1.0,0.0,1.0,300.0,155,110,4.0,4.0,4.0,1,3.0,3.0,3.0,4.0,3.0,4,20000.0,4.0,2.0,2.0,2.0,6,3.0,3.0,3.0,2.0,3,1
+6319,4.0,2,26,74,114,2015,2,1949,1.0,1.0,1.0,3.0,1684.0,1.0,120.0,158,90,4.0,5.0,4.0,1,5.0,2.0,1.0,2.0,3.0,4,26841.0,1.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,2
+6320,5.0,1,19,57,93,2015,1,1989,1.0,1.0,1.0,4.0,250000.0,1.0,110.0,160,138,5.0,5.0,5.0,1,3.0,3.0,2.0,4.0,5.0,1,250000.0,4.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,1,5
+6321,3.0,2,26,74,114,2015,1,1947,1.0,1.0,1.0,1.0,6000.0,1.0,180.0,165,120,4.0,4.0,5.0,1,4.0,1.0,1.0,3.0,5.0,3,20000.0,1.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0,4,2
+6322,4.0,2,5,8,24,2015,2,1963,1.0,1.0,1.0,3.0,0.0,1.0,90.0,158,120,4.0,4.0,4.0,1,2.0,2.0,2.0,4.0,4.0,4,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,1
+6323,5.0,1,10,25,47,2015,2,1974,1.0,1.0,1.0,3.0,0.0,1.0,100.0,172,160,5.0,4.0,4.0,1,2.0,4.0,1.0,1.0,1.0,4,40000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,1
+6324,4.0,2,16,45,76,2015,2,1987,1.0,1.0,1.0,4.0,0.0,1.0,87.0,162,104,5.0,4.0,4.0,1,4.0,3.0,2.0,2.0,6.0,5,38931.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,1
+6325,2.0,1,12,32,60,2015,1,1975,1.0,1.0,1.0,3.0,5000.0,1.0,70.0,170,120,4.0,4.0,2.0,1,2.0,3.0,2.0,1.0,5.0,3,7000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,2
+6326,4.0,1,12,32,57,2015,2,1997,1.0,1.0,3.0,6.0,20000.0,2.0,90.0,152,90,4.0,5.0,5.0,1,1.0,3.0,2.0,2.0,2.0,1,442377.0,4.0,3.0,1.0,2.0,1,2.0,3.0,3.0,3.0,1,3
+6327,4.0,1,21,61,97,2015,2,1970,1.0,0.0,4.0,4.0,0.0,1.0,130.0,160,120,5.0,5.0,4.0,4,3.0,4.0,4.0,4.0,5.0,5,51517.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,1
+6328,2.0,2,31,87,130,2015,1,1941,3.0,1.0,1.0,1.0,10000.0,1.0,90.0,173,110,4.0,4.0,4.0,1,3.0,3.0,1.0,3.0,4.0,3,20000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,3
+6329,3.0,1,1,1,4,2015,1,1975,1.0,1.0,1.0,4.0,65000.0,1.0,89.0,175,130,4.0,4.0,4.0,2,2.0,2.0,2.0,3.0,6.0,1,65000.0,1.0,3.0,0.0,2.0,1,2.0,2.0,3.0,2.0,2,5
+6330,2.0,1,11,29,52,2015,2,1975,1.0,1.0,1.0,4.0,40000.0,1.0,200.0,167,120,5.0,5.0,4.0,1,2.0,3.0,3.0,2.0,5.0,1,60000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+6331,2.0,1,19,57,91,2015,1,1964,1.0,1.0,1.0,1.0,25000.0,1.0,30.0,167,140,2.0,2.0,2.0,1,2.0,2.0,2.0,3.0,2.0,1,50000.0,2.0,2.0,0.0,2.0,3,3.0,2.0,2.0,2.0,3,4
+6332,4.0,2,18,52,86,2015,1,1971,1.0,1.0,3.0,4.0,25000.0,1.0,260.0,173,170,5.0,5.0,5.0,1,4.0,4.0,4.0,2.0,7.0,2,45000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,4
+6333,4.0,2,21,62,98,2015,2,1969,1.0,1.0,1.0,3.0,18276.0,1.0,240.0,160,110,4.0,4.0,4.0,1,2.0,3.0,1.0,4.0,4.0,5,40000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+6334,3.0,1,5,8,24,2015,2,1981,1.0,1.0,1.0,6.0,12000.0,1.0,66.0,162,112,3.0,4.0,4.0,2,3.0,3.0,2.0,2.0,3.0,1,12000.0,2.0,2.0,1.0,2.0,6,3.0,1.0,4.0,3.0,2,3
+6335,1.0,2,17,50,83,2015,2,1954,1.0,1.0,1.0,1.0,4000.0,1.0,200.0,175,120,1.0,1.0,3.0,1,2.0,3.0,1.0,5.0,2.0,6,5000.0,4.0,2.0,2.0,2.0,3,3.0,2.0,3.0,3.0,3,2
+6336,4.0,1,16,47,79,2015,1,1957,1.0,1.0,1.0,6.0,30000.0,1.0,100.0,168,100,4.0,3.0,3.0,2,3.0,3.0,3.0,4.0,5.0,1,30000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,4
+6337,5.0,1,4,7,21,2015,2,1939,1.0,1.0,1.0,4.0,400000.0,4.0,58.0,158,112,3.0,5.0,5.0,5,4.0,5.0,4.0,4.0,6.0,5,400000.0,1.0,3.0,1.0,1.0,7,1.0,2.0,4.0,2.0,4,5
+6338,4.0,1,11,29,52,2015,1,1958,1.0,1.0,1.0,6.0,0.0,1.0,124.0,175,160,2.0,3.0,4.0,2,3.0,4.0,2.0,2.0,5.0,1,104693.0,2.0,4.0,2.0,1.0,3,1.0,1.0,2.0,2.0,3,1
+6339,3.0,1,12,32,59,2015,2,1954,1.0,1.0,1.0,2.0,20000.0,1.0,30.0,158,98,3.0,4.0,3.0,1,4.0,4.0,2.0,2.0,5.0,4,40000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+6340,2.0,1,1,1,3,2015,1,1970,1.0,1.0,1.0,12.0,96000.0,4.0,28.8,170,130,4.0,4.0,4.0,5,4.0,4.0,4.0,2.0,6.0,1,132000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,5
+6341,4.0,1,15,42,73,2015,2,1988,1.0,0.0,1.0,4.0,0.0,1.0,100.0,150,130,4.0,4.0,4.0,1,5.0,5.0,2.0,3.0,6.0,5,50000.0,1.0,3.0,2.0,2.0,3,2.0,1.0,3.0,2.0,1,1
+6342,4.0,2,17,49,82,2015,2,1967,1.0,1.0,1.0,4.0,12000.0,4.0,40.0,158,120,5.0,5.0,1.0,1,5.0,4.0,4.0,2.0,3.0,1,20000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,5.0,3.0,2,3
+6343,2.0,2,2,3,10,2015,2,1960,4.0,0.0,9.0,1.0,1000.0,2.0,300.0,165,120,2.0,3.0,3.0,1,2.0,4.0,1.0,2.0,4.0,1,1000.0,6.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,3,1
+6344,4.0,2,29,83,126,2015,2,1959,1.0,1.0,1.0,4.0,4000.0,1.0,80.0,158,100,4.0,5.0,5.0,1,2.0,3.0,1.0,2.0,4.0,3,30000.0,3.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,2
+6345,4.0,1,7,18,36,2015,2,1955,1.0,1.0,1.0,6.0,20000.0,1.0,43.0,160,200,2.0,2.0,3.0,2,3.0,4.0,2.0,3.0,6.0,5,80000.0,3.0,4.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,3
+6346,4.0,2,10,25,47,2015,2,1991,1.0,1.0,1.0,12.0,15000.0,2.0,80.0,170,114,4.0,5.0,3.0,1,2.0,5.0,4.0,3.0,5.0,5,35000.0,3.0,2.0,1.0,2.0,1,3.0,2.0,5.0,2.0,1,3
+6347,4.0,2,18,52,86,2015,2,1955,1.0,0.0,7.0,1.0,8000.0,1.0,100.0,155,100,4.0,4.0,4.0,1,5.0,2.0,2.0,4.0,5.0,6,8000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+6348,4.0,2,5,9,25,2015,2,1979,1.0,1.0,1.0,4.0,20000.0,1.0,85.0,160,120,5.0,5.0,5.0,1,2.0,2.0,2.0,4.0,5.0,1,40000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,2,3
+6349,4.0,2,16,45,76,2015,1,1960,1.0,1.0,1.0,6.0,0.0,1.0,100.0,180,140,4.0,4.0,3.0,1,4.0,4.0,1.0,3.0,5.0,4,0.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,1
+6350,5.0,1,5,8,23,2015,1,1958,1.0,1.0,1.0,12.0,130000.0,4.0,30.0,183,180,4.0,2.0,5.0,2,4.0,3.0,4.0,4.0,7.0,1,200000.0,1.0,4.0,3.0,2.0,3,2.0,1.0,4.0,2.0,3,5
+6351,4.0,1,28,81,121,2015,2,1977,1.0,1.0,1.0,1.0,0.0,1.0,70.0,165,110,4.0,4.0,4.0,2,3.0,3.0,1.0,4.0,5.0,5,40000.0,2.0,2.0,0.0,2.0,3,3.0,2.0,3.0,2.0,2,1
+6352,5.0,1,5,8,23,2015,2,1950,1.0,1.0,2.0,4.0,24000.0,1.0,62.0,158,90,2.0,5.0,3.0,2,3.0,3.0,1.0,4.0,4.0,5,40000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,4,4
+6353,5.0,1,15,40,71,2015,1,1982,1.0,1.0,1.0,10.0,20000.0,1.0,90.0,178,132,4.0,5.0,3.0,5,2.0,3.0,3.0,1.0,1.0,1,40000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+6354,5.0,2,19,57,92,2015,2,1955,1.0,1.0,4.0,3.0,37200.0,1.0,360.0,166,120,5.0,4.0,4.0,4,3.0,4.0,1.0,4.0,7.0,1,80000.0,3.0,4.0,1.0,2.0,3,2.0,1.0,4.0,1.0,3,4
+6355,4.0,2,9,22,44,2015,2,1963,1.0,1.0,1.0,1.0,1000.0,1.0,60.0,165,160,4.0,4.0,3.0,1,4.0,4.0,1.0,4.0,5.0,3,50000.0,1.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,1
+6356,3.0,1,12,32,57,2015,1,1980,1.0,1.0,1.0,9.0,30000.0,1.0,95.0,170,130,3.0,4.0,4.0,5,2.0,3.0,2.0,2.0,5.0,1,84000.0,3.0,2.0,1.0,2.0,4,2.0,2.0,4.0,2.0,2,4
+6357,5.0,2,18,54,88,2015,1,1967,1.0,0.0,6.0,4.0,15000.0,1.0,260.0,160,120,2.0,2.0,3.0,1,3.0,2.0,2.0,4.0,6.0,5,30000.0,6.0,3.0,2.0,2.0,3,1.0,1.0,4.0,2.0,2,3
+6358,4.0,1,6,15,31,2015,1,1963,1.0,1.0,3.0,4.0,30000.0,1.0,120.0,158,120,4.0,4.0,3.0,1,3.0,3.0,2.0,4.0,3.0,3,50000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,4
+6359,4.0,2,19,57,92,2015,1,1974,1.0,0.0,1.0,4.0,80000.0,1.0,600.0,170,164,4.0,4.0,4.0,1,4.0,3.0,2.0,4.0,5.0,3,110000.0,6.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,2,5
+6360,4.0,1,22,66,106,2015,1,1985,1.0,1.0,1.0,6.0,70000.0,1.0,110.0,175,130,4.0,5.0,4.0,1,3.0,3.0,1.0,3.0,4.0,1,300000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,1,5
+6361,4.0,2,16,46,78,2015,2,1985,1.0,1.0,1.0,4.0,5600.0,1.0,120.0,160,120,5.0,4.0,4.0,1,2.0,3.0,1.0,3.0,6.0,5,38000.0,5.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,1,2
+6362,4.0,1,7,18,39,2015,2,1982,1.0,1.0,1.0,10.0,40000.0,1.0,62.0,170,72,5.0,5.0,5.0,2,1.0,3.0,1.0,4.0,6.0,1,100000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+6363,4.0,1,22,67,107,2015,1,1935,1.0,1.0,1.0,4.0,28800.0,4.0,130.0,169,110,4.0,4.0,4.0,2,3.0,3.0,2.0,2.0,5.0,5,40000.0,1.0,2.0,1.0,2.0,7,3.0,1.0,4.0,2.0,4,4
+6364,4.0,2,18,54,88,2015,2,1930,1.0,1.0,1.0,1.0,2809.0,1.0,30.0,156,90,3.0,3.0,4.0,1,4.0,3.0,1.0,4.0,3.0,3,8939.0,1.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,5,2
+6365,4.0,1,12,32,60,2015,1,1979,1.0,1.0,1.0,12.0,60000.0,1.0,150.0,161,149,2.0,4.0,4.0,4,2.0,4.0,2.0,3.0,6.0,1,60000.0,3.0,3.0,0.0,2.0,3,1.0,2.0,4.0,2.0,2,5
+6366,5.0,2,17,50,83,2015,2,1974,1.0,1.0,1.0,4.0,10000.0,1.0,300.0,158,140,4.0,4.0,5.0,1,5.0,4.0,1.0,3.0,5.0,3,20000.0,3.0,3.0,1.0,2.0,4,2.0,2.0,3.0,2.0,2,3
+6367,4.0,2,13,35,65,2015,1,1977,6.0,1.0,1.0,4.0,3500.0,1.0,300.0,173,128,4.0,4.0,5.0,1,5.0,5.0,1.0,4.0,5.0,1,7500.0,4.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,2
+6368,5.0,1,9,23,45,2015,2,1969,1.0,1.0,1.0,9.0,36000.0,1.0,200.0,155,88,5.0,5.0,5.0,4,3.0,3.0,5.0,4.0,7.0,1,120000.0,3.0,4.0,1.0,1.0,3,2.0,2.0,4.0,3.0,2,4
+6369,4.0,2,2,4,11,2015,2,1980,1.0,1.0,1.0,3.0,8528.0,1.0,260.0,158,86,2.0,2.0,2.0,1,4.0,2.0,1.0,3.0,4.0,3,41221.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,2
+6370,4.0,2,16,47,79,2015,2,1949,1.0,1.0,1.0,1.0,0.0,1.0,103.0,150,120,2.0,3.0,3.0,1,2.0,1.0,1.0,4.0,2.0,1,40000.0,5.0,2.0,2.0,2.0,3,3.0,2.0,3.0,2.0,4,1
+6371,4.0,1,18,52,85,2015,1,1994,1.0,1.0,1.0,10.0,0.0,2.0,300.0,175,125,5.0,5.0,4.0,2,2.0,4.0,2.0,3.0,6.0,6,50000.0,4.0,3.0,1.0,2.0,1,3.0,2.0,4.0,3.0,1,1
+6372,4.0,1,18,55,89,2015,2,1946,1.0,1.0,1.0,1.0,720.0,1.0,50.0,156,116,4.0,4.0,4.0,1,4.0,4.0,1.0,4.0,5.0,4,26000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,1
+6373,4.0,1,4,7,20,2015,2,1977,1.0,1.0,1.0,10.0,40000.0,1.0,40.0,163,114,4.0,5.0,5.0,4,2.0,3.0,3.0,4.0,3.0,1,120000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,5
+6374,4.0,1,4,7,19,2015,1,1954,1.0,1.0,1.0,4.0,24000.0,4.0,97.0,170,156,5.0,5.0,5.0,5,2.0,4.0,2.0,3.0,5.0,5,180000.0,5.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,4
+6375,4.0,2,18,53,87,2015,2,1945,1.0,1.0,1.0,1.0,2000.0,1.0,100.0,156,100,3.0,3.0,3.0,1,1.0,1.0,1.0,4.0,5.0,3,2000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,1.0,4,2
+6376,5.0,1,21,63,99,2015,2,1966,1.0,1.0,1.0,3.0,50000.0,1.0,130.0,160,130,4.0,3.0,3.0,1,2.0,2.0,1.0,1.0,3.0,1,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+6377,5.0,2,21,62,98,2015,1,1954,8.0,1.0,1.0,6.0,12000.0,1.0,225.0,160,110,4.0,5.0,5.0,1,5.0,4.0,3.0,4.0,8.0,2,350000.0,2.0,3.0,3.0,1.0,3,2.0,2.0,4.0,2.0,3,3
+6378,4.0,2,16,47,79,2015,1,1986,1.0,1.0,1.0,4.0,50000.0,1.0,300.0,170,130,4.0,4.0,5.0,1,4.0,3.0,1.0,4.0,4.0,1,100000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,5
+6379,4.0,2,5,8,24,2015,2,1951,1.0,1.0,1.0,1.0,6000.0,1.0,90.0,164,160,4.0,4.0,4.0,1,5.0,4.0,2.0,4.0,5.0,3,12000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+6380,4.0,1,9,23,45,2015,1,1964,1.0,1.0,1.0,4.0,80000.0,1.0,125.0,160,114,5.0,4.0,4.0,2,3.0,3.0,3.0,3.0,5.0,1,150000.0,4.0,4.0,1.0,1.0,3,1.0,2.0,5.0,2.0,3,5
+6381,4.0,2,31,87,130,2015,1,1988,1.0,1.0,1.0,5.0,30000.0,1.0,80.0,179,130,5.0,5.0,4.0,1,4.0,4.0,1.0,4.0,4.0,2,30000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,4
+6382,4.0,1,28,81,121,2015,1,1966,1.0,1.0,1.0,3.0,20000.0,1.0,50.0,170,110,4.0,4.0,3.0,4,3.0,4.0,3.0,4.0,3.0,1,40000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+6383,4.0,2,29,83,126,2015,2,1996,1.0,1.0,1.0,8.0,0.0,2.0,170.0,162,100,4.0,3.0,3.0,1,3.0,4.0,3.0,4.0,5.0,6,20000.0,2.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,1
+6384,4.0,1,4,7,21,2015,1,1956,1.0,1.0,1.0,6.0,55000.0,1.0,97.0,162,124,5.0,5.0,5.0,5,3.0,4.0,5.0,3.0,6.0,1,100000.0,3.0,3.0,2.0,1.0,2,2.0,2.0,3.0,2.0,3,5
+6385,3.0,1,7,18,36,2015,1,1991,1.0,1.0,1.0,6.0,30000.0,1.0,14.0,170,140,4.0,5.0,5.0,2,1.0,3.0,3.0,3.0,1.0,1,30000.0,2.0,3.0,1.0,2.0,1,2.0,2.0,3.0,1.0,1,4
+6386,5.0,1,27,80,120,2015,1,1965,1.0,1.0,1.0,12.0,36000.0,1.0,60.0,170,150,5.0,5.0,5.0,2,4.0,3.0,4.0,4.0,1.0,1,50000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+6387,3.0,1,22,67,107,2015,1,1970,8.0,1.0,3.0,4.0,24000.0,1.0,48.0,160,140,3.0,3.0,3.0,4,3.0,3.0,2.0,3.0,3.0,1,24000.0,4.0,2.0,1.0,2.0,3,2.0,1.0,3.0,3.0,2,4
+6388,4.0,1,16,44,75,2015,1,1946,1.0,1.0,1.0,1.0,25000.0,1.0,120.0,165,120,4.0,4.0,4.0,1,1.0,3.0,1.0,3.0,4.0,4,25000.0,4.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,4
+6389,3.0,1,4,7,20,2015,1,1993,1.0,1.0,1.0,12.0,6000.0,2.0,60.0,173,110,2.0,4.0,4.0,2,2.0,4.0,4.0,2.0,3.0,1,6000.0,1.0,2.0,0.0,2.0,1,2.0,2.0,2.0,2.0,1,2
+6390,4.0,1,17,48,80,2015,2,1978,1.0,1.0,1.0,4.0,0.0,1.0,91.0,158,80,4.0,3.0,3.0,2,2.0,3.0,3.0,3.0,5.0,5,40000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,1
+6391,5.0,1,5,11,27,2015,1,1990,1.0,1.0,1.0,5.0,14000.0,2.0,58.0,172,160,2.0,3.0,4.0,2,3.0,3.0,2.0,4.0,5.0,1,75000.0,1.0,2.0,1.0,2.0,1,3.0,2.0,2.0,2.0,1,3
+6392,1.0,2,15,41,72,2015,1,1968,1.0,1.0,1.0,3.0,3800.0,1.0,50.0,155,100,3.0,4.0,5.0,1,2.0,4.0,1.0,3.0,4.0,1,3800.0,1.0,2.0,1.0,2.0,1,3.0,3.0,3.0,2.0,2,2
+6393,3.0,1,6,15,31,2015,2,1996,1.0,1.0,1.0,6.0,0.0,2.0,100.0,166,110,4.0,3.0,3.0,1,2.0,2.0,2.0,3.0,4.0,6,100000.0,1.0,3.0,1.0,1.0,1,2.0,2.0,3.0,2.0,1,1
+6394,4.0,1,16,46,77,2015,2,1969,1.0,1.0,1.0,3.0,0.0,1.0,90.0,163,118,4.0,4.0,4.0,1,3.0,3.0,1.0,2.0,7.0,6,80000.0,5.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,1
+6395,4.0,1,27,79,119,2015,2,1977,1.0,1.0,1.0,4.0,10000.0,1.0,70.0,160,125,3.0,5.0,5.0,2,2.0,4.0,1.0,4.0,5.0,5,20000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,3
+6396,5.0,1,7,18,34,2015,2,1987,1.0,1.0,1.0,10.0,55000.0,1.0,24.1,167,108,5.0,5.0,5.0,1,3.0,3.0,2.0,4.0,6.0,1,169200.0,1.0,4.0,1.0,2.0,1,1.0,1.0,3.0,2.0,1,5
+6397,5.0,1,18,51,84,2015,1,1945,1.0,1.0,1.0,3.0,2000.0,1.0,230.0,174,110,5.0,5.0,5.0,1,2.0,4.0,1.0,3.0,5.0,3,3000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,2
+6398,5.0,1,19,59,95,2015,2,1945,1.0,0.0,9.0,4.0,25000.0,1.0,59.0,159,118,4.0,4.0,4.0,5,1.0,3.0,1.0,3.0,6.0,5,110000.0,2.0,4.0,2.0,2.0,3,1.0,1.0,3.0,3.0,4,4
+6399,4.0,1,16,44,75,2015,1,1978,1.0,1.0,1.0,1.0,1500.0,1.0,95.0,168,100,4.0,4.0,4.0,4,2.0,4.0,1.0,1.0,1.0,5,1500.0,3.0,1.0,1.0,2.0,1,3.0,2.0,4.0,3.0,2,2
+6400,4.0,1,7,18,40,2015,1,1946,1.0,1.0,1.0,6.0,36000.0,4.0,66.0,170,150,4.0,4.0,4.0,5,3.0,4.0,2.0,3.0,4.0,5,60000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+6401,4.0,1,24,70,110,2015,2,1949,1.0,0.0,9.0,4.0,0.0,1.0,130.0,150,107,2.0,1.0,2.0,4,4.0,4.0,1.0,4.0,7.0,6,0.0,2.0,2.0,11.0,2.0,7,2.0,1.0,5.0,2.0,4,1
+6402,4.0,1,4,7,16,2015,2,1959,1.0,1.0,1.0,6.0,2000.0,1.0,130.0,162,112,2.0,5.0,5.0,2,3.0,3.0,3.0,2.0,5.0,5,200000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,3,2
+6403,4.0,1,4,7,14,2015,2,1965,1.0,0.0,2.0,12.0,0.0,1.0,54.0,158,114,3.0,3.0,5.0,5,3.0,4.0,3.0,2.0,7.0,5,60000.0,2.0,3.0,0.0,2.0,4,1.0,2.0,3.0,2.0,3,1
+6404,3.0,1,6,15,31,2015,1,1994,1.0,1.0,1.0,6.0,18000.0,1.0,75.0,170,140,5.0,3.0,3.0,1,3.0,4.0,1.0,3.0,7.0,1,40000.0,4.0,3.0,1.0,2.0,1,2.0,2.0,3.0,3.0,1,3
+6405,4.0,2,18,52,85,2015,1,1954,1.0,1.0,1.0,4.0,5000.0,1.0,200.0,169,130,5.0,5.0,5.0,1,3.0,3.0,2.0,4.0,3.0,1,10000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+6406,4.0,1,29,82,125,2015,1,1942,1.0,1.0,1.0,1.0,12000.0,1.0,20.0,165,100,3.0,3.0,3.0,1,3.0,3.0,1.0,3.0,3.0,4,24000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,4,3
+6407,4.0,1,4,7,17,2015,2,1986,1.0,1.0,1.0,11.0,24000.0,1.0,130.0,163,108,4.0,5.0,5.0,5,3.0,4.0,3.0,4.0,4.0,1,50000.0,5.0,3.0,1.0,1.0,3,3.0,3.0,3.0,4.0,1,4
+6408,5.0,1,4,7,18,2015,2,1942,1.0,1.0,1.0,3.0,36000.0,1.0,70.0,160,140,4.0,4.0,3.0,4,4.0,4.0,1.0,2.0,5.0,1,36000.0,1.0,2.0,1.0,2.0,7,2.0,2.0,4.0,3.0,4,4
+6409,4.0,1,27,79,119,2015,1,1992,1.0,1.0,1.0,10.0,36000.0,1.0,50.0,183,120,4.0,4.0,5.0,1,4.0,1.0,2.0,4.0,5.0,1,72000.0,2.0,3.0,3.0,2.0,1,2.0,1.0,2.0,3.0,1,4
+6410,4.0,1,10,25,47,2015,2,1982,1.0,1.0,1.0,4.0,6000.0,1.0,35.0,160,140,3.0,5.0,3.0,1,2.0,3.0,1.0,3.0,1.0,1,40000.0,3.0,2.0,0.0,2.0,3,3.0,2.0,3.0,3.0,2,2
+6411,4.0,2,24,72,112,2015,1,1974,8.0,1.0,1.0,4.0,40000.0,1.0,20.0,159,146,5.0,5.0,5.0,1,2.0,4.0,1.0,4.0,4.0,1,80000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,4.0,2.0,2,5
+6412,4.0,1,27,80,120,2015,1,1977,3.0,1.0,1.0,6.0,108000.0,1.0,80.0,180,150,5.0,5.0,5.0,2,2.0,2.0,1.0,4.0,4.0,1,144000.0,3.0,3.0,1.0,2.0,3,1.0,1.0,4.0,2.0,2,5
+6413,3.0,1,19,57,91,2015,2,1952,1.0,1.0,1.0,6.0,100834.0,1.0,70.0,160,48,4.0,4.0,4.0,5,3.0,4.0,1.0,1.0,6.0,5,106801.0,2.0,3.0,1.0,2.0,3,2.0,3.0,3.0,2.0,3,5
+6414,4.0,1,12,32,60,2015,1,1983,1.0,1.0,1.0,7.0,216000.0,1.0,50.0,165,140,4.0,5.0,3.0,1,3.0,4.0,3.0,3.0,4.0,1,216000.0,4.0,2.0,2.0,2.0,3,2.0,3.0,3.0,2.0,1,5
+6415,5.0,2,23,68,108,2015,2,1967,1.0,1.0,1.0,3.0,60000.0,1.0,120.0,160,115,4.0,4.0,4.0,1,3.0,3.0,3.0,5.0,1.0,1,71000.0,3.0,3.0,1.0,1.0,3,3.0,1.0,3.0,2.0,2,5
+6416,4.0,2,29,82,124,2015,1,1973,1.0,1.0,1.0,4.0,150000.0,1.0,63.0,160,140,4.0,3.0,3.0,1,3.0,2.0,2.0,2.0,4.0,3,150000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+6417,3.0,2,16,45,76,2015,2,1966,1.0,1.0,1.0,3.0,20000.0,1.0,110.0,148,100,2.0,5.0,5.0,1,3.0,3.0,1.0,3.0,5.0,5,100000.0,3.0,3.0,2.0,2.0,3,2.0,2.0,3.0,3.0,3,3
+6418,4.0,2,18,52,85,2015,1,1964,1.0,1.0,1.0,6.0,20000.0,1.0,100.0,171,120,5.0,5.0,5.0,1,4.0,3.0,1.0,3.0,2.0,3,40000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,3
+6419,4.0,2,10,28,51,2015,1,1963,1.0,1.0,1.0,4.0,16000.0,1.0,120.0,173,135,4.0,5.0,3.0,1,4.0,1.0,1.0,4.0,4.0,3,20000.0,3.0,3.0,2.0,2.0,3,2.0,2.0,5.0,3.0,3,3
+6420,4.0,2,6,14,30,2015,1,1967,1.0,1.0,1.0,3.0,6000.0,1.0,100.0,170,140,3.0,4.0,4.0,1,3.0,2.0,1.0,4.0,6.0,3,10000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,2
+6421,4.0,1,28,81,121,2015,1,1943,1.0,1.0,1.0,4.0,20000.0,1.0,120.0,162,100,2.0,2.0,3.0,1,2.0,3.0,2.0,4.0,5.0,5,30000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,3
+6422,4.0,1,15,40,71,2015,1,1963,1.0,1.0,1.0,6.0,60000.0,1.0,92.0,165,120,4.0,4.0,4.0,1,1.0,2.0,1.0,4.0,5.0,1,150000.0,3.0,2.0,1.0,1.0,7,2.0,3.0,4.0,3.0,3,5
+6423,4.0,1,24,70,110,2015,2,1972,1.0,1.0,1.0,3.0,15000.0,1.0,100.0,160,100,4.0,4.0,3.0,1,3.0,4.0,2.0,2.0,5.0,1,20000.0,3.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,3
+6424,5.0,1,15,40,71,2015,2,1938,1.0,0.0,4.0,3.0,24000.0,1.0,96.0,163,110,2.0,2.0,3.0,2,3.0,4.0,1.0,4.0,5.0,5,40000.0,2.0,4.0,1.0,2.0,3,1.0,1.0,4.0,2.0,4,4
+6425,4.0,1,19,59,95,2015,1,1992,1.0,1.0,1.0,12.0,200.0,1.0,120.0,178,180,4.0,5.0,4.0,5,4.0,2.0,5.0,4.0,5.0,6,120249.0,3.0,4.0,2.0,1.0,1,1.0,1.0,3.0,2.0,1,1
+6426,3.0,2,11,31,54,2015,2,1964,1.0,1.0,1.0,4.0,2000.0,1.0,160.0,150,80,4.0,5.0,5.0,1,4.0,2.0,2.0,3.0,2.0,4,3000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,2.0,3.0,3,2
+6427,4.0,1,7,18,35,2015,1,1947,1.0,1.0,1.0,3.0,18000.0,1.0,54.0,166,150,3.0,3.0,3.0,2,1.0,4.0,1.0,3.0,6.0,5,36000.0,4.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,3
+6428,4.0,1,7,18,37,2015,2,1960,1.0,1.0,1.0,6.0,36000.0,1.0,54.0,161,126,4.0,4.0,5.0,5,4.0,4.0,2.0,4.0,5.0,5,27600.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+6429,4.0,1,4,7,20,2015,1,1979,1.0,1.0,1.0,12.0,100000.0,4.0,99.0,175,156,5.0,5.0,4.0,6,3.0,3.0,3.0,4.0,5.0,1,200000.0,3.0,2.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+6430,4.0,1,18,51,84,2015,1,1972,1.0,1.0,1.0,3.0,10000.0,1.0,160.0,175,160,5.0,4.0,4.0,1,3.0,3.0,3.0,4.0,5.0,1,30000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+6431,3.0,1,12,33,62,2015,1,1990,1.0,0.0,6.0,4.0,24000.0,1.0,170.0,170,140,4.0,4.0,4.0,1,3.0,2.0,2.0,1.0,1.0,1,87426.0,4.0,2.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,4
+6432,5.0,1,22,65,104,2015,2,1934,1.0,1.0,1.0,2.0,24000.0,1.0,90.0,150,108,3.0,3.0,4.0,2,3.0,4.0,1.0,2.0,7.0,5,24000.0,1.0,4.0,2.0,2.0,7,1.0,1.0,3.0,1.0,5,4
+6433,3.0,1,19,57,91,2015,2,1953,1.0,0.0,4.0,4.0,36000.0,1.0,69.0,157,100,1.0,2.0,3.0,5,2.0,3.0,1.0,1.0,4.0,5,75960.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,4.0,3,4
+6434,4.0,1,29,82,125,2015,2,1979,1.0,1.0,1.0,11.0,36000.0,1.0,80.0,158,100,5.0,4.0,4.0,2,3.0,4.0,5.0,4.0,6.0,1,70000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,4
+6435,2.0,1,13,36,66,2015,2,1953,8.0,1.0,1.0,1.0,2800.0,1.0,160.0,152,90,3.0,4.0,3.0,2,3.0,3.0,1.0,3.0,2.0,5,204429.0,1.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,2
+6436,4.0,1,12,33,62,2015,2,1936,1.0,1.0,1.0,1.0,0.0,1.0,60.0,153,70,3.0,2.0,3.0,1,4.0,2.0,1.0,3.0,5.0,4,19884.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,1
+6437,4.0,1,31,89,134,2015,2,1973,1.0,1.0,1.0,4.0,10000.0,1.0,60.0,165,110,4.0,5.0,4.0,2,3.0,2.0,1.0,4.0,3.0,1,20000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,3
+6438,4.0,1,19,59,95,2015,2,1969,1.0,1.0,1.0,4.0,25000.0,1.0,30.0,157,100,3.0,5.0,3.0,5,2.0,5.0,1.0,1.0,3.0,1,25000.0,1.0,2.0,1.0,2.0,1,3.0,1.0,3.0,2.0,2,4
+6439,3.0,1,12,32,59,2015,2,1990,1.0,1.0,1.0,12.0,36000.0,1.0,40.0,156,90,4.0,5.0,5.0,5,3.0,3.0,2.0,3.0,3.0,1,40000.0,3.0,2.0,0.0,2.0,1,2.0,3.0,4.0,3.0,1,4
+6440,4.0,2,27,77,117,2015,2,1945,1.0,1.0,1.0,1.0,840.0,1.0,120.0,155,106,1.0,1.0,3.0,1,2.0,3.0,1.0,4.0,1.0,4,660.0,2.0,1.0,1.0,2.0,3,3.0,1.0,5.0,4.0,4,1
+6441,3.0,1,2,5,12,2015,2,1983,8.0,1.0,1.0,4.0,0.0,1.0,75.0,155,100,4.0,4.0,4.0,1,4.0,4.0,2.0,2.0,1.0,5,50000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,1,1
+6442,5.0,2,21,61,97,2015,2,1944,1.0,1.0,1.0,1.0,0.0,1.0,210.0,147,87,2.0,2.0,4.0,1,5.0,5.0,1.0,4.0,5.0,3,36802.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,1
+6443,4.0,2,29,82,124,2015,1,1966,1.0,1.0,1.0,4.0,9000.0,1.0,90.0,170,160,5.0,5.0,5.0,1,2.0,4.0,1.0,4.0,10.0,4,50000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+6444,4.0,2,24,72,112,2015,1,1952,1.0,1.0,6.0,3.0,0.0,1.0,80.0,155,100,2.0,2.0,3.0,1,3.0,2.0,1.0,1.0,2.0,3,15605.0,2.0,2.0,0.0,2.0,3,3.0,2.0,4.0,2.0,3,1
+6445,4.0,1,15,43,74,2015,2,1935,1.0,0.0,1.0,10.0,24000.0,1.0,54.0,154,126,3.0,3.0,3.0,2,1.0,5.0,1.0,4.0,5.0,5,120000.0,2.0,4.0,1.0,2.0,3,1.0,2.0,4.0,2.0,4,4
+6446,4.0,1,16,45,76,2015,1,1947,1.0,1.0,1.0,3.0,0.0,4.0,100.0,158,130,1.0,1.0,3.0,2,3.0,4.0,1.0,5.0,7.0,5,40000.0,6.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,4,1
+6447,5.0,2,6,14,30,2015,2,1930,1.0,1.0,1.0,1.0,0.0,1.0,120.0,153,120,1.0,2.0,4.0,1,4.0,4.0,1.0,4.0,5.0,4,17662.0,1.0,3.0,1.0,2.0,7,2.0,2.0,5.0,2.0,5,1
+6448,2.0,1,10,26,48,2015,2,1965,1.0,1.0,1.0,4.0,8400.0,1.0,50.0,160,140,4.0,5.0,4.0,2,4.0,3.0,1.0,2.0,4.0,1,8400.0,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,3.0,3,2
+6449,2.0,1,13,36,67,2015,1,1966,1.0,1.0,1.0,4.0,10000.0,1.0,70.0,165,140,2.0,3.0,2.0,2,2.0,2.0,1.0,2.0,1.0,1,67135.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,3
+6450,3.0,1,6,14,30,2015,1,1949,1.0,1.0,1.0,1.0,9840.0,1.0,120.0,150,80,2.0,2.0,2.0,1,2.0,2.0,1.0,2.0,6.0,4,56052.0,2.0,2.0,1.0,2.0,3,3.0,2.0,5.0,3.0,4,2
+6451,3.0,1,2,2,9,2015,1,1966,8.0,1.0,1.0,3.0,10000.0,1.0,50.0,165,130,4.0,4.0,4.0,2,3.0,3.0,2.0,3.0,4.0,1,20000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,5.0,3.0,3,3
+6452,4.0,1,10,27,50,2015,2,1970,1.0,1.0,1.0,4.0,20000.0,1.0,300.0,150,90,3.0,5.0,5.0,1,4.0,4.0,3.0,4.0,7.0,1,40000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+6453,4.0,2,10,26,48,2015,2,1944,1.0,1.0,1.0,3.0,0.0,1.0,200.0,155,105,2.0,2.0,3.0,1,4.0,4.0,1.0,4.0,2.0,4,40000.0,5.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,4,1
+6454,3.0,2,15,42,73,2015,1,1946,1.0,1.0,1.0,1.0,5000.0,1.0,100.0,180,130,4.0,3.0,4.0,1,3.0,3.0,1.0,4.0,4.0,3,5000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,2
+6455,3.0,1,23,69,109,2015,2,1969,1.0,1.0,1.0,4.0,20000.0,1.0,15.0,170,130,1.0,5.0,1.0,1,1.0,3.0,1.0,4.0,3.0,1,20000.0,3.0,3.0,0.0,2.0,3,3.0,1.0,3.0,3.0,2,3
+6456,4.0,2,3,6,13,2015,1,1984,1.0,1.0,1.0,4.0,27000.0,1.0,60.0,174,140,4.0,4.0,5.0,1,2.0,3.0,1.0,3.0,3.0,1,120000.0,4.0,3.0,2.0,2.0,6,2.0,3.0,4.0,2.0,1,4
+6457,3.0,2,13,35,65,2015,2,1971,6.0,0.0,3.0,1.0,18195.0,1.0,200.0,134,95,4.0,4.0,3.0,1,4.0,3.0,1.0,4.0,4.0,5,46784.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,3
+6458,4.0,1,7,18,38,2015,1,1947,1.0,1.0,1.0,4.0,32000.0,1.0,70.0,170,130,4.0,4.0,4.0,2,2.0,4.0,2.0,2.0,5.0,5,34000.0,1.0,3.0,1.0,2.0,6,3.0,2.0,3.0,3.0,4,4
+6459,4.0,1,10,27,49,2015,2,1979,1.0,1.0,1.0,6.0,40000.0,1.0,96.0,160,140,5.0,4.0,4.0,2,3.0,3.0,2.0,2.0,5.0,1,90000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+6460,3.0,1,15,41,72,2015,2,1956,1.0,1.0,1.0,1.0,10000.0,1.0,80.0,150,90,3.0,2.0,2.0,1,2.0,2.0,2.0,3.0,4.0,5,15000.0,4.0,1.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,3
+6461,4.0,1,15,43,74,2015,1,1952,1.0,1.0,1.0,1.0,24000.0,1.0,140.0,175,180,4.0,4.0,4.0,5,2.0,2.0,2.0,2.0,6.0,5,45000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+6462,4.0,2,16,45,76,2015,2,1936,1.0,1.0,1.0,1.0,2000.0,1.0,80.0,155,88,4.0,4.0,5.0,1,5.0,4.0,1.0,3.0,5.0,4,60000.0,1.0,3.0,2.0,2.0,7,2.0,2.0,4.0,2.0,4,2
+6463,4.0,1,5,8,23,2015,1,1963,1.0,1.0,1.0,6.0,36000.0,1.0,64.0,178,156,4.0,4.0,4.0,2,3.0,3.0,3.0,4.0,6.0,1,96000.0,3.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+6464,5.0,2,3,6,13,2015,2,1955,1.0,0.0,8.0,3.0,0.0,1.0,210.0,160,150,3.0,3.0,4.0,1,2.0,2.0,1.0,4.0,4.0,4,90000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,3,1
+6465,4.0,2,13,36,67,2015,2,1976,6.0,1.0,1.0,4.0,18000.0,1.0,80.0,158,106,4.0,4.0,4.0,1,4.0,3.0,1.0,4.0,5.0,3,30000.0,5.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,3
+6466,2.0,1,1,1,7,2015,1,1958,1.0,1.0,1.0,4.0,12000.0,1.0,13.0,168,180,5.0,5.0,2.0,2,5.0,4.0,4.0,1.0,1.0,1,50000.0,2.0,2.0,2.0,1.0,3,3.0,2.0,4.0,3.0,3,3
+6467,4.0,1,3,6,13,2015,2,1946,2.0,1.0,1.0,3.0,2000.0,1.0,286.0,155,127,4.0,5.0,5.0,1,4.0,4.0,1.0,4.0,5.0,3,100000.0,5.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,4,2
+6468,4.0,1,21,62,98,2015,1,1982,8.0,1.0,1.0,12.0,100000.0,1.0,107.0,172,142,3.0,2.0,4.0,2,4.0,4.0,2.0,2.0,6.0,1,120000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+6469,4.0,1,10,27,50,2015,1,1975,1.0,1.0,1.0,4.0,10000.0,1.0,130.0,170,130,4.0,4.0,4.0,2,3.0,4.0,2.0,3.0,3.0,1,20000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+6470,4.0,2,29,84,127,2015,1,1956,1.0,1.0,1.0,6.0,10000.0,1.0,140.0,176,130,4.0,4.0,4.0,1,2.0,4.0,3.0,4.0,6.0,2,12500.0,2.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,3,3
+6471,3.0,1,6,15,31,2015,2,1942,1.0,1.0,1.0,10.0,30000.0,2.0,50.0,160,120,4.0,3.0,3.0,1,2.0,4.0,2.0,3.0,4.0,5,70000.0,2.0,3.0,1.0,2.0,6,2.0,2.0,3.0,2.0,4,4
+6472,3.0,2,29,84,127,2015,2,1953,1.0,1.0,1.0,1.0,6500.0,1.0,90.0,160,126,4.0,3.0,2.0,1,1.0,4.0,1.0,1.0,1.0,3,6500.0,2.0,3.0,2.0,2.0,3,2.0,1.0,2.0,2.0,3,2
+6473,4.0,1,15,43,74,2015,1,1970,1.0,1.0,1.0,11.0,50000.0,1.0,70.0,170,140,4.0,4.0,4.0,2,4.0,4.0,3.0,4.0,7.0,1,80000.0,5.0,4.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,5
+6474,5.0,2,10,24,46,2015,2,1973,1.0,1.0,1.0,1.0,30000.0,1.0,75.0,165,130,4.0,5.0,5.0,1,5.0,5.0,1.0,2.0,5.0,3,30000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,4
+6475,5.0,2,17,49,82,2015,2,1945,1.0,1.0,1.0,3.0,5000.0,1.0,180.0,158,128,4.0,4.0,2.0,1,5.0,4.0,1.0,2.0,4.0,5,10000.0,2.0,2.0,2.0,2.0,3,2.0,2.0,5.0,2.0,4,2
+6476,4.0,1,12,32,59,2015,1,1954,1.0,0.0,1.0,6.0,20000.0,1.0,38.0,167,120,3.0,3.0,4.0,2,2.0,4.0,3.0,2.0,8.0,5,60000.0,2.0,2.0,2.0,1.0,3,2.0,2.0,3.0,2.0,3,3
+6477,4.0,2,21,64,100,2015,1,1933,1.0,1.0,1.0,3.0,1000.0,1.0,80.0,163,100,4.0,4.0,4.0,1,2.0,2.0,2.0,3.0,3.0,3,30000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,5,1
+6478,4.0,2,17,50,83,2015,2,1974,1.0,1.0,1.0,3.0,0.0,1.0,220.0,160,132,3.0,3.0,3.0,1,4.0,3.0,1.0,1.0,2.0,4,10000.0,5.0,3.0,1.0,2.0,3,2.0,3.0,4.0,2.0,2,1
+6479,4.0,1,21,61,97,2015,2,1957,1.0,1.0,1.0,1.0,5000.0,1.0,110.0,155,115,4.0,4.0,4.0,1,3.0,4.0,2.0,4.0,5.0,4,49634.0,5.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+6480,5.0,1,19,59,95,2015,2,1932,1.0,1.0,1.0,1.0,40000.0,4.0,65.0,160,98,4.0,5.0,5.0,5,3.0,4.0,1.0,4.0,5.0,5,40000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,5,5
+6481,4.0,2,5,8,24,2015,1,1995,1.0,1.0,1.0,4.0,0.0,1.0,104.0,165,110,5.0,5.0,4.0,1,4.0,3.0,3.0,2.0,4.0,1,80000.0,3.0,4.0,1.0,2.0,1,3.0,2.0,5.0,2.0,1,1
+6482,2.0,1,12,33,62,2015,2,1973,1.0,0.0,4.0,3.0,0.0,1.0,54.0,162,87,4.0,3.0,3.0,1,2.0,3.0,1.0,2.0,3.0,5,8000.0,6.0,2.0,1.0,2.0,3,2.0,2.0,2.0,2.0,2,1
+6483,4.0,2,24,72,112,2015,2,1956,1.0,0.0,8.0,4.0,2500.0,1.0,66.0,157,120,5.0,5.0,5.0,1,4.0,4.0,1.0,3.0,3.0,1,10000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,2
+6484,4.0,1,21,63,99,2015,1,1963,1.0,1.0,1.0,4.0,30000.0,1.0,180.0,168,150,4.0,3.0,3.0,1,2.0,4.0,2.0,4.0,3.0,1,300000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+6485,4.0,2,5,10,26,2015,2,1985,1.0,0.0,1.0,3.0,10000.0,1.0,260.0,160,94,5.0,5.0,4.0,1,5.0,5.0,1.0,4.0,5.0,3,100000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,1,3
+6486,2.0,1,19,59,95,2015,1,1988,1.0,1.0,1.0,5.0,40000.0,1.0,75.0,172,120,3.0,5.0,3.0,1,3.0,5.0,2.0,3.0,4.0,5,120000.0,1.0,2.0,1.0,2.0,1,3.0,2.0,2.0,2.0,1,5
+6487,4.0,1,11,29,52,2015,2,1960,1.0,0.0,3.0,3.0,20000.0,1.0,200.0,160,120,3.0,3.0,4.0,4,4.0,3.0,1.0,3.0,3.0,3,100000.0,3.0,3.0,1.0,2.0,7,2.0,1.0,5.0,2.0,3,3
+6488,4.0,1,22,67,107,2015,1,1938,1.0,1.0,3.0,1.0,36000.0,4.0,85.0,167,144,3.0,4.0,4.0,4,2.0,4.0,2.0,4.0,6.0,5,36780.0,3.0,3.0,0.0,2.0,3,1.0,1.0,4.0,2.0,4,4
+6489,5.0,2,5,10,26,2015,1,1986,1.0,1.0,1.0,4.0,20000.0,1.0,85.0,169,150,5.0,5.0,5.0,1,2.0,2.0,2.0,4.0,4.0,2,50000.0,4.0,3.0,1.0,2.0,4,2.0,1.0,5.0,3.0,1,3
+6490,4.0,2,21,64,100,2015,2,1968,1.0,1.0,1.0,3.0,36000.0,1.0,200.0,160,120,2.0,2.0,3.0,1,2.0,2.0,2.0,4.0,5.0,4,9000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,4
+6491,3.0,2,28,81,121,2015,1,1986,1.0,1.0,1.0,3.0,15000.0,1.0,80.0,170,160,2.0,1.0,2.0,1,2.0,2.0,1.0,4.0,3.0,2,20000.0,6.0,2.0,1.0,2.0,3,3.0,2.0,5.0,2.0,1,3
+6492,4.0,1,19,57,93,2015,2,1964,1.0,1.0,1.0,4.0,0.0,1.0,101.0,163,130,5.0,5.0,5.0,2,2.0,4.0,1.0,1.0,1.0,5,250000.0,5.0,2.0,3.0,2.0,3,2.0,2.0,3.0,3.0,3,1
+6493,4.0,2,28,81,121,2015,1,1965,1.0,1.0,1.0,3.0,20000.0,1.0,90.0,170,130,4.0,4.0,4.0,1,3.0,2.0,1.0,4.0,5.0,2,25000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,3.0,3.0,3,3
+6494,3.0,2,9,22,44,2015,1,1976,1.0,1.0,1.0,3.0,30000.0,1.0,70.0,172,130,5.0,5.0,4.0,1,3.0,3.0,3.0,3.0,5.0,1,33000.0,4.0,2.0,1.0,2.0,3,2.0,1.0,5.0,2.0,2,4
+6495,3.0,2,6,13,29,2015,1,1952,1.0,1.0,1.0,6.0,10000.0,1.0,220.0,167,130,4.0,3.0,3.0,1,3.0,3.0,3.0,4.0,3.0,3,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+6496,3.0,2,19,56,90,2015,2,1933,1.0,1.0,1.0,1.0,4800.0,1.0,150.0,155,134,2.0,2.0,3.0,1,2.0,4.0,1.0,4.0,3.0,5,4800.0,1.0,1.0,1.0,2.0,7,3.0,3.0,3.0,2.0,5,2
+6497,5.0,2,21,61,97,2015,2,1963,1.0,1.0,1.0,6.0,4000.0,1.0,180.0,163,110,5.0,4.0,4.0,1,5.0,4.0,1.0,4.0,5.0,3,9500.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,3.0,3,2
+6498,3.0,2,18,51,84,2015,2,1973,1.0,1.0,1.0,3.0,10000.0,1.0,150.0,162,110,4.0,4.0,5.0,1,3.0,3.0,2.0,3.0,5.0,1,20000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,3
+6499,4.0,2,24,72,112,2015,1,1940,1.0,1.0,1.0,3.0,30000.0,1.0,70.0,164,130,4.0,5.0,4.0,4,2.0,4.0,2.0,3.0,5.0,5,30000.0,3.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+6500,4.0,2,5,9,25,2015,1,1954,1.0,1.0,1.0,3.0,5000.0,1.0,100.0,178,120,3.0,3.0,4.0,1,4.0,4.0,1.0,4.0,8.0,3,30000.0,5.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,2
+6501,5.0,1,6,17,33,2015,1,1993,1.0,1.0,1.0,12.0,0.0,1.0,130.0,175,125,5.0,4.0,4.0,2,2.0,4.0,4.0,4.0,8.0,6,40000.0,3.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,1
+6502,2.0,1,1,1,2,2015,2,1937,1.0,0.0,1.0,3.0,40000.0,1.0,38.0,150,105,1.0,1.0,1.0,2,1.0,1.0,1.0,2.0,3.0,5,40000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,2.0,3.0,4,5
+6503,4.0,1,12,32,61,2015,1,1982,1.0,1.0,1.0,8.0,24000.0,1.0,130.0,172,130,4.0,5.0,4.0,4,2.0,2.0,2.0,2.0,3.0,1,175589.0,2.0,3.0,1.0,1.0,3,2.0,1.0,4.0,3.0,2,4
+6504,2.0,1,4,7,20,2015,1,1943,1.0,1.0,1.0,7.0,28000.0,1.0,54.0,176,150,2.0,1.0,4.0,4,1.0,4.0,2.0,4.0,1.0,5,250000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,4
+6505,4.0,2,22,66,105,2015,1,1943,1.0,1.0,1.0,4.0,7000.0,4.0,105.0,170,124,5.0,4.0,4.0,1,2.0,4.0,3.0,4.0,4.0,2,7000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,2
+6506,4.0,1,1,1,4,2015,2,1989,1.0,1.0,1.0,12.0,48000.0,1.0,67.8,173,130,5.0,5.0,5.0,2,2.0,3.0,3.0,3.0,5.0,1,20000.0,3.0,3.0,1.0,1.0,1,3.0,2.0,3.0,3.0,1,5
+6507,5.0,1,19,57,93,2015,2,1957,1.0,1.0,1.0,4.0,0.0,1.0,70.0,160,120,3.0,3.0,4.0,1,3.0,4.0,1.0,2.0,5.0,4,100000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,5.0,2.0,3,1
+6508,5.0,2,17,48,81,2015,2,1951,1.0,1.0,1.0,3.0,1000.0,1.0,60.0,155,170,2.0,1.0,2.0,1,1.0,1.0,1.0,5.0,1.0,4,2000.0,2.0,5.0,1.0,2.0,3,3.0,3.0,2.0,4.0,3,1
+6509,4.0,1,9,22,44,2015,1,1974,1.0,1.0,1.0,4.0,50000.0,1.0,270.0,170,150,3.0,3.0,3.0,2,4.0,3.0,1.0,4.0,4.0,1,50660.0,5.0,4.0,1.0,1.0,3,3.0,1.0,4.0,2.0,2,5
+6510,4.0,1,22,66,106,2015,2,1990,1.0,1.0,1.0,12.0,20000.0,1.0,92.3,174,180,4.0,4.0,4.0,2,3.0,4.0,4.0,4.0,7.0,6,50000.0,3.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,3
+6511,4.0,1,1,1,2,2015,2,1954,1.0,1.0,1.0,7.0,39600.0,1.0,132.0,158,104,4.0,5.0,5.0,2,1.0,5.0,2.0,3.0,5.0,5,87600.0,3.0,2.0,1.0,1.0,3,2.0,2.0,3.0,2.0,3,4
+6512,5.0,1,4,7,15,2015,2,1996,1.0,0.0,1.0,4.0,23156.0,1.0,15.0,153,110,4.0,4.0,4.0,4,1.0,3.0,1.0,4.0,5.0,5,631497.0,5.0,3.0,2.0,2.0,2,2.0,1.0,4.0,2.0,1,3
+6513,5.0,1,12,32,58,2015,2,1961,1.0,1.0,1.0,6.0,0.0,2.0,24.0,153,106,4.0,5.0,5.0,5,3.0,4.0,2.0,1.0,5.0,5,50000.0,2.0,2.0,0.0,2.0,3,3.0,2.0,3.0,3.0,3,1
+6514,4.0,2,2,2,9,2015,1,1955,8.0,1.0,1.0,3.0,13852.0,1.0,400.0,165,120,4.0,4.0,4.0,1,4.0,3.0,2.0,4.0,6.0,3,10000.0,4.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+6515,4.0,1,22,65,103,2015,2,1978,1.0,1.0,1.0,4.0,20000.0,1.0,54.0,154,98,3.0,3.0,3.0,1,3.0,3.0,2.0,1.0,3.0,5,30000.0,3.0,3.0,1.0,2.0,3,3.0,1.0,3.0,3.0,2,3
+6516,4.0,1,26,74,114,2015,1,1973,1.0,1.0,1.0,4.0,30000.0,1.0,150.0,175,120,4.0,4.0,4.0,1,4.0,2.0,2.0,4.0,6.0,1,60000.0,4.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+6517,4.0,1,12,34,63,2015,1,1990,1.0,1.0,1.0,12.0,100000.0,4.0,20.0,170,130,5.0,4.0,4.0,1,3.0,4.0,3.0,1.0,5.0,1,180000.0,2.0,3.0,0.0,2.0,2,2.0,1.0,2.0,3.0,1,5
+6518,4.0,1,27,78,118,2015,1,1949,1.0,1.0,1.0,4.0,30000.0,1.0,60.0,170,170,4.0,4.0,4.0,5,3.0,4.0,2.0,4.0,5.0,5,50000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,4
+6519,4.0,1,24,72,112,2015,2,1967,1.0,1.0,6.0,7.0,30000.0,1.0,100.0,159,108,3.0,5.0,5.0,4,3.0,4.0,1.0,4.0,5.0,1,80000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,4
+6520,1.0,1,29,82,124,2015,1,1989,1.0,1.0,1.0,3.0,20000.0,1.0,200.0,185,132,5.0,5.0,5.0,1,1.0,4.0,1.0,4.0,2.0,1,20000.0,1.0,1.0,0.0,2.0,1,2.0,1.0,1.0,2.0,1,3
+6521,4.0,1,5,8,23,2015,2,1975,1.0,1.0,1.0,9.0,47206.0,4.0,64.0,162,98,4.0,4.0,5.0,2,3.0,2.0,1.0,2.0,5.0,1,83444.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+6522,4.0,1,5,11,27,2015,1,1950,1.0,0.0,1.0,3.0,12000.0,1.0,40.0,170,145,5.0,5.0,3.0,2,1.0,4.0,2.0,4.0,1.0,5,12000.0,1.0,3.0,1.0,2.0,6,2.0,1.0,4.0,2.0,4,3
+6523,4.0,1,10,24,46,2015,1,1990,1.0,1.0,1.0,10.0,20000.0,1.0,200.0,174,180,3.0,5.0,3.0,1,4.0,5.0,2.0,3.0,5.0,1,100000.0,3.0,3.0,2.0,2.0,1,3.0,2.0,4.0,4.0,1,3
+6524,4.0,1,7,18,37,2015,2,1974,1.0,1.0,1.0,6.0,0.0,1.0,75.0,165,160,4.0,4.0,4.0,2,3.0,4.0,2.0,3.0,3.0,6,38400.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,1
+6525,4.0,1,16,46,77,2015,2,1990,1.0,1.0,1.0,4.0,80000.0,1.0,120.0,160,90,4.0,5.0,4.0,5,4.0,4.0,3.0,3.0,5.0,1,130000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,5
+6526,5.0,1,1,1,7,2015,2,1985,1.0,1.0,1.0,10.0,30000.0,1.0,36.0,165,130,5.0,5.0,5.0,2,3.0,4.0,4.0,2.0,6.0,1,30000.0,1.0,2.0,1.0,2.0,1,3.0,3.0,4.0,3.0,1,4
+6527,2.0,2,13,35,65,2015,1,1972,6.0,1.0,1.0,3.0,6000.0,2.0,160.0,150,95,2.0,2.0,4.0,1,3.0,2.0,1.0,2.0,3.0,1,12000.0,5.0,2.0,1.0,2.0,3,3.0,1.0,3.0,3.0,2,2
+6528,4.0,2,28,81,122,2015,2,1961,1.0,1.0,1.0,1.0,8000.0,1.0,280.0,185,160,4.0,5.0,4.0,1,4.0,2.0,2.0,4.0,4.0,3,20000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,2.0,1.0,3,2
+6529,4.0,2,17,50,83,2015,1,1952,1.0,1.0,1.0,3.0,3000.0,1.0,40.0,170,160,2.0,3.0,4.0,1,1.0,1.0,1.0,2.0,5.0,1,3000.0,2.0,2.0,1.0,2.0,4,3.0,2.0,2.0,3.0,3,2
+6530,4.0,2,19,56,90,2015,1,1954,1.0,1.0,1.0,3.0,50000.0,4.0,200.0,172,124,2.0,4.0,5.0,4,4.0,4.0,2.0,2.0,7.0,5,95000.0,2.0,5.0,2.0,2.0,3,1.0,2.0,4.0,2.0,3,5
+6531,5.0,1,1,1,1,2015,1,1937,1.0,1.0,1.0,10.0,72000.0,4.0,80.0,161,100,3.0,5.0,4.0,2,4.0,4.0,3.0,4.0,7.0,5,130000.0,2.0,3.0,1.0,2.0,3,1.0,1.0,4.0,2.0,4,5
+6532,4.0,2,18,54,88,2015,2,1944,1.0,0.0,5.0,1.0,0.0,1.0,100.0,159,80,4.0,4.0,4.0,1,4.0,2.0,2.0,4.0,3.0,5,30000.0,1.0,3.0,4.0,2.0,7,2.0,1.0,3.0,3.0,4,1
+6533,3.0,1,16,46,77,2015,1,1972,1.0,0.0,1.0,4.0,20000.0,1.0,90.0,160,118,4.0,4.0,4.0,1,2.0,3.0,1.0,3.0,4.0,1,50000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,2,3
+6534,4.0,2,29,82,124,2015,1,1968,1.0,1.0,1.0,3.0,10000.0,1.0,200.0,175,150,5.0,4.0,4.0,1,4.0,3.0,1.0,2.0,5.0,4,80000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,3
+6535,4.0,2,15,40,71,2015,2,1934,1.0,1.0,4.0,1.0,15000.0,1.0,87.0,157,105,3.0,4.0,4.0,4,4.0,2.0,2.0,3.0,5.0,4,51000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,4.0,2.0,5,3
+6536,4.0,1,31,87,132,2015,1,1945,1.0,1.0,1.0,3.0,0.0,1.0,50.0,170,130,5.0,5.0,4.0,1,4.0,4.0,1.0,4.0,7.0,4,0.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,1
+6537,5.0,2,19,56,90,2015,1,1948,1.0,1.0,1.0,3.0,25000.0,1.0,100.0,167,106,4.0,5.0,5.0,1,1.0,3.0,2.0,4.0,7.0,3,50000.0,2.0,4.0,1.0,2.0,3,1.0,1.0,2.0,2.0,4,4
+6538,4.0,1,1,1,3,2015,1,1932,1.0,1.0,1.0,4.0,45600.0,4.0,42.5,165,120,3.0,4.0,5.0,2,3.0,2.0,2.0,4.0,5.0,5,45600.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,5,5
+6539,5.0,2,11,30,53,2015,2,1952,1.0,1.0,1.0,3.0,1500.0,1.0,80.0,160,110,4.0,5.0,5.0,1,4.0,3.0,2.0,5.0,3.0,4,3000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+6540,4.0,2,10,28,51,2015,2,1941,1.0,1.0,1.0,3.0,0.0,1.0,20.0,165,150,5.0,4.0,4.0,1,2.0,4.0,1.0,4.0,3.0,3,3000.0,2.0,2.0,2.0,2.0,3,2.0,1.0,5.0,2.0,4,1
+6541,2.0,2,18,52,85,2015,2,1935,1.0,1.0,1.0,1.0,1220.0,1.0,60.0,152,80,1.0,2.0,2.0,1,1.0,1.0,1.0,3.0,3.0,4,1220.0,1.0,1.0,1.0,2.0,7,3.0,1.0,3.0,3.0,4,2
+6542,3.0,1,22,65,103,2015,1,1982,1.0,0.0,4.0,6.0,100000.0,1.0,30.0,163,120,5.0,4.0,3.0,2,3.0,2.0,4.0,4.0,3.0,1,100000.0,1.0,3.0,2.0,1.0,6,2.0,3.0,2.0,2.0,2,5
+6543,4.0,1,12,32,60,2015,2,1982,1.0,1.0,1.0,6.0,30000.0,1.0,50.0,160,110,3.0,4.0,4.0,4,2.0,4.0,1.0,2.0,3.0,1,60000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,4
+6544,4.0,1,1,1,1,2015,2,1949,1.0,1.0,1.0,6.0,48000.0,1.0,44.0,161,134,3.0,4.0,4.0,2,2.0,4.0,2.0,4.0,4.0,5,48000.0,1.0,3.0,1.0,2.0,7,3.0,2.0,4.0,2.0,4,5
+6545,4.0,1,16,46,77,2015,2,1961,1.0,0.0,3.0,1.0,0.0,1.0,300.0,150,100,4.0,4.0,4.0,5,4.0,3.0,3.0,2.0,4.0,4,100000.0,5.0,3.0,1.0,2.0,7,2.0,1.0,3.0,2.0,3,1
+6546,3.0,2,31,87,131,2015,2,1967,1.0,1.0,1.0,3.0,6000.0,1.0,40.0,152,120,1.0,2.0,4.0,1,4.0,3.0,2.0,4.0,3.0,3,12000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,2
+6547,4.0,1,15,40,71,2015,2,1955,1.0,1.0,4.0,4.0,20000.0,1.0,88.0,163,91,3.0,3.0,3.0,2,2.0,4.0,2.0,1.0,2.0,5,20000.0,4.0,2.0,1.0,2.0,7,3.0,2.0,4.0,3.0,3,3
+6548,5.0,1,31,87,131,2015,1,1963,1.0,1.0,1.0,4.0,40000.0,1.0,60.0,175,185,5.0,5.0,5.0,2,3.0,3.0,2.0,3.0,5.0,1,70000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+6549,2.0,2,10,28,51,2015,1,1945,1.0,1.0,1.0,3.0,20000.0,1.0,100.0,166,100,4.0,4.0,3.0,1,1.0,3.0,1.0,2.0,5.0,3,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,3
+6550,4.0,1,26,74,114,2015,1,1979,1.0,1.0,1.0,3.0,40000.0,1.0,100.0,175,120,5.0,4.0,4.0,1,3.0,2.0,2.0,4.0,4.0,1,40000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,2,5
+6551,2.0,1,6,12,28,2015,1,1985,1.0,1.0,1.0,3.0,4300.0,1.0,90.0,170,110,3.0,5.0,3.0,5,4.0,4.0,1.0,2.0,4.0,6,25000.0,2.0,2.0,1.0,2.0,1,3.0,2.0,3.0,2.0,1,2
+6552,4.0,1,4,7,18,2015,2,1959,1.0,1.0,1.0,7.0,20000.0,1.0,63.1,158,120,5.0,5.0,5.0,1,3.0,3.0,3.0,4.0,5.0,1,50000.0,2.0,3.0,1.0,2.0,4,2.0,2.0,5.0,2.0,3,3
+6553,4.0,2,15,40,71,2015,2,1980,1.0,1.0,1.0,4.0,30000.0,2.0,25.0,158,130,5.0,4.0,5.0,1,2.0,2.0,2.0,1.0,1.0,1,100000.0,2.0,3.0,0.0,1.0,3,2.0,1.0,3.0,3.0,2,4
+6554,2.0,2,5,10,26,2015,1,1944,1.0,1.0,1.0,3.0,0.0,1.0,80.0,172,160,1.0,1.0,2.0,1,3.0,4.0,1.0,2.0,4.0,6,0.0,2.0,1.0,1.0,2.0,3,3.0,3.0,2.0,4.0,4,1
+6555,5.0,1,17,50,83,2015,2,1978,1.0,1.0,1.0,4.0,15000.0,1.0,40.0,153,100,4.0,3.0,4.0,1,2.0,4.0,2.0,2.0,5.0,1,50000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+6556,4.0,1,1,1,7,2015,1,1951,1.0,1.0,1.0,4.0,40000.0,1.0,52.0,170,126,4.0,5.0,5.0,2,1.0,5.0,1.0,3.0,7.0,5,70000.0,2.0,4.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,5
+6557,4.0,2,9,21,43,2015,2,1964,1.0,0.0,1.0,3.0,30000.0,1.0,200.0,155,120,3.0,3.0,3.0,1,2.0,3.0,1.0,4.0,5.0,3,30000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+6558,3.0,1,21,64,101,2015,1,1962,1.0,1.0,1.0,6.0,0.0,1.0,300.0,170,150,5.0,4.0,3.0,1,2.0,5.0,4.0,2.0,5.0,5,8000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,4.0,3.0,3,1
+6559,2.0,2,23,69,109,2015,2,1967,1.0,1.0,1.0,1.0,0.0,1.0,100.0,162,76,1.0,1.0,1.0,1,2.0,2.0,1.0,3.0,1.0,4,10000.0,4.0,1.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,1
+6560,4.0,1,21,63,99,2015,2,1933,1.0,1.0,1.0,1.0,18000.0,1.0,35.0,155,96,4.0,3.0,3.0,2,3.0,3.0,1.0,4.0,3.0,5,18000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,2.0,5,3
+6561,5.0,1,4,7,14,2015,1,1952,1.0,1.0,1.0,4.0,58800.0,4.0,49.0,166,145,4.0,5.0,5.0,5,3.0,5.0,4.0,4.0,3.0,5,96000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+6562,1.0,2,23,69,109,2015,1,1949,1.0,1.0,1.0,3.0,26000.0,4.0,23.0,165,120,1.0,3.0,4.0,1,1.0,4.0,4.0,5.0,8.0,1,26000.0,6.0,3.0,2.0,2.0,3,2.0,1.0,4.0,1.0,4,4
+6563,4.0,1,6,16,32,2015,2,1964,1.0,1.0,1.0,4.0,4000.0,1.0,60.0,150,130,5.0,4.0,4.0,2,3.0,2.0,1.0,3.0,3.0,5,4000.0,1.0,2.0,1.0,2.0,6,2.0,2.0,4.0,2.0,3,2
+6564,4.0,2,10,24,46,2015,2,1966,4.0,0.0,9.0,3.0,3000.0,1.0,180.0,165,150,2.0,3.0,5.0,1,3.0,3.0,1.0,4.0,5.0,3,40000.0,3.0,2.0,1.0,2.0,3,2.0,3.0,4.0,2.0,3,2
+6565,4.0,1,26,76,116,2015,1,1930,1.0,1.0,1.0,3.0,20000.0,1.0,90.0,168,100,3.0,4.0,3.0,2,2.0,2.0,2.0,4.0,6.0,5,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,5,3
+6566,4.0,2,16,44,75,2015,2,1993,1.0,1.0,1.0,4.0,20000.0,1.0,500.0,155,100,4.0,5.0,5.0,1,2.0,4.0,2.0,2.0,4.0,1,40000.0,3.0,2.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,3
+6567,4.0,1,1,1,3,2015,1,1981,1.0,1.0,1.0,10.0,60000.0,1.0,38.0,176,172,4.0,5.0,3.0,2,4.0,4.0,4.0,2.0,5.0,1,100000.0,2.0,3.0,1.0,2.0,1,2.0,2.0,4.0,3.0,2,5
+6568,3.0,2,16,46,78,2015,1,1949,1.0,1.0,1.0,3.0,8000.0,4.0,140.0,162,160,3.0,3.0,3.0,4,1.0,4.0,2.0,3.0,3.0,2,40000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,4,2
+6569,2.0,2,21,61,97,2015,2,1960,1.0,1.0,1.0,1.0,7000.0,1.0,120.0,168,140,2.0,2.0,4.0,1,4.0,4.0,1.0,3.0,5.0,3,37000.0,5.0,1.0,1.0,2.0,3,3.0,3.0,3.0,2.0,3,2
+6570,4.0,1,8,19,41,2015,2,1992,4.0,0.0,3.0,12.0,0.0,4.0,110.0,163,92,4.0,5.0,3.0,5,2.0,4.0,3.0,4.0,5.0,6,80000.0,4.0,3.0,1.0,2.0,1,3.0,1.0,4.0,2.0,1,1
+6571,5.0,1,10,25,47,2015,2,1925,1.0,1.0,1.0,2.0,700.0,1.0,30.0,156,120,5.0,2.0,4.0,1,4.0,4.0,2.0,4.0,5.0,4,700.0,1.0,3.0,2.0,2.0,7,2.0,3.0,4.0,1.0,5,1
+6572,3.0,2,16,45,76,2015,1,1957,1.0,1.0,1.0,4.0,10000.0,1.0,120.0,168,130,5.0,3.0,2.0,1,4.0,2.0,1.0,4.0,8.0,3,30000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+6573,3.0,2,21,64,100,2015,1,1967,1.0,1.0,1.0,4.0,20000.0,1.0,170.0,175,145,4.0,4.0,4.0,1,3.0,2.0,1.0,2.0,4.0,3,30000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+6574,3.0,2,9,22,44,2015,2,1969,1.0,1.0,1.0,4.0,10000.0,1.0,80.0,167,128,5.0,5.0,3.0,1,3.0,2.0,1.0,3.0,6.0,1,30000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,3
+6575,4.0,2,21,64,100,2015,1,1974,1.0,1.0,2.0,4.0,80000.0,1.0,110.0,168,122,5.0,5.0,3.0,1,4.0,3.0,3.0,4.0,3.0,1,150000.0,6.0,3.0,3.0,1.0,4,2.0,2.0,3.0,2.0,2,5
+6576,5.0,2,24,71,111,2015,1,1990,1.0,0.0,4.0,4.0,80000.0,1.0,120.0,175,150,5.0,5.0,4.0,1,4.0,4.0,2.0,2.0,5.0,1,250000.0,5.0,4.0,2.0,2.0,3,1.0,1.0,4.0,2.0,1,5
+6577,4.0,1,19,57,92,2015,2,1965,1.0,1.0,1.0,4.0,0.0,1.0,90.0,155,108,4.0,4.0,4.0,1,3.0,2.0,1.0,3.0,5.0,5,59608.0,2.0,3.0,0.0,2.0,3,2.0,2.0,2.0,2.0,3,1
+6578,3.0,1,12,32,60,2015,1,1960,1.0,1.0,1.0,6.0,60000.0,1.0,40.0,166,130,4.0,5.0,3.0,1,2.0,3.0,3.0,4.0,5.0,1,60000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,3,5
+6579,4.0,1,5,8,24,2015,2,1992,4.0,1.0,1.0,12.0,0.0,1.0,50.0,162,100,4.0,4.0,5.0,1,3.0,3.0,4.0,4.0,6.0,6,30000.0,2.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,1
+6580,4.0,1,13,37,68,2015,2,1952,1.0,1.0,1.0,4.0,6069.0,1.0,100.0,155,90,5.0,5.0,5.0,1,2.0,4.0,1.0,2.0,3.0,5,38249.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,2
+6581,4.0,1,16,44,75,2015,2,1966,1.0,1.0,1.0,3.0,0.0,1.0,98.0,160,120,3.0,5.0,5.0,1,2.0,3.0,1.0,3.0,5.0,4,50000.0,5.0,2.0,2.0,2.0,3,3.0,2.0,2.0,2.0,3,1
+6582,5.0,1,19,59,95,2015,2,1956,1.0,1.0,1.0,6.0,30000.0,4.0,108.0,160,118,5.0,5.0,5.0,5,4.0,4.0,2.0,2.0,5.0,5,100000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,3,4
+6583,4.0,1,4,7,19,2015,2,1990,1.0,1.0,1.0,12.0,82085.0,4.0,90.0,167,120,5.0,5.0,4.0,1,3.0,4.0,3.0,4.0,4.0,1,300000.0,8.0,4.0,3.0,1.0,1,2.0,1.0,4.0,2.0,1,5
+6584,4.0,2,22,66,106,2015,1,1949,1.0,1.0,1.0,3.0,5000.0,1.0,130.0,168,106,2.0,3.0,4.0,1,3.0,2.0,1.0,4.0,4.0,3,50000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,3.0,2.0,4,2
+6585,4.0,1,12,32,56,2015,2,1940,1.0,1.0,1.0,6.0,90000.0,1.0,76.0,155,110,4.0,2.0,3.0,5,4.0,4.0,2.0,2.0,5.0,5,120000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,5
+6586,4.0,1,15,41,72,2015,2,1935,1.0,0.0,8.0,1.0,12000.0,1.0,100.0,155,100,2.0,2.0,3.0,2,4.0,3.0,1.0,4.0,4.0,5,24000.0,2.0,2.0,1.0,2.0,7,3.0,1.0,3.0,2.0,4,3
+6587,4.0,2,18,55,89,2015,2,1953,1.0,1.0,1.0,1.0,1720.0,1.0,180.0,160,110,4.0,4.0,5.0,1,4.0,3.0,1.0,4.0,5.0,3,50000.0,1.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,2
+6588,4.0,2,5,10,26,2015,2,1952,1.0,1.0,1.0,4.0,3000.0,1.0,100.0,161,110,3.0,5.0,5.0,1,4.0,4.0,2.0,4.0,5.0,4,10000.0,5.0,2.0,1.0,2.0,3,2.0,2.0,5.0,2.0,3,2
+6589,4.0,1,24,70,110,2015,1,1967,1.0,1.0,1.0,4.0,12000.0,4.0,79.0,169,146,2.0,3.0,3.0,5,4.0,3.0,2.0,4.0,6.0,1,36000.0,3.0,3.0,2.0,2.0,3,2.0,2.0,3.0,4.0,2,3
+6590,4.0,1,31,87,130,2015,2,1953,1.0,1.0,1.0,6.0,19200.0,1.0,130.0,153,120,3.0,3.0,5.0,2,4.0,4.0,1.0,4.0,1.0,1,52800.0,2.0,2.0,2.0,2.0,3,3.0,1.0,3.0,2.0,3,3
+6591,2.0,2,22,66,106,2015,2,1955,1.0,1.0,1.0,1.0,5000.0,1.0,400.0,140,70,3.0,3.0,4.0,1,3.0,3.0,1.0,2.0,3.0,3,60000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,2
+6592,5.0,1,17,49,82,2015,1,1963,1.0,0.0,1.0,10.0,100000.0,1.0,130.0,169,150,4.0,4.0,4.0,2,2.0,3.0,3.0,4.0,6.0,1,150000.0,2.0,3.0,2.0,1.0,3,2.0,1.0,4.0,2.0,3,5
+6593,4.0,2,29,84,127,2015,1,1970,1.0,1.0,1.0,6.0,100000.0,4.0,1050.0,170,142,5.0,4.0,5.0,5,2.0,4.0,2.0,4.0,6.0,1,140000.0,2.0,4.0,2.0,1.0,3,1.0,1.0,4.0,3.0,2,5
+6594,4.0,1,13,37,68,2015,1,1943,1.0,1.0,1.0,4.0,900.0,1.0,10.0,172,125,3.0,5.0,5.0,2,4.0,5.0,1.0,4.0,3.0,5,59162.0,1.0,2.0,2.0,2.0,3,3.0,2.0,4.0,3.0,4,1
+6595,4.0,2,6,12,28,2015,2,1945,1.0,0.0,4.0,3.0,17000.0,1.0,200.0,115,130,3.0,4.0,4.0,4,4.0,4.0,2.0,4.0,7.0,4,35000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,2.0,2.0,4,3
+6596,5.0,1,31,88,133,2015,1,1993,1.0,1.0,1.0,10.0,0.0,2.0,64.0,185,180,4.0,5.0,5.0,2,1.0,1.0,3.0,4.0,1.0,1,110000.0,3.0,3.0,5.0,1.0,1,2.0,1.0,4.0,2.0,1,1
+6597,4.0,1,8,19,41,2015,1,1975,4.0,0.0,6.0,9.0,24000.0,1.0,60.0,163,125,5.0,4.0,4.0,1,3.0,4.0,2.0,2.0,1.0,1,30000.0,6.0,1.0,1.0,2.0,3,3.0,2.0,4.0,4.0,2,4
+6598,4.0,2,18,55,89,2015,1,1948,1.0,1.0,1.0,6.0,10000.0,1.0,90.0,167,140,5.0,4.0,4.0,1,4.0,2.0,2.0,4.0,4.0,3,20000.0,2.0,4.0,1.0,2.0,3,1.0,1.0,3.0,2.0,4,3
+6599,4.0,1,27,80,120,2015,1,1953,1.0,1.0,1.0,4.0,32160.0,4.0,55.0,173,166,3.0,4.0,3.0,2,1.0,5.0,2.0,4.0,4.0,5,76560.0,2.0,3.0,2.0,1.0,3,2.0,1.0,4.0,2.0,3,4
+6600,4.0,1,16,47,79,2015,1,1973,1.0,1.0,1.0,4.0,100000.0,1.0,130.0,170,140,5.0,5.0,5.0,1,3.0,3.0,2.0,2.0,4.0,1,100000.0,4.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+6601,5.0,1,23,69,109,2015,1,1970,1.0,1.0,1.0,4.0,10000.0,1.0,40.0,170,145,4.0,3.0,3.0,2,1.0,3.0,1.0,1.0,3.0,2,20000.0,4.0,3.0,1.0,1.0,3,2.0,3.0,4.0,3.0,2,3
+6602,3.0,2,21,64,101,2015,2,1962,1.0,1.0,1.0,3.0,20000.0,1.0,100.0,156,132,2.0,3.0,3.0,1,4.0,4.0,2.0,3.0,3.0,2,20000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,3
+6603,3.0,2,5,8,23,2015,2,1970,1.0,0.0,2.0,3.0,10000.0,1.0,60.0,165,140,4.0,4.0,3.0,4,1.0,5.0,1.0,4.0,2.0,1,20000.0,3.0,2.0,1.0,2.0,4,3.0,2.0,5.0,2.0,2,3
+6604,4.0,1,19,59,95,2015,2,1966,1.0,1.0,1.0,4.0,0.0,1.0,90.0,156,103,5.0,5.0,5.0,1,1.0,3.0,1.0,3.0,5.0,5,0.0,2.0,3.0,1.0,1.0,4,2.0,2.0,4.0,2.0,3,1
+6605,5.0,1,7,18,40,2015,2,1955,1.0,1.0,3.0,10.0,25000.0,1.0,65.0,165,90,5.0,4.0,3.0,5,4.0,4.0,3.0,2.0,5.0,5,50000.0,2.0,3.0,1.0,1.0,3,2.0,3.0,4.0,2.0,3,4
+6606,3.0,1,19,59,95,2015,2,1935,1.0,1.0,1.0,3.0,5000.0,1.0,70.0,162,200,3.0,5.0,5.0,1,4.0,4.0,1.0,2.0,2.0,5,40000.0,3.0,1.0,1.0,2.0,7,3.0,2.0,3.0,2.0,4,2
+6607,4.0,2,29,83,126,2015,2,1955,1.0,1.0,1.0,1.0,0.0,1.0,240.0,156,110,4.0,4.0,4.0,1,3.0,3.0,1.0,2.0,5.0,3,100000.0,7.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,1
+6608,1.0,2,31,86,129,2015,2,1964,3.0,0.0,5.0,3.0,0.0,1.0,60.0,160,140,1.0,2.0,3.0,1,2.0,5.0,2.0,5.0,5.0,3,20000.0,5.0,3.0,1.0,2.0,3,2.0,3.0,3.0,4.0,3,1
+6609,4.0,1,24,70,110,2015,2,1984,1.0,0.0,1.0,5.0,0.0,2.0,75.0,150,83,3.0,3.0,3.0,1,3.0,3.0,2.0,2.0,3.0,5,40000.0,7.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,1
+6610,1.0,1,30,85,128,2015,1,1971,1.0,1.0,1.0,3.0,5800.0,1.0,53.9,159,92,3.0,5.0,2.0,2,2.0,4.0,1.0,1.0,1.0,5,36000.0,1.0,1.0,1.0,2.0,1,3.0,2.0,1.0,4.0,2,2
+6611,4.0,2,2,2,9,2015,2,1950,8.0,0.0,4.0,3.0,14988.0,1.0,200.0,155,96,2.0,3.0,4.0,1,4.0,4.0,1.0,4.0,5.0,4,34796.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,3
+6612,4.0,1,13,37,68,2015,2,1996,1.0,1.0,1.0,4.0,30000.0,1.0,70.0,160,100,4.0,5.0,5.0,1,2.0,4.0,2.0,3.0,5.0,1,30000.0,1.0,4.0,0.0,2.0,1,2.0,1.0,3.0,3.0,1,4
+6613,4.0,2,21,62,98,2015,1,1974,1.0,1.0,1.0,4.0,20000.0,1.0,100.0,165,130,3.0,3.0,5.0,1,3.0,3.0,2.0,4.0,2.0,1,25000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,3
+6614,5.0,2,5,10,26,2015,2,1949,1.0,1.0,1.0,4.0,5000.0,1.0,40.0,156,98,5.0,4.0,5.0,1,4.0,3.0,2.0,4.0,5.0,3,6000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,2
+6615,4.0,2,15,43,74,2015,1,1961,1.0,1.0,1.0,4.0,30000.0,1.0,200.0,162,115,5.0,4.0,4.0,1,4.0,4.0,1.0,4.0,5.0,1,70000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+6616,4.0,2,2,5,12,2015,1,1969,8.0,1.0,1.0,3.0,8000.0,1.0,200.0,160,110,4.0,5.0,5.0,1,4.0,3.0,2.0,4.0,6.0,3,30000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,2
+6617,4.0,2,15,41,72,2015,2,1962,1.0,0.0,3.0,3.0,3000.0,1.0,90.0,152,90,4.0,4.0,3.0,1,2.0,1.0,1.0,2.0,3.0,3,60000.0,2.0,2.0,2.0,1.0,3,2.0,1.0,3.0,2.0,3,2
+6618,5.0,2,2,3,10,2015,1,1939,4.0,0.0,3.0,3.0,3000.0,4.0,120.0,150,108,5.0,5.0,5.0,1,4.0,4.0,2.0,4.0,7.0,4,50000.0,2.0,2.0,1.0,2.0,7,1.0,1.0,4.0,2.0,4,2
+6619,4.0,1,18,51,84,2015,1,1947,1.0,1.0,2.0,6.0,24000.0,4.0,120.0,170,130,3.0,5.0,5.0,2,2.0,4.0,4.0,4.0,6.0,5,100000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+6620,4.0,2,21,64,101,2015,1,1968,1.0,1.0,1.0,4.0,40000.0,1.0,100.0,170,140,5.0,4.0,4.0,1,4.0,4.0,1.0,2.0,3.0,4,60000.0,4.0,2.0,2.0,2.0,3,2.0,3.0,4.0,2.0,2,5
+6621,5.0,1,15,42,73,2015,2,1956,1.0,1.0,1.0,3.0,20000.0,1.0,220.0,160,143,5.0,4.0,3.0,2,4.0,4.0,1.0,2.0,5.0,4,65000.0,2.0,3.0,1.0,1.0,3,2.0,3.0,3.0,3.0,3,3
+6622,5.0,1,21,63,99,2015,2,1938,1.0,1.0,1.0,1.0,3000.0,1.0,89.0,155,140,4.0,5.0,5.0,1,4.0,4.0,1.0,5.0,3.0,4,35000.0,2.0,3.0,0.0,2.0,7,3.0,1.0,3.0,2.0,4,2
+6623,4.0,2,28,81,122,2015,2,1950,1.0,1.0,1.0,1.0,10000.0,1.0,198.0,167,60,5.0,2.0,4.0,1,2.0,3.0,2.0,2.0,6.0,3,10000.0,3.0,3.0,1.0,2.0,3,1.0,1.0,2.0,2.0,4,3
+6624,5.0,1,15,39,70,2015,2,1969,1.0,1.0,1.0,1.0,3000.0,1.0,130.0,156,130,4.0,3.0,4.0,1,3.0,4.0,1.0,2.0,4.0,3,18000.0,1.0,3.0,1.0,2.0,3,3.0,1.0,4.0,3.0,2,2
+6625,4.0,1,12,32,56,2015,2,1990,1.0,1.0,1.0,6.0,40000.0,1.0,23.0,165,110,4.0,4.0,4.0,1,3.0,3.0,2.0,4.0,1.0,1,91380.0,3.0,1.0,1.0,2.0,1,3.0,2.0,4.0,2.0,1,5
+6626,4.0,1,12,32,57,2015,2,1952,1.0,1.0,1.0,3.0,0.0,1.0,65.0,160,130,3.0,5.0,4.0,1,3.0,4.0,2.0,3.0,5.0,4,200000.0,5.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,3,1
+6627,4.0,2,17,50,83,2015,2,1966,1.0,1.0,1.0,6.0,0.0,1.0,210.0,165,120,4.0,4.0,4.0,2,3.0,3.0,4.0,2.0,5.0,5,70000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,1
+6628,3.0,1,4,7,19,2015,2,1959,1.0,1.0,1.0,4.0,25000.0,1.0,43.0,163,104,3.0,5.0,3.0,4,3.0,4.0,1.0,4.0,4.0,1,25000.0,1.0,2.0,0.0,2.0,7,3.0,1.0,4.0,3.0,3,4
+6629,4.0,1,22,66,105,2015,1,1979,1.0,1.0,1.0,6.0,20000.0,1.0,300.0,168,135,4.0,5.0,4.0,1,3.0,4.0,2.0,3.0,5.0,1,100000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+6630,4.0,1,26,75,115,2015,2,1968,1.0,1.0,3.0,4.0,200000.0,1.0,130.0,153,100,4.0,5.0,4.0,5,2.0,5.0,2.0,3.0,5.0,5,220000.0,4.0,3.0,2.0,2.0,3,2.0,2.0,3.0,3.0,2,5
+6631,4.0,1,19,57,91,2015,2,1954,1.0,1.0,1.0,4.0,36000.0,1.0,50.0,155,98,4.0,4.0,4.0,5,2.0,4.0,4.0,2.0,4.0,5,80000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,3.0,3.0,3,4
+6632,3.0,1,13,36,67,2015,2,1954,1.0,1.0,1.0,4.0,20000.0,1.0,85.0,154,90,3.0,2.0,3.0,4,4.0,4.0,1.0,3.0,6.0,5,50000.0,2.0,2.0,1.0,2.0,7,3.0,2.0,3.0,2.0,3,3
+6633,4.0,1,7,18,39,2015,2,1961,1.0,1.0,1.0,4.0,36000.0,1.0,60.0,152,116,4.0,5.0,5.0,2,3.0,3.0,1.0,4.0,7.0,5,72000.0,2.0,3.0,2.0,1.0,3,2.0,1.0,4.0,2.0,3,4
+6634,4.0,2,18,52,85,2015,1,1957,1.0,1.0,1.0,4.0,20000.0,1.0,150.0,175,136,5.0,4.0,4.0,1,2.0,2.0,1.0,4.0,1.0,1,30000.0,5.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+6635,2.0,2,2,3,10,2015,1,1949,1.0,1.0,1.0,3.0,2000.0,1.0,40.0,163,100,2.0,3.0,3.0,1,4.0,4.0,1.0,4.0,2.0,4,20000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,2
+6636,4.0,1,11,31,54,2015,2,1981,1.0,1.0,4.0,10.0,36000.0,1.0,92.0,168,110,5.0,4.0,4.0,2,3.0,2.0,3.0,2.0,5.0,1,70000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,2,4
+6637,4.0,2,11,30,53,2015,2,1968,1.0,1.0,1.0,4.0,13000.0,1.0,200.0,160,130,4.0,5.0,5.0,1,3.0,3.0,3.0,1.0,5.0,1,100000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,3
+6638,4.0,1,24,72,112,2015,2,1973,1.0,1.0,1.0,10.0,25000.0,1.0,127.0,160,110,5.0,5.0,5.0,5,3.0,3.0,3.0,4.0,2.0,1,100000.0,3.0,2.0,2.0,1.0,3,2.0,1.0,3.0,2.0,2,4
+6639,3.0,1,10,27,50,2015,2,1976,1.0,1.0,1.0,3.0,10000.0,1.0,14.0,155,112,4.0,4.0,3.0,1,3.0,2.0,1.0,1.0,4.0,3,15000.0,4.0,2.0,0.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+6640,4.0,1,13,37,68,2015,2,1958,1.0,0.0,4.0,3.0,400.0,1.0,60.0,160,130,4.0,4.0,3.0,1,4.0,3.0,1.0,4.0,4.0,4,12000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,1
+6641,4.0,2,2,4,11,2015,2,1962,1.0,1.0,1.0,1.0,6241.0,1.0,80.0,156,85,3.0,5.0,5.0,1,4.0,2.0,1.0,2.0,2.0,2,2000.0,4.0,2.0,1.0,2.0,7,3.0,2.0,3.0,2.0,3,2
+6642,4.0,1,16,46,78,2015,2,1953,1.0,1.0,1.0,3.0,0.0,1.0,160.0,154,85,4.0,4.0,4.0,1,4.0,4.0,2.0,4.0,5.0,4,80000.0,4.0,3.0,1.0,1.0,7,2.0,1.0,4.0,2.0,3,1
+6643,4.0,2,2,5,12,2015,1,1962,8.0,1.0,1.0,3.0,20000.0,1.0,85.0,160,80,4.0,4.0,4.0,1,2.0,3.0,2.0,4.0,5.0,3,37000.0,7.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+6644,4.0,1,6,17,33,2015,1,1970,1.0,1.0,1.0,12.0,40000.0,1.0,100.0,165,150,4.0,5.0,5.0,4,2.0,4.0,2.0,4.0,6.0,1,60000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+6645,5.0,1,15,43,74,2015,1,1929,1.0,1.0,1.0,4.0,35000.0,4.0,90.0,168,125,5.0,4.0,4.0,2,2.0,4.0,2.0,4.0,6.0,5,60000.0,2.0,4.0,1.0,2.0,3,2.0,2.0,5.0,2.0,5,4
+6646,4.0,2,29,83,126,2015,1,1950,1.0,1.0,1.0,4.0,0.0,1.0,60.0,170,130,4.0,4.0,5.0,2,1.0,4.0,2.0,4.0,8.0,5,60000.0,2.0,4.0,1.0,1.0,3,1.0,2.0,3.0,2.0,4,1
+6647,4.0,1,18,55,89,2015,1,1968,1.0,1.0,2.0,5.0,45000.0,1.0,120.0,170,140,4.0,4.0,5.0,2,4.0,1.0,1.0,4.0,5.0,1,60000.0,4.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+6648,4.0,1,6,16,32,2015,2,1952,1.0,1.0,1.0,3.0,25000.0,1.0,60.0,158,100,3.0,4.0,4.0,5,4.0,2.0,2.0,4.0,7.0,5,50000.0,3.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,3,4
+6649,3.0,1,12,33,62,2015,2,1984,1.0,0.0,4.0,3.0,19922.0,1.0,108.0,158,115,4.0,3.0,3.0,1,3.0,3.0,1.0,2.0,4.0,1,78118.0,6.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,3
+6650,4.0,2,13,36,66,2015,1,1938,6.0,0.0,4.0,3.0,0.0,4.0,120.0,160,100,1.0,3.0,4.0,1,1.0,1.0,1.0,5.0,1.0,5,50000.0,3.0,1.0,1.0,2.0,3,3.0,3.0,3.0,2.0,4,1
+6651,4.0,1,18,52,85,2015,1,1939,1.0,1.0,1.0,4.0,2000.0,1.0,140.0,170,130,4.0,4.0,4.0,2,4.0,4.0,3.0,4.0,4.0,5,4000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,2
+6652,1.0,2,28,81,121,2015,2,1947,1.0,1.0,1.0,3.0,2000.0,1.0,80.0,150,70,1.0,2.0,3.0,1,2.0,2.0,1.0,2.0,1.0,3,4000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,2
+6653,2.0,1,24,70,110,2015,1,1977,1.0,1.0,3.0,4.0,20000.0,1.0,63.0,165,115,4.0,3.0,3.0,1,3.0,2.0,1.0,2.0,4.0,1,20000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,2,3
+6654,3.0,1,5,8,23,2015,1,1962,1.0,1.0,1.0,6.0,12020.0,1.0,60.0,170,135,4.0,4.0,4.0,2,2.0,3.0,2.0,3.0,3.0,5,35374.0,1.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+6655,2.0,1,6,12,28,2015,1,1969,1.0,1.0,1.0,6.0,20000.0,1.0,90.0,168,130,3.0,4.0,3.0,2,4.0,3.0,3.0,2.0,5.0,1,20000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,3
+6656,4.0,1,6,13,29,2015,1,1935,1.0,1.0,1.0,1.0,13000.0,4.0,90.0,170,130,4.0,4.0,4.0,5,3.0,3.0,1.0,4.0,7.0,5,13000.0,1.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0,4,3
+6657,4.0,2,6,16,32,2015,2,1936,1.0,0.0,4.0,2.0,0.0,1.0,100.0,150,90,2.0,3.0,3.0,1,2.0,3.0,1.0,4.0,5.0,5,400.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,1
+6658,4.0,2,15,40,71,2015,2,1937,1.0,1.0,4.0,1.0,26000.0,1.0,300.0,160,155,2.0,4.0,4.0,4,5.0,3.0,2.0,4.0,2.0,5,80000.0,5.0,2.0,1.0,2.0,7,2.0,1.0,4.0,2.0,4,4
+6659,4.0,1,31,88,133,2015,1,1977,1.0,0.0,1.0,4.0,25000.0,1.0,60.0,174,180,2.0,3.0,3.0,1,3.0,3.0,1.0,3.0,1.0,1,50000.0,2.0,2.0,1.0,2.0,4,3.0,2.0,2.0,2.0,2,4
+6660,4.0,1,27,78,118,2015,1,1948,1.0,1.0,1.0,3.0,840.0,1.0,80.0,170,146,5.0,4.0,4.0,1,4.0,5.0,1.0,4.0,1.0,4,50000.0,4.0,3.0,1.0,2.0,6,3.0,2.0,4.0,3.0,4,1
+6661,1.0,1,1,1,5,2015,2,1945,1.0,1.0,1.0,10.0,80000.0,1.0,25.0,158,105,2.0,4.0,5.0,2,4.0,4.0,4.0,2.0,5.0,5,62224.0,1.0,3.0,1.0,2.0,6,2.0,1.0,3.0,2.0,4,5
+6662,5.0,1,19,59,95,2015,2,1935,1.0,1.0,1.0,4.0,40000.0,4.0,98.0,156,116,4.0,5.0,5.0,4,1.0,4.0,5.0,4.0,5.0,5,50000.0,1.0,4.0,1.0,2.0,7,1.0,1.0,4.0,2.0,4,5
+6663,4.0,1,15,42,73,2015,2,1957,1.0,1.0,1.0,8.0,0.0,1.0,120.0,157,113,5.0,5.0,5.0,1,3.0,3.0,2.0,3.0,5.0,3,0.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,1
+6664,3.0,2,13,36,66,2015,1,1985,8.0,1.0,1.0,4.0,5000.0,1.0,220.0,163,120,4.0,5.0,4.0,1,3.0,3.0,2.0,4.0,5.0,2,50000.0,4.0,3.0,1.0,2.0,1,2.0,2.0,4.0,3.0,1,2
+6665,3.0,2,16,47,79,2015,2,1940,1.0,0.0,2.0,1.0,0.0,1.0,100.0,150,90,2.0,2.0,3.0,1,2.0,4.0,2.0,4.0,5.0,4,30000.0,3.0,3.0,0.0,2.0,3,2.0,1.0,4.0,2.0,4,1
+6666,3.0,2,26,74,114,2015,2,1937,1.0,1.0,1.0,1.0,0.0,1.0,150.0,150,90,2.0,1.0,3.0,1,1.0,1.0,1.0,2.0,3.0,5,36000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,2.0,4,1
+6667,4.0,1,31,88,133,2015,2,1971,1.0,1.0,1.0,4.0,10000.0,1.0,50.0,154,112,3.0,4.0,2.0,1,4.0,4.0,2.0,4.0,5.0,3,50000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+6668,5.0,2,18,52,85,2015,1,1961,1.0,1.0,1.0,6.0,40000.0,1.0,120.0,168,140,4.0,5.0,5.0,1,3.0,3.0,4.0,4.0,5.0,2,80000.0,2.0,3.0,1.0,2.0,3,1.0,1.0,4.0,2.0,3,5
+6669,4.0,2,5,9,25,2015,2,1974,1.0,0.0,1.0,3.0,0.0,1.0,100.0,164,120,4.0,4.0,4.0,1,4.0,4.0,1.0,4.0,5.0,4,50000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,1
+6670,4.0,1,24,70,110,2015,2,1978,1.0,1.0,3.0,6.0,0.0,1.0,90.0,160,120,4.0,4.0,3.0,1,4.0,4.0,3.0,2.0,5.0,5,500000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,5.0,2.0,2,1
+6671,3.0,1,1,1,8,2015,1,1970,1.0,1.0,2.0,12.0,100000.0,2.0,120.0,180,150,4.0,5.0,5.0,2,3.0,3.0,3.0,3.0,7.0,1,200000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+6672,1.0,1,10,27,50,2015,2,1963,1.0,1.0,1.0,4.0,0.0,1.0,300.0,167,136,3.0,2.0,2.0,1,1.0,4.0,1.0,1.0,1.0,5,15000.0,4.0,1.0,1.0,2.0,4,3.0,3.0,4.0,3.0,3,1
+6673,4.0,1,1,1,3,2015,2,1934,1.0,1.0,1.0,2.0,36000.0,1.0,40.0,158,135,3.0,4.0,4.0,2,2.0,5.0,1.0,4.0,2.0,5,36000.0,1.0,4.0,1.0,2.0,7,2.0,2.0,3.0,3.0,5,4
+6674,4.0,2,22,65,104,2015,1,1965,1.0,1.0,1.0,4.0,6000.0,1.0,150.0,170,140,3.0,3.0,2.0,1,3.0,2.0,3.0,3.0,2.0,2,6000.0,1.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+6675,4.0,1,21,64,100,2015,2,1969,1.0,1.0,1.0,6.0,18000.0,1.0,90.0,163,110,4.0,4.0,4.0,5,4.0,4.0,2.0,4.0,5.0,1,60000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,3.0,2,3
+6676,3.0,1,1,1,4,2015,2,1958,1.0,1.0,1.0,9.0,36000.0,1.0,58.0,161,118,3.0,4.0,3.0,2,3.0,2.0,3.0,2.0,4.0,5,84000.0,2.0,3.0,1.0,2.0,3,3.0,3.0,3.0,3.0,3,4
+6677,4.0,2,22,67,107,2015,2,1944,8.0,1.0,1.0,1.0,0.0,1.0,80.0,150,68,2.0,3.0,2.0,1,3.0,3.0,1.0,5.0,3.0,4,2000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,1
+6678,4.0,1,17,50,83,2015,1,1946,1.0,1.0,1.0,4.0,24000.0,4.0,90.0,172,140,3.0,3.0,3.0,2,1.0,3.0,3.0,4.0,5.0,5,48000.0,2.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+6679,4.0,1,26,76,116,2015,2,1969,1.0,0.0,3.0,4.0,9600.0,1.0,80.0,163,120,4.0,4.0,4.0,1,2.0,2.0,1.0,3.0,5.0,1,69482.0,2.0,3.0,1.0,2.0,3,2.0,3.0,4.0,2.0,2,2
+6680,4.0,1,1,1,6,2015,1,1954,1.0,1.0,1.0,6.0,60000.0,1.0,60.0,170,150,4.0,4.0,4.0,5,2.0,2.0,2.0,4.0,5.0,5,92400.0,1.0,3.0,1.0,2.0,3,2.0,3.0,4.0,2.0,3,5
+6681,3.0,1,21,64,102,2015,1,1984,1.0,1.0,1.0,4.0,31000.0,1.0,300.0,175,130,4.0,5.0,4.0,5,2.0,2.0,3.0,4.0,5.0,1,50000.0,7.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,1,4
+6682,4.0,1,18,52,86,2015,2,1961,1.0,1.0,1.0,6.0,20000.0,1.0,220.0,168,130,5.0,4.0,4.0,2,1.0,3.0,2.0,2.0,8.0,5,40000.0,5.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,3
+6683,4.0,1,9,21,43,2015,1,1969,1.0,1.0,1.0,3.0,20000.0,1.0,120.0,175,160,4.0,3.0,4.0,1,4.0,3.0,1.0,2.0,5.0,4,40000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+6684,3.0,1,15,41,72,2015,2,1985,1.0,1.0,1.0,12.0,40000.0,1.0,35.0,160,110,4.0,5.0,4.0,4,2.0,4.0,4.0,2.0,6.0,1,100000.0,2.0,3.0,0.0,2.0,3,3.0,2.0,3.0,3.0,1,5
+6685,4.0,1,6,15,31,2015,1,1950,1.0,1.0,2.0,1.0,5000.0,1.0,100.0,165,120,4.0,3.0,3.0,1,2.0,2.0,1.0,3.0,8.0,1,20000.0,4.0,3.0,1.0,1.0,3,1.0,1.0,3.0,2.0,4,2
+6686,3.0,1,15,41,72,2015,2,1962,1.0,1.0,1.0,1.0,20000.0,1.0,110.0,160,120,2.0,3.0,3.0,2,4.0,3.0,2.0,2.0,5.0,5,30000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+6687,4.0,2,3,6,13,2015,1,1964,1.0,1.0,1.0,6.0,15000.0,1.0,20.0,169,96,3.0,1.0,1.0,1,2.0,3.0,4.0,4.0,2.0,2,15000.0,1.0,2.0,1.0,2.0,1,3.0,1.0,4.0,3.0,3,3
+6688,3.0,1,19,59,95,2015,2,1987,1.0,0.0,2.0,4.0,30000.0,1.0,60.0,158,95,5.0,5.0,4.0,1,3.0,4.0,3.0,3.0,5.0,1,30000.0,1.0,3.0,0.0,2.0,1,2.0,2.0,3.0,2.0,1,4
+6689,4.0,1,4,7,14,2015,2,1975,1.0,1.0,1.0,5.0,48000.0,1.0,37.0,160,110,5.0,5.0,5.0,5,4.0,4.0,3.0,4.0,5.0,5,80002.0,3.0,3.0,0.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+6690,5.0,1,15,42,73,2015,2,1973,1.0,1.0,1.0,4.0,30000.0,1.0,130.0,163,120,5.0,4.0,4.0,1,4.0,3.0,3.0,2.0,6.0,1,100000.0,3.0,4.0,1.0,1.0,3,1.0,2.0,4.0,2.0,2,4
+6691,4.0,2,17,48,80,2015,1,1957,1.0,1.0,1.0,3.0,4000.0,1.0,17.0,165,150,3.0,3.0,2.0,1,3.0,2.0,1.0,4.0,1.0,3,5000.0,3.0,2.0,1.0,2.0,3,2.0,3.0,4.0,2.0,3,2
+6692,4.0,1,13,36,67,2015,2,1965,1.0,1.0,1.0,4.0,10000.0,1.0,100.0,165,130,4.0,5.0,5.0,2,3.0,3.0,3.0,4.0,5.0,5,50000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,3
+6693,4.0,1,7,18,34,2015,1,1983,1.0,1.0,1.0,10.0,50000.0,1.0,50.0,178,125,4.0,5.0,4.0,2,2.0,3.0,1.0,4.0,5.0,1,74000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,5
+6694,4.0,1,31,89,134,2015,2,1942,1.0,0.0,8.0,2.0,0.0,1.0,110.0,160,123,4.0,4.0,4.0,2,1.0,4.0,1.0,4.0,6.0,5,40000.0,5.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,1
+6695,5.0,1,1,1,8,2015,2,1934,1.0,1.0,1.0,2.0,36000.0,4.0,16.0,154,120,5.0,5.0,5.0,2,1.0,2.0,1.0,3.0,5.0,5,36000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,3.0,5,4
+6696,3.0,2,6,16,32,2015,1,1975,1.0,1.0,2.0,4.0,20000.0,1.0,500.0,165,130,2.0,3.0,3.0,2,4.0,4.0,2.0,3.0,5.0,1,30000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,3
+6697,3.0,1,30,85,128,2015,1,1972,1.0,1.0,1.0,4.0,40000.0,1.0,61.4,158,110,3.0,4.0,4.0,2,2.0,3.0,2.0,1.0,5.0,1,65000.0,3.0,3.0,1.0,2.0,3,3.0,1.0,4.0,4.0,2,5
+6698,5.0,1,10,24,46,2015,1,1950,1.0,1.0,1.0,3.0,6000.0,1.0,134.0,173,110,3.0,4.0,5.0,1,3.0,4.0,1.0,4.0,1.0,5,70000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,4,2
+6699,4.0,1,10,24,46,2015,1,1978,1.0,1.0,1.0,4.0,20000.0,1.0,80.0,170,50,4.0,4.0,4.0,1,4.0,3.0,2.0,3.0,6.0,3,30000.0,2.0,4.0,1.0,2.0,3,1.0,2.0,4.0,2.0,2,3
+6700,2.0,2,15,41,72,2015,2,1939,1.0,0.0,9.0,1.0,3225.0,1.0,200.0,152,110,4.0,4.0,3.0,1,3.0,3.0,2.0,3.0,4.0,3,5000.0,2.0,1.0,1.0,2.0,4,3.0,2.0,4.0,2.0,4,2
+6701,4.0,1,26,76,116,2015,1,1993,1.0,1.0,1.0,11.0,10000.0,2.0,90.0,168,120,5.0,5.0,5.0,2,3.0,3.0,3.0,4.0,3.0,6,10000.0,3.0,3.0,1.0,2.0,1,3.0,2.0,3.0,2.0,1,3
+6702,2.0,2,17,48,81,2015,2,1962,1.0,1.0,1.0,4.0,13000.0,1.0,50.0,150,112,3.0,5.0,5.0,1,4.0,3.0,2.0,2.0,3.0,5,13000.0,1.0,2.0,1.0,2.0,7,3.0,1.0,2.0,3.0,3,3
+6703,1.0,2,31,88,133,2015,2,1955,3.0,1.0,1.0,3.0,3000.0,1.0,58.0,173,130,3.0,2.0,2.0,2,1.0,5.0,1.0,1.0,1.0,4,6000.0,2.0,1.0,1.0,2.0,3,3.0,3.0,5.0,4.0,3,2
+6704,4.0,1,31,88,133,2015,2,1977,1.0,1.0,1.0,7.0,30000.0,1.0,85.0,162,130,5.0,5.0,5.0,1,2.0,4.0,1.0,3.0,6.0,1,70000.0,3.0,3.0,1.0,2.0,3,1.0,1.0,4.0,4.0,2,4
+6705,4.0,1,4,7,14,2015,1,1985,1.0,0.0,2.0,10.0,120000.0,1.0,20.0,183,160,3.0,5.0,3.0,2,4.0,2.0,2.0,4.0,2.0,1,240000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,1,5
+6706,4.0,2,6,16,32,2015,2,1953,1.0,1.0,1.0,3.0,14000.0,1.0,240.0,161,130,4.0,4.0,4.0,4,2.0,2.0,1.0,3.0,6.0,5,23000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,3,3
+6707,4.0,2,5,10,26,2015,2,1986,1.0,1.0,1.0,6.0,10000.0,1.0,50.0,160,150,4.0,4.0,4.0,1,3.0,3.0,1.0,4.0,7.0,3,30000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,5.0,2.0,1,3
+6708,3.0,2,5,8,24,2015,1,1974,1.0,1.0,1.0,4.0,60000.0,1.0,80.0,176,70,4.0,4.0,4.0,1,3.0,3.0,2.0,2.0,2.0,3,80000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,4.0,2,5
+6709,4.0,2,26,76,116,2015,1,1989,1.0,1.0,1.0,8.0,100000.0,1.0,300.0,170,110,5.0,4.0,4.0,1,3.0,3.0,2.0,4.0,5.0,1,150000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,5
+6710,5.0,2,18,54,88,2015,2,1992,1.0,1.0,1.0,3.0,10767.0,1.0,220.0,160,130,5.0,5.0,4.0,1,4.0,4.0,2.0,4.0,5.0,2,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,1,3
+6711,4.0,1,18,55,89,2015,2,1967,1.0,1.0,1.0,6.0,30000.0,1.0,60.0,160,106,4.0,4.0,3.0,1,3.0,4.0,4.0,4.0,5.0,3,50000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,2,4
+6712,4.0,1,18,52,85,2015,2,1950,4.0,0.0,5.0,1.0,0.0,1.0,80.0,160,120,4.0,4.0,4.0,2,4.0,3.0,2.0,4.0,5.0,6,51862.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,1
+6713,2.0,1,1,1,5,2015,1,1956,1.0,1.0,1.0,1.0,39364.0,1.0,20.0,178,145,3.0,4.0,4.0,2,3.0,3.0,3.0,2.0,4.0,5,52478.0,1.0,2.0,1.0,2.0,6,3.0,3.0,3.0,3.0,3,4
+6714,2.0,2,22,66,105,2015,2,1954,1.0,1.0,1.0,1.0,0.0,1.0,400.0,160,90,4.0,2.0,3.0,1,4.0,4.0,1.0,2.0,4.0,4,36000.0,7.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,3,1
+6715,5.0,2,16,46,78,2015,2,1952,1.0,0.0,1.0,3.0,2400.0,1.0,200.0,156,104,4.0,4.0,4.0,1,5.0,5.0,1.0,4.0,4.0,2,2400.0,1.0,2.0,1.0,2.0,7,3.0,2.0,4.0,2.0,3,2
+6716,4.0,2,5,8,24,2015,1,1965,1.0,1.0,1.0,4.0,38185.0,1.0,10.0,160,120,4.0,5.0,5.0,1,4.0,3.0,1.0,4.0,2.0,1,64752.0,3.0,3.0,0.0,2.0,3,3.0,2.0,4.0,3.0,3,4
+6717,5.0,1,19,57,93,2015,2,1921,1.0,1.0,1.0,2.0,30000.0,1.0,60.0,155,98,4.0,3.0,5.0,5,4.0,4.0,1.0,4.0,5.0,5,30000.0,1.0,2.0,1.0,2.0,7,2.0,2.0,4.0,1.0,5,4
+6718,4.0,1,7,18,39,2015,2,1937,1.0,1.0,1.0,3.0,19200.0,1.0,60.0,167,150,4.0,5.0,5.0,4,1.0,3.0,1.0,4.0,5.0,6,19200.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,3.0,4,3
+6719,4.0,1,22,66,105,2015,2,1984,1.0,1.0,3.0,4.0,8000.0,1.0,300.0,160,98,5.0,4.0,3.0,1,4.0,4.0,2.0,3.0,6.0,1,8000.0,4.0,4.0,1.0,2.0,3,1.0,1.0,4.0,2.0,1,2
+6720,3.0,2,2,4,11,2015,2,1954,1.0,1.0,1.0,1.0,5670.0,1.0,90.0,158,108,3.0,3.0,3.0,1,1.0,1.0,1.0,4.0,4.0,4,18767.0,2.0,1.0,1.0,2.0,4,3.0,3.0,4.0,2.0,3,2
+6721,4.0,1,1,1,6,2015,2,1989,1.0,1.0,1.0,6.0,30000.0,2.0,41.0,168,110,5.0,4.0,5.0,2,2.0,3.0,3.0,2.0,5.0,1,90000.0,3.0,2.0,1.0,2.0,1,3.0,1.0,4.0,2.0,1,4
+6722,4.0,1,11,29,52,2015,1,1982,1.0,1.0,1.0,4.0,50000.0,1.0,60.0,175,116,4.0,4.0,4.0,1,1.0,5.0,1.0,2.0,4.0,1,50000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,5
+6723,4.0,2,10,24,46,2015,1,1971,1.0,1.0,1.0,4.0,20000.0,1.0,200.0,180,140,3.0,2.0,3.0,1,3.0,3.0,2.0,4.0,5.0,1,5000.0,4.0,3.0,1.0,1.0,3,2.0,1.0,5.0,2.0,2,3
+6724,4.0,2,2,4,11,2015,2,1946,1.0,1.0,1.0,1.0,5000.0,1.0,60.0,150,90,2.0,2.0,3.0,1,1.0,4.0,1.0,4.0,3.0,4,8000.0,3.0,3.0,1.0,2.0,7,3.0,2.0,4.0,2.0,4,2
+6725,5.0,2,23,69,109,2015,1,1952,1.0,1.0,3.0,1.0,4725.0,1.0,70.0,165,110,2.0,2.0,2.0,1,3.0,4.0,1.0,4.0,4.0,4,12770.0,1.0,1.0,0.0,2.0,1,3.0,2.0,4.0,2.0,3,2
+6726,4.0,2,2,3,10,2015,2,1995,4.0,0.0,3.0,4.0,10000.0,2.0,100.0,163,100,4.0,5.0,5.0,1,3.0,3.0,1.0,3.0,6.0,5,40000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,1,3
+6727,5.0,1,1,1,8,2015,2,1933,1.0,1.0,1.0,6.0,48000.0,1.0,40.0,160,110,3.0,5.0,5.0,2,3.0,3.0,1.0,4.0,5.0,5,132000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,5,5
+6728,4.0,2,23,68,108,2015,1,1950,1.0,1.0,3.0,3.0,2220.0,1.0,55.0,160,90,1.0,2.0,2.0,1,2.0,4.0,1.0,5.0,1.0,5,3720.0,2.0,1.0,1.0,2.0,3,3.0,3.0,1.0,1.0,4,2
+6729,2.0,2,23,69,109,2015,2,1948,1.0,1.0,1.0,1.0,1500.0,1.0,80.0,160,85,2.0,2.0,3.0,1,2.0,1.0,1.0,2.0,3.0,3,12447.0,3.0,1.0,1.0,2.0,7,3.0,3.0,4.0,2.0,4,2
+6730,4.0,2,28,81,123,2015,1,1971,1.0,1.0,1.0,3.0,5000.0,1.0,100.0,150,110,5.0,5.0,3.0,1,2.0,4.0,1.0,4.0,2.0,4,10000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,2.0,3.0,2,2
+6731,5.0,2,9,22,44,2015,2,1972,1.0,1.0,1.0,3.0,0.0,1.0,60.0,163,140,3.0,2.0,3.0,1,4.0,4.0,1.0,1.0,5.0,6,25000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,1
+6732,4.0,1,21,63,99,2015,2,1958,1.0,1.0,1.0,6.0,24000.0,1.0,75.0,155,120,4.0,4.0,5.0,2,2.0,4.0,2.0,2.0,5.0,5,48000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+6733,4.0,2,6,14,30,2015,1,1963,1.0,1.0,1.0,3.0,20000.0,2.0,240.0,156,110,3.0,3.0,3.0,1,3.0,3.0,2.0,3.0,5.0,1,25000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+6734,4.0,2,2,4,11,2015,1,1952,1.0,1.0,2.0,3.0,0.0,1.0,120.0,150,118,4.0,4.0,4.0,1,2.0,1.0,1.0,4.0,1.0,3,0.0,1.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,1
+6735,3.0,2,26,74,114,2015,2,1960,1.0,1.0,1.0,4.0,6000.0,1.0,100.0,150,82,2.0,2.0,2.0,1,2.0,2.0,1.0,2.0,4.0,4,12000.0,3.0,3.0,1.0,2.0,3,3.0,3.0,3.0,3.0,3,2
+6736,5.0,1,21,63,99,2015,1,1950,1.0,0.0,6.0,4.0,20000.0,1.0,65.0,172,120,3.0,1.0,3.0,2,3.0,5.0,4.0,4.0,4.0,5,18000.0,2.0,2.0,1.0,2.0,4,2.0,1.0,4.0,2.0,4,3
+6737,4.0,1,4,7,14,2015,1,1978,1.0,1.0,1.0,12.0,150000.0,1.0,60.0,174,140,4.0,5.0,5.0,5,2.0,4.0,4.0,2.0,5.0,1,150000.0,2.0,3.0,2.0,2.0,2,2.0,2.0,2.0,2.0,2,5
+6738,4.0,2,18,55,89,2015,1,1955,1.0,1.0,1.0,4.0,5000.0,1.0,100.0,175,135,2.0,2.0,3.0,1,4.0,2.0,2.0,4.0,3.0,4,40000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,2
+6739,4.0,1,21,64,101,2015,1,1973,1.0,1.0,1.0,4.0,30000.0,1.0,110.0,170,150,4.0,4.0,4.0,4,2.0,3.0,1.0,2.0,4.0,1,50000.0,3.0,1.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,4
+6740,4.0,2,29,84,127,2015,2,1969,1.0,0.0,2.0,4.0,0.0,1.0,240.0,155,132,1.0,1.0,2.0,1,3.0,3.0,1.0,3.0,3.0,6,20000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,5.0,2.0,2,1
+6741,2.0,2,16,45,76,2015,2,1956,1.0,0.0,6.0,1.0,9000.0,1.0,150.0,150,115,3.0,3.0,4.0,1,5.0,3.0,1.0,4.0,3.0,4,20000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,2.0,2.0,3,2
+6742,4.0,1,15,40,71,2015,2,1923,1.0,0.0,3.0,1.0,35000.0,1.0,126.0,152,100,3.0,4.0,4.0,5,3.0,4.0,1.0,4.0,7.0,5,140000.0,4.0,3.0,2.0,1.0,7,1.0,2.0,2.0,2.0,5,4
+6743,4.0,1,26,76,116,2015,2,1966,1.0,1.0,1.0,10.0,0.0,2.0,110.0,158,100,2.0,2.0,4.0,2,1.0,3.0,3.0,4.0,3.0,5,40000.0,2.0,2.0,1.0,1.0,6,3.0,2.0,3.0,3.0,3,1
+6744,4.0,1,18,51,84,2015,1,1993,1.0,1.0,1.0,12.0,3500.0,2.0,100.0,175,130,5.0,5.0,5.0,2,1.0,4.0,4.0,2.0,5.0,5,66990.0,3.0,2.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,2
+6745,4.0,2,29,82,124,2015,1,1960,1.0,1.0,1.0,4.0,10000.0,1.0,50.0,165,105,2.0,2.0,4.0,1,2.0,3.0,2.0,3.0,5.0,3,20000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,2.0,2.0,3,3
+6746,4.0,2,21,61,97,2015,2,1928,1.0,1.0,1.0,1.0,8400.0,1.0,140.0,150,90,2.0,2.0,4.0,1,4.0,4.0,1.0,5.0,5.0,3,26000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,4.0,1.0,5,2
+6747,4.0,1,12,34,63,2015,2,1977,1.0,1.0,1.0,12.0,100000.0,1.0,80.0,160,98,5.0,5.0,4.0,2,3.0,4.0,4.0,2.0,6.0,1,300000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,2,5
+6748,4.0,1,15,39,70,2015,1,1933,1.0,1.0,1.0,6.0,60000.0,1.0,140.0,173,96,3.0,5.0,4.0,5,5.0,5.0,3.0,3.0,7.0,5,60000.0,1.0,4.0,1.0,2.0,7,1.0,2.0,3.0,2.0,5,5
+6749,4.0,1,10,27,49,2015,1,1949,1.0,1.0,1.0,4.0,36000.0,1.0,70.0,168,134,3.0,3.0,4.0,2,4.0,4.0,1.0,3.0,5.0,5,36000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,4
+6750,5.0,2,9,22,44,2015,2,1995,1.0,1.0,1.0,12.0,2136.0,2.0,200.0,160,100,5.0,5.0,5.0,1,4.0,4.0,3.0,4.0,6.0,6,20000.0,3.0,3.0,2.0,2.0,1,3.0,2.0,4.0,2.0,1,2
+6751,5.0,2,31,87,132,2015,2,1964,1.0,1.0,1.0,3.0,20000.0,1.0,1000.0,160,110,5.0,5.0,5.0,1,1.0,1.0,1.0,4.0,5.0,3,100000.0,2.0,3.0,2.0,2.0,3,2.0,1.0,4.0,1.0,3,3
+6752,4.0,1,5,11,27,2015,1,1964,1.0,1.0,1.0,6.0,10000.0,1.0,49.0,176,130,5.0,4.0,4.0,2,2.0,4.0,1.0,1.0,6.0,1,10000.0,1.0,3.0,1.0,2.0,6,2.0,2.0,2.0,2.0,3,3
+6753,4.0,1,28,81,123,2015,2,1949,1.0,1.0,1.0,3.0,1060.0,1.0,90.0,150,100,4.0,4.0,4.0,4,2.0,4.0,1.0,4.0,5.0,4,446960.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,1
+6754,5.0,1,5,8,24,2015,2,1950,1.0,1.0,1.0,1.0,20000.0,1.0,30.0,162,140,4.0,3.0,2.0,4,1.0,5.0,1.0,2.0,2.0,5,20000.0,3.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,3
+6755,4.0,1,5,11,27,2015,1,1995,1.0,1.0,2.0,12.0,1281.0,2.0,70.0,174,140,4.0,4.0,4.0,2,3.0,3.0,4.0,4.0,4.0,6,30000.0,3.0,2.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,2
+6756,4.0,1,19,57,91,2015,1,1987,1.0,0.0,4.0,12.0,100000.0,1.0,59.0,173,130,4.0,4.0,4.0,5,4.0,4.0,4.0,4.0,6.0,1,200000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,5
+6757,5.0,1,1,1,6,2015,2,1985,1.0,1.0,1.0,10.0,48000.0,1.0,56.7,160,110,4.0,5.0,5.0,5,3.0,3.0,3.0,4.0,5.0,5,100000.0,2.0,4.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,5
+6758,5.0,1,16,46,77,2015,1,1967,1.0,1.0,1.0,12.0,60000.0,1.0,130.0,175,140,4.0,4.0,4.0,2,2.0,3.0,3.0,4.0,6.0,1,110000.0,3.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+6759,4.0,1,23,68,108,2015,1,1974,1.0,1.0,1.0,10.0,30000.0,1.0,100.0,175,136,5.0,5.0,3.0,2,1.0,3.0,3.0,3.0,3.0,1,30000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+6760,4.0,1,4,7,20,2015,2,1988,1.0,1.0,1.0,13.0,120000.0,2.0,50.0,162,90,4.0,4.0,4.0,5,4.0,4.0,3.0,2.0,5.0,1,120000.0,1.0,3.0,0.0,2.0,1,2.0,1.0,3.0,2.0,1,5
+6761,5.0,2,16,45,76,2015,2,1978,1.0,1.0,1.0,3.0,30000.0,1.0,100.0,150,92,3.0,5.0,5.0,1,5.0,4.0,1.0,4.0,6.0,3,40000.0,5.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,4
+6762,3.0,1,6,13,29,2015,1,1972,1.0,1.0,1.0,7.0,20000.0,1.0,50.0,162,130,4.0,3.0,3.0,1,3.0,3.0,3.0,3.0,4.0,1,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+6763,4.0,1,1,1,5,2015,2,1956,1.0,1.0,1.0,6.0,36000.0,4.0,160.0,155,108,3.0,2.0,3.0,2,3.0,4.0,3.0,4.0,6.0,5,150000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,4
+6764,4.0,2,9,20,42,2015,1,1963,1.0,1.0,1.0,4.0,45000.0,1.0,200.0,171,130,4.0,4.0,4.0,1,2.0,3.0,4.0,2.0,4.0,1,90000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+6765,5.0,1,17,49,82,2015,2,1962,1.0,0.0,1.0,6.0,0.0,1.0,120.0,165,140,5.0,5.0,5.0,4,4.0,4.0,4.0,1.0,1.0,5,30000.0,6.0,2.0,1.0,2.0,3,2.0,1.0,2.0,2.0,3,1
+6766,4.0,1,12,32,58,2015,2,1962,1.0,1.0,1.0,6.0,25000.0,1.0,35.0,158,100,4.0,4.0,4.0,5,2.0,3.0,1.0,2.0,3.0,1,80000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,4
+6767,4.0,1,27,77,117,2015,1,1962,1.0,1.0,1.0,9.0,0.0,1.0,110.0,170,130,3.0,4.0,4.0,5,2.0,4.0,2.0,3.0,3.0,5,46000.0,4.0,2.0,0.0,2.0,3,3.0,2.0,4.0,2.0,3,1
+6768,4.0,1,24,72,112,2015,1,1969,1.0,1.0,1.0,6.0,30000.0,1.0,60.0,166,170,3.0,4.0,5.0,5,3.0,4.0,2.0,3.0,2.0,1,133496.0,2.0,2.0,1.0,1.0,3,2.0,2.0,4.0,3.0,2,4
+6769,4.0,1,31,88,133,2015,1,1970,1.0,1.0,1.0,3.0,10000.0,1.0,50.0,168,101,4.0,4.0,4.0,1,2.0,3.0,1.0,4.0,3.0,1,15000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,3
+6770,4.0,1,16,46,78,2015,1,1988,1.0,1.0,1.0,12.0,50000.0,4.0,81.0,170,120,5.0,3.0,3.0,4,3.0,4.0,4.0,3.0,5.0,1,80000.0,2.0,3.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,5
+6771,5.0,1,23,68,108,2015,2,1948,1.0,1.0,1.0,3.0,8400.0,1.0,63.0,150,120,4.0,5.0,5.0,1,3.0,4.0,1.0,4.0,3.0,4,16800.0,3.0,3.0,2.0,1.0,3,1.0,1.0,2.0,2.0,4,2
+6772,3.0,1,27,78,118,2015,1,1987,1.0,1.0,1.0,6.0,50000.0,1.0,75.0,170,120,5.0,4.0,4.0,1,2.0,2.0,2.0,2.0,2.0,1,58314.0,1.0,2.0,1.0,2.0,1,3.0,2.0,3.0,3.0,1,5
+6773,3.0,1,1,1,4,2015,1,1957,1.0,1.0,1.0,6.0,50000.0,1.0,65.0,175,130,4.0,4.0,4.0,2,3.0,3.0,3.0,3.0,5.0,1,70000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,5
+6774,4.0,2,19,57,92,2015,1,1992,1.0,1.0,1.0,12.0,0.0,1.0,200.0,173,140,5.0,5.0,5.0,1,2.0,3.0,3.0,3.0,5.0,1,89057.0,2.0,3.0,1.0,1.0,1,2.0,2.0,4.0,3.0,1,1
+6775,3.0,2,11,31,54,2015,1,1961,1.0,1.0,1.0,4.0,10000.0,1.0,250.0,180,160,4.0,4.0,4.0,1,3.0,2.0,2.0,3.0,5.0,2,10000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,3
+6776,4.0,2,21,62,98,2015,2,1965,8.0,1.0,1.0,3.0,5000.0,1.0,400.0,153,73,2.0,2.0,2.0,1,3.0,4.0,1.0,2.0,6.0,3,5000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,2
+6777,5.0,1,5,11,27,2015,1,1949,1.0,0.0,1.0,8.0,22000.0,1.0,36.0,172,136,3.0,5.0,5.0,2,5.0,5.0,5.0,4.0,7.0,5,40000.0,2.0,3.0,1.0,2.0,3,3.0,1.0,5.0,3.0,4,3
+6778,4.0,2,21,64,101,2015,1,1947,1.0,1.0,1.0,3.0,3000.0,4.0,120.0,168,100,3.0,3.0,4.0,1,2.0,3.0,2.0,4.0,3.0,3,5000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,4,2
+6779,4.0,1,6,16,32,2015,1,1989,1.0,1.0,1.0,10.0,30000.0,2.0,60.0,168,120,5.0,4.0,4.0,5,2.0,3.0,3.0,1.0,4.0,5,50000.0,3.0,3.0,1.0,2.0,1,3.0,2.0,4.0,3.0,1,4
+6780,4.0,1,15,42,73,2015,2,1968,1.0,1.0,1.0,4.0,15000.0,1.0,160.0,154,140,4.0,4.0,4.0,1,4.0,4.0,2.0,4.0,5.0,5,100000.0,1.0,2.0,2.0,2.0,3,2.0,1.0,3.0,3.0,2,3
+6781,5.0,1,16,47,79,2015,1,1984,1.0,1.0,1.0,13.0,40000.0,1.0,60.0,168,140,5.0,5.0,4.0,2,3.0,4.0,3.0,3.0,3.0,1,40000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,3.0,3.0,1,5
+6782,5.0,1,1,1,8,2015,2,1952,1.0,1.0,1.0,4.0,30000.0,1.0,38.0,159,102,5.0,5.0,5.0,2,2.0,1.0,1.0,1.0,4.0,5,60000.0,2.0,2.0,1.0,2.0,7,3.0,3.0,3.0,3.0,3,4
+6783,3.0,2,18,55,89,2015,2,1950,1.0,1.0,1.0,1.0,5000.0,1.0,80.0,155,80,3.0,3.0,3.0,1,3.0,3.0,1.0,3.0,1.0,4,10000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,2
+6784,2.0,2,9,21,43,2015,1,1934,1.0,1.0,1.0,1.0,3000.0,1.0,100.0,170,120,2.0,2.0,3.0,1,2.0,2.0,1.0,3.0,4.0,4,3000.0,2.0,1.0,2.0,2.0,3,3.0,2.0,4.0,2.0,5,2
+6785,3.0,1,10,26,48,2015,2,1955,1.0,0.0,7.0,4.0,40000.0,1.0,100.0,165,118,4.0,4.0,4.0,2,2.0,3.0,3.0,3.0,4.0,5,200000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+6786,5.0,2,5,10,26,2015,2,1967,1.0,1.0,1.0,1.0,0.0,1.0,90.0,155,140,2.0,1.0,4.0,1,4.0,4.0,1.0,4.0,8.0,6,10000.0,6.0,3.0,1.0,2.0,3,2.0,3.0,4.0,2.0,2,1
+6787,4.0,2,16,45,76,2015,2,1948,1.0,1.0,1.0,1.0,2000.0,1.0,100.0,158,100,4.0,4.0,4.0,1,5.0,5.0,1.0,3.0,5.0,4,50000.0,1.0,2.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,2
+6788,4.0,2,22,66,106,2015,2,1988,1.0,1.0,1.0,5.0,50000.0,1.0,350.0,161,98,5.0,5.0,5.0,1,2.0,4.0,2.0,3.0,6.0,5,100000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,1,5
+6789,3.0,1,13,37,68,2015,1,1988,1.0,1.0,6.0,4.0,18000.0,1.0,600.0,170,100,3.0,5.0,5.0,1,5.0,5.0,2.0,1.0,8.0,1,54000.0,6.0,2.0,2.0,2.0,1,2.0,2.0,3.0,3.0,1,3
+6790,4.0,2,10,24,46,2015,1,1930,1.0,1.0,1.0,4.0,0.0,1.0,150.0,170,120,2.0,2.0,2.0,1,1.0,4.0,3.0,4.0,5.0,3,0.0,2.0,1.0,1.0,2.0,3,2.0,1.0,4.0,3.0,5,1
+6791,4.0,1,16,47,79,2015,1,1965,1.0,1.0,1.0,3.0,10000.0,1.0,240.0,170,140,3.0,3.0,4.0,1,4.0,3.0,1.0,3.0,5.0,2,60000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,3
+6792,3.0,2,29,82,124,2015,1,1950,1.0,1.0,1.0,1.0,8000.0,1.0,25.0,170,120,3.0,2.0,3.0,1,3.0,3.0,1.0,2.0,3.0,3,10000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,4,2
+6793,4.0,1,30,85,128,2015,2,1971,1.0,1.0,1.0,10.0,30000.0,1.0,90.0,165,140,2.0,2.0,3.0,2,3.0,3.0,4.0,4.0,4.0,2,71582.0,3.0,3.0,1.0,2.0,3,2.0,3.0,3.0,2.0,2,4
+6794,4.0,2,5,10,26,2015,2,1991,1.0,1.0,1.0,4.0,100000.0,1.0,120.0,160,90,5.0,5.0,5.0,1,2.0,4.0,4.0,2.0,4.0,3,100000.0,5.0,3.0,1.0,1.0,3,2.0,2.0,2.0,2.0,1,5
+6795,4.0,1,16,46,78,2015,2,1980,1.0,1.0,1.0,4.0,50000.0,1.0,500.0,153,100,3.0,3.0,4.0,1,2.0,3.0,2.0,4.0,5.0,1,80000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+6796,4.0,2,18,55,89,2015,1,1947,1.0,1.0,9.0,3.0,960.0,1.0,80.0,175,180,2.0,2.0,4.0,1,4.0,3.0,3.0,4.0,5.0,4,3000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,1
+6797,2.0,1,16,45,76,2015,1,1958,1.0,1.0,1.0,3.0,10000.0,1.0,100.0,173,120,4.0,4.0,4.0,1,2.0,3.0,1.0,2.0,5.0,4,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+6798,5.0,2,15,40,71,2015,1,1968,1.0,1.0,1.0,4.0,30000.0,1.0,40.0,170,140,4.0,4.0,4.0,1,3.0,3.0,1.0,4.0,4.0,1,30000.0,1.0,1.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,4
+6799,4.0,2,18,53,87,2015,1,1985,1.0,1.0,1.0,7.0,30000.0,1.0,130.0,173,120,5.0,5.0,5.0,1,3.0,3.0,1.0,4.0,4.0,2,45000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,1,4
+6800,4.0,2,6,13,29,2015,2,1954,1.0,1.0,1.0,3.0,9657.0,1.0,120.0,160,100,4.0,4.0,3.0,1,3.0,3.0,1.0,3.0,5.0,4,5000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,2.0,2.0,3,2
+6801,4.0,1,12,32,61,2015,2,1987,1.0,1.0,1.0,7.0,0.0,2.0,50.0,154,120,4.0,5.0,3.0,1,3.0,3.0,2.0,2.0,5.0,1,181355.0,1.0,3.0,0.0,2.0,3,2.0,1.0,4.0,3.0,1,1
+6802,4.0,1,10,26,48,2015,1,1958,1.0,1.0,2.0,10.0,30000.0,1.0,90.0,176,160,4.0,4.0,4.0,2,4.0,4.0,3.0,4.0,6.0,1,100000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,3,4
+6803,5.0,1,11,31,54,2015,1,1953,1.0,1.0,1.0,6.0,41653.0,4.0,150.0,180,150,4.0,4.0,4.0,2,4.0,4.0,2.0,4.0,5.0,5,20000.0,5.0,3.0,1.0,1.0,3,2.0,3.0,4.0,2.0,3,5
+6804,4.0,1,30,85,128,2015,1,1987,1.0,1.0,1.0,10.0,40000.0,2.0,110.0,170,160,4.0,5.0,5.0,2,4.0,4.0,3.0,4.0,5.0,1,120000.0,5.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,1,5
+6805,4.0,1,1,1,1,2015,1,1930,1.0,1.0,1.0,9.0,60000.0,4.0,120.0,170,120,1.0,2.0,4.0,5,1.0,2.0,1.0,4.0,5.0,5,120000.0,2.0,4.0,1.0,2.0,3,2.0,2.0,4.0,3.0,5,5
+6806,4.0,2,26,74,114,2015,1,1976,8.0,1.0,1.0,1.0,3000.0,1.0,100.0,170,120,4.0,4.0,4.0,1,4.0,2.0,1.0,3.0,3.0,3,26628.0,8.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,2
+6807,4.0,2,6,14,30,2015,1,1952,1.0,1.0,1.0,3.0,50000.0,1.0,120.0,160,100,2.0,2.0,3.0,1,2.0,2.0,1.0,4.0,3.0,3,50000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,5
+6808,3.0,1,31,87,132,2015,2,1980,1.0,1.0,1.0,4.0,40000.0,1.0,75.0,165,110,3.0,3.0,3.0,2,3.0,3.0,1.0,3.0,5.0,1,120000.0,3.0,3.0,0.0,2.0,3,3.0,2.0,3.0,3.0,2,5
+6809,4.0,1,22,65,104,2015,2,1972,1.0,0.0,1.0,3.0,0.0,1.0,70.0,154,125,4.0,5.0,4.0,1,4.0,4.0,3.0,3.0,5.0,5,20000.0,4.0,3.0,2.0,2.0,3,3.0,3.0,4.0,2.0,2,1
+6810,4.0,1,16,45,76,2015,1,1968,1.0,1.0,1.0,4.0,0.0,1.0,110.0,166,110,2.0,3.0,3.0,1,4.0,3.0,1.0,4.0,5.0,1,20000.0,8.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+6811,5.0,2,5,9,25,2015,1,1996,1.0,1.0,1.0,6.0,0.0,1.0,100.0,175,102,5.0,5.0,5.0,1,4.0,3.0,5.0,3.0,3.0,6,30000.0,4.0,2.0,1.0,1.0,1,2.0,2.0,3.0,2.0,1,1
+6812,2.0,1,13,35,65,2015,1,1954,6.0,0.0,6.0,4.0,1200.0,1.0,260.0,168,91,2.0,1.0,1.0,1,4.0,4.0,1.0,2.0,4.0,4,38023.0,1.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,2
+6813,4.0,2,21,61,97,2015,2,1967,1.0,1.0,1.0,3.0,10000.0,1.0,100.0,163,150,2.0,2.0,4.0,1,4.0,3.0,2.0,3.0,3.0,1,30000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,2,3
+6814,4.0,1,27,78,118,2015,1,1967,1.0,0.0,8.0,6.0,0.0,1.0,30.0,168,132,2.0,1.0,4.0,1,2.0,5.0,2.0,2.0,1.0,5,10000.0,2.0,1.0,0.0,2.0,3,3.0,3.0,4.0,2.0,2,1
+6815,4.0,1,29,82,125,2015,2,1988,1.0,1.0,1.0,12.0,80000.0,4.0,138.0,165,120,5.0,4.0,4.0,2,3.0,2.0,4.0,2.0,5.0,1,200000.0,5.0,2.0,1.0,2.0,3,2.0,3.0,3.0,3.0,1,5
+6816,4.0,1,31,89,134,2015,1,1950,1.0,1.0,1.0,4.0,10000.0,1.0,60.0,165,110,4.0,5.0,4.0,2,2.0,4.0,1.0,3.0,3.0,5,20000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,3
+6817,5.0,1,1,1,2,2015,1,1952,1.0,1.0,1.0,4.0,48000.0,1.0,99.0,180,160,5.0,5.0,5.0,2,2.0,4.0,2.0,2.0,3.0,5,70000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,5
+6818,4.0,1,12,32,57,2015,2,1957,1.0,1.0,1.0,6.0,35000.0,4.0,80.0,156,102,4.0,3.0,4.0,2,4.0,4.0,3.0,4.0,6.0,5,60000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+6819,4.0,2,6,13,29,2015,2,1979,1.0,1.0,1.0,3.0,2000.0,1.0,100.0,156,96,3.0,4.0,4.0,1,3.0,2.0,2.0,3.0,4.0,3,40000.0,4.0,3.0,1.0,2.0,4,2.0,1.0,4.0,3.0,2,2
+6820,4.0,2,18,52,86,2015,2,1965,1.0,1.0,1.0,3.0,12000.0,1.0,160.0,160,124,4.0,4.0,4.0,1,4.0,4.0,1.0,2.0,6.0,3,45000.0,1.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+6821,2.0,1,11,31,54,2015,2,1963,1.0,1.0,1.0,6.0,0.0,1.0,70.0,165,120,3.0,4.0,4.0,1,2.0,4.0,2.0,2.0,2.0,6,50000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,1
+6822,4.0,1,1,1,3,2015,2,1956,1.0,0.0,1.0,1.0,0.0,1.0,46.0,165,156,4.0,4.0,5.0,1,3.0,4.0,1.0,3.0,2.0,4,50000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,3,1
+6823,4.0,1,21,63,99,2015,2,1995,1.0,1.0,1.0,12.0,800.0,2.0,70.0,168,104,5.0,5.0,3.0,1,3.0,4.0,4.0,2.0,4.0,5,81086.0,5.0,3.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,1
+6824,5.0,1,15,39,70,2015,2,1957,1.0,1.0,1.0,1.0,3000.0,1.0,120.0,156,106,4.0,4.0,5.0,1,4.0,1.0,1.0,4.0,5.0,4,60000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+6825,3.0,1,21,64,101,2015,1,1997,1.0,1.0,1.0,6.0,0.0,2.0,50.0,174,112,5.0,4.0,3.0,1,4.0,3.0,2.0,3.0,3.0,5,10000.0,2.0,1.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,1
+6826,4.0,2,19,57,92,2015,2,1978,1.0,1.0,1.0,4.0,50000.0,1.0,70.0,160,110,4.0,5.0,5.0,1,4.0,5.0,2.0,4.0,4.0,1,100000.0,6.0,3.0,1.0,2.0,3,3.0,2.0,5.0,2.0,2,5
+6827,4.0,1,9,20,42,2015,1,1969,1.0,1.0,1.0,6.0,40000.0,1.0,130.0,176,100,4.0,5.0,5.0,1,3.0,3.0,2.0,2.0,5.0,1,40000.0,2.0,2.0,1.0,2.0,6,2.0,2.0,3.0,2.0,2,5
+6828,3.0,2,13,36,66,2015,1,1978,8.0,1.0,1.0,3.0,6000.0,1.0,200.0,168,120,3.0,3.0,4.0,1,5.0,4.0,2.0,3.0,4.0,2,7000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,5.0,3.0,2,2
+6829,4.0,2,5,8,24,2015,2,1976,1.0,1.0,1.0,3.0,20000.0,1.0,70.0,150,100,4.0,4.0,4.0,1,4.0,4.0,2.0,4.0,4.0,4,40000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+6830,2.0,1,4,7,18,2015,2,1976,1.0,1.0,1.0,4.0,12000.0,1.0,70.0,158,130,3.0,5.0,4.0,1,1.0,5.0,3.0,4.0,2.0,5,12000.0,1.0,1.0,0.0,2.0,6,3.0,2.0,4.0,4.0,2,3
+6831,4.0,2,29,83,126,2015,1,1980,1.0,1.0,1.0,4.0,0.0,1.0,70.0,170,150,3.0,2.0,3.0,1,4.0,3.0,3.0,4.0,6.0,5,30000.0,2.0,2.0,1.0,2.0,3,1.0,1.0,4.0,2.0,2,1
+6832,4.0,2,5,10,26,2015,1,1979,1.0,1.0,1.0,4.0,10000.0,1.0,100.0,174,140,4.0,4.0,4.0,1,5.0,5.0,2.0,4.0,2.0,3,20000.0,6.0,2.0,1.0,2.0,3,2.0,1.0,4.0,3.0,2,3
+6833,4.0,2,26,74,114,2015,1,1956,1.0,1.0,1.0,3.0,30000.0,1.0,170.0,172,120,4.0,4.0,3.0,1,3.0,1.0,1.0,3.0,5.0,5,30000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0,3,4
+6834,4.0,2,2,3,10,2015,2,1948,4.0,0.0,8.0,3.0,30000.0,4.0,80.0,165,86,4.0,4.0,4.0,1,1.0,4.0,4.0,2.0,1.0,5,30000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+6835,4.0,1,9,20,42,2015,1,1953,1.0,1.0,1.0,4.0,30000.0,4.0,140.0,160,120,4.0,4.0,4.0,4,3.0,2.0,1.0,4.0,6.0,5,60000.0,2.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,4
+6836,4.0,2,2,3,10,2015,1,1954,4.0,0.0,9.0,3.0,8000.0,1.0,240.0,160,120,3.0,3.0,4.0,1,2.0,4.0,1.0,2.0,5.0,2,10000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,3,2
+6837,4.0,2,18,52,86,2015,2,1955,1.0,1.0,1.0,1.0,8000.0,1.0,240.0,155,120,5.0,5.0,5.0,1,2.0,3.0,1.0,3.0,5.0,3,20000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+6838,2.0,2,31,86,129,2015,1,1948,1.0,1.0,1.0,1.0,36000.0,1.0,136.0,170,128,2.0,1.0,4.0,1,2.0,4.0,1.0,2.0,3.0,3,36000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,1.0,3.0,4,4
+6839,2.0,1,15,39,70,2015,2,1938,1.0,0.0,1.0,3.0,20000.0,1.0,80.0,158,140,4.0,3.0,3.0,2,3.0,2.0,2.0,4.0,5.0,5,30000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,2.0,2.0,4,3
+6840,4.0,1,4,7,18,2015,2,1973,1.0,1.0,1.0,6.0,10000.0,1.0,50.0,158,120,4.0,4.0,4.0,5,2.0,4.0,2.0,4.0,4.0,5,10000.0,3.0,3.0,1.0,2.0,1,3.0,2.0,4.0,3.0,2,3
+6841,4.0,1,22,65,103,2015,2,1961,1.0,1.0,1.0,6.0,0.0,1.0,120.0,145,102,3.0,3.0,5.0,1,4.0,3.0,1.0,3.0,6.0,5,66714.0,8.0,4.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,1
+6842,4.0,1,16,44,75,2015,1,1956,1.0,0.0,1.0,6.0,30000.0,1.0,90.0,165,120,4.0,5.0,5.0,1,2.0,4.0,1.0,1.0,5.0,1,100000.0,3.0,3.0,0.0,1.0,6,2.0,2.0,3.0,2.0,3,4
+6843,4.0,1,1,1,7,2015,1,1977,1.0,1.0,1.0,13.0,200000.0,4.0,99.0,172,140,5.0,5.0,5.0,2,2.0,4.0,5.0,3.0,7.0,1,300000.0,3.0,4.0,2.0,1.0,3,2.0,2.0,4.0,3.0,2,5
+6844,5.0,1,6,17,33,2015,2,1969,1.0,1.0,1.0,3.0,0.0,1.0,135.0,155,105,4.0,4.0,4.0,1,2.0,4.0,2.0,3.0,5.0,1,200000.0,5.0,3.0,4.0,1.0,3,2.0,2.0,4.0,2.0,2,1
+6845,3.0,1,31,89,134,2015,1,1938,1.0,1.0,1.0,6.0,28000.0,1.0,50.0,170,140,2.0,1.0,2.0,2,1.0,1.0,1.0,1.0,4.0,5,15000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,5.0,3.0,4,4
+6846,3.0,2,13,36,66,2015,1,1984,8.0,1.0,1.0,4.0,20000.0,1.0,240.0,168,122,5.0,5.0,5.0,1,3.0,2.0,2.0,3.0,5.0,1,80000.0,4.0,3.0,1.0,1.0,1,2.0,1.0,5.0,2.0,1,3
+6847,4.0,1,12,32,61,2015,2,1971,1.0,1.0,1.0,3.0,7479.0,1.0,50.0,155,120,5.0,5.0,3.0,1,2.0,2.0,2.0,3.0,4.0,5,140000.0,6.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,2
+6848,3.0,2,22,65,103,2015,1,1957,1.0,0.0,4.0,1.0,5000.0,1.0,100.0,155,110,2.0,3.0,3.0,1,3.0,3.0,1.0,3.0,2.0,3,15000.0,1.0,2.0,1.0,2.0,6,3.0,2.0,3.0,2.0,3,2
+6849,4.0,2,2,4,11,2015,2,1980,1.0,1.0,1.0,3.0,5256.0,1.0,300.0,156,100,4.0,5.0,5.0,1,1.0,2.0,1.0,4.0,5.0,5,47826.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,2
+6850,2.0,1,11,29,52,2015,2,1974,1.0,1.0,1.0,6.0,108682.0,1.0,129.0,170,129,4.0,3.0,2.0,2,3.0,3.0,3.0,1.0,2.0,1,166745.0,2.0,2.0,2.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+6851,4.0,2,5,8,24,2015,1,1968,1.0,1.0,1.0,3.0,20000.0,1.0,100.0,168,120,3.0,4.0,4.0,1,1.0,3.0,1.0,4.0,3.0,3,40000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,3.0,2.0,2,3
+6852,4.0,2,16,46,78,2015,1,1963,1.0,1.0,1.0,4.0,12000.0,4.0,300.0,173,130,5.0,4.0,5.0,1,2.0,4.0,2.0,4.0,5.0,1,18000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+6853,4.0,1,18,53,87,2015,2,1970,1.0,0.0,1.0,6.0,65988.0,1.0,110.0,165,58,4.0,4.0,4.0,2,2.0,3.0,3.0,4.0,5.0,1,90000.0,3.0,2.0,1.0,1.0,3,3.0,1.0,3.0,2.0,2,5
+6854,4.0,2,2,5,12,2015,1,1983,8.0,1.0,1.0,3.0,30000.0,1.0,80.0,168,110,3.0,4.0,4.0,1,4.0,4.0,1.0,4.0,3.0,3,60000.0,4.0,2.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,4
+6855,4.0,1,9,20,42,2015,2,1967,1.0,1.0,1.0,6.0,30000.0,1.0,80.0,155,94,3.0,4.0,4.0,4,3.0,3.0,2.0,2.0,5.0,1,50000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,3.0,3.0,2,4
+6856,3.0,1,7,18,39,2015,1,1985,1.0,1.0,1.0,12.0,100000.0,1.0,50.0,178,140,4.0,4.0,4.0,5,2.0,2.0,4.0,4.0,6.0,1,100000.0,1.0,4.0,1.0,1.0,1,2.0,1.0,4.0,2.0,1,5
+6857,5.0,2,15,42,73,2015,2,1951,1.0,1.0,1.0,1.0,10770.0,1.0,40.0,160,130,5.0,4.0,4.0,1,4.0,3.0,1.0,4.0,6.0,5,11000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+6858,5.0,1,15,43,74,2015,2,1975,1.0,1.0,1.0,4.0,36000.0,1.0,85.0,165,130,5.0,4.0,4.0,2,3.0,5.0,2.0,3.0,5.0,1,90000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,2,4
+6859,4.0,1,22,65,103,2015,2,1972,1.0,1.0,3.0,6.0,0.0,2.0,70.0,155,158,2.0,2.0,2.0,1,4.0,4.0,3.0,2.0,5.0,4,15000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,2,1
+6860,4.0,1,1,1,7,2015,2,1985,1.0,1.0,1.0,8.0,120000.0,1.0,25.0,164,120,4.0,4.0,4.0,1,2.0,2.0,1.0,4.0,8.0,1,120000.0,3.0,3.0,0.0,2.0,3,2.0,2.0,3.0,2.0,1,5
+6861,4.0,1,5,8,23,2015,1,1959,1.0,0.0,6.0,6.0,15000.0,1.0,62.0,175,110,4.0,4.0,4.0,2,4.0,4.0,1.0,3.0,5.0,1,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+6862,5.0,1,1,1,6,2015,2,1967,1.0,1.0,1.0,12.0,120000.0,1.0,56.0,159,110,4.0,4.0,4.0,5,2.0,3.0,2.0,4.0,7.0,1,230000.0,1.0,4.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+6863,4.0,1,1,1,5,2015,2,1980,1.0,0.0,1.0,12.0,100000.0,1.0,100.0,163,100,4.0,4.0,4.0,2,4.0,4.0,4.0,3.0,6.0,1,200000.0,3.0,4.0,1.0,1.0,3,2.0,2.0,3.0,3.0,2,5
+6864,5.0,1,7,18,40,2015,1,1947,1.0,1.0,1.0,4.0,40000.0,1.0,49.0,171,150,4.0,4.0,5.0,2,1.0,5.0,1.0,2.0,4.0,5,70000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,4.0,4,5
+6865,3.0,1,6,13,29,2015,1,1974,1.0,1.0,1.0,6.0,40000.0,1.0,110.0,176,160,3.0,3.0,3.0,1,2.0,2.0,2.0,3.0,5.0,1,40000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0,2,5
+6866,4.0,2,10,28,51,2015,2,1978,1.0,1.0,1.0,4.0,0.0,1.0,70.0,158,130,4.0,4.0,4.0,1,3.0,4.0,3.0,4.0,3.0,2,30000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,1
+6867,4.0,1,11,30,53,2015,1,1952,1.0,1.0,1.0,4.0,25000.0,4.0,84.0,170,130,3.0,4.0,4.0,5,2.0,5.0,3.0,4.0,3.0,5,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+6868,4.0,2,9,20,42,2015,1,1965,1.0,1.0,1.0,4.0,25000.0,1.0,68.0,172,116,4.0,5.0,4.0,1,3.0,3.0,2.0,3.0,5.0,1,35000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,4
+6869,4.0,1,27,79,119,2015,1,1993,1.0,1.0,1.0,4.0,30000.0,2.0,56.0,180,180,5.0,5.0,5.0,2,4.0,3.0,2.0,3.0,4.0,1,60000.0,2.0,2.0,2.0,2.0,1,2.0,2.0,4.0,2.0,1,4
+6870,3.0,1,22,67,107,2015,2,1988,1.0,1.0,1.0,4.0,60000.0,1.0,90.0,162,89,4.0,4.0,2.0,1,2.0,3.0,2.0,5.0,5.0,5,60000.0,2.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,5
+6871,5.0,2,23,68,108,2015,2,1974,1.0,1.0,1.0,1.0,15000.0,1.0,120.0,160,110,5.0,4.0,4.0,1,5.0,4.0,2.0,4.0,4.0,3,45000.0,2.0,4.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,3
+6872,4.0,2,11,31,54,2015,2,1989,1.0,1.0,1.0,5.0,9600.0,1.0,120.0,155,95,5.0,3.0,4.0,1,3.0,4.0,1.0,2.0,2.0,5,45000.0,4.0,3.0,1.0,1.0,3,3.0,1.0,4.0,2.0,1,2
+6873,4.0,2,2,4,11,2015,2,1974,1.0,1.0,1.0,1.0,2000.0,1.0,100.0,160,120,3.0,3.0,5.0,1,2.0,2.0,1.0,4.0,5.0,3,5000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,2.0,2.0,2,2
+6874,4.0,2,29,84,127,2015,2,1945,1.0,1.0,1.0,3.0,0.0,1.0,100.0,160,82,4.0,4.0,4.0,1,4.0,4.0,2.0,4.0,7.0,3,30000.0,4.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,1
+6875,3.0,1,16,44,75,2015,2,1967,1.0,1.0,1.0,6.0,50000.0,2.0,50.0,162,117,5.0,4.0,4.0,5,4.0,4.0,3.0,2.0,3.0,5,60000.0,2.0,2.0,0.0,2.0,6,2.0,2.0,3.0,2.0,2,5
+6876,4.0,2,18,52,86,2015,2,1994,1.0,1.0,1.0,4.0,0.0,1.0,400.0,145,130,4.0,4.0,4.0,1,5.0,5.0,1.0,4.0,5.0,3,20000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,1,1
+6877,3.0,1,12,33,62,2015,1,1986,1.0,1.0,1.0,3.0,38000.0,1.0,50.0,176,110,4.0,4.0,4.0,1,2.0,3.0,1.0,2.0,2.0,1,38000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,4
+6878,4.0,1,12,32,55,2015,2,1949,1.0,1.0,1.0,10.0,33520.0,4.0,80.0,153,98,3.0,3.0,3.0,2,3.0,3.0,3.0,4.0,4.0,5,10000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+6879,2.0,1,13,37,68,2015,1,1979,1.0,1.0,1.0,7.0,12000.0,1.0,50.0,165,120,5.0,5.0,3.0,2,3.0,4.0,1.0,2.0,3.0,1,85542.0,3.0,2.0,1.0,2.0,1,2.0,3.0,5.0,2.0,2,3
+6880,2.0,2,22,67,107,2015,1,1937,8.0,1.0,3.0,3.0,780.0,1.0,80.0,165,100,2.0,4.0,3.0,1,3.0,2.0,1.0,4.0,3.0,4,4000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,1
+6881,3.0,1,15,40,71,2015,1,1964,1.0,1.0,1.0,6.0,80000.0,1.0,64.0,165,109,3.0,4.0,4.0,5,3.0,4.0,3.0,2.0,4.0,1,180000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,5
+6882,5.0,1,16,45,76,2015,1,1968,1.0,1.0,1.0,4.0,15000.0,1.0,120.0,168,170,5.0,4.0,4.0,2,4.0,4.0,2.0,4.0,4.0,1,50000.0,2.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+6883,5.0,1,31,87,130,2015,2,1996,3.0,0.0,1.0,4.0,20000.0,1.0,210.0,165,110,5.0,5.0,5.0,1,1.0,4.0,1.0,2.0,5.0,1,40000.0,4.0,2.0,1.0,2.0,2,2.0,2.0,4.0,2.0,1,3
+6884,5.0,2,31,86,129,2015,2,1939,1.0,1.0,1.0,3.0,5000.0,1.0,60.0,150,70,2.0,2.0,4.0,1,2.0,4.0,1.0,5.0,5.0,4,10000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,2
+6885,3.0,1,26,76,116,2015,2,1964,1.0,1.0,1.0,4.0,14000.0,1.0,58.0,158,120,5.0,5.0,5.0,2,4.0,4.0,2.0,2.0,5.0,1,14000.0,2.0,2.0,1.0,2.0,7,3.0,1.0,4.0,3.0,3,3
+6886,4.0,1,27,78,118,2015,1,1986,8.0,1.0,1.0,12.0,36000.0,4.0,100.0,175,160,5.0,4.0,4.0,5,4.0,5.0,3.0,4.0,6.0,1,100000.0,3.0,3.0,2.0,2.0,3,2.0,1.0,4.0,3.0,1,4
+6887,4.0,1,5,8,23,2015,2,1994,1.0,1.0,1.0,12.0,0.0,1.0,70.0,164,112,5.0,5.0,3.0,1,3.0,4.0,5.0,3.0,4.0,1,15000.0,3.0,3.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,1
+6888,4.0,2,24,72,112,2015,1,1951,1.0,0.0,4.0,4.0,0.0,1.0,550.0,165,120,5.0,4.0,4.0,1,3.0,3.0,4.0,4.0,6.0,5,100000.0,2.0,3.0,1.0,2.0,3,1.0,1.0,3.0,2.0,3,1
+6889,3.0,1,21,61,97,2015,2,1965,1.0,1.0,1.0,4.0,40000.0,1.0,250.0,156,92,3.0,3.0,3.0,2,3.0,3.0,1.0,3.0,5.0,6,86266.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+6890,5.0,1,11,29,52,2015,1,1977,1.0,1.0,1.0,6.0,30000.0,4.0,118.0,165,150,3.0,2.0,2.0,1,4.0,4.0,4.0,4.0,3.0,1,70000.0,5.0,3.0,2.0,2.0,3,2.0,2.0,4.0,3.0,2,4
+6891,4.0,1,10,26,48,2015,2,1968,1.0,1.0,1.0,6.0,35000.0,1.0,120.0,165,110,4.0,4.0,4.0,4,3.0,4.0,3.0,3.0,4.0,1,120000.0,5.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+6892,4.0,2,29,83,126,2015,2,1936,1.0,1.0,1.0,1.0,0.0,1.0,130.0,157,75,3.0,3.0,3.0,1,2.0,2.0,2.0,4.0,4.0,6,104895.0,1.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,1
+6893,5.0,2,31,86,129,2015,1,1980,1.0,1.0,1.0,4.0,10000.0,1.0,160.0,179,150,5.0,5.0,5.0,1,4.0,3.0,1.0,5.0,2.0,3,10000.0,3.0,2.0,0.0,2.0,3,2.0,2.0,4.0,3.0,2,3
+6894,4.0,1,8,19,41,2015,1,1970,4.0,0.0,8.0,3.0,25000.0,1.0,110.0,165,140,5.0,5.0,2.0,2,2.0,4.0,4.0,2.0,4.0,1,13000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,5.0,4.0,2,4
+6895,4.0,1,22,65,104,2015,1,1950,1.0,1.0,1.0,12.0,100000.0,4.0,80.0,175,160,3.0,4.0,4.0,2,4.0,4.0,3.0,3.0,7.0,5,200000.0,2.0,5.0,2.0,1.0,3,2.0,2.0,2.0,2.0,4,5
+6896,4.0,2,17,49,82,2015,1,1953,1.0,1.0,1.0,4.0,20000.0,1.0,150.0,169,130,4.0,4.0,4.0,1,2.0,4.0,2.0,4.0,6.0,3,20000.0,1.0,3.0,3.0,1.0,3,2.0,1.0,3.0,2.0,3,3
+6897,3.0,1,12,32,61,2015,1,1937,1.0,1.0,1.0,4.0,30000.0,1.0,400.0,160,110,3.0,3.0,3.0,4,4.0,4.0,3.0,1.0,1.0,5,150000.0,4.0,3.0,1.0,1.0,3,3.0,2.0,4.0,3.0,4,4
+6898,4.0,1,4,7,21,2015,2,1979,1.0,1.0,1.0,12.0,80000.0,4.0,50.0,168,125,3.0,4.0,5.0,2,3.0,4.0,3.0,3.0,4.0,1,200000.0,4.0,2.0,2.0,1.0,3,3.0,3.0,5.0,3.0,2,5
+6899,4.0,2,28,81,122,2015,2,1944,1.0,1.0,1.0,1.0,10000.0,1.0,200.0,165,55,2.0,3.0,5.0,1,3.0,2.0,1.0,4.0,6.0,2,10000.0,3.0,4.0,1.0,2.0,3,1.0,1.0,2.0,2.0,4,3
+6900,3.0,1,13,37,68,2015,1,1943,1.0,1.0,1.0,3.0,26400.0,1.0,60.0,160,110,3.0,3.0,3.0,2,3.0,5.0,1.0,3.0,4.0,5,72000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,5.0,2.0,4,4
+6901,5.0,2,23,69,109,2015,2,1947,1.0,1.0,1.0,1.0,3000.0,1.0,170.0,156,90,2.0,2.0,3.0,1,1.0,2.0,1.0,4.0,6.0,4,60000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,2
+6902,4.0,1,10,27,49,2015,2,1989,1.0,1.0,1.0,4.0,30000.0,1.0,130.0,162,110,5.0,5.0,4.0,1,4.0,4.0,2.0,2.0,6.0,1,100000.0,2.0,4.0,1.0,2.0,3,2.0,2.0,5.0,3.0,1,4
+6903,4.0,2,5,10,26,2015,1,1948,3.0,1.0,1.0,3.0,6000.0,1.0,70.0,170,130,2.0,3.0,4.0,1,2.0,2.0,1.0,4.0,5.0,4,55000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,4,2
+6904,5.0,1,6,17,33,2015,2,1929,1.0,1.0,1.0,3.0,14000.0,1.0,80.0,152,84,3.0,4.0,3.0,2,2.0,4.0,2.0,4.0,5.0,4,14000.0,1.0,3.0,1.0,2.0,3,2.0,1.0,3.0,1.0,5,3
+6905,4.0,2,23,69,109,2015,1,1937,1.0,1.0,1.0,1.0,4000.0,1.0,27.0,175,110,1.0,1.0,2.0,1,1.0,1.0,1.0,4.0,7.0,4,4000.0,1.0,2.0,1.0,2.0,7,3.0,1.0,4.0,2.0,4,2
+6906,5.0,1,11,30,53,2015,2,1976,1.0,1.0,1.0,6.0,4860.0,1.0,200.0,160,120,3.0,5.0,5.0,2,3.0,3.0,4.0,4.0,5.0,5,64448.0,6.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,2,2
+6907,5.0,2,15,42,73,2015,2,1945,1.0,0.0,1.0,1.0,1500.0,1.0,200.0,160,120,5.0,5.0,5.0,1,5.0,4.0,1.0,4.0,5.0,2,3000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,2
+6908,4.0,1,4,7,16,2015,1,1951,1.0,1.0,1.0,7.0,43000.0,1.0,140.0,172,125,4.0,5.0,5.0,2,3.0,3.0,3.0,1.0,3.0,5,86000.0,2.0,2.0,1.0,2.0,3,2.0,3.0,2.0,4.0,3,5
+6909,4.0,1,1,1,3,2015,2,1947,1.0,1.0,1.0,9.0,24000.0,1.0,59.0,156,51,2.0,4.0,3.0,2,3.0,4.0,2.0,4.0,5.0,5,60000.0,2.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+6910,4.0,2,29,82,124,2015,2,1963,1.0,1.0,1.0,3.0,3000.0,1.0,60.0,165,110,3.0,3.0,3.0,1,4.0,3.0,2.0,4.0,5.0,3,10000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+6911,4.0,2,6,12,28,2015,1,1967,1.0,1.0,1.0,3.0,2000.0,1.0,127.0,168,130,5.0,5.0,3.0,1,5.0,2.0,1.0,5.0,4.0,5,2000.0,1.0,2.0,1.0,2.0,6,3.0,2.0,4.0,2.0,2,2
+6912,4.0,1,12,32,60,2015,1,1975,1.0,1.0,1.0,4.0,40000.0,1.0,50.0,180,180,4.0,4.0,5.0,5,2.0,4.0,2.0,3.0,5.0,1,60000.0,3.0,2.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,5
+6913,4.0,2,22,66,106,2015,2,1953,1.0,1.0,3.0,1.0,0.0,1.0,200.0,155,100,4.0,4.0,4.0,1,4.0,4.0,2.0,4.0,6.0,3,50000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+6914,5.0,1,24,70,110,2015,2,1957,1.0,1.0,1.0,6.0,21600.0,1.0,68.0,155,94,4.0,5.0,5.0,5,4.0,4.0,1.0,3.0,3.0,5,42600.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0,3,3
+6915,3.0,1,21,64,102,2015,1,1971,1.0,1.0,1.0,6.0,20000.0,1.0,37.0,170,165,3.0,5.0,4.0,1,2.0,4.0,2.0,2.0,2.0,1,20000.0,3.0,2.0,0.0,2.0,3,3.0,2.0,2.0,3.0,2,3
+6916,4.0,2,2,3,10,2015,1,1947,4.0,0.0,3.0,3.0,6084.0,1.0,200.0,170,110,2.0,3.0,3.0,1,2.0,2.0,1.0,3.0,7.0,4,35483.0,2.0,3.0,1.0,1.0,3,3.0,1.0,4.0,3.0,4,2
+6917,3.0,1,12,32,60,2015,1,1965,1.0,1.0,1.0,3.0,40000.0,1.0,180.0,167,150,3.0,3.0,5.0,4,3.0,2.0,4.0,2.0,5.0,3,70000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,1.0,3,5
+6918,5.0,2,23,69,109,2015,2,1950,1.0,0.0,3.0,1.0,3720.0,1.0,50.0,152,100,4.0,2.0,3.0,1,2.0,5.0,1.0,5.0,1.0,3,15000.0,3.0,2.0,1.0,2.0,7,3.0,1.0,4.0,2.0,4,2
+6919,5.0,2,10,24,46,2015,2,1931,4.0,0.0,6.0,3.0,15000.0,4.0,80.0,155,120,5.0,5.0,5.0,2,4.0,4.0,5.0,4.0,6.0,5,15000.0,3.0,3.0,1.0,2.0,7,2.0,1.0,5.0,2.0,5,3
+6920,2.0,2,26,74,114,2015,1,1980,1.0,1.0,1.0,4.0,30000.0,1.0,40.0,165,110,4.0,4.0,4.0,1,3.0,3.0,1.0,1.0,1.0,3,26254.0,3.0,2.0,1.0,2.0,3,3.0,3.0,3.0,3.0,2,4
+6921,4.0,1,12,33,62,2015,2,1967,1.0,0.0,6.0,3.0,10000.0,1.0,60.0,160,130,3.0,3.0,3.0,1,2.0,4.0,1.0,3.0,5.0,5,25000.0,4.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,3
+6922,5.0,1,5,11,27,2015,2,1986,1.0,1.0,1.0,12.0,30000.0,1.0,45.0,158,52,4.0,5.0,5.0,1,3.0,3.0,4.0,4.0,5.0,1,40000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,1,4
+6923,3.0,1,12,32,60,2015,2,1975,1.0,1.0,1.0,5.0,26000.0,4.0,180.0,160,110,2.0,3.0,3.0,5,3.0,3.0,3.0,2.0,5.0,1,200000.0,3.0,3.0,1.0,2.0,7,2.0,3.0,3.0,3.0,2,4
+6924,4.0,2,5,8,23,2015,2,1991,1.0,1.0,2.0,12.0,40000.0,2.0,60.0,167,103,4.0,3.0,3.0,2,5.0,5.0,4.0,4.0,6.0,1,80000.0,2.0,4.0,0.0,2.0,2,2.0,3.0,5.0,2.0,1,5
+6925,4.0,2,22,66,105,2015,1,1964,1.0,1.0,1.0,4.0,30000.0,1.0,350.0,172,120,4.0,3.0,4.0,1,4.0,4.0,2.0,2.0,5.0,1,260000.0,6.0,3.0,1.0,2.0,3,3.0,1.0,4.0,3.0,3,4
+6926,2.0,1,24,70,110,2015,2,1962,1.0,0.0,6.0,7.0,12586.0,4.0,200.0,160,120,4.0,4.0,3.0,4,5.0,5.0,1.0,3.0,6.0,5,69290.0,5.0,3.0,1.0,1.0,3,2.0,3.0,4.0,4.0,3,3
+6927,5.0,1,4,7,19,2015,2,1985,1.0,1.0,1.0,12.0,200000.0,4.0,90.0,165,108,5.0,5.0,4.0,4,3.0,4.0,3.0,2.0,7.0,1,400000.0,4.0,4.0,1.0,1.0,3,2.0,2.0,4.0,2.0,1,5
+6928,4.0,1,10,27,49,2015,2,1996,1.0,1.0,1.0,7.0,24000.0,1.0,80.0,172,120,4.0,5.0,4.0,1,3.0,4.0,3.0,2.0,5.0,1,24000.0,1.0,2.0,1.0,2.0,1,3.0,2.0,3.0,2.0,1,4
+6929,4.0,2,24,72,112,2015,2,1950,1.0,1.0,1.0,1.0,0.0,1.0,150.0,155,130,2.0,2.0,3.0,1,4.0,4.0,1.0,2.0,3.0,3,2500.0,4.0,1.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,1
+6930,4.0,1,7,18,36,2015,2,1962,1.0,1.0,1.0,6.0,10000.0,1.0,68.0,160,138,4.0,4.0,4.0,5,4.0,4.0,3.0,4.0,5.0,5,100000.0,5.0,3.0,1.0,1.0,3,1.0,2.0,4.0,2.0,3,3
+6931,4.0,1,19,59,95,2015,1,1949,1.0,1.0,1.0,4.0,60000.0,4.0,130.0,173,150,4.0,5.0,5.0,4,3.0,4.0,4.0,3.0,4.0,5,100000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,5
+6932,4.0,1,7,18,37,2015,1,1945,1.0,1.0,1.0,4.0,24000.0,1.0,60.0,180,190,4.0,4.0,3.0,2,2.0,1.0,2.0,4.0,9.0,5,48000.0,2.0,3.0,2.0,2.0,3,3.0,1.0,4.0,4.0,4,4
+6933,3.0,1,15,43,74,2015,2,1951,1.0,1.0,1.0,2.0,24000.0,1.0,80.0,160,110,3.0,4.0,4.0,2,2.0,3.0,1.0,3.0,4.0,4,60000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,4
+6934,4.0,2,9,20,42,2015,1,1971,1.0,1.0,1.0,4.0,20000.0,1.0,110.0,168,120,3.0,4.0,3.0,1,3.0,3.0,3.0,5.0,6.0,3,30000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+6935,5.0,1,1,1,6,2015,1,1946,1.0,1.0,1.0,10.0,45000.0,1.0,68.7,173,156,5.0,4.0,4.0,5,1.0,4.0,4.0,4.0,5.0,5,85800.0,2.0,4.0,2.0,2.0,3,2.0,2.0,4.0,2.0,4,5
+6936,4.0,1,6,14,30,2015,2,1946,1.0,1.0,1.0,1.0,1000.0,1.0,120.0,155,100,2.0,3.0,3.0,1,2.0,2.0,1.0,4.0,6.0,4,50000.0,1.0,2.0,1.0,2.0,3,2.0,1.0,5.0,3.0,4,1
+6937,4.0,1,6,12,28,2015,2,1986,1.0,1.0,1.0,5.0,15000.0,1.0,80.0,158,98,5.0,5.0,4.0,1,2.0,4.0,3.0,2.0,7.0,5,40000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,1,3
+6938,3.0,2,19,56,90,2015,2,1944,1.0,1.0,1.0,3.0,1000.0,1.0,50.0,156,110,3.0,3.0,3.0,1,2.0,4.0,1.0,2.0,6.0,4,1000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,1
+6939,4.0,2,22,66,106,2015,2,1963,1.0,1.0,1.0,3.0,2000.0,3.0,300.0,160,130,2.0,3.0,3.0,1,4.0,3.0,3.0,2.0,5.0,3,40000.0,5.0,3.0,1.0,2.0,3,3.0,3.0,3.0,3.0,3,2
+6940,3.0,2,10,28,51,2015,2,1974,1.0,1.0,1.0,4.0,2000.0,1.0,60.0,156,96,3.0,5.0,4.0,1,2.0,4.0,1.0,4.0,2.0,3,40000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,5.0,2.0,2,2
+6941,3.0,2,5,9,25,2015,2,1963,1.0,1.0,1.0,3.0,2000.0,1.0,180.0,161,90,3.0,3.0,4.0,1,3.0,4.0,1.0,4.0,1.0,3,5000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,2
+6942,4.0,1,15,43,74,2015,2,1942,1.0,1.0,1.0,3.0,30000.0,1.0,77.0,153,120,3.0,3.0,3.0,2,3.0,3.0,2.0,4.0,7.0,5,70000.0,2.0,4.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+6943,4.0,1,27,78,118,2015,2,1950,3.0,1.0,1.0,3.0,16800.0,1.0,77.0,165,170,2.0,2.0,2.0,1,2.0,5.0,1.0,1.0,1.0,1,33600.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,3
+6944,4.0,1,12,32,55,2015,1,1940,1.0,1.0,1.0,2.0,36000.0,4.0,52.0,153,125,4.0,5.0,4.0,5,1.0,5.0,3.0,4.0,9.0,5,72000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,4
+6945,4.0,1,27,77,117,2015,1,1940,1.0,0.0,2.0,7.0,22000.0,1.0,60.0,170,162,3.0,5.0,5.0,2,4.0,4.0,1.0,3.0,4.0,5,40000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,3
+6946,5.0,2,10,24,46,2015,1,1946,4.0,0.0,4.0,3.0,5000.0,1.0,40.0,170,105,5.0,5.0,5.0,1,5.0,4.0,1.0,4.0,5.0,3,5000.0,1.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0,4,2
+6947,4.0,2,10,28,51,2015,1,1972,1.0,1.0,1.0,4.0,500000.0,1.0,200.0,177,160,5.0,5.0,4.0,1,4.0,3.0,3.0,4.0,6.0,1,600000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,5
+6948,4.0,2,17,49,82,2015,2,1950,1.0,1.0,1.0,4.0,2000.0,1.0,200.0,170,98,2.0,2.0,3.0,1,2.0,2.0,1.0,3.0,3.0,4,2000.0,2.0,2.0,1.0,2.0,3,2.0,3.0,3.0,2.0,4,2
+6949,5.0,1,19,59,95,2015,1,1981,1.0,1.0,1.0,10.0,80000.0,4.0,90.0,173,160,5.0,4.0,4.0,5,4.0,4.0,3.0,2.0,7.0,1,150000.0,3.0,2.0,1.0,1.0,3,3.0,1.0,4.0,4.0,2,5
+6950,4.0,2,15,40,71,2015,2,1956,1.0,0.0,4.0,3.0,18000.0,1.0,140.0,165,110,2.0,2.0,4.0,4,3.0,4.0,1.0,2.0,6.0,5,60000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,3
+6951,4.0,2,6,16,32,2015,1,1967,1.0,1.0,1.0,4.0,50000.0,1.0,120.0,158,115,2.0,2.0,4.0,1,2.0,2.0,1.0,4.0,6.0,1,60000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,2,5
+6952,5.0,1,4,7,22,2015,2,1991,1.0,1.0,3.0,12.0,100000.0,4.0,140.0,159,112,5.0,5.0,5.0,2,4.0,4.0,4.0,4.0,7.0,1,200000.0,3.0,4.0,2.0,1.0,1,2.0,1.0,5.0,2.0,1,5
+6953,5.0,1,21,63,99,2015,1,1971,1.0,1.0,1.0,4.0,20000.0,1.0,60.0,172,150,4.0,5.0,5.0,5,2.0,2.0,4.0,5.0,5.0,1,30000.0,3.0,2.0,0.0,2.0,3,2.0,1.0,3.0,2.0,2,3
+6954,3.0,2,9,23,45,2015,1,1992,1.0,1.0,1.0,5.0,40000.0,1.0,150.0,172,132,4.0,5.0,5.0,1,3.0,4.0,2.0,2.0,7.0,1,100000.0,3.0,3.0,2.0,1.0,1,2.0,1.0,3.0,2.0,1,5
+6955,4.0,2,29,82,124,2015,2,1963,1.0,1.0,1.0,3.0,100000.0,1.0,60.0,162,130,4.0,4.0,4.0,1,4.0,4.0,2.0,1.0,5.0,3,200000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,5.0,2.0,3,5
+6956,4.0,1,31,86,129,2015,1,1956,1.0,1.0,1.0,6.0,0.0,2.0,70.0,167,108,5.0,5.0,5.0,2,5.0,4.0,4.0,5.0,5.0,5,20000.0,2.0,1.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,1
+6957,4.0,2,9,20,42,2015,1,1952,1.0,1.0,1.0,3.0,10000.0,4.0,110.0,178,125,2.0,3.0,2.0,1,2.0,3.0,1.0,4.0,8.0,2,10000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+6958,4.0,2,6,12,28,2015,2,1964,1.0,1.0,1.0,3.0,5000.0,1.0,120.0,160,120,3.0,4.0,4.0,1,3.0,3.0,1.0,4.0,5.0,4,10000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,2
+6959,4.0,1,4,7,18,2015,1,1968,1.0,1.0,1.0,4.0,20000.0,1.0,140.0,160,120,3.0,4.0,4.0,1,2.0,1.0,1.0,4.0,1.0,3,20000.0,4.0,1.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,3
+6960,4.0,2,11,31,54,2015,2,1992,8.0,1.0,1.0,4.0,0.0,1.0,34.0,167,120,3.0,4.0,4.0,1,2.0,4.0,1.0,2.0,2.0,4,60000.0,2.0,2.0,2.0,2.0,3,3.0,3.0,1.0,3.0,1,1
+6961,5.0,1,17,48,80,2015,2,1972,1.0,1.0,1.0,6.0,30000.0,1.0,84.0,160,110,5.0,5.0,4.0,4,1.0,4.0,1.0,1.0,5.0,1,70000.0,3.0,2.0,2.0,1.0,3,1.0,2.0,4.0,3.0,2,4
+6962,4.0,2,18,55,89,2015,1,1985,1.0,1.0,1.0,4.0,30000.0,1.0,230.0,177,150,5.0,5.0,5.0,1,2.0,4.0,1.0,2.0,4.0,1,50000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,1,4
+6963,4.0,1,19,56,90,2015,2,1931,1.0,0.0,2.0,1.0,10000.0,1.0,38.0,140,80,3.0,3.0,3.0,1,3.0,4.0,1.0,4.0,5.0,4,10000.0,1.0,3.0,0.0,2.0,7,2.0,2.0,3.0,2.0,5,3
+6964,5.0,2,23,68,108,2015,2,1940,1.0,1.0,1.0,4.0,2000.0,1.0,250.0,157,95,4.0,3.0,3.0,1,3.0,3.0,1.0,5.0,5.0,3,30000.0,4.0,3.0,2.0,2.0,3,1.0,1.0,4.0,2.0,4,2
+6965,4.0,1,19,57,92,2015,1,1952,1.0,0.0,1.0,1.0,40000.0,1.0,125.0,169,144,3.0,3.0,3.0,2,2.0,2.0,1.0,4.0,7.0,1,90000.0,2.0,3.0,0.0,2.0,3,2.0,1.0,3.0,2.0,3,5
+6966,2.0,2,18,54,88,2015,1,1962,1.0,1.0,1.0,7.0,20000.0,4.0,200.0,166,135,5.0,3.0,4.0,1,4.0,4.0,2.0,2.0,3.0,1,60000.0,2.0,3.0,2.0,2.0,3,3.0,1.0,4.0,3.0,3,3
+6967,4.0,1,19,59,95,2015,1,1958,1.0,1.0,1.0,3.0,25000.0,1.0,40.0,163,95,5.0,5.0,4.0,1,1.0,4.0,1.0,3.0,7.0,4,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,3,4
+6968,4.0,1,12,32,61,2015,1,1986,1.0,1.0,1.0,7.0,48000.0,1.0,50.0,172,135,5.0,5.0,4.0,1,2.0,2.0,2.0,3.0,3.0,1,48000.0,4.0,2.0,0.0,2.0,3,2.0,2.0,4.0,2.0,1,5
+6969,4.0,1,22,66,106,2015,1,1974,1.0,1.0,1.0,4.0,80000.0,1.0,200.0,168,126,2.0,3.0,3.0,1,4.0,3.0,2.0,2.0,1.0,1,10000.0,4.0,3.0,1.0,1.0,3,2.0,1.0,3.0,3.0,2,5
+6970,4.0,1,19,57,93,2015,1,1980,1.0,1.0,1.0,9.0,100000.0,4.0,125.0,171,120,5.0,5.0,4.0,4,4.0,4.0,4.0,2.0,6.0,1,200000.0,5.0,3.0,1.0,1.0,3,2.0,2.0,4.0,3.0,2,5
+6971,4.0,2,10,26,48,2015,1,1944,1.0,1.0,1.0,3.0,15000.0,4.0,150.0,167,130,3.0,3.0,3.0,2,4.0,3.0,4.0,4.0,3.0,2,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,3
+6972,4.0,1,6,12,28,2015,1,1955,1.0,1.0,3.0,4.0,30000.0,1.0,30.0,154,100,2.0,3.0,3.0,2,4.0,4.0,1.0,2.0,6.0,2,30000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0,3,4
+6973,4.0,1,15,43,74,2015,2,1972,1.0,1.0,1.0,11.0,48000.0,1.0,120.0,164,108,4.0,4.0,4.0,2,2.0,2.0,3.0,2.0,6.0,1,100000.0,3.0,4.0,1.0,1.0,3,1.0,2.0,4.0,2.0,2,5
+6974,4.0,1,7,18,39,2015,2,1992,1.0,1.0,1.0,12.0,30000.0,1.0,70.0,166,100,5.0,5.0,5.0,2,1.0,3.0,2.0,3.0,5.0,1,140000.0,3.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,4
+6975,4.0,2,29,84,127,2015,2,1961,1.0,1.0,1.0,4.0,0.0,1.0,200.0,165,110,1.0,2.0,3.0,1,1.0,5.0,1.0,1.0,3.0,4,35000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+6976,4.0,2,13,35,65,2015,1,1964,6.0,1.0,1.0,6.0,50000.0,1.0,200.0,170,150,3.0,3.0,3.0,2,5.0,5.0,3.0,2.0,6.0,1,55000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,5
+6977,4.0,2,11,30,53,2015,2,1985,1.0,1.0,1.0,7.0,36000.0,2.0,128.0,165,100,5.0,5.0,4.0,1,3.0,4.0,2.0,2.0,3.0,1,87000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,4
+6978,3.0,1,6,12,28,2015,2,1961,1.0,1.0,1.0,6.0,18000.0,1.0,58.0,150,120,4.0,5.0,5.0,2,3.0,3.0,1.0,2.0,4.0,5,40000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,3
+6979,4.0,1,6,17,33,2015,2,1987,1.0,1.0,1.0,12.0,0.0,1.0,130.0,164,100,4.0,5.0,5.0,1,2.0,4.0,1.0,4.0,5.0,6,71362.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,1
+6980,4.0,1,21,64,100,2015,2,1990,1.0,1.0,2.0,11.0,40000.0,4.0,100.0,165,100,4.0,5.0,4.0,2,3.0,3.0,3.0,4.0,5.0,1,100000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,1,5
+6981,3.0,1,27,77,117,2015,2,1964,1.0,1.0,1.0,6.0,40000.0,1.0,80.0,165,140,2.0,2.0,2.0,2,1.0,4.0,1.0,1.0,2.0,5,40000.0,2.0,1.0,0.0,2.0,3,3.0,2.0,4.0,2.0,3,5
+6982,4.0,2,28,81,121,2015,1,1966,1.0,1.0,1.0,4.0,10000.0,1.0,80.0,166,130,4.0,4.0,4.0,1,2.0,2.0,1.0,4.0,4.0,1,20000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,3
+6983,3.0,1,1,1,8,2015,1,1934,1.0,1.0,1.0,4.0,41640.0,1.0,34.0,158,104,2.0,3.0,3.0,2,1.0,1.0,1.0,3.0,5.0,5,77640.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,5,5
+6984,4.0,1,4,7,19,2015,2,1973,1.0,1.0,1.0,10.0,100000.0,1.0,40.0,150,88,3.0,5.0,3.0,2,2.0,4.0,3.0,3.0,4.0,1,100000.0,2.0,4.0,1.0,1.0,4,2.0,1.0,5.0,2.0,2,5
+6985,5.0,1,12,32,60,2015,2,1957,1.0,0.0,1.0,1.0,10000.0,1.0,100.0,155,130,4.0,5.0,5.0,1,3.0,4.0,1.0,3.0,5.0,5,10000.0,1.0,2.0,0.0,2.0,3,3.0,1.0,3.0,2.0,3,3
+6986,4.0,2,10,28,51,2015,2,1976,1.0,1.0,1.0,7.0,100000.0,1.0,100.0,168,110,5.0,5.0,5.0,1,4.0,3.0,3.0,4.0,6.0,1,500000.0,3.0,4.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+6987,4.0,1,18,54,88,2015,1,1952,1.0,1.0,1.0,4.0,30000.0,1.0,99.0,167,150,4.0,4.0,4.0,1,4.0,4.0,2.0,4.0,4.0,4,30000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+6988,4.0,1,7,18,37,2015,1,1954,1.0,1.0,1.0,7.0,45600.0,4.0,56.0,175,160,3.0,3.0,5.0,5,4.0,4.0,3.0,4.0,4.0,5,60000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+6989,4.0,1,1,1,5,2015,1,1941,1.0,0.0,1.0,3.0,30000.0,1.0,60.0,178,110,3.0,3.0,3.0,2,2.0,3.0,2.0,2.0,5.0,5,60000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0,4,4
+6990,4.0,2,23,68,108,2015,1,1981,1.0,1.0,3.0,4.0,35000.0,1.0,24.0,167,140,5.0,5.0,5.0,1,3.0,3.0,4.0,5.0,5.0,2,60000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,4
+6991,3.0,2,6,15,31,2015,2,1963,1.0,1.0,1.0,3.0,50000.0,1.0,200.0,160,140,3.0,3.0,3.0,1,2.0,3.0,2.0,3.0,4.0,1,100000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+6992,2.0,1,1,1,8,2015,1,1977,1.0,1.0,1.0,9.0,60000.0,1.0,120.0,175,138,4.0,4.0,4.0,2,3.0,3.0,3.0,2.0,4.0,1,180000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,5
+6993,4.0,1,31,87,132,2015,2,1961,1.0,1.0,1.0,6.0,19200.0,1.0,150.0,158,114,3.0,4.0,5.0,2,4.0,3.0,1.0,3.0,4.0,5,150000.0,3.0,3.0,2.0,1.0,3,2.0,1.0,5.0,3.0,3,3
+6994,4.0,1,1,1,3,2015,1,1997,1.0,1.0,1.0,6.0,6098.0,2.0,51.0,179,140,5.0,4.0,5.0,2,1.0,3.0,4.0,3.0,6.0,6,88257.0,2.0,4.0,1.0,1.0,1,2.0,1.0,4.0,2.0,1,2
+6995,4.0,1,19,56,90,2015,1,1949,1.0,1.0,1.0,3.0,15000.0,1.0,200.0,170,140,4.0,4.0,4.0,1,4.0,4.0,1.0,4.0,6.0,5,15000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,4,3
+6996,5.0,1,6,12,28,2015,2,1952,1.0,0.0,1.0,1.0,12000.0,1.0,130.0,150,120,4.0,4.0,4.0,1,2.0,4.0,1.0,4.0,5.0,4,24000.0,2.0,3.0,2.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+6997,4.0,1,13,37,68,2015,1,1937,1.0,1.0,1.0,3.0,28800.0,4.0,90.0,163,140,4.0,3.0,4.0,4,4.0,5.0,1.0,4.0,5.0,5,50000.0,4.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,4
+6998,4.0,1,16,46,78,2015,2,1964,1.0,1.0,1.0,4.0,0.0,1.0,90.0,160,150,3.0,5.0,5.0,2,4.0,4.0,1.0,4.0,2.0,6,40000.0,2.0,1.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+6999,5.0,1,18,52,86,2015,1,1987,1.0,1.0,1.0,10.0,100000.0,1.0,100.0,175,170,5.0,5.0,4.0,2,2.0,3.0,1.0,2.0,5.0,1,120000.0,3.0,4.0,2.0,1.0,3,2.0,1.0,4.0,2.0,1,5
+7000,4.0,2,31,89,134,2015,2,1965,1.0,1.0,1.0,3.0,15409.0,1.0,40.0,160,130,4.0,3.0,4.0,1,2.0,3.0,1.0,4.0,2.0,3,4000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,3
+7001,4.0,1,12,34,64,2015,2,1968,1.0,0.0,5.0,12.0,31720.0,1.0,53.0,158,100,4.0,5.0,4.0,5,3.0,4.0,4.0,4.0,6.0,5,94000.0,1.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+7002,4.0,2,18,55,89,2015,1,1954,1.0,1.0,1.0,4.0,20000.0,1.0,100.0,170,110,5.0,4.0,4.0,1,4.0,4.0,1.0,2.0,4.0,3,20000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+7003,4.0,1,2,5,12,2015,2,1944,8.0,1.0,1.0,1.0,20000.0,1.0,20.0,159,80,3.0,2.0,4.0,1,3.0,3.0,1.0,4.0,3.0,4,20000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,5.0,3.0,4,3
+7004,4.0,2,29,82,124,2015,1,1983,1.0,1.0,1.0,4.0,60000.0,4.0,220.0,178,140,4.0,5.0,5.0,1,4.0,4.0,1.0,1.0,5.0,2,80000.0,7.0,3.0,1.0,1.0,3,2.0,3.0,4.0,2.0,1,5
+7005,4.0,1,12,34,63,2015,2,1996,1.0,1.0,1.0,4.0,30000.0,1.0,75.0,155,80,4.0,4.0,5.0,2,3.0,4.0,2.0,4.0,5.0,1,100000.0,3.0,2.0,0.0,2.0,1,2.0,2.0,4.0,2.0,1,4
+7006,2.0,1,13,37,68,2015,2,1942,1.0,1.0,1.0,7.0,21600.0,1.0,240.0,148,80,1.0,1.0,1.0,2,5.0,2.0,1.0,3.0,2.0,5,30000.0,4.0,2.0,1.0,2.0,7,3.0,2.0,4.0,3.0,4,3
+7007,5.0,1,24,72,112,2015,2,1975,1.0,1.0,1.0,10.0,280611.0,1.0,105.0,172,150,4.0,5.0,5.0,5,3.0,3.0,3.0,4.0,5.0,1,266113.0,4.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+7008,5.0,1,22,65,103,2015,2,1982,1.0,1.0,3.0,4.0,0.0,1.0,70.0,155,130,3.0,3.0,2.0,1,4.0,2.0,1.0,4.0,6.0,4,50000.0,2.0,3.0,1.0,2.0,3,3.0,1.0,3.0,2.0,2,1
+7009,2.0,1,31,89,134,2015,2,1962,1.0,1.0,1.0,4.0,18000.0,1.0,34.0,156,87,2.0,2.0,4.0,2,2.0,4.0,2.0,4.0,4.0,5,18000.0,1.0,3.0,0.0,2.0,6,2.0,2.0,4.0,3.0,3,3
+7010,4.0,1,11,29,52,2015,1,1990,1.0,1.0,1.0,6.0,20000.0,1.0,430.0,180,77,5.0,4.0,5.0,1,4.0,4.0,3.0,4.0,5.0,5,600000.0,3.0,3.0,1.0,2.0,1,2.0,3.0,4.0,2.0,1,3
+7011,5.0,1,12,34,64,2015,2,1996,1.0,0.0,3.0,12.0,0.0,2.0,160.0,160,106,5.0,5.0,5.0,5,4.0,5.0,4.0,2.0,6.0,6,162008.0,3.0,4.0,2.0,1.0,1,2.0,2.0,3.0,2.0,1,1
+7012,4.0,1,12,34,63,2015,1,1992,1.0,1.0,1.0,12.0,60000.0,1.0,30.0,175,110,4.0,4.0,5.0,2,3.0,3.0,3.0,4.0,7.0,1,150000.0,3.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,5
+7013,2.0,2,24,70,110,2015,1,1954,1.0,1.0,1.0,3.0,2500.0,1.0,95.0,170,116,2.0,3.0,3.0,1,2.0,4.0,1.0,3.0,3.0,1,5000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,2
+7014,5.0,2,6,16,32,2015,2,1932,1.0,0.0,4.0,2.0,0.0,1.0,70.0,152,70,4.0,3.0,4.0,2,3.0,3.0,1.0,4.0,5.0,4,60000.0,7.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,5,1
+7015,4.0,1,7,18,38,2015,2,1950,1.0,1.0,1.0,3.0,24000.0,1.0,70.0,160,160,4.0,4.0,4.0,2,2.0,4.0,1.0,4.0,5.0,5,52800.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,4,4
+7016,4.0,1,22,67,107,2015,1,1992,1.0,1.0,3.0,12.0,90000.0,2.0,80.0,175,140,5.0,4.0,3.0,5,2.0,3.0,3.0,4.0,5.0,1,150000.0,1.0,4.0,1.0,2.0,1,1.0,1.0,4.0,2.0,1,5
+7017,3.0,1,16,46,78,2015,2,1970,1.0,1.0,1.0,4.0,40000.0,1.0,100.0,163,110,4.0,4.0,4.0,4,3.0,3.0,3.0,4.0,5.0,1,60000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+7018,4.0,1,31,87,131,2015,1,1944,1.0,1.0,1.0,4.0,2000.0,4.0,66.0,162,100,4.0,4.0,4.0,1,2.0,5.0,2.0,4.0,1.0,3,2000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,2
+7019,3.0,1,27,78,118,2015,1,1990,1.0,1.0,1.0,4.0,25000.0,1.0,60.0,175,120,5.0,5.0,5.0,1,3.0,2.0,4.0,3.0,1.0,1,62486.0,1.0,2.0,1.0,2.0,1,3.0,2.0,4.0,3.0,1,4
+7020,5.0,1,10,27,49,2015,1,1989,1.0,1.0,2.0,8.0,40000.0,2.0,90.0,178,150,5.0,5.0,4.0,1,4.0,3.0,3.0,4.0,1.0,1,60000.0,2.0,3.0,2.0,2.0,3,3.0,2.0,4.0,3.0,1,5
+7021,5.0,1,4,7,21,2015,1,1988,1.0,1.0,1.0,3.0,0.0,1.0,5.0,168,146,3.0,3.0,4.0,1,3.0,4.0,3.0,1.0,3.0,1,0.0,7.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,1,1
+7022,2.0,1,6,14,30,2015,1,1968,1.0,1.0,1.0,3.0,20000.0,1.0,120.0,162,120,4.0,4.0,4.0,4,2.0,2.0,1.0,2.0,5.0,1,20000.0,2.0,2.0,1.0,1.0,3,3.0,2.0,5.0,3.0,2,3
+7023,4.0,2,23,69,109,2015,1,1962,1.0,0.0,3.0,3.0,44000.0,1.0,399.0,158,110,2.0,2.0,2.0,1,2.0,4.0,2.0,3.0,5.0,2,44000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,3,5
+7024,4.0,1,27,78,118,2015,1,1987,1.0,1.0,1.0,9.0,24000.0,1.0,53.0,174,140,5.0,5.0,5.0,5,3.0,2.0,3.0,2.0,4.0,1,76800.0,3.0,3.0,1.0,2.0,1,2.0,1.0,4.0,3.0,1,4
+7025,5.0,1,31,88,133,2015,1,1985,1.0,1.0,1.0,7.0,30000.0,4.0,85.0,173,150,5.0,5.0,5.0,2,1.0,4.0,1.0,4.0,8.0,1,30000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,4
+7026,4.0,1,19,57,91,2015,1,1931,1.0,1.0,1.0,7.0,100000.0,4.0,70.0,170,140,2.0,2.0,2.0,4,1.0,4.0,3.0,2.0,6.0,5,120000.0,2.0,4.0,2.0,2.0,3,2.0,2.0,4.0,1.0,5,5
+7027,4.0,1,10,26,48,2015,2,1993,1.0,1.0,1.0,12.0,0.0,2.0,50.0,170,110,5.0,4.0,4.0,2,3.0,3.0,4.0,4.0,4.0,1,50000.0,1.0,2.0,0.0,2.0,1,3.0,2.0,4.0,2.0,1,1
+7028,4.0,2,31,87,130,2015,2,1950,1.0,1.0,1.0,3.0,8000.0,1.0,80.0,158,120,4.0,4.0,4.0,1,4.0,4.0,1.0,4.0,4.0,4,8000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,2
+7029,5.0,2,23,68,108,2015,2,1997,1.0,1.0,1.0,6.0,0.0,2.0,80.0,161,98,4.0,5.0,3.0,1,2.0,4.0,3.0,3.0,2.0,6,30000.0,3.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,1
+7030,3.0,1,12,32,60,2015,1,1936,1.0,1.0,1.0,1.0,10920.0,4.0,30.0,180,98,3.0,2.0,4.0,5,1.0,5.0,4.0,4.0,1.0,5,24000.0,3.0,1.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,3
+7031,4.0,1,11,29,52,2015,1,1984,1.0,1.0,1.0,10.0,200000.0,1.0,80.0,178,120,2.0,3.0,3.0,5,2.0,3.0,1.0,3.0,2.0,1,89800.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,1,5
+7032,5.0,1,4,7,15,2015,1,1980,1.0,1.0,1.0,12.0,100000.0,1.0,79.6,174,147,3.0,3.0,4.0,5,4.0,4.0,3.0,3.0,4.0,1,157474.0,5.0,3.0,1.0,2.0,3,3.0,2.0,5.0,3.0,2,5
+7033,4.0,1,27,80,120,2015,2,1960,1.0,0.0,3.0,4.0,8000.0,1.0,95.0,162,130,4.0,4.0,4.0,2,2.0,3.0,3.0,3.0,5.0,2,20000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+7034,5.0,1,1,1,2,2015,2,1945,1.0,1.0,1.0,10.0,40000.0,4.0,105.0,150,110,3.0,4.0,5.0,2,2.0,5.0,5.0,2.0,5.0,5,100000.0,2.0,4.0,1.0,2.0,3,2.0,2.0,3.0,3.0,4,5
+7035,4.0,1,18,53,87,2015,1,1944,1.0,1.0,1.0,6.0,25000.0,4.0,125.0,176,155,5.0,4.0,5.0,2,3.0,4.0,3.0,2.0,5.0,5,55000.0,3.0,3.0,1.0,2.0,3,1.0,2.0,3.0,2.0,4,4
+7036,4.0,2,9,21,43,2015,1,1963,1.0,1.0,1.0,6.0,20000.0,2.0,80.0,160,110,4.0,4.0,4.0,1,2.0,3.0,1.0,3.0,3.0,2,30000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,3
+7037,3.0,1,13,36,67,2015,1,1961,6.0,1.0,1.0,4.0,18000.0,1.0,40.0,168,120,3.0,5.0,5.0,1,2.0,2.0,3.0,3.0,4.0,1,18000.0,1.0,3.0,1.0,2.0,7,3.0,2.0,4.0,2.0,3,3
+7038,4.0,1,6,16,32,2015,1,1994,1.0,1.0,1.0,10.0,4855.0,2.0,80.0,175,130,4.0,4.0,4.0,1,2.0,3.0,4.0,4.0,5.0,6,20000.0,3.0,2.0,1.0,2.0,1,3.0,1.0,3.0,2.0,1,2
+7039,3.0,1,1,1,3,2015,1,1947,1.0,1.0,1.0,4.0,40000.0,1.0,89.0,177,180,2.0,2.0,3.0,2,3.0,4.0,3.0,2.0,6.0,5,75000.0,4.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,4,5
+7040,4.0,1,10,27,49,2015,2,1995,1.0,1.0,1.0,12.0,0.0,2.0,42.0,168,130,5.0,5.0,3.0,2,3.0,5.0,3.0,3.0,2.0,6,20000.0,3.0,2.0,1.0,2.0,1,3.0,1.0,3.0,2.0,1,1
+7041,4.0,1,9,22,44,2015,2,1954,1.0,1.0,1.0,1.0,80.0,1.0,450.0,150,110,4.0,4.0,4.0,2,3.0,2.0,1.0,4.0,3.0,1,40000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,1
+7042,3.0,1,22,65,103,2015,1,1969,1.0,1.0,1.0,3.0,20000.0,1.0,60.0,160,105,3.0,3.0,3.0,1,2.0,3.0,2.0,2.0,2.0,5,20000.0,3.0,2.0,0.0,2.0,3,3.0,2.0,3.0,3.0,2,3
+7043,5.0,1,10,27,49,2015,1,1950,1.0,1.0,1.0,10.0,26000.0,4.0,73.0,171,125,4.0,5.0,5.0,2,4.0,4.0,2.0,4.0,4.0,5,40000.0,3.0,2.0,2.0,2.0,3,3.0,3.0,3.0,3.0,4,4
+7044,4.0,1,21,64,101,2015,1,1983,1.0,1.0,1.0,12.0,100000.0,4.0,90.0,172,140,4.0,3.0,4.0,2,3.0,3.0,3.0,2.0,5.0,1,160000.0,1.0,4.0,3.0,1.0,3,2.0,2.0,3.0,2.0,1,5
+7045,3.0,1,12,32,55,2015,1,1992,1.0,0.0,6.0,3.0,100000.0,1.0,75.0,180,140,5.0,5.0,1.0,5,1.0,2.0,1.0,1.0,10.0,1,400000.0,4.0,4.0,1.0,2.0,1,1.0,2.0,3.0,4.0,1,5
+7046,5.0,1,19,56,90,2015,1,1986,1.0,1.0,1.0,12.0,55000.0,1.0,120.0,178,146,5.0,5.0,5.0,2,2.0,4.0,5.0,4.0,5.0,1,150000.0,3.0,3.0,1.0,1.0,1,2.0,2.0,4.0,3.0,1,5
+7047,5.0,1,5,8,24,2015,2,1993,1.0,1.0,1.0,10.0,10000.0,1.0,40.0,170,125,4.0,4.0,4.0,2,2.0,4.0,3.0,2.0,5.0,1,30000.0,3.0,3.0,1.0,1.0,1,3.0,1.0,4.0,2.0,1,3
+7048,4.0,2,15,43,74,2015,2,1947,1.0,1.0,1.0,3.0,2181.0,1.0,50.0,160,120,4.0,4.0,4.0,1,3.0,4.0,2.0,4.0,5.0,4,6898.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,2
+7049,2.0,1,21,61,97,2015,2,1961,1.0,1.0,1.0,3.0,3000.0,1.0,200.0,155,130,5.0,5.0,4.0,4,4.0,4.0,1.0,1.0,5.0,1,30000.0,2.0,3.0,1.0,2.0,3,3.0,1.0,4.0,3.0,3,2
+7050,4.0,1,16,47,79,2015,2,1959,1.0,1.0,1.0,4.0,0.0,1.0,135.0,152,85,2.0,3.0,3.0,1,3.0,2.0,1.0,3.0,5.0,3,20000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,1
+7051,2.0,1,31,88,133,2015,1,1963,1.0,1.0,1.0,6.0,0.0,1.0,40.0,160,120,2.0,5.0,2.0,2,2.0,5.0,1.0,3.0,1.0,5,15000.0,3.0,1.0,1.0,2.0,3,3.0,3.0,3.0,2.0,3,1
+7052,4.0,1,1,1,2,2015,1,1973,1.0,1.0,1.0,13.0,193638.0,1.0,131.0,183,160,5.0,5.0,5.0,2,2.0,4.0,4.0,3.0,5.0,1,427017.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+7053,4.0,1,26,74,114,2015,2,1975,8.0,1.0,1.0,3.0,20000.0,1.0,200.0,155,105,3.0,3.0,3.0,1,4.0,4.0,2.0,2.0,5.0,4,50000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,3.0,2.0,2,3
+7054,4.0,1,12,32,60,2015,2,1985,1.0,1.0,1.0,4.0,10000.0,1.0,160.0,163,116,4.0,4.0,5.0,1,1.0,3.0,1.0,3.0,4.0,1,30000.0,8.0,3.0,1.0,2.0,3,2.0,2.0,2.0,2.0,1,3
+7055,4.0,1,18,51,84,2015,1,1952,1.0,1.0,1.0,3.0,15000.0,4.0,140.0,165,120,4.0,4.0,4.0,1,2.0,2.0,4.0,4.0,5.0,1,15000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+7056,4.0,2,19,57,92,2015,2,1987,1.0,1.0,4.0,4.0,54458.0,1.0,18.0,158,130,5.0,5.0,3.0,1,2.0,4.0,1.0,2.0,5.0,1,30000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,1,5
+7057,5.0,1,26,75,115,2015,2,1951,1.0,1.0,1.0,4.0,110400.0,1.0,115.0,162,132,5.0,4.0,5.0,2,4.0,5.0,5.0,2.0,6.0,5,79200.0,3.0,4.0,2.0,2.0,3,2.0,1.0,2.0,1.0,3,5
+7058,5.0,1,27,79,119,2015,2,1958,1.0,1.0,1.0,4.0,30000.0,1.0,40.0,165,140,3.0,5.0,5.0,2,2.0,3.0,3.0,4.0,5.0,5,60000.0,2.0,2.0,2.0,2.0,3,3.0,2.0,4.0,3.0,3,4
+7059,4.0,2,21,62,98,2015,2,1965,8.0,1.0,1.0,3.0,10000.0,1.0,240.0,155,102,1.0,2.0,2.0,1,4.0,4.0,1.0,3.0,6.0,3,20000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+7060,4.0,2,26,74,114,2015,2,1945,1.0,1.0,1.0,3.0,4657.0,1.0,600.0,158,90,4.0,5.0,4.0,1,4.0,3.0,1.0,4.0,4.0,3,20000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,2
+7061,1.0,2,31,87,131,2015,1,1975,1.0,1.0,1.0,3.0,10000.0,1.0,60.0,175,100,1.0,1.0,1.0,1,2.0,3.0,1.0,2.0,2.0,3,10000.0,1.0,2.0,1.0,2.0,6,3.0,3.0,2.0,2.0,2,3
+7062,4.0,1,1,1,4,2015,2,1939,1.0,1.0,1.0,3.0,36000.0,1.0,36.7,170,130,3.0,3.0,4.0,2,3.0,4.0,1.0,1.0,5.0,5,36000.0,1.0,4.0,2.0,2.0,7,2.0,2.0,3.0,2.0,4,4
+7063,4.0,1,26,76,116,2015,1,1968,1.0,1.0,4.0,4.0,10000.0,1.0,90.0,170,130,4.0,5.0,5.0,5,3.0,3.0,2.0,3.0,5.0,1,10000.0,4.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,2,3
+7064,4.0,2,8,19,41,2015,2,1981,4.0,0.0,4.0,1.0,10000.0,1.0,320.0,160,130,2.0,2.0,3.0,1,2.0,5.0,1.0,2.0,3.0,3,30000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,3
+7065,3.0,2,21,64,100,2015,2,1984,1.0,1.0,1.0,4.0,0.0,1.0,300.0,156,111,4.0,3.0,5.0,1,5.0,4.0,1.0,4.0,4.0,5,30000.0,6.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,1,1
+7066,4.0,2,18,51,84,2015,1,1960,1.0,1.0,1.0,3.0,5000.0,1.0,90.0,175,120,3.0,2.0,4.0,1,3.0,2.0,2.0,4.0,3.0,5,5000.0,1.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,2
+7067,4.0,1,10,24,46,2015,2,1983,1.0,1.0,1.0,4.0,0.0,1.0,100.0,160,110,4.0,5.0,5.0,1,3.0,3.0,1.0,2.0,1.0,1,30000.0,3.0,2.0,1.0,1.0,3,2.0,1.0,5.0,2.0,1,1
+7068,5.0,1,15,40,71,2015,2,1950,1.0,1.0,1.0,3.0,25000.0,1.0,69.0,165,130,2.0,2.0,3.0,4,2.0,4.0,2.0,4.0,5.0,5,60000.0,3.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,4,4
+7069,4.0,2,18,52,86,2015,2,1993,1.0,1.0,3.0,3.0,5000.0,1.0,340.0,160,100,5.0,4.0,3.0,1,3.0,4.0,1.0,3.0,4.0,3,40000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,2
+7070,4.0,1,6,17,33,2015,2,1978,1.0,1.0,1.0,9.0,40000.0,4.0,120.0,158,120,4.0,4.0,4.0,4,2.0,4.0,3.0,4.0,4.0,5,100000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+7071,5.0,2,17,49,82,2015,1,1992,1.0,1.0,1.0,3.0,6000.0,1.0,120.0,180,130,5.0,5.0,5.0,1,4.0,4.0,4.0,3.0,5.0,1,110160.0,5.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,2
+7072,4.0,2,13,36,66,2015,1,1959,1.0,1.0,1.0,6.0,3000.0,1.0,240.0,161,120,4.0,5.0,4.0,1,1.0,3.0,1.0,4.0,5.0,3,10000.0,3.0,4.0,1.0,2.0,3,2.0,2.0,5.0,2.0,3,2
+7073,4.0,1,19,57,91,2015,1,1993,1.0,1.0,1.0,10.0,40000.0,2.0,12.0,173,110,4.0,5.0,5.0,4,4.0,4.0,2.0,4.0,3.0,5,150000.0,5.0,2.0,1.0,2.0,1,3.0,2.0,3.0,2.0,1,5
+7074,4.0,2,19,56,90,2015,1,1968,1.0,1.0,1.0,4.0,48000.0,1.0,20.0,162,120,4.0,4.0,4.0,1,3.0,3.0,1.0,3.0,5.0,1,63000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,5
+7075,4.0,1,12,32,55,2015,1,1988,1.0,1.0,1.0,12.0,100000.0,1.0,55.0,175,110,3.0,4.0,4.0,1,4.0,4.0,3.0,3.0,4.0,1,180000.0,2.0,3.0,1.0,2.0,2,2.0,2.0,2.0,2.0,1,5
+7076,5.0,1,17,50,83,2015,1,1957,1.0,1.0,1.0,4.0,15000.0,4.0,98.0,172,140,5.0,5.0,5.0,4,5.0,4.0,4.0,4.0,5.0,5,15000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,3
+7077,4.0,1,18,55,89,2015,2,1984,1.0,1.0,1.0,10.0,50000.0,1.0,120.0,162,110,4.0,4.0,4.0,2,3.0,5.0,3.0,4.0,5.0,1,100000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0,1,5
+7078,4.0,1,15,39,70,2015,2,1952,1.0,1.0,1.0,1.0,2400.0,1.0,100.0,167,142,4.0,4.0,4.0,1,3.0,3.0,1.0,4.0,4.0,4,4800.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,2
+7079,2.0,2,16,45,76,2015,2,1950,1.0,1.0,1.0,3.0,0.0,1.0,110.0,158,120,3.0,4.0,4.0,1,4.0,4.0,1.0,4.0,4.0,4,20000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,1
+7080,5.0,1,19,57,92,2015,2,1943,1.0,1.0,1.0,4.0,50000.0,1.0,90.0,152,102,5.0,4.0,4.0,4,3.0,4.0,3.0,4.0,5.0,5,9080000.0,1.0,3.0,1.0,1.0,3,2.0,2.0,3.0,3.0,4,5
+7081,2.0,1,1,1,2,2015,1,1954,1.0,0.0,1.0,6.0,48000.0,1.0,35.0,178,100,4.0,5.0,5.0,2,3.0,4.0,2.0,2.0,2.0,5,48000.0,2.0,3.0,1.0,2.0,7,3.0,2.0,3.0,3.0,3,5
+7082,5.0,1,4,7,21,2015,1,1952,1.0,1.0,1.0,4.0,36500.0,1.0,10.0,172,163,5.0,5.0,5.0,4,3.0,5.0,5.0,5.0,6.0,1,100000.0,1.0,3.0,2.0,1.0,3,2.0,1.0,3.0,2.0,3,4
+7083,5.0,1,12,34,64,2015,1,1964,1.0,1.0,1.0,10.0,1000000.0,1.0,82.0,177,160,3.0,5.0,5.0,2,3.0,4.0,3.0,4.0,8.0,1,1000000.0,3.0,4.0,2.0,1.0,3,1.0,1.0,4.0,2.0,3,5
+7084,4.0,1,15,43,74,2015,2,1975,1.0,1.0,1.0,6.0,0.0,1.0,93.0,167,115,4.0,4.0,4.0,5,3.0,2.0,2.0,4.0,6.0,5,12000.0,3.0,3.0,2.0,1.0,3,2.0,1.0,3.0,2.0,2,1
+7085,4.0,2,10,28,51,2015,2,1953,1.0,1.0,1.0,4.0,5000.0,1.0,60.0,160,130,3.0,3.0,4.0,1,3.0,3.0,3.0,4.0,6.0,3,5000.0,1.0,2.0,1.0,2.0,7,2.0,2.0,3.0,2.0,3,2
+7086,4.0,1,1,1,7,2015,2,1984,1.0,1.0,1.0,12.0,50000.0,1.0,36.0,162,100,5.0,5.0,5.0,2,4.0,4.0,3.0,3.0,7.0,1,90000.0,2.0,3.0,1.0,2.0,6,2.0,1.0,4.0,3.0,1,5
+7087,3.0,1,26,74,114,2015,2,1974,1.0,1.0,1.0,3.0,15000.0,1.0,26.0,150,100,2.0,2.0,3.0,1,3.0,4.0,1.0,1.0,4.0,1,35000.0,3.0,2.0,0.0,1.0,4,3.0,2.0,4.0,3.0,2,3
+7088,4.0,2,18,52,86,2015,1,1966,1.0,0.0,5.0,3.0,30000.0,1.0,100.0,170,140,5.0,5.0,5.0,1,3.0,3.0,2.0,4.0,5.0,2,50000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,4
+7089,4.0,2,2,5,12,2015,1,1997,1.0,1.0,1.0,6.0,0.0,2.0,100.0,170,100,4.0,4.0,4.0,1,3.0,3.0,4.0,2.0,3.0,6,10000.0,3.0,2.0,1.0,2.0,1,3.0,2.0,4.0,3.0,1,1
+7090,4.0,1,1,1,1,2015,2,1975,1.0,1.0,1.0,11.0,40000.0,1.0,110.0,157,96,4.0,4.0,4.0,2,4.0,4.0,2.0,4.0,5.0,1,100000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,3.0,3.0,2,5
+7091,2.0,1,10,27,50,2015,2,1962,1.0,1.0,1.0,3.0,8000.0,1.0,120.0,163,128,3.0,4.0,3.0,1,5.0,5.0,1.0,1.0,2.0,2,36000.0,4.0,1.0,2.0,2.0,3,3.0,1.0,4.0,3.0,3,2
+7092,3.0,2,17,48,80,2015,2,1966,1.0,1.0,1.0,4.0,6500.0,1.0,200.0,155,120,2.0,2.0,3.0,1,3.0,3.0,1.0,1.0,4.0,4,20000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,3,2
+7093,4.0,2,5,8,23,2015,2,1967,1.0,0.0,3.0,6.0,25000.0,1.0,76.0,167,140,4.0,4.0,4.0,2,4.0,4.0,2.0,3.0,4.0,1,60000.0,2.0,3.0,1.0,2.0,3,3.0,3.0,5.0,2.0,2,4
+7094,4.0,1,6,17,33,2015,2,1993,1.0,1.0,1.0,12.0,0.0,4.0,140.0,170,105,4.0,3.0,3.0,5,3.0,4.0,4.0,3.0,5.0,6,100000.0,3.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,1
+7095,3.0,1,16,46,78,2015,1,1964,1.0,1.0,1.0,5.0,60000.0,1.0,100.0,170,130,4.0,4.0,4.0,5,3.0,4.0,3.0,4.0,4.0,1,62000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,3,5
+7096,4.0,2,2,3,10,2015,1,1988,1.0,1.0,1.0,4.0,20000.0,1.0,120.0,174,150,4.0,4.0,4.0,1,2.0,3.0,3.0,5.0,5.0,1,30000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,1,3
+7097,3.0,1,6,15,31,2015,2,1945,1.0,1.0,1.0,1.0,20000.0,1.0,105.0,155,102,3.0,3.0,3.0,1,2.0,4.0,2.0,3.0,4.0,4,100000.0,1.0,2.0,0.0,2.0,7,2.0,2.0,3.0,2.0,4,3
+7098,5.0,2,18,55,89,2015,1,1975,1.0,1.0,1.0,12.0,20000.0,1.0,150.0,170,128,4.0,4.0,4.0,2,4.0,3.0,3.0,4.0,5.0,1,40000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,3.0,2,3
+7099,4.0,1,27,79,119,2015,2,1980,1.0,1.0,1.0,12.0,60000.0,4.0,60.0,166,110,4.0,5.0,3.0,4,4.0,4.0,3.0,1.0,3.0,1,70000.0,3.0,2.0,2.0,2.0,3,3.0,2.0,4.0,3.0,2,5
+7100,4.0,1,11,31,54,2015,1,1970,1.0,1.0,1.0,12.0,30000.0,4.0,120.0,178,140,4.0,4.0,4.0,2,3.0,4.0,3.0,4.0,3.0,1,70000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,4
+7101,4.0,2,18,53,87,2015,1,1969,1.0,1.0,1.0,4.0,4000.0,1.0,100.0,165,113,2.0,3.0,4.0,1,4.0,4.0,3.0,3.0,4.0,2,10000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,2,2
+7102,5.0,1,4,7,16,2015,1,1966,1.0,1.0,1.0,4.0,800000.0,1.0,96.0,166,135,3.0,5.0,5.0,5,1.0,2.0,1.0,5.0,5.0,1,100000.0,4.0,3.0,2.0,1.0,3,2.0,1.0,3.0,2.0,3,5
+7103,4.0,2,28,81,122,2015,2,1954,1.0,1.0,1.0,3.0,13000.0,1.0,240.0,155,104,4.0,4.0,4.0,1,3.0,3.0,1.0,4.0,5.0,3,13000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+7104,4.0,1,7,18,35,2015,2,1985,1.0,1.0,1.0,11.0,26400.0,1.0,17.0,165,90,4.0,5.0,4.0,2,1.0,2.0,3.0,4.0,5.0,1,50000.0,2.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,4
+7105,4.0,1,17,49,82,2015,2,1995,1.0,1.0,1.0,10.0,0.0,2.0,120.0,165,100,5.0,5.0,5.0,2,3.0,3.0,4.0,4.0,6.0,6,150000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,1,1
+7106,4.0,1,28,81,123,2015,1,1947,1.0,1.0,1.0,3.0,25000.0,4.0,150.0,160,105,5.0,3.0,5.0,5,1.0,4.0,1.0,3.0,6.0,5,25000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+7107,5.0,1,4,7,19,2015,2,1987,1.0,1.0,1.0,13.0,80000.0,2.0,33.0,175,122,4.0,3.0,4.0,2,2.0,5.0,3.0,5.0,6.0,1,200000.0,1.0,3.0,1.0,1.0,1,2.0,2.0,2.0,3.0,1,5
+7108,4.0,1,4,7,14,2015,1,1961,1.0,1.0,1.0,10.0,60000.0,1.0,49.0,170,120,3.0,4.0,5.0,5,2.0,3.0,3.0,4.0,4.0,1,90000.0,2.0,2.0,2.0,2.0,3,3.0,2.0,5.0,2.0,3,5
+7109,4.0,1,27,77,117,2015,1,1939,3.0,1.0,1.0,7.0,35000.0,1.0,83.0,173,153,5.0,4.0,4.0,2,2.0,3.0,5.0,4.0,6.0,5,70000.0,2.0,3.0,2.0,2.0,3,3.0,2.0,3.0,2.0,4,4
+7110,4.0,2,29,84,127,2015,2,1960,1.0,1.0,1.0,3.0,0.0,1.0,100.0,155,90,2.0,2.0,4.0,1,4.0,4.0,1.0,4.0,1.0,3,45000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,1
+7111,4.0,1,10,27,49,2015,2,1959,1.0,1.0,1.0,6.0,24000.0,1.0,78.0,160,110,3.0,4.0,4.0,2,2.0,5.0,5.0,4.0,4.0,1,72000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,2.0,2.0,3,4
+7112,5.0,2,31,89,134,2015,2,1958,1.0,0.0,5.0,3.0,24000.0,1.0,100.0,155,146,3.0,4.0,3.0,1,2.0,3.0,1.0,5.0,10.0,4,5000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,4
+7113,2.0,1,1,1,8,2015,1,1957,1.0,1.0,1.0,6.0,60000.0,1.0,110.0,178,160,4.0,4.0,3.0,2,3.0,3.0,2.0,2.0,3.0,1,60000.0,1.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,3,5
+7114,4.0,1,21,64,101,2015,1,1983,1.0,1.0,1.0,3.0,50000.0,1.0,140.0,178,160,5.0,5.0,5.0,1,2.0,4.0,1.0,4.0,3.0,1,50000.0,3.0,2.0,1.0,1.0,3,2.0,3.0,4.0,3.0,1,5
+7115,4.0,2,31,87,131,2015,1,1993,1.0,1.0,1.0,3.0,20000.0,1.0,96.0,169,198,4.0,5.0,3.0,1,4.0,3.0,1.0,2.0,1.0,2,25000.0,5.0,2.0,1.0,2.0,3,3.0,3.0,2.0,3.0,1,3
+7116,4.0,2,23,68,108,2015,1,1940,1.0,0.0,1.0,3.0,5500.0,1.0,60.0,170,115,4.0,3.0,4.0,1,3.0,2.0,1.0,2.0,10.0,3,5500.0,3.0,1.0,1.0,2.0,3,3.0,3.0,2.0,2.0,4,2
+7117,4.0,2,31,88,133,2015,2,1967,1.0,1.0,1.0,4.0,5000.0,1.0,100.0,160,100,3.0,5.0,3.0,1,1.0,3.0,1.0,4.0,4.0,4,30000.0,5.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,2
+7118,5.0,1,1,1,3,2015,1,1969,1.0,1.0,1.0,10.0,50000.0,1.0,35.0,178,160,4.0,5.0,5.0,2,1.0,3.0,1.0,4.0,5.0,1,100000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+7119,4.0,1,6,17,33,2015,1,1936,1.0,1.0,1.0,2.0,30000.0,4.0,140.0,160,110,2.0,2.0,3.0,5,3.0,2.0,2.0,5.0,4.0,5,30000.0,1.0,4.0,1.0,2.0,7,1.0,2.0,4.0,2.0,4,4
+7120,5.0,1,27,79,119,2015,1,1953,1.0,1.0,1.0,6.0,42000.0,1.0,45.0,150,130,3.0,4.0,5.0,2,2.0,4.0,1.0,4.0,4.0,5,40000.0,1.0,3.0,1.0,2.0,7,3.0,2.0,4.0,2.0,3,5
+7121,4.0,1,15,39,70,2015,2,1984,1.0,1.0,1.0,4.0,10000.0,1.0,180.0,160,90,4.0,4.0,4.0,1,1.0,3.0,2.0,4.0,5.0,1,20000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,3
+7122,4.0,1,15,41,72,2015,1,1929,1.0,1.0,1.0,3.0,24000.0,1.0,96.0,170,120,1.0,1.0,2.0,4,2.0,4.0,1.0,4.0,6.0,5,40000.0,3.0,4.0,2.0,2.0,7,2.0,1.0,3.0,2.0,5,4
+7123,3.0,1,24,70,110,2015,1,1964,1.0,1.0,1.0,6.0,130000.0,1.0,300.0,172,150,2.0,5.0,5.0,4,2.0,5.0,2.0,5.0,2.0,1,200000.0,3.0,2.0,2.0,1.0,3,2.0,3.0,5.0,2.0,3,5
+7124,4.0,2,16,47,79,2015,1,1992,1.0,1.0,1.0,13.0,15000.0,2.0,150.0,172,118,4.0,4.0,4.0,1,2.0,4.0,4.0,4.0,6.0,5,100000.0,3.0,4.0,1.0,2.0,1,1.0,1.0,4.0,2.0,1,3
+7125,2.0,2,21,62,98,2015,2,1980,8.0,1.0,1.0,3.0,35000.0,1.0,100.0,155,160,1.0,2.0,3.0,1,4.0,3.0,1.0,2.0,1.0,5,35000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,4
+7126,4.0,2,18,53,87,2015,1,1965,1.0,1.0,1.0,4.0,10000.0,1.0,150.0,170,140,5.0,4.0,4.0,1,4.0,3.0,2.0,2.0,5.0,2,10000.0,4.0,4.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+7127,4.0,1,27,78,118,2015,1,1979,1.0,1.0,1.0,4.0,60000.0,1.0,55.0,173,188,1.0,3.0,3.0,5,2.0,4.0,1.0,2.0,10.0,5,60000.0,1.0,3.0,3.0,2.0,1,3.0,3.0,3.0,2.0,2,5
+7128,4.0,1,4,7,21,2015,2,1947,1.0,1.0,1.0,10.0,66000.0,1.0,89.0,162,95,3.0,5.0,3.0,5,2.0,4.0,4.0,2.0,2.0,5,66000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,5.0,3.0,4,5
+7129,4.0,1,21,61,97,2015,2,1956,1.0,1.0,1.0,3.0,5000.0,1.0,240.0,159,140,1.0,5.0,3.0,1,4.0,5.0,2.0,4.0,5.0,5,10000.0,5.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,3,2
+7130,4.0,2,5,9,25,2015,1,1974,1.0,1.0,1.0,6.0,10000.0,1.0,80.0,175,160,3.0,3.0,4.0,1,3.0,4.0,2.0,4.0,4.0,3,20000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,3
+7131,4.0,1,4,7,14,2015,2,1953,1.0,1.0,1.0,4.0,48000.0,1.0,72.0,160,105,5.0,5.0,5.0,5,4.0,4.0,2.0,2.0,6.0,5,150000.0,4.0,3.0,2.0,1.0,5,1.0,2.0,4.0,3.0,3,5
+7132,2.0,2,22,66,105,2015,1,1965,1.0,1.0,3.0,6.0,1000.0,1.0,95.0,165,106,2.0,1.0,3.0,1,2.0,4.0,2.0,2.0,1.0,5,5000.0,4.0,1.0,1.0,2.0,3,3.0,3.0,4.0,2.0,3,1
+7133,2.0,1,3,6,13,2015,2,1954,1.0,1.0,1.0,1.0,12000.0,1.0,60.0,161,140,2.0,1.0,2.0,2,2.0,3.0,1.0,2.0,3.0,4,25000.0,5.0,2.0,0.0,2.0,3,2.0,2.0,3.0,3.0,3,3
+7134,2.0,2,6,12,28,2015,1,1975,1.0,1.0,1.0,4.0,20000.0,1.0,80.0,165,120,3.0,4.0,4.0,1,3.0,4.0,1.0,3.0,4.0,3,30000.0,3.0,3.0,1.0,2.0,6,3.0,1.0,3.0,2.0,2,3
+7135,4.0,2,2,4,11,2015,1,1987,1.0,1.0,1.0,4.0,3000.0,2.0,100.0,160,125,1.0,3.0,3.0,1,3.0,2.0,1.0,4.0,5.0,1,9000.0,3.0,3.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,2
+7136,2.0,1,16,46,78,2015,1,1979,1.0,1.0,1.0,6.0,0.0,1.0,120.0,165,105,4.0,5.0,3.0,1,2.0,2.0,2.0,2.0,3.0,1,30000.0,2.0,2.0,0.0,2.0,4,3.0,3.0,4.0,3.0,2,1
+7137,3.0,2,28,81,122,2015,1,1952,1.0,1.0,1.0,1.0,800.0,1.0,60.0,165,110,3.0,3.0,3.0,1,1.0,1.0,1.0,2.0,3.0,3,800.0,1.0,2.0,1.0,2.0,1,3.0,2.0,3.0,3.0,3,1
+7138,4.0,1,2,4,11,2015,2,1997,1.0,1.0,4.0,7.0,4167.0,1.0,150.0,160,95,5.0,5.0,4.0,1,4.0,4.0,4.0,4.0,2.0,6,87347.0,4.0,2.0,1.0,2.0,1,3.0,2.0,4.0,2.0,1,2
+7139,4.0,1,21,64,102,2015,1,1936,1.0,1.0,2.0,3.0,30000.0,1.0,80.0,160,110,2.0,3.0,4.0,2,1.0,4.0,2.0,4.0,5.0,5,60000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+7140,4.0,1,26,75,115,2015,2,1977,1.0,1.0,1.0,4.0,20000.0,1.0,55.0,158,100,4.0,4.0,4.0,4,3.0,4.0,3.0,4.0,4.0,1,104054.0,6.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+7141,4.0,1,7,18,39,2015,2,1951,1.0,1.0,1.0,4.0,25200.0,1.0,57.0,156,106,3.0,5.0,5.0,2,2.0,3.0,2.0,2.0,5.0,5,60000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,1.0,3,4
+7142,3.0,2,2,5,12,2015,2,1936,1.0,1.0,1.0,1.0,0.0,1.0,90.0,156,78,2.0,2.0,2.0,1,2.0,3.0,1.0,4.0,2.0,4,5000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,4,1
+7143,4.0,2,28,81,122,2015,1,1969,1.0,1.0,1.0,4.0,30000.0,1.0,120.0,168,120,5.0,4.0,4.0,1,4.0,3.0,1.0,4.0,4.0,3,45000.0,1.0,3.0,1.0,1.0,3,2.0,3.0,4.0,2.0,2,4
+7144,4.0,1,21,64,102,2015,1,1969,1.0,1.0,1.0,4.0,24000.0,1.0,125.0,175,160,4.0,4.0,4.0,4,4.0,3.0,3.0,4.0,5.0,1,50000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,4
+7145,5.0,1,23,68,108,2015,2,1966,1.0,1.0,2.0,4.0,30000.0,1.0,100.0,160,90,2.0,2.0,3.0,2,4.0,3.0,2.0,4.0,7.0,1,60000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,5.0,1.0,3,4
+7146,5.0,2,6,14,30,2015,1,1936,1.0,1.0,1.0,4.0,5436.0,1.0,150.0,170,160,5.0,5.0,4.0,1,3.0,3.0,2.0,4.0,6.0,3,10000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,5.0,3.0,4,2
+7147,4.0,2,9,20,42,2015,1,1970,1.0,1.0,1.0,3.0,40000.0,1.0,120.0,169,160,3.0,5.0,4.0,1,2.0,2.0,1.0,4.0,2.0,1,40000.0,4.0,2.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+7148,4.0,2,22,66,105,2015,2,1947,1.0,1.0,3.0,3.0,2000.0,1.0,160.0,155,86,4.0,4.0,3.0,1,2.0,5.0,1.0,4.0,5.0,3,2000.0,2.0,3.0,1.0,1.0,3,3.0,1.0,3.0,2.0,4,2
+7149,4.0,1,7,18,35,2015,1,1955,1.0,1.0,1.0,4.0,14000.0,1.0,17.0,170,135,4.0,4.0,5.0,5,5.0,4.0,2.0,3.0,5.0,5,14400.0,1.0,3.0,1.0,2.0,6,2.0,2.0,4.0,2.0,3,3
+7150,3.0,2,22,65,104,2015,1,1968,1.0,1.0,1.0,3.0,15000.0,1.0,80.0,165,130,4.0,5.0,5.0,1,2.0,3.0,1.0,4.0,3.0,3,15000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,3
+7151,5.0,1,22,67,107,2015,2,1927,1.0,1.0,1.0,1.0,0.0,1.0,113.0,156,80,4.0,5.0,4.0,2,1.0,4.0,1.0,5.0,4.0,4,150000.0,7.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,5,1
+7152,3.0,1,17,48,80,2015,2,1984,1.0,0.0,3.0,4.0,0.0,1.0,80.0,160,106,3.0,5.0,3.0,1,3.0,3.0,2.0,4.0,4.0,1,30000.0,4.0,2.0,1.0,1.0,3,3.0,3.0,4.0,3.0,1,1
+7153,2.0,1,28,81,122,2015,2,1953,1.0,1.0,1.0,3.0,0.0,1.0,98.5,165,70,2.0,4.0,3.0,1,3.0,4.0,1.0,4.0,5.0,4,30000.0,5.0,2.0,2.0,2.0,3,3.0,2.0,2.0,2.0,3,1
+7154,5.0,2,22,66,106,2015,2,1947,1.0,0.0,3.0,3.0,10000.0,1.0,150.0,158,100,4.0,4.0,4.0,1,2.0,3.0,1.0,4.0,6.0,3,30000.0,3.0,3.0,0.0,2.0,7,2.0,1.0,4.0,2.0,4,3
+7155,4.0,1,5,8,24,2015,2,1963,1.0,0.0,1.0,4.0,10000.0,1.0,93.0,163,120,5.0,5.0,5.0,2,2.0,2.0,2.0,2.0,3.0,5,10000.0,6.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,3
+7156,4.0,2,11,31,54,2015,2,1946,1.0,1.0,2.0,3.0,0.0,1.0,200.0,157,120,5.0,3.0,3.0,1,4.0,3.0,2.0,1.0,5.0,4,20000.0,6.0,3.0,1.0,2.0,3,2.0,3.0,3.0,4.0,4,1
+7157,4.0,2,17,49,82,2015,2,1957,1.0,1.0,1.0,3.0,1000.0,1.0,300.0,164,145,3.0,2.0,2.0,1,3.0,4.0,1.0,3.0,5.0,3,6000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,1
+7158,4.0,1,16,44,75,2015,1,1994,1.0,1.0,1.0,12.0,0.0,2.0,80.0,168,97,3.0,5.0,3.0,5,3.0,3.0,3.0,4.0,6.0,1,50000.0,3.0,3.0,1.0,2.0,1,3.0,2.0,3.0,3.0,1,1
+7159,2.0,2,6,16,32,2015,1,1942,1.0,1.0,1.0,4.0,7277.0,1.0,200.0,168,110,2.0,2.0,2.0,1,1.0,1.0,1.0,2.0,3.0,5,18711.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,4,2
+7160,4.0,1,29,82,125,2015,2,1962,1.0,1.0,1.0,7.0,36000.0,4.0,120.0,170,160,3.0,3.0,3.0,2,4.0,4.0,2.0,4.0,2.0,5,75000.0,2.0,3.0,1.0,2.0,3,3.0,3.0,4.0,3.0,3,4
+7161,4.0,2,19,57,92,2015,1,1964,1.0,1.0,1.0,3.0,80000.0,1.0,200.0,168,130,5.0,5.0,5.0,1,4.0,4.0,2.0,2.0,6.0,1,200000.0,5.0,4.0,1.0,1.0,3,2.0,1.0,5.0,2.0,3,5
+7162,5.0,1,5,8,24,2015,2,1950,1.0,0.0,1.0,10.0,30000.0,1.0,72.0,155,120,4.0,5.0,5.0,2,4.0,4.0,1.0,4.0,4.0,5,50000.0,2.0,4.0,1.0,2.0,3,2.0,2.0,5.0,2.0,4,4
+7163,4.0,2,6,16,32,2015,1,1949,1.0,1.0,1.0,3.0,5000.0,1.0,200.0,160,94,2.0,3.0,3.0,1,2.0,2.0,1.0,3.0,4.0,3,30000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,2
+7164,4.0,2,24,71,111,2015,1,1984,1.0,1.0,1.0,4.0,70000.0,1.0,80.0,175,130,4.0,4.0,4.0,1,3.0,2.0,1.0,4.0,6.0,3,70000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,5
+7165,4.0,1,12,32,59,2015,1,1963,1.0,1.0,1.0,4.0,30000.0,1.0,35.0,170,125,3.0,3.0,3.0,5,2.0,4.0,2.0,2.0,3.0,1,60000.0,2.0,2.0,0.0,2.0,3,2.0,3.0,3.0,2.0,3,4
+7166,5.0,2,21,64,102,2015,2,1953,1.0,1.0,1.0,3.0,3000.0,1.0,360.0,154,100,2.0,2.0,3.0,1,4.0,4.0,2.0,4.0,7.0,4,45000.0,5.0,4.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,2
+7167,5.0,1,7,18,37,2015,2,1936,1.0,1.0,1.0,10.0,60000.0,4.0,72.0,154,116,2.0,4.0,5.0,5,4.0,4.0,1.0,4.0,7.0,5,120000.0,2.0,4.0,1.0,2.0,3,2.0,2.0,5.0,2.0,4,5
+7168,3.0,1,31,88,133,2015,2,1988,1.0,1.0,1.0,4.0,0.0,1.0,105.0,165,107,3.0,3.0,3.0,1,3.0,2.0,1.0,3.0,8.0,5,110000.0,3.0,2.0,2.0,2.0,3,2.0,3.0,3.0,2.0,1,1
+7169,4.0,1,17,48,80,2015,1,1979,1.0,1.0,1.0,4.0,40000.0,1.0,80.0,180,180,2.0,5.0,4.0,2,2.0,2.0,2.0,2.0,5.0,1,70000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,5
+7170,4.0,2,22,67,107,2015,1,1932,1.0,1.0,1.0,3.0,2000.0,1.0,80.0,170,110,4.0,5.0,5.0,1,2.0,5.0,1.0,5.0,6.0,1,2000.0,1.0,2.0,1.0,2.0,7,2.0,3.0,3.0,2.0,5,2
+7171,4.0,2,18,52,85,2015,1,1996,1.0,1.0,1.0,6.0,0.0,1.0,110.0,172,110,5.0,4.0,5.0,1,3.0,2.0,5.0,2.0,5.0,6,50000.0,3.0,3.0,1.0,2.0,1,2.0,2.0,5.0,2.0,1,1
+7172,4.0,1,11,29,52,2015,2,1959,1.0,1.0,1.0,3.0,0.0,1.0,200.0,150,130,5.0,4.0,4.0,1,4.0,3.0,2.0,3.0,2.0,4,8000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,1
+7173,3.0,1,18,53,87,2015,1,1992,1.0,1.0,1.0,12.0,0.0,1.0,126.0,178,150,5.0,5.0,5.0,2,2.0,3.0,3.0,2.0,5.0,6,70000.0,3.0,3.0,2.0,1.0,1,2.0,2.0,4.0,2.0,1,1
+7174,3.0,1,1,1,1,2015,2,1960,1.0,1.0,1.0,12.0,40000.0,3.0,134.0,158,100,3.0,3.0,4.0,2,3.0,3.0,4.0,1.0,1.0,1,180000.0,3.0,3.0,2.0,2.0,3,3.0,2.0,4.0,4.0,3,5
+7175,3.0,1,19,56,90,2015,1,1958,1.0,0.0,6.0,6.0,12000.0,1.0,38.0,178,138,4.0,4.0,4.0,2,1.0,4.0,3.0,2.0,4.0,1,24000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,3
+7176,4.0,1,6,15,31,2015,2,1978,1.0,1.0,1.0,4.0,7436.0,1.0,75.0,155,90,5.0,4.0,5.0,1,3.0,4.0,1.0,4.0,6.0,5,36000.0,4.0,2.0,1.0,2.0,4,2.0,1.0,3.0,2.0,2,2
+7177,4.0,1,7,18,35,2015,1,1974,1.0,1.0,1.0,4.0,48000.0,1.0,15.0,172,160,4.0,5.0,5.0,1,3.0,3.0,2.0,2.0,4.0,1,72000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,5
+7178,3.0,1,5,11,27,2015,2,1954,3.0,1.0,1.0,9.0,24000.0,1.0,97.0,160,110,3.0,2.0,2.0,2,3.0,4.0,1.0,2.0,5.0,5,100000.0,3.0,2.0,3.0,2.0,3,3.0,2.0,4.0,3.0,3,4
+7179,4.0,1,19,57,93,2015,1,1969,1.0,1.0,1.0,7.0,50000.0,1.0,132.0,175,156,5.0,5.0,5.0,4,1.0,2.0,1.0,2.0,4.0,1,200000.0,5.0,3.0,0.0,2.0,3,3.0,2.0,4.0,2.0,2,5
+7180,4.0,1,13,36,66,2015,2,1971,8.0,1.0,1.0,1.0,10000.0,1.0,150.0,165,120,5.0,3.0,3.0,1,2.0,2.0,2.0,4.0,3.0,1,30000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,3
+7181,5.0,1,13,37,68,2015,1,1981,1.0,1.0,1.0,9.0,20000.0,1.0,75.0,170,170,5.0,5.0,5.0,1,2.0,4.0,2.0,4.0,5.0,1,20000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+7182,4.0,1,16,44,75,2015,1,1958,1.0,1.0,1.0,3.0,5000.0,1.0,120.0,170,130,4.0,5.0,3.0,1,5.0,4.0,1.0,4.0,5.0,1,20000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,4.0,3,2
+7183,4.0,1,16,47,79,2015,1,1989,1.0,1.0,1.0,4.0,60000.0,1.0,128.0,180,190,4.0,4.0,4.0,1,3.0,3.0,1.0,4.0,1.0,5,60000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,2.0,2.0,1,5
+7184,4.0,1,24,71,111,2015,2,1972,1.0,0.0,8.0,4.0,50000.0,1.0,180.0,162,120,5.0,5.0,4.0,1,3.0,3.0,1.0,2.0,5.0,1,100000.0,2.0,2.0,2.0,2.0,3,3.0,2.0,4.0,3.0,2,5
+7185,4.0,1,12,32,60,2015,2,1990,1.0,1.0,1.0,7.0,36000.0,1.0,45.0,172,180,3.0,3.0,3.0,4,3.0,3.0,2.0,3.0,5.0,1,60000.0,4.0,2.0,2.0,2.0,1,2.0,1.0,4.0,2.0,1,4
+7186,4.0,1,16,46,77,2015,2,1977,1.0,1.0,1.0,3.0,30000.0,1.0,100.0,150,120,4.0,4.0,4.0,2,3.0,4.0,3.0,3.0,7.0,1,50000.0,7.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,4
+7187,3.0,1,26,76,116,2015,1,1968,1.0,1.0,1.0,4.0,50000.0,1.0,110.0,172,150,5.0,4.0,4.0,2,2.0,3.0,2.0,3.0,4.0,1,80000.0,5.0,3.0,1.0,1.0,4,2.0,2.0,3.0,2.0,2,5
+7188,5.0,2,2,4,11,2015,2,1980,1.0,1.0,1.0,7.0,8000.0,1.0,50.0,163,140,5.0,5.0,3.0,1,1.0,2.0,3.0,1.0,6.0,1,10000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,5.0,3.0,2,2
+7189,4.0,1,1,1,1,2015,2,1951,1.0,1.0,1.0,12.0,80000.0,4.0,100.0,158,112,3.0,4.0,4.0,2,2.0,3.0,2.0,4.0,5.0,5,200000.0,3.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+7190,5.0,2,5,9,25,2015,2,1972,1.0,1.0,1.0,3.0,10000.0,1.0,104.0,158,165,5.0,5.0,5.0,1,3.0,3.0,1.0,4.0,3.0,4,200000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,3
+7191,4.0,1,10,26,48,2015,2,1961,1.0,1.0,1.0,3.0,22000.0,1.0,65.0,155,140,2.0,3.0,4.0,1,3.0,3.0,1.0,4.0,2.0,1,35000.0,3.0,2.0,1.0,2.0,7,3.0,1.0,4.0,2.0,3,3
+7192,4.0,1,12,32,59,2015,2,1965,1.0,1.0,1.0,9.0,30000.0,1.0,60.0,165,100,3.0,3.0,4.0,2,2.0,4.0,1.0,4.0,5.0,5,70000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+7193,4.0,1,4,7,16,2015,2,1979,1.0,1.0,1.0,6.0,0.0,1.0,100.0,160,130,4.0,5.0,4.0,1,1.0,3.0,3.0,3.0,5.0,6,65228.0,3.0,2.0,1.0,1.0,3,3.0,2.0,3.0,2.0,2,1
+7194,4.0,1,29,82,125,2015,2,1980,1.0,1.0,1.0,11.0,40000.0,1.0,110.0,162,116,3.0,3.0,3.0,5,4.0,4.0,2.0,3.0,5.0,1,80000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,3.0,1.0,2,5
+7195,4.0,1,16,46,77,2015,1,1949,1.0,0.0,4.0,4.0,720.0,1.0,440.0,162,102,3.0,3.0,3.0,1,4.0,2.0,1.0,3.0,4.0,4,50000.0,4.0,3.0,1.0,2.0,7,3.0,2.0,3.0,2.0,4,1
+7196,5.0,1,26,74,114,2015,1,1970,1.0,1.0,1.0,10.0,50400.0,4.0,70.0,175,125,4.0,4.0,4.0,2,3.0,3.0,2.0,4.0,5.0,1,108000.0,1.0,3.0,3.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+7197,5.0,2,23,68,108,2015,2,1964,1.0,1.0,1.0,3.0,2000.0,1.0,92.0,160,130,2.0,3.0,3.0,1,3.0,5.0,1.0,4.0,4.0,2,60000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,3,2
+7198,3.0,1,19,57,91,2015,2,1990,1.0,1.0,1.0,12.0,10000.0,4.0,40.0,156,98,4.0,4.0,3.0,1,3.0,4.0,4.0,3.0,5.0,1,10000.0,1.0,3.0,0.0,2.0,1,2.0,1.0,3.0,2.0,1,3
+7199,4.0,1,12,34,63,2015,2,1970,1.0,1.0,1.0,10.0,30000.0,1.0,80.0,164,100,4.0,5.0,5.0,2,3.0,4.0,2.0,3.0,6.0,5,200000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,4
+7200,5.0,1,16,46,77,2015,1,1947,1.0,1.0,1.0,3.0,24000.0,1.0,120.0,167,140,2.0,2.0,2.0,2,2.0,4.0,2.0,4.0,6.0,5,100000.0,6.0,3.0,2.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+7201,4.0,1,12,32,61,2015,2,1988,1.0,1.0,1.0,3.0,5602.0,1.0,25.0,155,90,3.0,3.0,3.0,1,2.0,4.0,1.0,3.0,4.0,5,68596.0,4.0,2.0,0.0,1.0,3,3.0,1.0,3.0,2.0,1,2
+7202,4.0,2,21,64,101,2015,1,1984,1.0,1.0,1.0,4.0,30000.0,1.0,100.0,175,160,5.0,4.0,4.0,1,4.0,3.0,1.0,2.0,5.0,3,60000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,4.0,4.0,1,4
+7203,4.0,1,16,44,75,2015,1,1996,1.0,1.0,1.0,4.0,0.0,2.0,160.0,172,110,4.0,3.0,3.0,2,2.0,3.0,4.0,4.0,5.0,6,80000.0,4.0,3.0,5.0,1.0,1,2.0,2.0,4.0,2.0,1,1
+7204,4.0,1,4,7,15,2015,1,1977,1.0,0.0,1.0,4.0,300000.0,1.0,30.0,173,140,5.0,5.0,4.0,1,4.0,4.0,2.0,3.0,6.0,1,112815.0,4.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,2,5
+7205,4.0,2,18,51,84,2015,1,1961,1.0,1.0,1.0,3.0,75000.0,1.0,100.0,170,130,5.0,5.0,5.0,1,3.0,3.0,2.0,4.0,5.0,1,100000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,5
+7206,4.0,1,1,1,4,2015,1,1975,1.0,1.0,1.0,5.0,60000.0,1.0,58.7,180,140,4.0,5.0,5.0,2,4.0,4.0,3.0,3.0,6.0,1,144000.0,2.0,4.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,5
+7207,3.0,1,6,15,31,2015,1,1992,1.0,1.0,1.0,12.0,50000.0,2.0,50.0,175,130,3.0,3.0,3.0,1,1.0,3.0,4.0,3.0,4.0,1,200000.0,1.0,3.0,1.0,1.0,1,2.0,2.0,3.0,2.0,1,5
+7208,5.0,2,13,35,65,2015,2,1926,6.0,1.0,1.0,3.0,1504.0,1.0,200.0,158,80,4.0,4.0,5.0,1,2.0,1.0,1.0,4.0,2.0,4,8000.0,3.0,1.0,1.0,2.0,7,2.0,2.0,3.0,2.0,5,2
+7209,4.0,2,18,55,89,2015,2,1995,1.0,1.0,1.0,3.0,0.0,1.0,120.0,155,120,4.0,4.0,4.0,1,3.0,4.0,1.0,3.0,5.0,5,15000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,1
+7210,5.0,1,24,72,112,2015,1,1993,1.0,1.0,1.0,7.0,25000.0,2.0,390.0,178,128,4.0,4.0,4.0,2,3.0,4.0,2.0,2.0,3.0,1,192000.0,3.0,3.0,1.0,2.0,1,2.0,1.0,2.0,2.0,1,4
+7211,5.0,2,17,49,82,2015,2,1983,1.0,1.0,1.0,4.0,11000.0,1.0,400.0,158,120,5.0,5.0,4.0,1,4.0,4.0,1.0,2.0,9.0,1,40000.0,5.0,2.0,1.0,1.0,3,2.0,2.0,3.0,2.0,1,3
+7212,4.0,1,4,7,21,2015,2,1927,1.0,0.0,2.0,3.0,36000.0,1.0,69.0,150,120,3.0,5.0,5.0,5,1.0,4.0,1.0,5.0,6.0,5,36000.0,1.0,2.0,1.0,2.0,7,2.0,2.0,3.0,2.0,5,4
+7213,4.0,1,4,7,16,2015,1,1951,1.0,1.0,1.0,12.0,60000.0,4.0,136.0,172,145,3.0,4.0,5.0,2,2.0,4.0,2.0,4.0,6.0,5,100000.0,2.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,3,5
+7214,4.0,1,27,79,119,2015,2,1946,1.0,1.0,1.0,4.0,4800.0,1.0,60.0,160,125,3.0,4.0,2.0,2,4.0,3.0,2.0,3.0,2.0,6,4800.0,2.0,3.0,1.0,2.0,2,3.0,1.0,4.0,2.0,4,2
+7215,5.0,1,19,57,91,2015,1,1959,1.0,1.0,1.0,12.0,100000.0,4.0,54.0,168,150,3.0,5.0,5.0,6,1.0,4.0,4.0,3.0,7.0,1,150000.0,2.0,3.0,1.0,1.0,3,1.0,2.0,3.0,2.0,3,5
+7216,4.0,2,18,51,84,2015,2,1956,1.0,1.0,1.0,3.0,0.0,1.0,200.0,160,140,3.0,3.0,4.0,1,1.0,5.0,1.0,4.0,4.0,4,30000.0,3.0,3.0,1.0,2.0,7,3.0,1.0,4.0,2.0,3,1
+7217,4.0,1,18,54,88,2015,2,1976,1.0,0.0,5.0,4.0,0.0,4.0,300.0,166,110,4.0,5.0,5.0,2,2.0,4.0,4.0,4.0,5.0,5,36000.0,5.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,2,1
+7218,2.0,1,17,50,83,2015,2,1937,1.0,1.0,1.0,3.0,3600.0,1.0,112.0,168,130,4.0,4.0,3.0,2,4.0,3.0,1.0,4.0,4.0,5,3600.0,1.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,2
+7219,5.0,1,4,7,14,2015,1,1938,4.0,1.0,1.0,4.0,48000.0,1.0,58.0,172,155,3.0,5.0,5.0,5,3.0,4.0,2.0,3.0,5.0,5,72000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,5
+7220,4.0,2,19,57,92,2015,2,1990,1.0,1.0,1.0,10.0,42000.0,1.0,20.0,160,102,4.0,4.0,4.0,1,3.0,4.0,4.0,4.0,2.0,1,80000.0,3.0,3.0,0.0,1.0,3,2.0,1.0,4.0,2.0,1,5
+7221,4.0,2,21,62,98,2015,1,1971,1.0,1.0,1.0,3.0,40000.0,1.0,220.0,170,138,5.0,5.0,5.0,1,4.0,4.0,1.0,2.0,5.0,3,46160.0,9.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+7222,2.0,1,15,42,73,2015,2,1950,1.0,1.0,1.0,4.0,22063.0,1.0,92.0,155,100,4.0,3.0,3.0,2,4.0,4.0,1.0,3.0,5.0,5,42671.0,1.0,3.0,1.0,2.0,3,3.0,3.0,5.0,2.0,4,3
+7223,4.0,1,13,37,68,2015,2,1976,1.0,0.0,4.0,4.0,16000.0,1.0,36.0,155,102,4.0,5.0,5.0,1,4.0,4.0,1.0,4.0,6.0,1,26000.0,3.0,2.0,0.0,2.0,3,3.0,1.0,4.0,3.0,2,3
+7224,4.0,1,18,52,85,2015,1,1964,1.0,1.0,4.0,6.0,100000.0,1.0,220.0,173,145,4.0,4.0,5.0,2,5.0,3.0,4.0,4.0,6.0,1,100000.0,3.0,4.0,1.0,1.0,3,1.0,1.0,4.0,2.0,3,5
+7225,4.0,1,26,76,116,2015,1,1931,1.0,1.0,1.0,6.0,75000.0,4.0,35.0,165,110,3.0,3.0,3.0,2,5.0,5.0,5.0,4.0,6.0,5,76000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,5,5
+7226,5.0,1,27,77,117,2015,2,1960,1.0,0.0,3.0,6.0,0.0,1.0,50.0,155,100,4.0,4.0,5.0,2,2.0,5.0,3.0,2.0,5.0,5,0.0,1.0,3.0,0.0,2.0,3,3.0,1.0,4.0,2.0,3,1
+7227,5.0,1,4,7,22,2015,1,1973,1.0,1.0,1.0,6.0,60000.0,1.0,48.0,168,150,3.0,5.0,5.0,2,3.0,3.0,2.0,4.0,4.0,1,200000.0,2.0,3.0,2.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+7228,5.0,1,1,1,7,2015,2,1984,1.0,1.0,1.0,11.0,120000.0,1.0,59.0,170,130,5.0,5.0,5.0,2,1.0,3.0,3.0,2.0,7.0,1,17000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,5.0,2.0,1,5
+7229,3.0,1,10,26,48,2015,2,1971,1.0,1.0,1.0,1.0,20000.0,1.0,70.0,165,120,5.0,4.0,4.0,1,2.0,3.0,1.0,4.0,3.0,1,40000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+7230,4.0,1,1,1,8,2015,1,1961,1.0,0.0,4.0,9.0,60000.0,1.0,100.0,178,59,4.0,4.0,4.0,2,3.0,3.0,3.0,4.0,5.0,1,60000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+7231,4.0,1,16,45,76,2015,1,1971,1.0,1.0,1.0,4.0,20000.0,1.0,80.0,160,100,4.0,4.0,4.0,2,4.0,3.0,2.0,4.0,5.0,5,40000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,3
+7232,4.0,1,21,64,101,2015,1,1985,1.0,1.0,1.0,6.0,30000.0,1.0,100.0,173,180,3.0,5.0,3.0,4,3.0,2.0,4.0,4.0,5.0,1,100000.0,5.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,1,4
+7233,4.0,1,4,7,17,2015,2,1980,1.0,0.0,8.0,7.0,30000.0,1.0,93.0,165,136,4.0,4.0,3.0,5,3.0,3.0,4.0,4.0,8.0,1,80000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,4
+7234,4.0,1,21,64,100,2015,2,1985,1.0,1.0,1.0,10.0,50000.0,1.0,150.0,163,85,5.0,4.0,3.0,2,4.0,4.0,3.0,3.0,6.0,1,150000.0,4.0,4.0,1.0,1.0,3,1.0,1.0,4.0,2.0,1,5
+7235,5.0,1,31,86,129,2015,1,1938,8.0,1.0,1.0,4.0,20000.0,4.0,76.0,168,130,5.0,5.0,5.0,1,3.0,3.0,4.0,5.0,5.0,5,20000.0,2.0,3.0,0.0,2.0,4,3.0,3.0,4.0,2.0,4,3
+7236,3.0,1,1,1,8,2015,2,1986,1.0,1.0,1.0,10.0,0.0,1.0,36.5,167,115,4.0,5.0,5.0,2,1.0,2.0,4.0,3.0,6.0,5,72000.0,3.0,2.0,1.0,2.0,1,3.0,2.0,3.0,3.0,1,1
+7237,5.0,2,5,8,24,2015,2,1977,1.0,1.0,1.0,3.0,20000.0,1.0,70.0,160,140,5.0,5.0,5.0,2,4.0,2.0,2.0,4.0,5.0,3,40000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,3
+7238,1.0,2,5,10,26,2015,1,1975,2.0,1.0,1.0,3.0,10000.0,1.0,80.0,168,140,1.0,1.0,1.0,1,5.0,5.0,1.0,3.0,3.0,3,30000.0,2.0,3.0,1.0,2.0,3,3.0,3.0,3.0,3.0,2,3
+7239,4.0,1,19,59,95,2015,2,1991,8.0,1.0,1.0,7.0,7276.0,1.0,60.0,155,108,5.0,5.0,5.0,1,4.0,3.0,3.0,3.0,5.0,5,80000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,1,2
+7240,4.0,1,1,1,3,2015,2,1955,1.0,1.0,1.0,6.0,39120.0,1.0,45.0,163,120,3.0,5.0,5.0,2,2.0,2.0,1.0,4.0,5.0,5,39120.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,4
+7241,3.0,2,21,64,100,2015,2,1972,1.0,1.0,1.0,3.0,0.0,1.0,200.0,168,122,3.0,2.0,2.0,1,4.0,4.0,1.0,3.0,4.0,4,30000.0,5.0,3.0,1.0,2.0,3,3.0,1.0,5.0,2.0,2,1
+7242,1.0,1,1,1,2,2015,2,1951,1.0,1.0,1.0,6.0,35000.0,1.0,38.0,162,130,2.0,1.0,1.0,5,2.0,5.0,3.0,1.0,3.0,5,35000.0,1.0,1.0,1.0,2.0,7,3.0,2.0,2.0,4.0,3,4
+7243,4.0,1,27,80,120,2015,1,1974,1.0,1.0,1.0,7.0,50000.0,1.0,85.0,170,140,5.0,5.0,3.0,2,3.0,3.0,2.0,2.0,4.0,1,100000.0,3.0,3.0,1.0,2.0,3,2.0,3.0,2.0,3.0,2,5
+7244,5.0,1,28,81,123,2015,2,1995,1.0,1.0,1.0,12.0,0.0,4.0,90.0,169,112,5.0,5.0,5.0,5,4.0,4.0,3.0,2.0,5.0,6,80000.0,4.0,4.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,1
+7245,4.0,2,19,57,92,2015,1,1935,1.0,0.0,1.0,3.0,15524.0,1.0,375.0,170,140,4.0,4.0,4.0,1,4.0,3.0,2.0,4.0,5.0,6,200000.0,5.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,3
+7246,4.0,2,29,84,127,2015,2,1973,1.0,1.0,1.0,1.0,35000.0,1.0,190.0,155,100,2.0,2.0,3.0,1,3.0,4.0,1.0,4.0,4.0,3,60000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,2,4
+7247,4.0,1,16,45,76,2015,2,1941,1.0,1.0,1.0,1.0,750.0,1.0,80.0,155,100,4.0,4.0,5.0,1,4.0,3.0,1.0,4.0,2.0,4,1500.0,2.0,2.0,1.0,2.0,3,2.0,2.0,5.0,2.0,4,1
+7248,3.0,2,15,42,73,2015,2,1979,1.0,1.0,1.0,3.0,8282.0,1.0,220.0,153,100,4.0,5.0,5.0,1,2.0,2.0,1.0,1.0,3.0,5,90000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,2
+7249,4.0,1,7,18,39,2015,2,1969,1.0,1.0,1.0,8.0,60000.0,1.0,68.0,167,129,4.0,5.0,5.0,2,1.0,2.0,1.0,4.0,6.0,1,145000.0,3.0,4.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+7250,4.0,1,11,29,52,2015,1,1954,1.0,1.0,1.0,3.0,30000.0,1.0,500.0,180,160,4.0,3.0,5.0,4,3.0,3.0,1.0,4.0,5.0,3,50000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,3,4
+7251,4.0,2,2,5,12,2015,2,1974,1.0,1.0,1.0,3.0,10000.0,1.0,180.0,158,89,2.0,2.0,2.0,1,3.0,3.0,1.0,4.0,2.0,3,30000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,3
+7252,4.0,1,18,51,84,2015,1,1969,1.0,1.0,1.0,4.0,40000.0,1.0,105.0,173,65,4.0,4.0,4.0,1,2.0,4.0,3.0,4.0,5.0,5,70000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+7253,4.0,2,28,81,122,2015,2,1976,1.0,1.0,1.0,4.0,15000.0,1.0,200.0,145,100,3.0,4.0,3.0,1,4.0,3.0,1.0,3.0,3.0,3,30000.0,4.0,3.0,1.0,1.0,3,2.0,1.0,3.0,3.0,2,3
+7254,5.0,1,16,46,77,2015,1,1932,1.0,0.0,1.0,3.0,12000.0,3.0,60.0,160,100,5.0,4.0,5.0,5,4.0,4.0,4.0,4.0,4.0,1,12000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,2.0,2.0,5,3
+7255,4.0,1,27,78,118,2015,2,1975,1.0,1.0,1.0,6.0,20000.0,1.0,50.0,165,110,5.0,4.0,4.0,2,1.0,2.0,3.0,2.0,4.0,1,20000.0,2.0,2.0,1.0,2.0,7,2.0,3.0,4.0,2.0,2,3
+7256,5.0,1,15,40,71,2015,2,1976,1.0,1.0,4.0,7.0,100000.0,1.0,67.0,161,120,3.0,4.0,4.0,2,3.0,3.0,2.0,4.0,5.0,1,100000.0,5.0,3.0,2.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+7257,4.0,1,1,1,8,2015,2,1947,1.0,1.0,2.0,4.0,15000.0,4.0,98.0,163,160,2.0,2.0,3.0,1,3.0,4.0,2.0,2.0,5.0,4,40000.0,1.0,2.0,2.0,2.0,3,3.0,1.0,3.0,2.0,4,3
+7258,4.0,2,10,24,46,2015,1,1958,1.0,1.0,1.0,1.0,1000.0,1.0,100.0,165,110,4.0,5.0,4.0,1,2.0,2.0,1.0,4.0,5.0,1,12000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,1
+7259,4.0,2,31,89,134,2015,1,1949,1.0,1.0,1.0,1.0,3000.0,1.0,90.0,168,90,2.0,5.0,5.0,1,3.0,4.0,1.0,5.0,3.0,4,25790.0,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,3.0,4,2
+7260,5.0,1,4,7,20,2015,1,1952,1.0,1.0,1.0,7.0,50000.0,1.0,50.0,173,140,2.0,4.0,5.0,4,3.0,4.0,2.0,4.0,5.0,5,100000.0,2.0,3.0,2.0,1.0,3,2.0,2.0,3.0,2.0,3,5
+7261,4.0,1,5,8,24,2015,2,1955,1.0,1.0,1.0,5.0,17000.0,1.0,60.0,160,120,4.0,5.0,4.0,1,2.0,5.0,2.0,4.0,2.0,3,17000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,3
+7262,4.0,2,24,72,112,2015,2,1997,1.0,1.0,1.0,6.0,0.0,2.0,255.0,160,106,5.0,5.0,5.0,4,1.0,5.0,5.0,1.0,5.0,6,456291.0,4.0,3.0,3.0,1.0,1,2.0,1.0,2.0,2.0,1,1
+7263,4.0,1,7,18,35,2015,1,1957,1.0,1.0,1.0,6.0,25000.0,1.0,13.0,169,120,4.0,5.0,5.0,2,2.0,3.0,2.0,4.0,4.0,1,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+7264,3.0,2,9,22,44,2015,2,1955,1.0,1.0,1.0,1.0,900.0,1.0,120.0,160,90,5.0,3.0,2.0,1,3.0,1.0,1.0,2.0,2.0,3,2000.0,5.0,3.0,1.0,2.0,3,3.0,1.0,3.0,3.0,3,1
+7265,4.0,2,23,68,108,2015,1,1939,1.0,1.0,3.0,3.0,6000.0,1.0,50.0,163,110,4.0,4.0,4.0,1,2.0,2.0,1.0,2.0,4.0,2,20000.0,3.0,2.0,1.0,2.0,7,2.0,1.0,4.0,3.0,4,2
+7266,5.0,1,31,88,133,2015,2,1961,1.0,1.0,1.0,11.0,45000.0,1.0,94.0,158,118,2.0,2.0,3.0,2,4.0,4.0,3.0,3.0,7.0,1,200000.0,2.0,4.0,1.0,1.0,3,2.0,1.0,4.0,3.0,3,5
+7267,4.0,2,15,43,74,2015,2,1992,1.0,1.0,1.0,4.0,100000.0,1.0,210.0,163,95,5.0,5.0,4.0,1,2.0,4.0,2.0,4.0,6.0,5,200000.0,5.0,4.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,5
+7268,4.0,1,4,7,21,2015,2,1978,1.0,1.0,1.0,7.0,24000.0,1.0,38.0,157,148,4.0,5.0,5.0,4,4.0,3.0,2.0,4.0,3.0,1,120000.0,3.0,3.0,0.0,1.0,3,3.0,2.0,3.0,2.0,2,4
+7269,5.0,2,5,8,24,2015,1,1949,1.0,1.0,1.0,3.0,10000.0,1.0,114.0,170,120,3.0,3.0,3.0,1,3.0,4.0,1.0,4.0,4.0,3,12000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,3
+7270,4.0,1,24,70,110,2015,1,1954,1.0,1.0,1.0,4.0,70000.0,4.0,150.0,178,165,4.0,5.0,5.0,4,4.0,3.0,3.0,4.0,5.0,1,130000.0,2.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+7271,4.0,1,21,63,99,2015,2,1967,1.0,1.0,1.0,4.0,5000.0,1.0,50.0,167,140,3.0,4.0,4.0,5,2.0,4.0,2.0,3.0,5.0,1,60000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,2
+7272,4.0,1,15,39,70,2015,1,1991,1.0,1.0,1.0,6.0,36000.0,1.0,110.0,170,120,4.0,4.0,4.0,1,4.0,2.0,2.0,4.0,5.0,1,120000.0,3.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,4
+7273,4.0,1,19,57,93,2015,2,1985,1.0,0.0,8.0,7.0,100000.0,1.0,40.0,158,85,5.0,5.0,5.0,5,2.0,2.0,3.0,4.0,5.0,1,200000.0,3.0,2.0,0.0,2.0,3,2.0,1.0,3.0,2.0,1,5
+7274,4.0,1,19,57,92,2015,1,1993,1.0,1.0,1.0,4.0,50000.0,1.0,92.0,177,130,5.0,4.0,5.0,1,4.0,4.0,1.0,2.0,5.0,1,200000.0,5.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,1,5
+7275,2.0,2,6,12,28,2015,2,1961,1.0,1.0,1.0,1.0,5000.0,1.0,120.0,150,120,4.0,5.0,3.0,1,2.0,4.0,1.0,4.0,2.0,3,5000.0,1.0,1.0,1.0,2.0,3,3.0,3.0,4.0,3.0,3,2
+7276,4.0,1,19,57,91,2015,1,1983,1.0,1.0,1.0,11.0,200000.0,1.0,48.0,186,175,4.0,4.0,4.0,5,4.0,4.0,2.0,4.0,5.0,1,300000.0,2.0,3.0,2.0,2.0,1,2.0,2.0,4.0,2.0,1,5
+7277,3.0,2,28,81,122,2015,2,1996,1.0,1.0,1.0,6.0,2000.0,1.0,80.0,160,110,4.0,4.0,4.0,1,2.0,4.0,5.0,3.0,4.0,5,12000.0,2.0,2.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,2
+7278,4.0,1,13,35,65,2015,1,1958,6.0,0.0,4.0,4.0,30000.0,1.0,110.0,165,100,5.0,5.0,4.0,1,4.0,4.0,1.0,4.0,3.0,2,35000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,4
+7279,3.0,1,8,19,41,2015,2,1978,4.0,0.0,8.0,1.0,10000.0,1.0,50.0,168,110,3.0,4.0,3.0,1,2.0,3.0,1.0,1.0,3.0,3,20000.0,4.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,3
+7280,3.0,1,27,79,119,2015,2,1963,1.0,1.0,1.0,6.0,19200.0,1.0,40.0,160,140,4.0,5.0,4.0,2,3.0,4.0,1.0,4.0,4.0,5,43200.0,3.0,3.0,1.0,2.0,6,3.0,1.0,4.0,3.0,3,3
+7281,4.0,2,10,25,47,2015,1,1951,1.0,1.0,1.0,3.0,10000.0,1.0,100.0,165,110,3.0,3.0,4.0,1,2.0,4.0,2.0,4.0,5.0,3,15000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,3,3
+7282,2.0,2,21,64,101,2015,2,1957,1.0,1.0,1.0,3.0,3000.0,1.0,110.0,150,108,2.0,2.0,3.0,1,3.0,3.0,1.0,2.0,3.0,3,23000.0,1.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,2
+7283,5.0,1,12,32,55,2015,1,1983,1.0,1.0,1.0,10.0,120000.0,1.0,120.0,169,120,5.0,4.0,5.0,1,2.0,4.0,4.0,4.0,5.0,1,200000.0,1.0,4.0,4.0,1.0,1,2.0,2.0,3.0,3.0,1,5
+7284,4.0,2,18,53,87,2015,2,1989,1.0,1.0,3.0,4.0,9000.0,1.0,80.0,158,115,4.0,4.0,5.0,1,3.0,3.0,1.0,4.0,5.0,3,20000.0,3.0,3.0,1.0,2.0,3,2.0,3.0,3.0,2.0,1,2
+7285,4.0,2,24,70,110,2015,2,1959,1.0,0.0,6.0,1.0,5000.0,1.0,200.0,140,80,3.0,2.0,5.0,1,2.0,5.0,1.0,2.0,4.0,3,8000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,2
+7286,4.0,2,13,35,65,2015,2,1965,6.0,1.0,1.0,3.0,6000.0,1.0,250.0,150,90,4.0,4.0,4.0,1,3.0,3.0,1.0,4.0,3.0,4,6000.0,4.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,2
+7287,4.0,2,13,35,65,2015,2,1958,6.0,1.0,1.0,3.0,4000.0,1.0,200.0,153,90,2.0,3.0,3.0,1,2.0,2.0,1.0,4.0,5.0,3,4000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,2
+7288,4.0,1,7,18,36,2015,2,1992,1.0,1.0,1.0,10.0,0.0,1.0,65.0,160,80,5.0,5.0,5.0,1,3.0,4.0,4.0,4.0,4.0,1,94936.0,2.0,3.0,1.0,1.0,1,2.0,1.0,3.0,3.0,1,1
+7289,4.0,1,21,62,98,2015,1,1963,8.0,1.0,1.0,7.0,25000.0,1.0,300.0,170,150,4.0,4.0,4.0,2,4.0,3.0,4.0,3.0,6.0,5,40000.0,3.0,3.0,1.0,2.0,3,3.0,1.0,4.0,3.0,3,4
+7290,4.0,1,13,36,67,2015,2,1968,1.0,1.0,1.0,6.0,90000.0,1.0,81.0,155,108,4.0,4.0,4.0,5,2.0,2.0,2.0,2.0,5.0,1,180000.0,3.0,4.0,1.0,2.0,3,2.0,2.0,2.0,3.0,2,5
+7291,5.0,2,31,89,134,2015,2,1969,1.0,1.0,1.0,3.0,5000.0,1.0,60.0,160,106,3.0,5.0,5.0,1,3.0,4.0,2.0,4.0,5.0,3,20000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,2
+7292,4.0,2,10,26,48,2015,2,1926,1.0,1.0,1.0,1.0,385.0,1.0,90.0,150,80,1.0,1.0,4.0,1,1.0,5.0,1.0,4.0,3.0,4,20000.0,3.0,2.0,1.0,2.0,7,3.0,3.0,4.0,3.0,5,1
+7293,4.0,1,22,65,103,2015,2,1990,1.0,1.0,1.0,13.0,40000.0,1.0,120.0,165,106,4.0,4.0,4.0,2,3.0,4.0,4.0,4.0,6.0,1,230000.0,3.0,3.0,2.0,1.0,1,1.0,1.0,4.0,2.0,1,5
+7294,4.0,2,13,35,65,2015,2,1968,6.0,1.0,1.0,3.0,6000.0,1.0,220.0,158,96,2.0,3.0,3.0,1,3.0,3.0,1.0,5.0,5.0,3,18000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,3.0,3.0,2,2
+7295,4.0,1,23,69,109,2015,1,1979,1.0,1.0,1.0,4.0,40000.0,1.0,70.0,175,120,5.0,5.0,4.0,1,2.0,2.0,1.0,2.0,7.0,1,50000.0,5.0,3.0,1.0,1.0,3,3.0,1.0,3.0,2.0,2,5
+7296,3.0,2,5,8,23,2015,1,1974,1.0,1.0,1.0,4.0,60000.0,4.0,52.0,175,60,4.0,4.0,4.0,2,3.0,3.0,2.0,3.0,1.0,1,60000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,5
+7297,3.0,2,6,16,32,2015,2,1955,1.0,1.0,5.0,1.0,20000.0,1.0,90.0,155,110,4.0,4.0,3.0,1,2.0,3.0,2.0,4.0,3.0,3,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+7298,3.0,1,24,72,112,2015,2,1978,1.0,1.0,2.0,4.0,60000.0,1.0,56.0,158,98,4.0,5.0,4.0,1,3.0,4.0,2.0,3.0,5.0,1,60000.0,2.0,3.0,1.0,1.0,6,2.0,2.0,4.0,2.0,2,5
+7299,3.0,1,7,18,40,2015,1,1984,1.0,1.0,1.0,11.0,40000.0,1.0,26.0,178,183,4.0,4.0,4.0,2,1.0,4.0,1.0,3.0,3.0,1,80000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,3.0,1,5
+7300,4.0,2,29,82,124,2015,1,1959,1.0,1.0,1.0,6.0,10000.0,1.0,180.0,175,148,5.0,5.0,5.0,1,2.0,2.0,2.0,2.0,5.0,3,30000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+7301,4.0,1,5,8,23,2015,1,1980,1.0,1.0,1.0,5.0,76561.0,1.0,45.0,179,125,4.0,4.0,5.0,1,3.0,4.0,1.0,4.0,4.0,1,88114.0,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,5
+7302,5.0,1,19,56,90,2015,2,1986,1.0,1.0,1.0,5.0,30000.0,1.0,140.0,160,104,4.0,5.0,4.0,1,4.0,4.0,3.0,2.0,6.0,1,100000.0,6.0,4.0,2.0,1.0,3,2.0,1.0,3.0,2.0,1,4
+7303,5.0,2,29,84,127,2015,1,1942,1.0,1.0,1.0,3.0,8000.0,1.0,60.0,165,142,4.0,4.0,4.0,1,4.0,4.0,2.0,4.0,4.0,3,8000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,5.0,2.0,4,2
+7304,4.0,2,4,7,22,2015,1,1958,1.0,1.0,1.0,4.0,30000.0,1.0,20.0,172,120,5.0,5.0,5.0,1,1.0,1.0,1.0,4.0,4.0,1,50000.0,1.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,4
+7305,4.0,1,21,63,99,2015,2,1942,1.0,1.0,1.0,1.0,0.0,1.0,140.0,160,120,1.0,1.0,2.0,1,1.0,3.0,1.0,4.0,5.0,4,100000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,1
+7306,3.0,2,16,44,75,2015,1,1984,1.0,1.0,3.0,4.0,0.0,1.0,300.0,165,130,3.0,5.0,3.0,1,4.0,4.0,1.0,3.0,3.0,1,10000.0,4.0,2.0,1.0,2.0,6,3.0,2.0,3.0,2.0,1,1
+7307,4.0,2,28,81,122,2015,2,1946,1.0,1.0,1.0,1.0,1000.0,1.0,150.0,150,110,3.0,2.0,4.0,1,1.0,2.0,1.0,3.0,3.0,3,5000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,4,1
+7308,2.0,1,11,29,52,2015,2,1974,1.0,1.0,1.0,3.0,20000.0,1.0,18.0,159,109,4.0,4.0,4.0,1,2.0,2.0,2.0,2.0,4.0,1,60000.0,4.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,3
+7309,4.0,1,31,88,133,2015,1,1941,1.0,1.0,1.0,3.0,0.0,1.0,45.0,164,140,3.0,2.0,3.0,1,1.0,5.0,1.0,4.0,1.0,4,60000.0,4.0,3.0,1.0,1.0,3,3.0,3.0,3.0,2.0,4,1
+7310,4.0,1,31,87,132,2015,2,1949,1.0,1.0,1.0,7.0,36000.0,1.0,56.0,160,130,5.0,5.0,4.0,2,3.0,3.0,2.0,4.0,5.0,5,70000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+7311,5.0,1,19,59,95,2015,2,1981,1.0,0.0,4.0,6.0,50000.0,1.0,85.0,178,120,1.0,5.0,4.0,5,2.0,3.0,1.0,5.0,6.0,1,110000.0,5.0,3.0,4.0,2.0,3,2.0,1.0,3.0,2.0,2,5
+7312,4.0,2,15,42,73,2015,1,1933,1.0,1.0,1.0,3.0,40000.0,4.0,95.0,153,130,3.0,3.0,5.0,1,3.0,5.0,3.0,4.0,6.0,5,70000.0,2.0,4.0,1.0,2.0,3,1.0,1.0,3.0,2.0,5,5
+7313,4.0,2,18,54,88,2015,1,1948,1.0,0.0,8.0,4.0,3000.0,1.0,160.0,168,120,2.0,2.0,3.0,1,4.0,2.0,2.0,4.0,5.0,4,4000.0,1.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,4,2
+7314,5.0,1,9,23,45,2015,1,1935,1.0,1.0,1.0,3.0,28800.0,4.0,210.0,162,134,4.0,3.0,4.0,2,4.0,4.0,1.0,4.0,5.0,5,528000.0,2.0,4.0,1.0,2.0,3,1.0,2.0,5.0,2.0,4,4
+7315,4.0,1,16,44,75,2015,1,1964,1.0,1.0,1.0,10.0,100000.0,1.0,197.0,177,146,5.0,5.0,4.0,2,3.0,2.0,4.0,3.0,5.0,1,150000.0,2.0,4.0,2.0,2.0,3,3.0,2.0,4.0,2.0,3,5
+7316,5.0,1,10,24,46,2015,2,1943,1.0,1.0,1.0,3.0,5000.0,1.0,60.0,163,110,3.0,3.0,4.0,1,4.0,3.0,2.0,5.0,7.0,3,8000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,3.0,2.0,4,2
+7317,3.0,2,9,22,44,2015,2,1968,1.0,1.0,1.0,3.0,0.0,1.0,180.0,172,115,4.0,4.0,4.0,1,3.0,4.0,1.0,2.0,6.0,3,50000.0,1.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,1
+7318,4.0,2,26,76,116,2015,1,1963,1.0,0.0,3.0,3.0,5000.0,1.0,150.0,162,120,3.0,4.0,3.0,1,3.0,2.0,1.0,4.0,2.0,3,20000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,2
+7319,4.0,2,31,86,129,2015,1,1938,1.0,1.0,1.0,3.0,14780.0,1.0,88.0,174,180,2.0,2.0,4.0,1,2.0,4.0,1.0,5.0,1.0,4,32800.0,2.0,2.0,1.0,2.0,3,2.0,2.0,2.0,2.0,4,3
+7320,3.0,1,6,14,30,2015,1,1953,1.0,1.0,1.0,3.0,4000.0,1.0,80.0,170,140,3.0,3.0,3.0,1,2.0,2.0,1.0,4.0,4.0,4,40000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+7321,5.0,1,27,80,120,2015,1,1938,3.0,1.0,1.0,4.0,15000.0,4.0,53.0,170,130,4.0,4.0,5.0,2,3.0,4.0,2.0,4.0,5.0,5,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,3
+7322,4.0,1,19,57,91,2015,2,1976,1.0,1.0,1.0,13.0,140000.0,4.0,56.0,158,118,5.0,5.0,5.0,5,2.0,4.0,4.0,4.0,8.0,1,260000.0,5.0,4.0,2.0,1.0,3,1.0,1.0,5.0,1.0,2,5
+7323,5.0,2,18,52,85,2015,2,1967,1.0,1.0,1.0,1.0,12000.0,1.0,75.0,172,150,4.0,4.0,4.0,1,4.0,3.0,1.0,4.0,7.0,3,32000.0,3.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+7324,4.0,1,24,71,111,2015,2,1988,1.0,1.0,1.0,4.0,0.0,1.0,100.0,160,100,4.0,4.0,4.0,4,3.0,2.0,1.0,4.0,6.0,6,60000.0,3.0,3.0,1.0,2.0,3,1.0,2.0,4.0,2.0,1,1
+7325,4.0,1,26,76,116,2015,2,1968,1.0,1.0,2.0,3.0,0.0,1.0,90.0,150,90,2.0,4.0,4.0,1,3.0,3.0,2.0,3.0,5.0,4,50000.0,3.0,2.0,1.0,2.0,6,2.0,2.0,2.0,3.0,2,1
+7326,4.0,1,19,57,93,2015,2,1931,1.0,0.0,4.0,4.0,50000.0,1.0,65.0,155,110,2.0,2.0,5.0,5,2.0,4.0,1.0,4.0,7.0,5,93512.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,5,5
+7327,3.0,1,7,18,34,2015,2,1942,1.0,1.0,1.0,6.0,25000.0,1.0,27.0,154,108,1.0,1.0,1.0,5,1.0,1.0,1.0,2.0,1.0,5,50000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,4
+7328,4.0,2,18,55,89,2015,1,1985,1.0,1.0,4.0,6.0,15000.0,1.0,200.0,171,135,5.0,5.0,5.0,1,4.0,4.0,3.0,2.0,3.0,1,35000.0,6.0,2.0,1.0,2.0,3,3.0,3.0,3.0,2.0,1,3
+7329,4.0,1,7,18,35,2015,2,1937,1.0,1.0,1.0,6.0,48000.0,4.0,130.0,160,160,4.0,3.0,5.0,5,3.0,4.0,4.0,2.0,7.0,5,96000.0,2.0,4.0,1.0,2.0,3,1.0,2.0,4.0,2.0,4,5
+7330,5.0,1,30,85,128,2015,2,1994,4.0,0.0,1.0,10.0,10000.0,2.0,60.0,172,95,5.0,5.0,5.0,2,1.0,2.0,3.0,1.0,5.0,1,35000.0,3.0,3.0,0.0,2.0,1,1.0,1.0,3.0,2.0,1,3
+7331,4.0,2,18,52,86,2015,2,1970,1.0,1.0,1.0,1.0,2600.0,1.0,100.0,155,105,5.0,5.0,4.0,1,5.0,2.0,1.0,4.0,5.0,3,20000.0,3.0,4.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,2
+7332,4.0,1,22,65,103,2015,2,1991,1.0,1.0,1.0,4.0,35650.0,1.0,105.0,160,112,3.0,3.0,3.0,1,4.0,4.0,3.0,3.0,2.0,1,200000.0,4.0,3.0,3.0,2.0,3,3.0,1.0,4.0,2.0,1,4
+7333,4.0,1,12,32,55,2015,1,1978,1.0,1.0,1.0,13.0,100000.0,3.0,40.0,184,80,4.0,4.0,3.0,2,2.0,3.0,4.0,4.0,7.0,1,100000.0,1.0,4.0,1.0,1.0,6,2.0,2.0,2.0,3.0,2,5
+7334,5.0,2,5,10,26,2015,1,1956,1.0,1.0,1.0,4.0,10000.0,1.0,110.0,168,150,4.0,4.0,4.0,1,2.0,4.0,1.0,4.0,2.0,3,30000.0,2.0,3.0,1.0,1.0,3,2.0,3.0,5.0,3.0,3,3
+7335,4.0,2,18,52,86,2015,1,1949,1.0,1.0,1.0,1.0,10000.0,1.0,100.0,167,110,5.0,3.0,4.0,1,3.0,3.0,1.0,3.0,1.0,3,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,3
+7336,4.0,1,31,89,134,2015,2,1948,1.0,1.0,1.0,3.0,12000.0,1.0,85.0,163,140,3.0,3.0,4.0,2,2.0,4.0,1.0,3.0,4.0,4,12000.0,2.0,3.0,1.0,2.0,7,3.0,1.0,5.0,2.0,4,3
+7337,4.0,1,1,1,4,2015,2,1959,1.0,1.0,1.0,6.0,36000.0,4.0,65.0,158,102,3.0,4.0,4.0,5,4.0,4.0,4.0,4.0,7.0,5,108000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+7338,4.0,1,7,18,39,2015,2,1981,1.0,1.0,1.0,6.0,0.0,1.0,60.0,160,130,4.0,4.0,4.0,5,2.0,2.0,2.0,4.0,4.0,5,80000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+7339,4.0,1,15,41,72,2015,2,1963,1.0,1.0,1.0,6.0,19200.0,1.0,65.0,153,100,3.0,5.0,5.0,5,4.0,5.0,3.0,2.0,4.0,5,19200.0,4.0,2.0,0.0,2.0,3,2.0,3.0,3.0,2.0,3,3
+7340,4.0,1,12,32,56,2015,2,1949,1.0,1.0,1.0,4.0,24000.0,1.0,60.0,153,94,3.0,5.0,5.0,5,2.0,4.0,3.0,3.0,8.0,5,60000.0,2.0,3.0,1.0,2.0,4,3.0,1.0,4.0,2.0,4,4
+7341,4.0,2,13,36,67,2015,2,1980,1.0,1.0,1.0,4.0,5690.0,1.0,90.0,158,105,4.0,4.0,3.0,1,4.0,4.0,2.0,4.0,6.0,4,24818.0,3.0,3.0,1.0,2.0,3,3.0,3.0,3.0,3.0,2,2
+7342,4.0,2,15,40,71,2015,1,1955,1.0,1.0,1.0,4.0,14000.0,1.0,300.0,172,160,4.0,4.0,4.0,4,4.0,4.0,2.0,4.0,7.0,5,100000.0,5.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,3,3
+7343,5.0,2,31,86,129,2015,1,1947,1.0,1.0,1.0,1.0,0.0,1.0,70.0,172,140,1.0,1.0,1.0,1,2.0,5.0,1.0,3.0,3.0,5,19901.0,2.0,1.0,1.0,2.0,3,3.0,3.0,3.0,4.0,4,1
+7344,5.0,2,3,6,13,2015,2,1976,1.0,0.0,4.0,3.0,20000.0,1.0,70.0,160,140,5.0,5.0,4.0,1,4.0,5.0,1.0,5.0,5.0,4,20000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,2.0,3.0,2,3
+7345,3.0,2,16,47,79,2015,2,1963,1.0,1.0,1.0,3.0,6000.0,1.0,100.0,155,110,3.0,4.0,3.0,1,3.0,3.0,1.0,3.0,3.0,3,6000.0,4.0,2.0,1.0,2.0,7,3.0,3.0,3.0,2.0,3,2
+7346,4.0,1,15,41,72,2015,2,1982,1.0,1.0,1.0,10.0,50000.0,1.0,138.0,163,110,5.0,5.0,3.0,2,4.0,4.0,3.0,4.0,5.0,1,120000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,2,5
+7347,3.0,2,28,81,121,2015,1,1929,1.0,1.0,1.0,1.0,4000.0,1.0,40.0,148,80,2.0,2.0,2.0,1,2.0,1.0,1.0,2.0,3.0,3,7000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,2.0,5,2
+7348,5.0,1,27,79,119,2015,2,1992,1.0,1.0,1.0,10.0,25000.0,1.0,60.0,158,120,2.0,4.0,5.0,1,2.0,5.0,2.0,4.0,4.0,1,50000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,1,4
+7349,4.0,1,27,79,119,2015,1,1967,1.0,1.0,1.0,3.0,20000.0,1.0,80.0,170,120,3.0,4.0,4.0,2,3.0,3.0,2.0,3.0,4.0,5,25000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+7350,3.0,1,12,33,62,2015,2,1974,6.0,1.0,1.0,1.0,19687.0,1.0,54.0,150,90,3.0,4.0,3.0,1,1.0,3.0,1.0,2.0,5.0,1,55142.0,5.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,3
+7351,4.0,2,5,10,26,2015,2,1985,1.0,1.0,1.0,4.0,40000.0,1.0,100.0,158,100,3.0,3.0,5.0,1,4.0,4.0,2.0,4.0,4.0,3,200000.0,6.0,3.0,1.0,1.0,4,3.0,1.0,5.0,3.0,1,5
+7352,4.0,1,19,57,93,2015,2,1959,1.0,1.0,1.0,6.0,24000.0,4.0,95.0,160,110,5.0,5.0,5.0,4,4.0,4.0,4.0,3.0,5.0,1,40000.0,2.0,3.0,2.0,1.0,3,2.0,2.0,3.0,2.0,3,4
+7353,4.0,2,15,41,72,2015,1,1962,1.0,1.0,1.0,1.0,20000.0,1.0,30.0,165,100,2.0,5.0,2.0,1,4.0,2.0,2.0,3.0,6.0,3,20000.0,1.0,2.0,3.0,2.0,3,3.0,1.0,2.0,2.0,3,3
+7354,5.0,1,5,8,24,2015,2,1992,1.0,1.0,1.0,12.0,20622.0,4.0,80.0,160,124,4.0,5.0,5.0,1,2.0,3.0,3.0,2.0,3.0,1,57665.0,3.0,3.0,1.0,1.0,1,2.0,1.0,4.0,2.0,1,3
+7355,3.0,1,19,57,91,2015,2,1943,1.0,1.0,1.0,12.0,60000.0,1.0,62.0,154,90,1.0,2.0,3.0,5,3.0,2.0,1.0,4.0,5.0,5,120000.0,2.0,4.0,0.0,2.0,3,2.0,3.0,4.0,3.0,4,5
+7356,3.0,2,6,14,30,2015,2,1970,1.0,1.0,1.0,3.0,0.0,1.0,200.0,158,110,5.0,4.0,4.0,1,2.0,2.0,1.0,3.0,4.0,3,7000.0,3.0,3.0,1.0,2.0,3,3.0,1.0,4.0,3.0,2,1
+7357,4.0,2,16,46,77,2015,2,1961,1.0,1.0,1.0,4.0,1500.0,1.0,70.0,155,110,2.0,3.0,4.0,1,4.0,3.0,2.0,4.0,5.0,3,18000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,2
+7358,3.0,2,28,81,122,2015,2,1974,1.0,1.0,1.0,1.0,1200.0,1.0,65.0,145,52,4.0,3.0,3.0,1,1.0,4.0,1.0,3.0,3.0,4,2200.0,7.0,1.0,1.0,2.0,3,3.0,2.0,2.0,2.0,2,2
+7359,4.0,2,31,89,134,2015,1,1987,1.0,1.0,1.0,4.0,21000.0,1.0,85.0,168,105,3.0,3.0,4.0,1,5.0,4.0,2.0,4.0,4.0,3,21000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,5.0,2.0,1,3
+7360,3.0,1,7,18,35,2015,1,1983,1.0,1.0,1.0,12.0,200000.0,1.0,30.0,173,136,4.0,5.0,5.0,2,3.0,4.0,4.0,2.0,6.0,1,200000.0,1.0,4.0,0.0,2.0,1,2.0,1.0,4.0,2.0,1,5
+7361,4.0,2,21,64,100,2015,1,1991,1.0,1.0,1.0,7.0,55000.0,1.0,200.0,168,120,4.0,5.0,4.0,1,4.0,3.0,2.0,4.0,1.0,1,85000.0,5.0,3.0,2.0,2.0,3,2.0,3.0,4.0,3.0,1,5
+7362,4.0,2,11,31,54,2015,2,1979,1.0,1.0,1.0,4.0,7000.0,1.0,120.0,158,125,4.0,5.0,4.0,1,4.0,4.0,2.0,4.0,3.0,3,20000.0,5.0,3.0,1.0,1.0,3,2.0,1.0,4.0,3.0,2,2
+7363,3.0,2,10,27,50,2015,2,1975,1.0,1.0,1.0,4.0,20000.0,1.0,300.0,165,120,4.0,5.0,5.0,1,2.0,2.0,1.0,3.0,6.0,1,50000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+7364,4.0,2,18,53,87,2015,1,1973,1.0,1.0,1.0,3.0,3999.0,1.0,200.0,173,170,5.0,5.0,4.0,1,4.0,1.0,1.0,3.0,2.0,3,5999.0,5.0,2.0,2.0,2.0,3,3.0,1.0,3.0,2.0,2,2
+7365,4.0,1,27,77,117,2015,1,1986,1.0,1.0,1.0,12.0,40000.0,1.0,99.0,177,140,5.0,5.0,3.0,2,2.0,3.0,4.0,4.0,5.0,1,150000.0,1.0,3.0,2.0,2.0,1,2.0,2.0,3.0,3.0,1,5
+7366,4.0,1,11,31,54,2015,1,1948,1.0,1.0,1.0,6.0,30000.0,1.0,105.0,175,130,5.0,4.0,5.0,2,3.0,4.0,3.0,4.0,5.0,5,15000.0,3.0,3.0,1.0,2.0,7,1.0,3.0,3.0,2.0,4,4
+7367,4.0,2,21,64,101,2015,2,1963,1.0,1.0,1.0,4.0,5000.0,1.0,90.0,169,120,3.0,4.0,4.0,1,4.0,3.0,1.0,4.0,5.0,1,10000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,3,2
+7368,4.0,1,2,2,9,2015,1,1969,8.0,1.0,1.0,4.0,46000.0,1.0,40.0,166,108,3.0,4.0,4.0,2,5.0,5.0,4.0,2.0,3.0,1,80000.0,1.0,2.0,3.0,1.0,6,2.0,1.0,4.0,2.0,2,5
+7369,5.0,2,13,36,67,2015,1,1925,1.0,1.0,1.0,2.0,0.0,1.0,90.0,165,120,1.0,2.0,3.0,1,1.0,4.0,1.0,4.0,1.0,4,0.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,5,1
+7370,4.0,2,24,70,110,2015,1,1935,1.0,0.0,6.0,1.0,6840.0,1.0,10.0,165,100,3.0,4.0,4.0,1,3.0,3.0,1.0,4.0,5.0,5,6840.0,1.0,3.0,0.0,2.0,1,1.0,1.0,4.0,1.0,4,2
+7371,5.0,1,10,26,48,2015,2,1993,1.0,1.0,1.0,6.0,0.0,2.0,99.0,168,100,5.0,5.0,5.0,1,2.0,3.0,4.0,4.0,6.0,6,70000.0,4.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,1
+7372,5.0,2,10,24,46,2015,1,1954,1.0,1.0,1.0,2.0,2000.0,1.0,200.0,172,100,2.0,2.0,3.0,1,1.0,3.0,1.0,4.0,4.0,3,2000.0,2.0,1.0,2.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+7373,2.0,2,28,81,123,2015,2,1953,1.0,1.0,1.0,3.0,6600.0,1.0,100.0,150,110,2.0,3.0,3.0,1,4.0,4.0,2.0,2.0,2.0,3,70000.0,1.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,2
+7374,3.0,2,29,84,127,2015,2,1958,1.0,1.0,1.0,1.0,10000.0,1.0,42.0,150,80,2.0,1.0,1.0,1,5.0,1.0,1.0,3.0,5.0,3,10000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+7375,4.0,2,18,55,89,2015,2,1965,1.0,1.0,1.0,1.0,0.0,1.0,160.0,164,118,4.0,3.0,4.0,1,4.0,4.0,1.0,4.0,5.0,4,30000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,1
+7376,2.0,1,6,12,28,2015,2,1952,1.0,1.0,1.0,4.0,20000.0,1.0,75.0,155,80,1.0,2.0,2.0,2,2.0,2.0,4.0,2.0,5.0,5,43000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,3,3
+7377,4.0,1,21,64,101,2015,2,1950,1.0,0.0,3.0,3.0,10000.0,1.0,109.0,155,108,4.0,4.0,4.0,1,2.0,3.0,2.0,4.0,6.0,4,32265.0,3.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,3
+7378,4.0,1,6,14,30,2015,2,1945,1.0,1.0,1.0,3.0,4766.0,1.0,80.0,145,85,3.0,3.0,3.0,1,3.0,2.0,1.0,4.0,5.0,4,35379.0,5.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,4,2
+7379,4.0,1,1,1,1,2015,2,1930,1.0,0.0,1.0,1.0,36000.0,4.0,50.0,152,126,3.0,4.0,4.0,2,4.0,4.0,1.0,4.0,8.0,5,94250.0,3.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,5,4
+7380,3.0,2,2,2,9,2015,2,1934,8.0,1.0,3.0,1.0,720.0,1.0,600.0,155,110,4.0,3.0,4.0,2,3.0,3.0,1.0,3.0,5.0,4,50000.0,7.0,3.0,1.0,1.0,3,3.0,1.0,3.0,2.0,5,1
+7381,5.0,1,30,85,128,2015,2,1979,1.0,1.0,1.0,10.0,200000.0,1.0,113.0,163,120,4.0,5.0,5.0,2,2.0,4.0,2.0,2.0,6.0,1,200000.0,1.0,3.0,2.0,2.0,1,2.0,1.0,4.0,2.0,2,5
+7382,4.0,1,4,7,22,2015,2,1975,1.0,1.0,2.0,13.0,0.0,4.0,65.0,160,160,4.0,3.0,4.0,2,2.0,4.0,3.0,2.0,4.0,5,77102.0,2.0,3.0,1.0,1.0,3,3.0,2.0,3.0,2.0,2,1
+7383,5.0,2,18,52,85,2015,2,1928,1.0,0.0,6.0,1.0,1000.0,1.0,230.0,157,90,2.0,2.0,4.0,1,5.0,5.0,1.0,3.0,5.0,4,20000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,5,1
+7384,4.0,2,26,74,114,2015,1,1937,1.0,0.0,1.0,3.0,660.0,4.0,200.0,158,100,2.0,2.0,3.0,1,1.0,1.0,1.0,2.0,3.0,2,48000.0,3.0,2.0,3.0,2.0,7,3.0,1.0,3.0,3.0,4,1
+7385,4.0,1,1,1,2,2015,2,1945,1.0,1.0,1.0,10.0,78000.0,1.0,96.0,160,110,3.0,4.0,4.0,2,3.0,4.0,2.0,3.0,6.0,5,168000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,5
+7386,3.0,1,1,1,8,2015,2,1973,1.0,1.0,1.0,9.0,60000.0,1.0,23.8,168,100,5.0,5.0,5.0,2,1.0,2.0,2.0,3.0,5.0,1,276000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,5
+7387,4.0,2,2,2,9,2015,1,1941,8.0,1.0,4.0,3.0,10000.0,1.0,219.0,165,120,1.0,1.0,2.0,1,3.0,4.0,2.0,3.0,2.0,5,20000.0,4.0,2.0,1.0,2.0,3,3.0,3.0,4.0,3.0,4,3
+7388,4.0,1,15,39,70,2015,2,1985,1.0,1.0,1.0,4.0,30000.0,1.0,125.0,153,92,5.0,4.0,5.0,1,3.0,2.0,1.0,4.0,5.0,1,100000.0,5.0,4.0,1.0,2.0,3,2.0,2.0,3.0,3.0,1,4
+7389,3.0,2,2,4,11,2015,1,1966,1.0,1.0,1.0,3.0,9728.0,1.0,90.0,160,120,4.0,4.0,3.0,1,3.0,2.0,1.0,4.0,5.0,3,13103.0,1.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,2
+7390,3.0,1,5,11,27,2015,2,1942,1.0,0.0,2.0,4.0,12000.0,1.0,60.0,160,150,2.0,2.0,2.0,4,3.0,4.0,1.0,4.0,2.0,5,12000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,3.0,4,3
+7391,4.0,2,10,25,47,2015,2,1997,1.0,1.0,1.0,6.0,0.0,2.0,225.0,164,138,2.0,3.0,4.0,1,1.0,3.0,4.0,1.0,6.0,6,30000.0,5.0,2.0,1.0,2.0,1,3.0,2.0,3.0,2.0,1,1
+7392,5.0,2,18,52,86,2015,1,1946,1.0,1.0,1.0,3.0,4000.0,4.0,240.0,170,150,5.0,5.0,4.0,1,2.0,3.0,1.0,5.0,5.0,3,8000.0,7.0,3.0,2.0,2.0,3,2.0,1.0,3.0,2.0,4,2
+7393,5.0,1,10,25,47,2015,2,1954,1.0,1.0,1.0,1.0,10000.0,1.0,200.0,150,104,2.0,3.0,4.0,1,2.0,3.0,1.0,4.0,6.0,3,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+7394,4.0,2,5,9,25,2015,1,1994,1.0,1.0,1.0,4.0,7000.0,1.0,80.0,172,170,5.0,5.0,5.0,1,3.0,3.0,2.0,4.0,1.0,1,30000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,1,2
+7395,3.0,1,12,32,60,2015,1,1953,1.0,1.0,1.0,3.0,12000.0,1.0,100.0,158,130,3.0,4.0,3.0,2,2.0,4.0,2.0,2.0,5.0,4,72000.0,7.0,3.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,3
+7396,3.0,2,22,66,105,2015,2,1933,1.0,1.0,1.0,1.0,2000.0,1.0,120.0,155,105,3.0,3.0,2.0,1,4.0,3.0,2.0,2.0,4.0,4,28000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,5,2
+7397,4.0,1,9,20,42,2015,2,1982,1.0,1.0,1.0,4.0,0.0,1.0,113.0,158,130,4.0,4.0,3.0,1,4.0,4.0,1.0,2.0,7.0,5,100000.0,3.0,4.0,2.0,2.0,3,1.0,2.0,4.0,2.0,2,1
+7398,2.0,1,27,79,119,2015,1,1986,1.0,1.0,1.0,12.0,20000.0,1.0,50.0,183,150,4.0,5.0,4.0,1,3.0,4.0,1.0,4.0,4.0,1,20000.0,1.0,2.0,0.0,2.0,1,3.0,2.0,4.0,3.0,1,3
+7399,4.0,1,13,36,66,2015,2,1989,8.0,1.0,1.0,4.0,26086.0,1.0,400.0,145,110,4.0,4.0,4.0,2,4.0,4.0,2.0,4.0,5.0,4,25000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,1,4
+7400,5.0,1,18,52,86,2015,2,1995,1.0,1.0,1.0,12.0,0.0,2.0,120.0,163,120,4.0,5.0,4.0,2,3.0,4.0,5.0,3.0,5.0,6,80000.0,5.0,4.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,1
+7401,4.0,2,2,2,9,2015,1,1957,8.0,1.0,1.0,4.0,5000.0,1.0,300.0,163,103,3.0,3.0,3.0,1,4.0,3.0,1.0,3.0,8.0,2,30000.0,5.0,3.0,1.0,2.0,3,3.0,3.0,3.0,2.0,3,2
+7402,4.0,1,16,46,77,2015,2,1935,1.0,1.0,1.0,1.0,1000.0,1.0,100.0,150,90,2.0,2.0,3.0,1,3.0,3.0,2.0,3.0,3.0,4,50000.0,5.0,3.0,1.0,2.0,3,3.0,3.0,2.0,3.0,4,1
+7403,4.0,2,18,54,88,2015,2,1957,1.0,0.0,1.0,1.0,0.0,1.0,100.0,163,100,3.0,3.0,4.0,1,2.0,3.0,1.0,4.0,6.0,4,23000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,1
+7404,4.0,1,22,65,103,2015,1,1988,1.0,1.0,1.0,12.0,50000.0,4.0,100.0,165,130,3.0,3.0,4.0,6,2.0,3.0,4.0,4.0,5.0,5,70000.0,2.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,5
+7405,4.0,1,13,36,67,2015,1,1939,1.0,1.0,1.0,6.0,46730.0,1.0,136.0,165,126,4.0,4.0,5.0,5,3.0,4.0,4.0,4.0,7.0,5,156339.0,3.0,3.0,5.0,1.0,3,2.0,2.0,5.0,2.0,4,5
+7406,4.0,1,24,70,110,2015,1,1946,1.0,1.0,1.0,4.0,28440.0,4.0,80.0,170,138,5.0,4.0,4.0,4,4.0,4.0,2.0,2.0,6.0,5,28440.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+7407,4.0,2,18,52,85,2015,2,1967,1.0,1.0,1.0,4.0,0.0,1.0,100.0,158,120,3.0,5.0,4.0,1,4.0,3.0,1.0,3.0,1.0,4,70000.0,7.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+7408,4.0,2,11,31,54,2015,2,1979,1.0,1.0,1.0,4.0,0.0,1.0,36.0,156,98,5.0,4.0,3.0,1,3.0,4.0,2.0,2.0,5.0,5,55000.0,4.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,1
+7409,4.0,1,18,55,89,2015,1,1989,1.0,1.0,1.0,3.0,10000.0,1.0,60.0,180,150,5.0,4.0,4.0,2,1.0,3.0,1.0,4.0,5.0,1,30000.0,2.0,2.0,1.0,2.0,1,2.0,2.0,4.0,3.0,1,3
+7410,3.0,1,6,15,31,2015,2,1983,1.0,1.0,1.0,6.0,30000.0,1.0,120.0,155,130,3.0,3.0,3.0,1,3.0,3.0,3.0,3.0,5.0,1,60000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,1,4
+7411,3.0,1,15,41,72,2015,2,1979,1.0,1.0,1.0,4.0,0.0,1.0,110.0,163,110,4.0,5.0,4.0,1,3.0,3.0,1.0,3.0,6.0,4,40000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+7412,3.0,1,1,1,3,2015,1,1948,1.0,1.0,1.0,4.0,29280.0,1.0,49.0,185,80,2.0,2.0,2.0,2,1.0,4.0,1.0,2.0,2.0,5,59280.0,2.0,1.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,4
+7413,1.0,1,5,11,27,2015,1,1960,1.0,1.0,1.0,4.0,30000.0,2.0,60.0,170,70,4.0,4.0,4.0,1,3.0,3.0,2.0,2.0,3.0,5,70000.0,2.0,3.0,0.0,2.0,3,2.0,1.0,4.0,2.0,3,4
+7414,4.0,1,8,19,41,2015,2,1976,4.0,0.0,8.0,3.0,0.0,1.0,120.0,168,110,3.0,3.0,3.0,4,3.0,3.0,1.0,3.0,4.0,4,60000.0,4.0,2.0,2.0,1.0,3,2.0,2.0,2.0,3.0,2,1
+7415,3.0,1,16,46,77,2015,1,1985,1.0,1.0,1.0,3.0,60000.0,1.0,75.0,175,120,5.0,4.0,4.0,1,3.0,3.0,2.0,3.0,5.0,1,80000.0,1.0,3.0,4.0,2.0,3,2.0,1.0,3.0,2.0,1,5
+7416,5.0,2,17,50,83,2015,2,1982,1.0,1.0,1.0,4.0,0.0,1.0,200.0,160,100,5.0,4.0,4.0,1,2.0,3.0,2.0,4.0,6.0,5,29689.0,4.0,3.0,1.0,1.0,3,2.0,1.0,4.0,3.0,2,1
+7417,1.0,1,7,18,36,2015,1,1992,1.0,1.0,1.0,10.0,37528.0,2.0,50.0,170,110,5.0,5.0,3.0,4,1.0,2.0,2.0,3.0,1.0,1,10000.0,4.0,1.0,0.0,2.0,1,3.0,3.0,3.0,3.0,1,4
+7418,4.0,2,6,17,33,2015,1,1995,1.0,1.0,1.0,6.0,30000.0,4.0,300.0,160,92,3.0,4.0,3.0,1,4.0,3.0,3.0,2.0,6.0,1,700000.0,4.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,1,4
+7419,4.0,1,24,71,111,2015,2,1978,1.0,1.0,1.0,9.0,0.0,1.0,150.0,160,110,5.0,5.0,4.0,4,4.0,4.0,4.0,2.0,5.0,1,9048000.0,3.0,4.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,1
+7420,5.0,1,10,27,50,2015,1,1985,1.0,1.0,1.0,3.0,10000.0,1.0,180.0,170,130,3.0,4.0,5.0,4,3.0,4.0,2.0,1.0,5.0,1,20000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,3
+7421,4.0,1,7,18,38,2015,2,1949,1.0,1.0,1.0,4.0,24000.0,1.0,51.0,160,120,2.0,3.0,4.0,2,1.0,4.0,2.0,4.0,5.0,5,52000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,4
+7422,4.0,2,3,6,13,2015,1,1949,1.0,1.0,1.0,4.0,35000.0,1.0,180.0,170,120,2.0,1.0,4.0,1,4.0,4.0,1.0,1.0,1.0,3,5000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,2.0,2.0,4,4
+7423,3.0,2,26,74,114,2015,1,1974,1.0,1.0,1.0,3.0,20000.0,1.0,70.0,170,105,4.0,5.0,4.0,1,5.0,3.0,1.0,1.0,2.0,3,19915.0,7.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,3
+7424,3.0,1,21,64,100,2015,1,1944,1.0,1.0,1.0,1.0,5160.0,1.0,86.0,147,145,2.0,2.0,3.0,4,4.0,3.0,1.0,5.0,4.0,4,55000.0,3.0,2.0,1.0,2.0,7,3.0,2.0,4.0,2.0,4,2
+7425,4.0,2,10,26,48,2015,1,1987,1.0,1.0,1.0,6.0,20000.0,1.0,150.0,175,160,5.0,5.0,5.0,1,3.0,2.0,2.0,3.0,5.0,1,50000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,3
+7426,4.0,1,2,4,11,2015,2,1944,1.0,0.0,4.0,3.0,2000.0,1.0,100.0,155,132,2.0,2.0,5.0,4,3.0,4.0,2.0,3.0,5.0,5,40000.0,1.0,3.0,5.0,2.0,7,2.0,2.0,4.0,3.0,4,2
+7427,4.0,1,13,36,67,2015,1,1990,1.0,1.0,1.0,12.0,53941.0,1.0,140.0,168,110,5.0,5.0,5.0,2,3.0,2.0,2.0,4.0,5.0,1,100000.0,4.0,4.0,2.0,1.0,1,2.0,1.0,5.0,2.0,1,5
+7428,4.0,1,6,13,29,2015,2,1955,1.0,1.0,1.0,1.0,14400.0,1.0,60.0,160,100,5.0,4.0,4.0,1,2.0,2.0,1.0,4.0,4.0,4,14400.0,1.0,2.0,0.0,2.0,7,2.0,2.0,4.0,2.0,3,3
+7429,3.0,2,11,31,54,2015,2,1936,1.0,1.0,4.0,2.0,20000.0,1.0,185.0,160,100,4.0,3.0,4.0,1,3.0,2.0,2.0,2.0,4.0,3,25000.0,2.0,2.0,1.0,2.0,3,2.0,3.0,2.0,2.0,4,3
+7430,4.0,2,18,51,84,2015,2,1970,1.0,1.0,1.0,3.0,12000.0,1.0,120.0,157,140,4.0,4.0,4.0,1,2.0,4.0,1.0,4.0,5.0,3,35000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+7431,4.0,1,11,31,54,2015,1,1940,1.0,1.0,1.0,10.0,36000.0,1.0,90.0,170,110,3.0,5.0,4.0,1,1.0,4.0,2.0,4.0,7.0,5,50000.0,4.0,3.0,1.0,2.0,7,1.0,3.0,3.0,2.0,4,4
+7432,4.0,2,13,35,65,2015,2,1941,6.0,1.0,1.0,1.0,0.0,1.0,250.0,158,130,2.0,2.0,2.0,1,2.0,4.0,1.0,4.0,4.0,4,21140.0,4.0,2.0,1.0,2.0,3,2.0,3.0,4.0,2.0,4,1
+7433,4.0,1,27,77,117,2015,2,1955,1.0,1.0,1.0,11.0,25000.0,4.0,100.0,160,110,5.0,5.0,5.0,2,2.0,4.0,4.0,3.0,5.0,1,50000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,3,4
+7434,3.0,1,1,1,5,2015,2,1950,1.0,1.0,1.0,6.0,30000.0,1.0,40.0,155,100,3.0,4.0,4.0,2,4.0,4.0,2.0,3.0,3.0,5,30000.0,1.0,2.0,1.0,2.0,1,2.0,2.0,3.0,2.0,4,4
+7435,4.0,1,10,26,48,2015,1,1992,1.0,1.0,1.0,12.0,0.0,2.0,110.0,175,130,4.0,4.0,4.0,2,2.0,4.0,4.0,4.0,6.0,6,80000.0,3.0,3.0,1.0,1.0,1,2.0,2.0,4.0,2.0,1,1
+7436,1.0,1,29,82,125,2015,1,1992,1.0,1.0,1.0,11.0,70000.0,4.0,75.0,167,110,4.0,4.0,3.0,2,1.0,2.0,2.0,3.0,6.0,1,66498.0,1.0,4.0,2.0,1.0,1,1.0,2.0,3.0,3.0,1,5
+7437,3.0,1,21,64,102,2015,2,1956,1.0,0.0,6.0,4.0,10800.0,1.0,15.0,156,118,3.0,5.0,2.0,4,5.0,5.0,1.0,2.0,1.0,5,60000.0,2.0,2.0,1.0,2.0,7,3.0,1.0,5.0,2.0,3,3
+7438,4.0,2,15,43,74,2015,1,1953,1.0,1.0,1.0,1.0,10000.0,1.0,200.0,171,130,4.0,4.0,4.0,1,2.0,2.0,2.0,4.0,4.0,3,15000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+7439,4.0,2,22,65,104,2015,1,1943,1.0,1.0,1.0,3.0,0.0,1.0,100.0,147,120,4.0,5.0,5.0,1,3.0,4.0,1.0,4.0,4.0,4,60000.0,2.0,3.0,2.0,2.0,3,2.0,1.0,5.0,2.0,4,1
+7440,4.0,2,2,5,12,2015,2,1971,8.0,0.0,4.0,3.0,5000.0,1.0,80.0,160,140,3.0,3.0,4.0,1,4.0,2.0,1.0,4.0,4.0,3,15000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,2,2
+7441,4.0,1,26,76,116,2015,2,1980,1.0,1.0,1.0,4.0,30000.0,1.0,80.0,155,90,3.0,4.0,4.0,2,2.0,2.0,2.0,4.0,5.0,1,100000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,2,4
+7442,4.0,2,10,24,46,2015,1,1985,1.0,1.0,1.0,10.0,50000.0,1.0,200.0,170,120,4.0,4.0,4.0,1,3.0,3.0,3.0,4.0,6.0,3,50000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,5
+7443,4.0,1,24,72,112,2015,2,1993,1.0,1.0,1.0,7.0,120000.0,1.0,100.0,155,100,4.0,4.0,4.0,2,4.0,4.0,4.0,2.0,3.0,1,150000.0,2.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,5
+7444,4.0,1,13,36,67,2015,2,1985,1.0,1.0,1.0,12.0,40000.0,1.0,120.0,158,100,5.0,5.0,5.0,5,3.0,3.0,3.0,2.0,7.0,1,100000.0,5.0,4.0,1.0,1.0,3,2.0,2.0,4.0,3.0,1,5
+7445,4.0,1,16,44,75,2015,1,1961,1.0,1.0,1.0,3.0,0.0,1.0,600.0,170,152,4.0,3.0,5.0,1,2.0,4.0,2.0,4.0,5.0,5,100000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,1
+7446,4.0,1,10,27,49,2015,2,1952,1.0,1.0,1.0,10.0,50000.0,4.0,70.0,160,130,3.0,4.0,4.0,2,3.0,4.0,2.0,4.0,6.0,5,100000.0,2.0,4.0,2.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+7447,4.0,1,12,33,62,2015,2,1969,1.0,0.0,6.0,3.0,84000.0,1.0,144.0,160,110,3.0,3.0,4.0,1,1.0,4.0,1.0,2.0,5.0,5,59049.0,7.0,3.0,1.0,2.0,3,2.0,1.0,2.0,2.0,2,5
+7448,4.0,1,6,16,32,2015,2,1943,1.0,1.0,1.0,5.0,20000.0,4.0,110.0,155,110,3.0,3.0,4.0,5,3.0,2.0,2.0,4.0,3.0,5,25000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,3
+7449,5.0,1,31,87,132,2015,2,1958,1.0,1.0,1.0,4.0,21600.0,1.0,28.0,159,160,1.0,5.0,5.0,2,3.0,4.0,1.0,3.0,4.0,5,21600.0,2.0,1.0,1.0,2.0,3,3.0,3.0,4.0,2.0,3,3
+7450,4.0,2,11,31,54,2015,1,1982,1.0,1.0,1.0,4.0,20000.0,1.0,100.0,168,120,3.0,5.0,4.0,2,3.0,4.0,1.0,4.0,2.0,1,20000.0,5.0,2.0,1.0,1.0,3,3.0,2.0,3.0,3.0,2,3
+7451,5.0,1,4,7,21,2015,2,1952,1.0,1.0,1.0,4.0,22800.0,1.0,35.0,169,139,3.0,3.0,5.0,2,2.0,3.0,2.0,4.0,5.0,5,79200.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,3
+7452,4.0,1,12,33,62,2015,2,1948,1.0,0.0,4.0,4.0,6869.0,4.0,108.0,158,98,4.0,4.0,4.0,1,2.0,4.0,1.0,2.0,3.0,5,54481.0,11.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,2
+7453,4.0,2,29,83,126,2015,2,1997,1.0,1.0,1.0,6.0,0.0,2.0,100.0,167,120,5.0,5.0,5.0,1,5.0,5.0,5.0,2.0,4.0,1,15000.0,3.0,3.0,1.0,2.0,1,3.0,1.0,5.0,3.0,1,1
+7454,3.0,1,12,32,58,2015,1,1948,1.0,0.0,3.0,3.0,35000.0,1.0,31.0,168,120,3.0,5.0,4.0,5,3.0,4.0,2.0,2.0,4.0,5,60000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,4,4
+7455,4.0,1,15,39,70,2015,1,1962,1.0,1.0,1.0,6.0,22000.0,1.0,144.0,173,143,5.0,5.0,5.0,1,2.0,2.0,2.0,4.0,5.0,1,60000.0,4.0,3.0,1.0,2.0,6,2.0,1.0,3.0,2.0,3,3
+7456,5.0,2,2,3,10,2015,2,1937,1.0,0.0,6.0,1.0,2717.0,1.0,300.0,150,76,2.0,2.0,3.0,1,4.0,4.0,1.0,5.0,5.0,4,92922.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,2
+7457,2.0,2,4,7,22,2015,1,1985,1.0,1.0,1.0,4.0,60000.0,1.0,13.0,168,116,4.0,5.0,4.0,1,3.0,4.0,4.0,4.0,1.0,1,60000.0,1.0,2.0,0.0,2.0,1,3.0,2.0,3.0,2.0,1,5
+7458,4.0,1,10,27,50,2015,1,1983,1.0,1.0,1.0,7.0,40000.0,1.0,60.0,170,130,5.0,5.0,4.0,1,2.0,4.0,2.0,4.0,5.0,1,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,3.0,1,5
+7459,4.0,2,28,81,121,2015,1,1952,1.0,1.0,1.0,1.0,3000.0,1.0,100.0,162,130,2.0,2.0,4.0,1,4.0,3.0,1.0,2.0,5.0,2,40000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,2
+7460,5.0,1,27,80,120,2015,2,1952,1.0,1.0,1.0,4.0,20000.0,1.0,90.0,160,110,5.0,4.0,4.0,2,3.0,4.0,2.0,3.0,5.0,5,40000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+7461,4.0,2,6,12,28,2015,2,1949,1.0,1.0,1.0,1.0,12000.0,1.0,90.0,155,100,3.0,4.0,4.0,1,4.0,4.0,1.0,4.0,6.0,4,33000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,2.0,2.0,4,3
+7462,3.0,2,5,9,25,2015,1,1976,1.0,1.0,1.0,4.0,35000.0,1.0,120.0,172,110,5.0,5.0,5.0,1,3.0,3.0,1.0,2.0,1.0,3,40000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,5.0,3.0,2,4
+7463,2.0,1,31,89,134,2015,2,1954,1.0,1.0,1.0,3.0,809600.0,1.0,40.0,160,95,2.0,2.0,2.0,2,1.0,2.0,1.0,4.0,1.0,1,30000.0,2.0,1.0,1.0,2.0,7,3.0,2.0,4.0,3.0,3,5
+7464,4.0,2,10,25,47,2015,2,1981,1.0,1.0,1.0,3.0,5000.0,1.0,200.0,155,110,3.0,3.0,4.0,1,4.0,4.0,3.0,4.0,5.0,3,20000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,2
+7465,4.0,1,2,2,9,2015,2,1982,8.0,1.0,1.0,4.0,0.0,1.0,100.0,158,120,5.0,3.0,4.0,4,4.0,3.0,1.0,4.0,4.0,5,20000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,1
+7466,4.0,1,2,2,9,2015,1,1951,8.0,1.0,1.0,3.0,12000.0,1.0,60.0,160,120,4.0,4.0,4.0,5,4.0,3.0,2.0,4.0,5.0,5,12000.0,3.0,3.0,1.0,2.0,4,2.0,2.0,3.0,2.0,3,3
+7467,5.0,2,31,87,131,2015,2,1971,1.0,0.0,9.0,3.0,13000.0,1.0,70.0,158,140,2.0,1.0,1.0,1,5.0,5.0,2.0,1.0,5.0,4,50000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,5.0,3.0,2,3
+7468,3.0,2,31,87,130,2015,2,1990,1.0,1.0,1.0,4.0,0.0,1.0,150.0,160,120,3.0,5.0,4.0,1,3.0,3.0,1.0,2.0,3.0,4,100000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,1
+7469,4.0,2,19,57,93,2015,2,1957,1.0,1.0,1.0,1.0,12000.0,1.0,300.0,160,130,2.0,3.0,4.0,2,2.0,2.0,1.0,4.0,5.0,3,65096.0,6.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,3,3
+7470,4.0,1,10,27,50,2015,2,1921,1.0,1.0,1.0,1.0,0.0,1.0,90.0,150,70,2.0,2.0,3.0,1,2.0,4.0,1.0,3.0,4.0,4,59914.0,1.0,3.0,0.0,2.0,7,2.0,2.0,4.0,2.0,5,1
+7471,4.0,2,6,14,30,2015,2,1976,1.0,1.0,1.0,3.0,10000.0,1.0,100.0,153,100,2.0,4.0,4.0,1,3.0,2.0,2.0,4.0,2.0,3,12000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,3
+7472,4.0,1,10,27,49,2015,1,1988,1.0,1.0,1.0,11.0,24000.0,4.0,90.0,170,150,5.0,5.0,5.0,2,3.0,2.0,2.0,3.0,8.0,1,69000.0,3.0,3.0,0.0,2.0,3,3.0,3.0,4.0,3.0,1,4
+7473,5.0,2,5,10,26,2015,1,1983,3.0,1.0,1.0,4.0,100000.0,1.0,300.0,170,196,3.0,5.0,3.0,1,4.0,4.0,3.0,4.0,5.0,2,120000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,5
+7474,4.0,1,27,77,117,2015,2,1967,1.0,1.0,1.0,13.0,40000.0,3.0,93.0,158,120,4.0,5.0,5.0,2,2.0,2.0,1.0,4.0,5.0,1,40000.0,2.0,2.0,1.0,2.0,6,2.0,2.0,3.0,3.0,2,5
+7475,4.0,1,12,33,62,2015,2,1950,1.0,1.0,1.0,1.0,0.0,1.0,80.0,155,90,2.0,2.0,3.0,1,1.0,3.0,1.0,2.0,4.0,4,0.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,1
+7476,4.0,2,19,56,90,2015,2,1945,1.0,0.0,8.0,3.0,0.0,1.0,25.0,159,106,4.0,4.0,4.0,1,2.0,4.0,1.0,3.0,4.0,4,0.0,1.0,2.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,1
+7477,4.0,1,5,8,23,2015,1,1970,1.0,1.0,2.0,7.0,40000.0,1.0,65.6,170,140,5.0,4.0,4.0,2,3.0,4.0,3.0,3.0,4.0,1,90000.0,3.0,3.0,1.0,2.0,3,2.0,3.0,4.0,2.0,2,5
+7478,2.0,1,18,54,88,2015,2,1950,1.0,1.0,1.0,3.0,0.0,1.0,100.0,158,98,3.0,2.0,2.0,1,2.0,2.0,2.0,3.0,1.0,4,10000.0,2.0,1.0,1.0,2.0,3,2.0,1.0,5.0,2.0,4,1
+7479,4.0,1,26,75,115,2015,2,1955,1.0,1.0,1.0,4.0,24000.0,1.0,80.0,150,90,3.0,4.0,4.0,2,3.0,3.0,3.0,4.0,5.0,5,132000.0,5.0,3.0,1.0,1.0,3,2.0,2.0,4.0,3.0,3,4
+7480,1.0,2,8,19,41,2015,1,1963,4.0,0.0,8.0,4.0,3000.0,4.0,150.0,169,130,3.0,4.0,3.0,1,2.0,5.0,3.0,5.0,1.0,3,3000.0,5.0,1.0,1.0,2.0,2,2.0,2.0,5.0,4.0,3,2
+7481,3.0,1,6,15,31,2015,1,1952,1.0,1.0,1.0,1.0,24000.0,1.0,66.0,170,120,3.0,3.0,3.0,1,3.0,3.0,3.0,3.0,4.0,5,48000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,4
+7482,5.0,2,5,9,25,2015,2,1949,1.0,1.0,1.0,1.0,10000.0,1.0,80.0,160,120,5.0,5.0,5.0,1,4.0,3.0,1.0,4.0,2.0,3,10000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,2.0,4,3
+7483,4.0,1,31,87,132,2015,2,1983,1.0,1.0,1.0,10.0,30000.0,1.0,60.0,176,140,5.0,5.0,3.0,2,1.0,1.0,1.0,4.0,5.0,1,200000.0,3.0,3.0,2.0,1.0,3,2.0,2.0,5.0,2.0,1,4
+7484,4.0,2,30,85,128,2015,2,1954,1.0,1.0,3.0,1.0,0.0,1.0,850.0,161,126,2.0,2.0,2.0,1,5.0,2.0,1.0,2.0,5.0,4,30000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,1
+7485,4.0,2,28,81,121,2015,1,1940,1.0,1.0,1.0,1.0,400.0,1.0,90.0,160,120,4.0,3.0,4.0,1,3.0,4.0,2.0,4.0,3.0,3,10000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,1
+7486,4.0,2,9,21,43,2015,1,1980,1.0,1.0,1.0,3.0,50000.0,1.0,100.0,170,130,4.0,4.0,4.0,1,3.0,2.0,1.0,3.0,3.0,3,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+7487,4.0,2,16,46,77,2015,2,1995,1.0,1.0,2.0,12.0,0.0,2.0,80.0,156,92,4.0,4.0,4.0,2,3.0,3.0,4.0,4.0,5.0,5,70000.0,3.0,3.0,0.0,2.0,1,2.0,2.0,4.0,3.0,1,1
+7488,4.0,2,18,55,89,2015,1,1948,1.0,1.0,1.0,3.0,1000.0,1.0,50.0,170,120,4.0,4.0,4.0,1,2.0,2.0,2.0,4.0,5.0,2,1000.0,1.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0,4,1
+7489,4.0,2,13,36,66,2015,1,1972,8.0,1.0,1.0,3.0,6000.0,1.0,160.0,166,135,4.0,4.0,3.0,1,5.0,3.0,2.0,4.0,4.0,5,7000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,5.0,3.0,2,2
+7490,5.0,1,16,45,76,2015,2,1959,1.0,1.0,2.0,1.0,5000.0,1.0,120.0,160,120,4.0,3.0,4.0,1,5.0,4.0,1.0,4.0,6.0,5,5000.0,1.0,3.0,1.0,2.0,7,1.0,1.0,3.0,2.0,3,2
+7491,3.0,1,6,16,32,2015,1,1958,1.0,1.0,1.0,7.0,40000.0,1.0,35.0,160,120,2.0,3.0,3.0,2,3.0,3.0,2.0,2.0,3.0,1,50000.0,2.0,3.0,1.0,2.0,4,2.0,3.0,4.0,2.0,3,5
+7492,5.0,1,5,8,24,2015,1,1996,1.0,1.0,1.0,11.0,1823.0,1.0,125.0,182,140,4.0,4.0,4.0,2,2.0,4.0,4.0,3.0,7.0,6,320000.0,3.0,4.0,2.0,1.0,1,1.0,2.0,2.0,2.0,1,2
+7493,5.0,2,5,9,25,2015,2,1954,1.0,1.0,1.0,3.0,6660.0,1.0,100.0,154,135,5.0,5.0,5.0,1,3.0,4.0,1.0,4.0,6.0,4,7920.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,3.0,3,2
+7494,4.0,2,18,51,84,2015,2,1967,1.0,1.0,1.0,4.0,2000.0,1.0,180.0,156,113,4.0,4.0,5.0,1,3.0,2.0,2.0,4.0,5.0,3,10000.0,3.0,2.0,1.0,2.0,3,2.0,3.0,3.0,3.0,2,2
+7495,4.0,1,1,1,1,2015,2,1978,1.0,1.0,1.0,6.0,36000.0,1.0,64.0,160,150,4.0,4.0,5.0,2,4.0,4.0,3.0,4.0,3.0,1,200000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,4
+7496,4.0,2,31,87,131,2015,1,1958,1.0,1.0,1.0,4.0,3000.0,1.0,80.0,170,126,4.0,5.0,4.0,1,4.0,5.0,1.0,4.0,1.0,4,3000.0,2.0,1.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,2
+7497,2.0,2,5,10,26,2015,1,1964,1.0,1.0,1.0,1.0,0.0,1.0,150.0,170,140,2.0,1.0,2.0,1,3.0,3.0,1.0,3.0,3.0,4,7000.0,2.0,1.0,1.0,2.0,3,3.0,3.0,3.0,2.0,3,1
+7498,4.0,1,19,59,95,2015,2,1940,1.0,1.0,1.0,4.0,20000.0,1.0,39.0,154,100,2.0,3.0,5.0,5,2.0,4.0,2.0,4.0,3.0,5,25000.0,1.0,3.0,0.0,2.0,7,2.0,1.0,4.0,2.0,4,3
+7499,4.0,1,11,30,53,2015,1,1991,1.0,1.0,1.0,6.0,18000.0,1.0,80.0,175,150,4.0,5.0,4.0,2,3.0,3.0,3.0,3.0,4.0,1,133260.0,3.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,3
+7500,5.0,1,10,25,47,2015,1,1948,1.0,1.0,1.0,1.0,10000.0,1.0,150.0,170,160,4.0,4.0,4.0,1,4.0,3.0,1.0,4.0,5.0,3,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,3
+7501,4.0,1,12,32,60,2015,1,1994,1.0,1.0,1.0,8.0,49081.0,2.0,30.0,170,130,4.0,4.0,4.0,4,3.0,3.0,3.0,2.0,4.0,1,50000.0,4.0,2.0,1.0,2.0,1,3.0,2.0,4.0,2.0,1,5
+7502,3.0,1,1,1,7,2015,2,1938,1.0,1.0,1.0,6.0,30000.0,1.0,50.3,156,90,3.0,4.0,5.0,2,2.0,5.0,1.0,3.0,4.0,5,30000.0,1.0,3.0,1.0,2.0,7,2.0,1.0,4.0,3.0,4,4
+7503,4.0,1,19,59,95,2015,2,1961,1.0,1.0,1.0,4.0,30000.0,1.0,70.0,155,102,3.0,5.0,4.0,5,4.0,3.0,2.0,4.0,5.0,6,60000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,4
+7504,4.0,2,17,49,82,2015,2,1977,1.0,1.0,1.0,3.0,20000.0,1.0,100.0,165,125,4.0,5.0,5.0,1,1.0,4.0,1.0,4.0,5.0,1,30000.0,4.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+7505,4.0,2,18,52,86,2015,2,1957,1.0,1.0,1.0,4.0,6000.0,1.0,200.0,155,130,2.0,2.0,2.0,1,2.0,1.0,1.0,3.0,4.0,4,6000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,2
+7506,4.0,1,15,39,70,2015,2,1948,1.0,1.0,1.0,1.0,2620.0,1.0,60.0,155,110,2.0,3.0,4.0,1,5.0,4.0,1.0,4.0,4.0,4,5000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,4,2
+7507,4.0,1,6,12,28,2015,1,1944,1.0,1.0,1.0,3.0,30000.0,1.0,120.0,163,150,3.0,4.0,5.0,4,2.0,4.0,1.0,3.0,5.0,2,103545.0,5.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,4,4
+7508,4.0,1,27,80,120,2015,2,1953,1.0,1.0,1.0,4.0,20000.0,4.0,120.0,165,180,3.0,3.0,4.0,5,2.0,3.0,2.0,4.0,5.0,5,40000.0,1.0,3.0,0.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+7509,3.0,1,29,82,125,2015,1,1964,1.0,1.0,1.0,4.0,2000.0,4.0,75.0,163,120,1.0,2.0,2.0,2,4.0,4.0,3.0,2.0,2.0,5,8000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,2
+7510,4.0,1,1,1,4,2015,1,1947,1.0,1.0,1.0,6.0,42000.0,4.0,73.9,172,140,3.0,4.0,4.0,2,3.0,3.0,2.0,4.0,5.0,5,78000.0,1.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,4,5
+7511,4.0,2,15,41,72,2015,2,1989,1.0,1.0,1.0,7.0,0.0,1.0,400.0,160,120,2.0,4.0,5.0,5,5.0,4.0,1.0,3.0,6.0,5,80000.0,6.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,1,1
+7512,4.0,1,18,54,88,2015,2,1959,1.0,1.0,1.0,7.0,24000.0,4.0,106.0,159,150,5.0,5.0,4.0,5,4.0,4.0,2.0,2.0,5.0,5,50000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,3,4
+7513,4.0,2,24,72,112,2015,2,1951,1.0,1.0,1.0,1.0,0.0,1.0,130.0,155,100,2.0,2.0,2.0,1,4.0,4.0,1.0,4.0,5.0,4,2400.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,1
+7514,2.0,2,22,67,107,2015,1,1970,1.0,1.0,1.0,4.0,6000.0,1.0,105.0,158,98,2.0,3.0,2.0,1,3.0,3.0,1.0,2.0,1.0,3,6000.0,4.0,1.0,1.0,2.0,4,3.0,2.0,4.0,4.0,2,2
+7515,4.0,1,11,31,54,2015,2,1936,1.0,0.0,6.0,3.0,20000.0,1.0,82.5,158,90,3.0,3.0,4.0,2,3.0,4.0,1.0,2.0,5.0,5,40000.0,2.0,4.0,2.0,2.0,3,2.0,1.0,4.0,2.0,4,3
+7516,2.0,2,2,4,11,2015,1,1958,1.0,1.0,2.0,3.0,0.0,1.0,80.0,163,110,2.0,2.0,2.0,1,2.0,1.0,1.0,3.0,2.0,3,0.0,2.0,2.0,1.0,2.0,3,2.0,3.0,3.0,2.0,3,1
+7517,4.0,1,28,81,123,2015,2,1966,1.0,1.0,1.0,4.0,15000.0,1.0,15.0,155,110,5.0,5.0,5.0,4,2.0,4.0,1.0,4.0,5.0,1,50000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+7518,4.0,1,6,17,33,2015,1,1956,7.0,1.0,1.0,1.0,10000.0,1.0,120.0,170,165,4.0,4.0,4.0,1,3.0,2.0,1.0,4.0,5.0,1,10000.0,1.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+7519,4.0,1,24,72,112,2015,1,1940,1.0,1.0,1.0,7.0,12000.0,1.0,100.0,165,150,3.0,3.0,3.0,5,3.0,4.0,2.0,4.0,5.0,5,72000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,3
+7520,5.0,1,31,87,132,2015,2,1989,1.0,1.0,1.0,13.0,0.0,2.0,60.0,170,125,4.0,5.0,4.0,2,3.0,4.0,4.0,2.0,5.0,6,49849.0,3.0,3.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,1
+7521,5.0,2,22,65,103,2015,2,1954,1.0,1.0,3.0,1.0,1260.0,1.0,120.0,160,110,4.0,3.0,4.0,1,2.0,4.0,1.0,4.0,2.0,4,2700.0,2.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+7522,3.0,1,1,1,5,2015,1,1956,1.0,1.0,1.0,4.0,30000.0,1.0,10.4,170,125,3.0,4.0,4.0,2,2.0,2.0,2.0,3.0,5.0,1,70000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,3.0,3,4
+7523,4.0,2,24,72,112,2015,2,1966,1.0,1.0,4.0,1.0,30000.0,1.0,100.0,158,110,4.0,5.0,4.0,1,3.0,3.0,1.0,3.0,4.0,1,50000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,4
+7524,2.0,1,31,89,134,2015,1,1956,1.0,1.0,1.0,11.0,35000.0,4.0,50.0,168,120,5.0,5.0,4.0,2,1.0,5.0,2.0,2.0,6.0,1,50000.0,2.0,4.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+7525,4.0,2,17,49,82,2015,2,1949,1.0,1.0,1.0,1.0,2660.0,1.0,100.0,160,110,2.0,2.0,2.0,1,2.0,4.0,1.0,4.0,5.0,3,3500.0,2.0,3.0,1.0,2.0,3,3.0,3.0,4.0,3.0,4,2
+7526,4.0,2,6,14,30,2015,1,1991,1.0,0.0,1.0,4.0,50000.0,1.0,200.0,170,58,4.0,5.0,4.0,1,4.0,4.0,2.0,4.0,6.0,1,221763.0,8.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,1,5
+7527,4.0,2,29,84,127,2015,1,1953,1.0,1.0,1.0,4.0,20000.0,1.0,40.0,150,110,3.0,4.0,4.0,1,3.0,3.0,1.0,4.0,5.0,3,20000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,3
+7528,4.0,1,21,63,99,2015,2,1974,1.0,1.0,1.0,4.0,20000.0,1.0,80.0,165,132,5.0,5.0,5.0,5,3.0,5.0,2.0,2.0,5.0,1,60000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,2,3
+7529,4.0,2,28,81,121,2015,2,1978,1.0,1.0,1.0,3.0,1000.0,1.0,100.0,152,100,1.0,2.0,3.0,1,1.0,4.0,1.0,4.0,2.0,3,10000.0,4.0,1.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,1
+7530,5.0,1,27,79,119,2015,1,1951,1.0,1.0,1.0,3.0,14400.0,1.0,70.0,172,150,4.0,5.0,5.0,4,3.0,4.0,1.0,4.0,6.0,5,33600.0,2.0,2.0,2.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+7531,4.0,1,18,51,84,2015,2,1985,1.0,1.0,3.0,6.0,30000.0,1.0,150.0,167,120,5.0,5.0,5.0,1,2.0,5.0,5.0,2.0,2.0,1,0.0,4.0,3.0,2.0,1.0,3,2.0,1.0,4.0,3.0,1,4
+7532,5.0,1,19,56,90,2015,2,1926,1.0,1.0,1.0,11.0,50000.0,1.0,31.0,158,100,4.0,4.0,4.0,5,4.0,3.0,3.0,5.0,7.0,5,50000.0,1.0,4.0,0.0,2.0,3,1.0,2.0,4.0,2.0,5,5
+7533,4.0,1,22,66,106,2015,2,1982,1.0,1.0,1.0,4.0,50000.0,1.0,150.0,162,130,4.0,4.0,5.0,1,4.0,4.0,2.0,3.0,5.0,1,100000.0,7.0,3.0,2.0,2.0,3,2.0,1.0,3.0,2.0,2,5
+7534,3.0,1,4,7,20,2015,1,1952,1.0,1.0,1.0,7.0,28000.0,1.0,58.0,175,100,1.0,4.0,4.0,5,1.0,1.0,1.0,2.0,1.0,5,55000.0,2.0,1.0,1.0,2.0,3,3.0,3.0,3.0,2.0,3,4
+7535,4.0,2,2,2,9,2015,2,1953,8.0,0.0,5.0,3.0,16000.0,1.0,260.0,150,102,4.0,4.0,4.0,1,4.0,3.0,1.0,3.0,4.0,3,49719.0,3.0,2.0,4.0,2.0,7,3.0,2.0,3.0,2.0,3,3
+7536,4.0,1,16,47,79,2015,2,1995,1.0,1.0,1.0,12.0,0.0,2.0,70.0,161,116,4.0,5.0,3.0,1,3.0,4.0,2.0,4.0,5.0,6,20000.0,2.0,2.0,1.0,2.0,1,3.0,1.0,4.0,2.0,1,1
+7537,4.0,1,29,82,125,2015,2,1973,1.0,1.0,1.0,6.0,0.0,1.0,90.0,167,125,5.0,4.0,4.0,2,3.0,3.0,1.0,3.0,5.0,5,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,1
+7538,2.0,1,21,64,100,2015,2,1997,1.0,1.0,1.0,6.0,0.0,2.0,56.0,160,76,5.0,4.0,4.0,5,3.0,4.0,1.0,1.0,1.0,6,30000.0,3.0,2.0,0.0,2.0,1,3.0,2.0,3.0,2.0,1,1
+7539,5.0,1,26,75,115,2015,1,1978,1.0,1.0,1.0,5.0,50000.0,1.0,28.0,167,108,5.0,5.0,5.0,5,4.0,2.0,1.0,3.0,4.0,1,100000.0,3.0,3.0,0.0,2.0,3,2.0,1.0,3.0,2.0,2,5
+7540,4.0,2,15,41,72,2015,1,1954,1.0,0.0,1.0,4.0,20000.0,1.0,150.0,170,140,4.0,3.0,5.0,1,4.0,4.0,3.0,4.0,5.0,3,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+7541,4.0,2,10,28,51,2015,2,1949,1.0,1.0,1.0,3.0,2891.0,1.0,60.0,156,100,4.0,4.0,4.0,1,3.0,4.0,4.0,4.0,6.0,4,7752.0,1.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,2
+7542,5.0,1,4,7,20,2015,2,1944,1.0,1.0,1.0,1.0,5098.0,1.0,260.0,158,100,3.0,2.0,3.0,1,1.0,4.0,1.0,5.0,6.0,4,12000.0,2.0,2.0,0.0,2.0,3,3.0,2.0,3.0,2.0,4,2
+7543,4.0,1,6,12,28,2015,2,1952,1.0,1.0,1.0,3.0,10000.0,1.0,170.0,155,130,4.0,5.0,4.0,2,3.0,3.0,2.0,4.0,1.0,5,10000.0,1.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,3
+7544,5.0,2,18,54,88,2015,1,1954,1.0,1.0,1.0,4.0,3000.0,1.0,270.0,162,128,4.0,4.0,4.0,1,3.0,3.0,1.0,2.0,5.0,3,30000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+7545,4.0,2,22,66,105,2015,2,1941,1.0,1.0,1.0,3.0,19000.0,1.0,60.0,145,90,3.0,3.0,3.0,1,1.0,4.0,1.0,4.0,5.0,3,19000.0,2.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,4,3
+7546,4.0,2,15,42,73,2015,2,1979,1.0,1.0,1.0,9.0,40000.0,1.0,240.0,167,110,4.0,5.0,4.0,1,2.0,2.0,4.0,1.0,5.0,1,120000.0,5.0,3.0,2.0,1.0,3,3.0,2.0,4.0,2.0,2,5
+7547,3.0,2,6,16,32,2015,1,1953,1.0,1.0,1.0,3.0,0.0,1.0,130.0,170,130,3.0,2.0,3.0,1,2.0,1.0,1.0,2.0,1.0,2,47659.0,1.0,3.0,1.0,2.0,5,3.0,3.0,5.0,2.0,3,1
+7548,3.0,1,22,66,105,2015,1,1963,1.0,1.0,1.0,11.0,0.0,1.0,150.0,172,130,1.0,1.0,5.0,2,1.0,2.0,4.0,2.0,1.0,5,0.0,1.0,1.0,1.0,2.0,6,3.0,2.0,3.0,2.0,3,1
+7549,5.0,2,4,7,22,2015,2,1983,1.0,1.0,1.0,4.0,0.0,1.0,10.0,164,104,5.0,5.0,4.0,1,4.0,5.0,4.0,4.0,5.0,1,50000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,1
+7550,4.0,2,15,41,72,2015,1,1988,1.0,1.0,1.0,6.0,24000.0,4.0,200.0,173,150,4.0,5.0,3.0,1,2.0,3.0,2.0,3.0,5.0,1,24000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,1,4
+7551,5.0,2,9,22,44,2015,1,1962,1.0,1.0,1.0,3.0,36000.0,1.0,160.0,164,130,5.0,4.0,4.0,1,2.0,3.0,2.0,5.0,7.0,1,106000.0,2.0,2.0,2.0,2.0,3,2.0,1.0,4.0,2.0,3,4
+7552,5.0,2,19,57,93,2015,2,1956,1.0,0.0,1.0,3.0,0.0,1.0,115.0,155,119,3.0,3.0,4.0,1,2.0,3.0,1.0,4.0,8.0,5,49289.0,7.0,4.0,1.0,1.0,3,2.0,1.0,5.0,2.0,3,1
+7553,3.0,2,29,83,126,2015,1,1947,1.0,0.0,3.0,4.0,2000.0,1.0,120.0,165,150,2.0,2.0,3.0,1,1.0,5.0,1.0,3.0,2.0,5,20000.0,2.0,1.0,1.0,2.0,3,3.0,2.0,5.0,3.0,4,2
+7554,4.0,1,4,7,16,2015,2,1981,1.0,1.0,1.0,12.0,50000.0,1.0,150.0,160,104,4.0,5.0,3.0,4,1.0,2.0,2.0,3.0,3.0,1,60000.0,4.0,2.0,0.0,2.0,3,3.0,2.0,4.0,2.0,2,5
+7555,4.0,1,7,18,36,2015,2,1953,1.0,1.0,1.0,4.0,24000.0,1.0,44.6,168,138,4.0,5.0,5.0,5,1.0,2.0,4.0,4.0,1.0,5,110000.0,3.0,2.0,1.0,1.0,3,3.0,2.0,4.0,3.0,3,4
+7556,4.0,1,6,13,29,2015,2,1969,1.0,1.0,1.0,3.0,30000.0,1.0,100.0,156,110,3.0,3.0,3.0,1,2.0,2.0,1.0,4.0,4.0,5,70000.0,5.0,2.0,1.0,2.0,3,3.0,1.0,3.0,3.0,2,4
+7557,3.0,1,1,1,4,2015,2,1937,1.0,0.0,1.0,7.0,35000.0,1.0,110.0,158,110,2.0,3.0,3.0,2,2.0,3.0,2.0,3.0,4.0,5,132000.0,4.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,4
+7558,3.0,2,29,82,124,2015,2,1959,1.0,1.0,1.0,1.0,5000.0,1.0,170.0,165,110,4.0,4.0,4.0,1,3.0,2.0,1.0,3.0,5.0,3,20000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,2
+7559,5.0,2,10,27,50,2015,2,1926,1.0,1.0,1.0,1.0,4000.0,1.0,80.0,160,120,4.0,3.0,4.0,1,2.0,4.0,1.0,5.0,3.0,6,5000.0,2.0,3.0,0.0,2.0,3,2.0,1.0,5.0,2.0,5,2
+7560,1.0,1,1,1,3,2015,1,1951,1.0,1.0,1.0,4.0,27000.0,1.0,63.6,176,160,3.0,4.0,2.0,2,1.0,4.0,1.0,4.0,1.0,1,48000.0,2.0,1.0,1.0,2.0,3,3.0,3.0,4.0,1.0,3,4
+7561,4.0,1,19,57,91,2015,2,1988,1.0,0.0,2.0,10.0,100000.0,2.0,100.0,160,100,3.0,4.0,3.0,4,4.0,3.0,3.0,3.0,6.0,1,200000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,1,5
+7562,4.0,2,6,13,29,2015,2,1955,1.0,1.0,1.0,4.0,30000.0,1.0,145.0,167,95,4.0,4.0,4.0,1,4.0,3.0,2.0,4.0,4.0,4,23248.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,4
+7563,5.0,1,1,1,4,2015,1,1974,1.0,1.0,1.0,6.0,34800.0,1.0,62.9,172,180,5.0,5.0,5.0,2,2.0,2.0,1.0,2.0,4.0,5,62400.0,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,3.0,2,4
+7564,3.0,1,22,66,106,2015,1,1962,1.0,1.0,1.0,3.0,0.0,1.0,50.0,160,130,2.0,2.0,2.0,1,3.0,2.0,1.0,3.0,2.0,5,10000.0,2.0,2.0,0.0,2.0,3,3.0,3.0,3.0,3.0,3,1
+7565,5.0,2,28,81,122,2015,2,1956,1.0,1.0,1.0,3.0,12000.0,1.0,60.0,150,90,4.0,3.0,3.0,1,3.0,2.0,2.0,4.0,3.0,3,30000.0,2.0,3.0,5.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+7566,4.0,2,21,64,101,2015,2,1945,1.0,1.0,1.0,1.0,3000.0,1.0,100.0,150,100,1.0,2.0,3.0,1,4.0,4.0,1.0,3.0,3.0,4,5000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,4.0,4.0,4,2
+7567,4.0,2,9,21,43,2015,2,1948,1.0,1.0,1.0,3.0,10000.0,1.0,60.0,150,110,4.0,4.0,4.0,1,4.0,3.0,1.0,4.0,6.0,4,20000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,3
+7568,4.0,1,4,7,18,2015,2,1972,1.0,1.0,1.0,6.0,100000.0,1.0,77.0,155,122,3.0,5.0,5.0,5,2.0,2.0,2.0,4.0,4.0,1,100000.0,2.0,3.0,1.0,1.0,3,3.0,2.0,2.0,2.0,2,5
+7569,4.0,2,22,65,104,2015,2,1990,1.0,0.0,1.0,7.0,0.0,1.0,100.0,160,85,4.0,5.0,3.0,1,4.0,4.0,3.0,4.0,5.0,5,40000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,1
+7570,2.0,2,18,51,84,2015,1,1956,1.0,1.0,1.0,1.0,3000.0,1.0,80.0,173,120,3.0,3.0,4.0,1,3.0,3.0,1.0,1.0,2.0,3,3000.0,1.0,1.0,1.0,2.0,1,3.0,3.0,3.0,4.0,3,2
+7571,4.0,2,19,56,90,2015,1,1947,8.0,1.0,1.0,3.0,0.0,1.0,60.0,170,150,3.0,4.0,4.0,1,2.0,4.0,1.0,3.0,5.0,3,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,4,1
+7572,3.0,1,29,82,124,2015,2,1990,1.0,1.0,1.0,4.0,30000.0,1.0,40.0,165,150,5.0,4.0,3.0,1,3.0,4.0,2.0,3.0,8.0,1,30000.0,1.0,2.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,4
+7573,4.0,1,21,63,99,2015,1,1947,1.0,1.0,1.0,6.0,50000.0,1.0,60.0,170,140,4.0,5.0,4.0,2,4.0,4.0,4.0,4.0,5.0,5,50000.0,3.0,3.0,0.0,2.0,3,2.0,2.0,4.0,2.0,4,5
+7574,4.0,1,7,18,34,2015,2,1957,1.0,1.0,1.0,4.0,20000.0,1.0,65.0,150,130,3.0,3.0,4.0,5,4.0,2.0,1.0,3.0,4.0,5,80000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,3
+7575,4.0,1,29,82,125,2015,2,1988,1.0,1.0,1.0,12.0,0.0,1.0,45.0,160,120,5.0,5.0,5.0,2,3.0,3.0,3.0,4.0,5.0,5,48000.0,2.0,3.0,0.0,2.0,3,2.0,2.0,3.0,3.0,1,1
+7576,5.0,1,13,36,67,2015,2,1957,1.0,1.0,1.0,6.0,42000.0,1.0,110.0,157,138,5.0,5.0,5.0,5,3.0,3.0,2.0,4.0,5.0,5,130000.0,5.0,3.0,3.0,1.0,3,2.0,2.0,4.0,2.0,3,5
+7577,4.0,1,1,1,4,2015,2,1976,8.0,0.0,1.0,5.0,78000.0,1.0,59.4,163,112,4.0,4.0,4.0,2,3.0,3.0,3.0,3.0,7.0,1,174000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+7578,4.0,1,27,80,120,2015,1,1987,1.0,1.0,1.0,12.0,50000.0,1.0,88.0,176,136,5.0,5.0,5.0,2,4.0,4.0,2.0,4.0,5.0,1,100000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,5
+7579,4.0,1,24,71,111,2015,2,1953,1.0,0.0,9.0,1.0,3000.0,1.0,60.0,155,90,4.0,5.0,5.0,5,2.0,5.0,1.0,3.0,5.0,5,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+7580,4.0,1,11,31,54,2015,2,1977,1.0,1.0,1.0,10.0,50000.0,1.0,120.0,161,135,4.0,4.0,4.0,2,2.0,3.0,4.0,4.0,5.0,1,180000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+7581,4.0,1,1,1,8,2015,2,1968,1.0,1.0,1.0,5.0,12000.0,1.0,119.0,162,130,3.0,3.0,3.0,2,2.0,2.0,3.0,4.0,4.0,1,300000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,3
+7582,4.0,1,7,18,34,2015,2,1952,1.0,1.0,1.0,4.0,24000.0,1.0,60.0,156,130,4.0,4.0,5.0,2,3.0,3.0,2.0,4.0,4.0,5,24000.0,1.0,2.0,1.0,2.0,7,2.0,2.0,4.0,2.0,3,4
+7583,5.0,2,18,52,86,2015,2,1941,1.0,1.0,1.0,1.0,3500.0,1.0,160.0,155,90,4.0,4.0,4.0,1,2.0,4.0,1.0,3.0,5.0,3,7000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,2
+7584,4.0,1,19,57,91,2015,1,1934,1.0,0.0,2.0,1.0,36000.0,1.0,32.0,167,150,2.0,2.0,3.0,5,1.0,4.0,1.0,4.0,5.0,5,60000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,5,4
+7585,4.0,1,7,18,38,2015,1,1980,1.0,1.0,1.0,9.0,50000.0,1.0,120.0,188,155,5.0,4.0,4.0,5,2.0,2.0,3.0,4.0,7.0,1,110000.0,5.0,3.0,2.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+7586,5.0,1,4,7,21,2015,2,1963,1.0,1.0,1.0,12.0,100000.0,4.0,53.0,160,120,3.0,4.0,4.0,2,3.0,2.0,2.0,4.0,5.0,1,200000.0,3.0,3.0,1.0,2.0,3,2.0,3.0,3.0,2.0,3,5
+7587,4.0,1,19,57,91,2015,1,1985,1.0,1.0,3.0,9.0,80000.0,1.0,100.0,174,125,4.0,3.0,4.0,5,5.0,4.0,3.0,3.0,4.0,1,400000.0,4.0,2.0,1.0,2.0,1,2.0,2.0,4.0,3.0,1,5
+7588,4.0,2,15,40,71,2015,1,1986,1.0,1.0,1.0,12.0,50000.0,2.0,100.0,170,160,4.0,4.0,5.0,4,3.0,3.0,4.0,3.0,5.0,1,100000.0,4.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,1,5
+7589,4.0,1,15,40,71,2015,1,1955,1.0,1.0,1.0,9.0,80000.0,4.0,137.0,165,100,5.0,5.0,5.0,4,2.0,3.0,3.0,4.0,8.0,1,100000.0,2.0,4.0,2.0,2.0,3,2.0,2.0,4.0,2.0,3,5
+7590,4.0,1,31,87,132,2015,2,1938,1.0,1.0,1.0,4.0,26400.0,1.0,38.0,150,80,4.0,4.0,4.0,2,1.0,3.0,3.0,4.0,3.0,5,30000.0,4.0,2.0,1.0,2.0,7,2.0,1.0,4.0,2.0,4,4
+7591,4.0,1,6,12,28,2015,2,1979,1.0,1.0,1.0,10.0,24000.0,2.0,110.0,160,130,3.0,4.0,4.0,5,5.0,3.0,3.0,2.0,5.0,1,60000.0,2.0,3.0,1.0,1.0,1,3.0,1.0,3.0,3.0,2,4
+7592,4.0,1,10,27,50,2015,1,1935,1.0,1.0,1.0,4.0,25000.0,1.0,100.0,170,130,3.0,3.0,5.0,1,1.0,4.0,1.0,4.0,6.0,5,25000.0,2.0,2.0,0.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+7593,5.0,2,17,50,83,2015,2,1997,1.0,1.0,1.0,6.0,5000.0,2.0,144.0,167,120,5.0,5.0,5.0,1,1.0,3.0,4.0,1.0,1.0,1,5000.0,4.0,3.0,1.0,2.0,1,2.0,2.0,5.0,2.0,1,2
+7594,5.0,2,8,19,41,2015,1,1997,4.0,0.0,8.0,6.0,7470.0,2.0,150.0,170,130,5.0,5.0,4.0,1,3.0,3.0,4.0,2.0,1.0,5,20000.0,6.0,3.0,1.0,2.0,1,2.0,2.0,3.0,2.0,1,2
+7595,4.0,2,9,21,43,2015,1,1952,1.0,1.0,1.0,1.0,20000.0,1.0,120.0,165,110,2.0,2.0,3.0,1,3.0,3.0,2.0,3.0,5.0,4,20000.0,2.0,2.0,2.0,2.0,3,3.0,2.0,4.0,2.0,3,3
+7596,4.0,1,4,7,16,2015,1,1950,1.0,1.0,1.0,4.0,24000.0,4.0,140.0,175,150,2.0,1.0,5.0,5,2.0,5.0,2.0,1.0,4.0,5,40000.0,6.0,3.0,1.0,1.0,3,3.0,2.0,4.0,3.0,4,4
+7597,5.0,1,19,57,93,2015,1,1953,1.0,1.0,1.0,9.0,150000.0,4.0,43.1,172,170,3.0,5.0,5.0,5,2.0,4.0,5.0,4.0,6.0,1,200000.0,2.0,4.0,2.0,1.0,3,1.0,2.0,5.0,2.0,3,5
+7598,5.0,1,29,82,125,2015,2,1992,1.0,1.0,4.0,7.0,0.0,1.0,60.0,160,100,4.0,5.0,5.0,2,2.0,4.0,3.0,4.0,5.0,6,30000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,5.0,2.0,1,1
+7599,4.0,2,3,6,13,2015,1,1956,1.0,1.0,1.0,1.0,10000.0,1.0,50.0,152,130,4.0,4.0,3.0,1,2.0,3.0,1.0,2.0,3.0,3,15000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+7600,4.0,1,13,36,67,2015,1,1968,8.0,1.0,1.0,12.0,36000.0,4.0,130.0,169,140,4.0,4.0,3.0,4,1.0,3.0,4.0,4.0,4.0,1,80000.0,2.0,3.0,2.0,2.0,3,2.0,1.0,3.0,3.0,2,4
+7601,4.0,2,29,83,126,2015,2,1990,1.0,1.0,1.0,3.0,0.0,1.0,90.0,155,85,5.0,5.0,5.0,1,3.0,4.0,1.0,3.0,3.0,4,5000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,1
+7602,3.0,2,29,82,124,2015,1,1949,1.0,1.0,1.0,1.0,8000.0,1.0,80.0,173,130,3.0,3.0,4.0,1,3.0,3.0,1.0,3.0,4.0,3,16000.0,2.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,4,2
+7603,5.0,1,8,19,41,2015,2,1977,1.0,1.0,1.0,11.0,50000.0,1.0,100.0,158,110,4.0,4.0,3.0,5,4.0,4.0,4.0,4.0,5.0,1,100000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,5
+7604,2.0,1,18,54,88,2015,2,1968,1.0,1.0,1.0,4.0,0.0,1.0,90.0,160,70,4.0,4.0,4.0,1,4.0,2.0,1.0,2.0,3.0,5,25000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,3.0,2,1
+7605,4.0,1,1,1,6,2015,2,1990,1.0,1.0,1.0,10.0,270325.0,1.0,65.0,166,93,4.0,4.0,4.0,5,2.0,3.0,2.0,4.0,5.0,1,108798.0,2.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,5
+7606,3.0,2,22,67,107,2015,2,1948,1.0,1.0,1.0,1.0,0.0,1.0,70.0,155,120,2.0,2.0,3.0,1,2.0,2.0,1.0,4.0,3.0,4,6000.0,3.0,2.0,1.0,2.0,7,3.0,2.0,3.0,2.0,4,1
+7607,4.0,1,31,87,132,2015,2,1958,1.0,1.0,1.0,6.0,14461.0,1.0,90.0,160,120,3.0,4.0,4.0,2,2.0,4.0,2.0,3.0,6.0,5,32948.0,1.0,4.0,1.0,1.0,6,2.0,3.0,4.0,2.0,3,3
+7608,4.0,2,13,36,66,2015,1,1964,6.0,0.0,4.0,4.0,4000.0,1.0,300.0,170,130,4.0,4.0,4.0,1,3.0,3.0,1.0,4.0,5.0,1,5000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+7609,1.0,2,27,77,117,2015,2,1960,1.0,1.0,1.0,1.0,0.0,1.0,70.0,153,78,3.0,3.0,3.0,1,2.0,3.0,1.0,1.0,1.0,6,6000.0,1.0,1.0,1.0,2.0,7,3.0,2.0,3.0,2.0,3,1
+7610,5.0,1,4,7,21,2015,1,1940,1.0,1.0,1.0,12.0,40000.0,1.0,36.0,168,120,3.0,5.0,5.0,4,4.0,4.0,4.0,4.0,6.0,5,60000.0,2.0,2.0,2.0,2.0,3,2.0,1.0,5.0,3.0,4,5
+7611,5.0,2,24,71,111,2015,1,1973,1.0,0.0,6.0,4.0,45000.0,1.0,190.0,163,105,5.0,5.0,5.0,1,5.0,4.0,1.0,4.0,2.0,1,45000.0,1.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,2,5
+7612,4.0,2,27,80,120,2015,2,1952,1.0,1.0,1.0,3.0,3600.0,1.0,65.0,165,105,4.0,5.0,4.0,1,5.0,4.0,1.0,4.0,5.0,4,20000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,2
+7613,4.0,2,29,84,127,2015,2,1960,1.0,1.0,1.0,6.0,10000.0,2.0,100.0,167,104,4.0,3.0,2.0,1,4.0,2.0,2.0,4.0,5.0,2,40000.0,2.0,3.0,2.0,2.0,4,2.0,1.0,4.0,3.0,3,3
+7614,4.0,1,4,7,20,2015,2,1988,1.0,1.0,1.0,12.0,40000.0,2.0,14.0,165,110,3.0,4.0,4.0,1,4.0,4.0,3.0,2.0,5.0,1,150554.0,1.0,3.0,0.0,1.0,1,2.0,1.0,3.0,2.0,1,5
+7615,2.0,2,2,3,10,2015,1,1978,1.0,1.0,1.0,4.0,12000.0,1.0,500.0,162,108,2.0,2.0,3.0,5,2.0,1.0,1.0,4.0,5.0,2,12000.0,4.0,1.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+7616,5.0,1,27,77,117,2015,1,1947,1.0,1.0,1.0,6.0,28000.0,4.0,94.0,170,136,4.0,5.0,4.0,2,3.0,5.0,3.0,3.0,4.0,5,28800.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,4
+7617,4.0,1,22,67,107,2015,2,1994,1.0,1.0,1.0,12.0,50000.0,2.0,80.0,168,120,5.0,4.0,3.0,5,3.0,3.0,3.0,4.0,4.0,1,100000.0,2.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,5
+7618,4.0,1,19,57,92,2015,2,1968,1.0,0.0,2.0,4.0,36890.0,1.0,109.0,163,120,4.0,4.0,4.0,4,2.0,3.0,2.0,4.0,7.0,1,0.0,3.0,4.0,2.0,1.0,3,1.0,1.0,2.0,2.0,2,4
+7619,4.0,1,12,34,64,2015,1,1970,1.0,1.0,2.0,12.0,110000.0,2.0,150.0,173,156,5.0,4.0,5.0,5,2.0,4.0,4.0,4.0,6.0,1,360000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,2,5
+7620,4.0,2,9,22,44,2015,2,1954,1.0,1.0,1.0,1.0,3000.0,1.0,100.0,160,85,5.0,3.0,3.0,1,3.0,3.0,1.0,4.0,2.0,3,20000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,5.0,3.0,3,2
+7621,4.0,1,31,87,132,2015,2,1977,1.0,1.0,1.0,6.0,50000.0,1.0,40.0,160,110,4.0,4.0,3.0,2,3.0,2.0,1.0,3.0,6.0,1,100000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+7622,4.0,1,21,64,101,2015,2,1994,1.0,1.0,1.0,12.0,0.0,2.0,98.0,160,98,4.0,4.0,4.0,2,3.0,3.0,3.0,2.0,5.0,6,20000.0,3.0,2.0,1.0,2.0,1,3.0,1.0,4.0,2.0,1,1
+7623,4.0,1,1,1,8,2015,2,1949,1.0,1.0,3.0,4.0,43200.0,1.0,75.0,160,110,4.0,3.0,3.0,2,3.0,4.0,3.0,4.0,5.0,5,78000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,5
+7624,4.0,2,9,22,44,2015,2,1950,1.0,1.0,1.0,1.0,3000.0,1.0,90.0,152,85,5.0,4.0,4.0,1,2.0,4.0,1.0,4.0,6.0,4,3000.0,2.0,3.0,1.0,2.0,7,2.0,2.0,5.0,2.0,4,2
+7625,4.0,1,4,7,14,2015,1,1937,1.0,1.0,1.0,12.0,100000.0,4.0,108.0,178,125,3.0,5.0,4.0,2,1.0,4.0,4.0,4.0,6.0,5,102235.0,2.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,5
+7626,5.0,1,1,1,8,2015,2,1962,1.0,1.0,1.0,4.0,38000.0,1.0,14.0,162,150,4.0,5.0,5.0,2,3.0,3.0,1.0,2.0,6.0,5,70000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,4
+7627,5.0,1,5,8,23,2015,1,1950,1.0,1.0,1.0,4.0,30000.0,1.0,58.8,168,180,4.0,5.0,5.0,4,3.0,4.0,2.0,1.0,3.0,5,50000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,5.0,2.0,4,4
+7628,5.0,2,29,84,127,2015,2,1961,1.0,1.0,1.0,3.0,0.0,1.0,145.0,161,110,2.0,2.0,2.0,1,3.0,1.0,1.0,5.0,3.0,2,12000.0,5.0,2.0,1.0,2.0,3,3.0,1.0,5.0,2.0,3,1
+7629,4.0,2,21,62,98,2015,2,1988,1.0,1.0,1.0,6.0,32563.0,1.0,400.0,156,100,5.0,4.0,4.0,1,4.0,4.0,3.0,4.0,5.0,1,50000.0,8.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,4
+7630,2.0,2,11,31,54,2015,1,1992,1.0,1.0,1.0,4.0,5191.0,1.0,180.0,175,130,4.0,5.0,5.0,1,3.0,2.0,1.0,3.0,2.0,6,10000.0,3.0,2.0,1.0,2.0,1,3.0,1.0,5.0,2.0,1,2
+7631,5.0,2,5,8,24,2015,2,1975,1.0,1.0,1.0,4.0,15000.0,1.0,110.0,162,100,4.0,4.0,3.0,1,3.0,3.0,3.0,5.0,4.0,3,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+7632,3.0,1,19,59,95,2015,2,1978,1.0,1.0,1.0,4.0,15000.0,1.0,15.0,156,157,2.0,2.0,2.0,1,3.0,3.0,3.0,3.0,4.0,1,35000.0,2.0,2.0,0.0,2.0,3,2.0,1.0,4.0,2.0,2,3
+7633,4.0,2,9,22,44,2015,1,1954,1.0,0.0,7.0,2.0,0.0,1.0,75.0,167,123,2.0,2.0,3.0,1,1.0,4.0,1.0,4.0,4.0,5,0.0,1.0,3.0,0.0,2.0,1,2.0,2.0,4.0,2.0,3,1
+7634,3.0,2,21,64,102,2015,1,1932,1.0,1.0,1.0,4.0,4000.0,1.0,90.0,160,120,4.0,4.0,4.0,1,3.0,4.0,2.0,4.0,5.0,4,4000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,5,2
+7635,3.0,1,22,65,103,2015,1,1968,1.0,1.0,1.0,3.0,20000.0,1.0,70.0,168,140,3.0,4.0,3.0,1,3.0,4.0,2.0,1.0,3.0,1,30000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,1.0,2.0,2,3
+7636,5.0,1,21,64,102,2015,2,1990,1.0,1.0,1.0,9.0,10000.0,1.0,120.0,156,90,5.0,4.0,4.0,5,4.0,4.0,4.0,3.0,5.0,1,107863.0,4.0,3.0,1.0,2.0,1,2.0,3.0,4.0,2.0,1,3
+7637,4.0,1,19,59,95,2015,2,1968,1.0,1.0,1.0,4.0,40000.0,1.0,50.0,163,120,4.0,5.0,5.0,2,4.0,4.0,2.0,3.0,6.0,1,160000.0,3.0,3.0,2.0,2.0,3,3.0,1.0,5.0,3.0,2,5
+7638,4.0,1,15,41,72,2015,1,1965,1.0,1.0,1.0,12.0,75000.0,4.0,130.0,175,140,4.0,4.0,4.0,2,4.0,3.0,3.0,4.0,3.0,1,75000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,5
+7639,4.0,2,28,81,123,2015,1,1941,1.0,1.0,1.0,4.0,6000.0,4.0,200.0,168,90,2.0,2.0,2.0,1,2.0,3.0,1.0,2.0,5.0,4,7000.0,2.0,2.0,1.0,2.0,3,1.0,1.0,4.0,2.0,4,2
+7640,4.0,1,1,1,8,2015,2,1994,1.0,1.0,1.0,12.0,0.0,2.0,45.0,160,94,5.0,5.0,5.0,2,2.0,3.0,3.0,2.0,5.0,1,0.0,1.0,2.0,0.0,2.0,1,3.0,1.0,3.0,3.0,1,1
+7641,4.0,1,7,18,37,2015,2,1964,1.0,1.0,1.0,8.0,18000.0,1.0,50.0,160,150,2.0,3.0,3.0,2,3.0,3.0,2.0,4.0,4.0,5,28800.0,3.0,2.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+7642,3.0,2,5,10,26,2015,1,1987,1.0,1.0,1.0,4.0,70000.0,1.0,120.0,178,150,4.0,5.0,5.0,1,3.0,2.0,1.0,4.0,2.0,3,70000.0,5.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,1,5
+7643,4.0,1,2,4,11,2015,1,1976,1.0,0.0,3.0,5.0,10000.0,1.0,100.0,162,106,3.0,2.0,4.0,1,3.0,3.0,3.0,4.0,5.0,1,18000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,3
+7644,4.0,2,2,2,9,2015,2,1945,8.0,1.0,1.0,3.0,0.0,1.0,250.0,165,100,3.0,4.0,4.0,1,3.0,3.0,2.0,2.0,4.0,6,35000.0,3.0,3.0,1.0,2.0,7,2.0,2.0,3.0,3.0,4,1
+7645,4.0,2,10,28,51,2015,1,1948,1.0,1.0,1.0,4.0,27000.0,4.0,100.0,174,140,2.0,2.0,3.0,1,4.0,4.0,4.0,2.0,6.0,5,27000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,4
+7646,4.0,2,13,36,66,2015,1,1973,8.0,1.0,4.0,4.0,5000.0,1.0,97.0,163,110,4.0,4.0,4.0,1,4.0,3.0,1.0,3.0,1.0,5,7000.0,6.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,2
+7647,3.0,2,16,46,77,2015,1,1968,1.0,1.0,1.0,3.0,40000.0,1.0,130.0,163,145,2.0,3.0,4.0,1,2.0,3.0,1.0,2.0,3.0,1,60000.0,1.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,5
+7648,4.0,1,22,66,106,2015,2,1990,1.0,1.0,1.0,4.0,48000.0,1.0,130.0,160,101,4.0,4.0,4.0,1,2.0,3.0,2.0,3.0,5.0,5,48000.0,3.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0,1,5
+7649,4.0,2,5,8,23,2015,1,1961,1.0,1.0,1.0,9.0,40000.0,1.0,88.0,162,160,2.0,4.0,3.0,2,3.0,4.0,4.0,3.0,6.0,1,80000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+7650,4.0,1,6,16,32,2015,2,1982,1.0,1.0,1.0,4.0,30000.0,2.0,90.0,160,90,5.0,5.0,5.0,1,3.0,2.0,4.0,4.0,2.0,1,70000.0,6.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,4
+7651,4.0,1,15,40,71,2015,2,1977,1.0,1.0,1.0,4.0,15000.0,1.0,88.0,160,120,4.0,5.0,5.0,4,1.0,4.0,1.0,3.0,7.0,1,30000.0,3.0,1.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,3
+7652,4.0,1,10,27,49,2015,1,1964,1.0,1.0,2.0,10.0,60000.0,4.0,50.0,175,140,4.0,4.0,4.0,2,2.0,2.0,1.0,1.0,2.0,1,85000.0,3.0,3.0,0.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+7653,4.0,1,4,7,14,2015,1,1952,1.0,1.0,1.0,4.0,45000.0,1.0,84.0,174,140,3.0,5.0,4.0,5,3.0,5.0,4.0,4.0,4.0,5,110000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,5.0,3.0,3,5
+7654,4.0,2,18,52,86,2015,2,1944,1.0,1.0,1.0,1.0,0.0,1.0,230.0,157,80,2.0,1.0,2.0,1,1.0,4.0,1.0,3.0,5.0,4,33354.0,1.0,3.0,1.0,2.0,7,2.0,1.0,3.0,2.0,4,1
+7655,4.0,2,17,50,83,2015,1,1984,1.0,0.0,4.0,4.0,40000.0,1.0,130.0,170,160,4.0,4.0,5.0,1,2.0,3.0,1.0,1.0,4.0,1,40000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,5
+7656,3.0,2,13,36,66,2015,2,1968,8.0,1.0,1.0,3.0,1000.0,1.0,150.0,155,100,3.0,3.0,4.0,1,5.0,3.0,2.0,2.0,5.0,3,13000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,2,1
+7657,3.0,2,10,25,47,2015,1,1957,1.0,1.0,1.0,6.0,6000.0,1.0,100.0,172,120,2.0,2.0,3.0,1,3.0,3.0,1.0,4.0,5.0,3,6000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,2
+7658,4.0,1,12,32,56,2015,1,1981,1.0,1.0,1.0,11.0,50000.0,1.0,85.0,176,136,4.0,4.0,4.0,2,4.0,3.0,3.0,3.0,4.0,1,20000.0,4.0,2.0,2.0,1.0,3,2.0,2.0,2.0,3.0,2,5
+7659,5.0,1,30,85,128,2015,2,1986,4.0,0.0,2.0,5.0,20000.0,1.0,59.0,155,110,4.0,5.0,4.0,2,2.0,4.0,3.0,3.0,5.0,1,50000.0,3.0,2.0,1.0,1.0,3,2.0,1.0,4.0,3.0,1,3
+7660,2.0,2,28,81,122,2015,2,1932,1.0,1.0,1.0,1.0,2600.0,1.0,80.0,150,90,1.0,2.0,3.0,1,2.0,4.0,1.0,2.0,3.0,4,2600.0,1.0,1.0,1.0,2.0,7,3.0,3.0,3.0,2.0,5,2
+7661,4.0,1,15,39,70,2015,1,1948,1.0,1.0,1.0,3.0,48000.0,1.0,200.0,165,130,4.0,4.0,4.0,2,3.0,2.0,2.0,4.0,4.0,5,80000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,5
+7662,4.0,1,7,18,40,2015,1,1967,1.0,1.0,1.0,4.0,15000.0,1.0,42.0,168,150,3.0,4.0,3.0,5,1.0,4.0,1.0,3.0,5.0,1,20000.0,3.0,2.0,1.0,2.0,3,2.0,3.0,4.0,2.0,2,3
+7663,4.0,1,22,65,104,2015,1,1946,1.0,1.0,1.0,6.0,30000.0,4.0,89.0,182,160,5.0,5.0,4.0,2,2.0,4.0,4.0,2.0,6.0,1,100000.0,1.0,4.0,1.0,2.0,3,2.0,2.0,4.0,1.0,4,4
+7664,4.0,2,15,42,73,2015,1,1969,1.0,1.0,1.0,4.0,50000.0,1.0,130.0,176,123,5.0,5.0,5.0,1,2.0,3.0,3.0,4.0,5.0,1,80000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,2,5
+7665,2.0,2,15,40,71,2015,2,1962,1.0,1.0,1.0,4.0,12000.0,1.0,222.0,158,110,2.0,2.0,3.0,2,2.0,3.0,1.0,2.0,3.0,5,150000.0,3.0,2.0,2.0,1.0,3,3.0,2.0,3.0,3.0,3,3
+7666,3.0,1,26,75,115,2015,1,1947,1.0,1.0,1.0,3.0,7000.0,1.0,15.0,170,100,5.0,5.0,4.0,1,3.0,2.0,1.0,2.0,3.0,1,7000.0,1.0,2.0,1.0,2.0,5,3.0,2.0,3.0,3.0,4,2
+7667,4.0,1,22,65,103,2015,2,1940,1.0,1.0,1.0,3.0,0.0,1.0,70.0,165,110,3.0,3.0,4.0,1,2.0,4.0,2.0,4.0,5.0,5,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,4,1
+7668,5.0,1,4,7,14,2015,1,1960,1.0,1.0,1.0,4.0,90000.0,4.0,65.0,178,140,3.0,2.0,3.0,5,1.0,5.0,3.0,3.0,6.0,5,100000.0,2.0,4.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,5
+7669,4.0,1,23,68,108,2015,1,1972,1.0,1.0,1.0,7.0,36000.0,4.0,97.6,182,174,5.0,5.0,5.0,2,2.0,5.0,4.0,2.0,3.0,1,56000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,4.0,3.0,2,4
+7670,4.0,2,10,28,51,2015,2,1985,1.0,1.0,1.0,4.0,0.0,2.0,70.0,160,120,5.0,5.0,4.0,1,2.0,5.0,3.0,4.0,6.0,1,50000.0,4.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,1
+7671,3.0,2,27,80,120,2015,2,1985,1.0,1.0,1.0,4.0,50000.0,1.0,80.0,170,200,4.0,5.0,4.0,1,2.0,2.0,1.0,2.0,5.0,1,65000.0,4.0,2.0,0.0,2.0,3,2.0,2.0,4.0,2.0,1,5
+7672,4.0,1,11,30,53,2015,1,1986,1.0,1.0,1.0,4.0,60000.0,1.0,100.0,175,140,4.0,5.0,5.0,1,4.0,4.0,3.0,3.0,5.0,1,60000.0,3.0,3.0,0.0,2.0,3,2.0,1.0,4.0,2.0,1,5
+7673,4.0,1,22,67,107,2015,1,1933,1.0,1.0,4.0,10.0,56000.0,4.0,90.0,165,130,1.0,4.0,4.0,4,5.0,5.0,3.0,4.0,7.0,5,60000.0,2.0,4.0,1.0,2.0,4,2.0,2.0,3.0,2.0,5,5
+7674,4.0,1,7,18,38,2015,2,1945,1.0,1.0,1.0,6.0,47000.0,4.0,80.0,158,140,3.0,3.0,4.0,5,1.0,4.0,2.0,4.0,5.0,5,77000.0,2.0,2.0,1.0,2.0,3,1.0,1.0,5.0,2.0,4,5
+7675,2.0,2,6,14,30,2015,1,1969,1.0,1.0,1.0,3.0,2000.0,1.0,50.0,162,115,4.0,5.0,4.0,1,3.0,3.0,1.0,2.0,1.0,3,2000.0,3.0,2.0,1.0,2.0,1,3.0,2.0,2.0,2.0,2,2
+7676,5.0,2,9,23,45,2015,2,1991,1.0,1.0,1.0,7.0,25000.0,2.0,200.0,160,110,4.0,5.0,3.0,1,2.0,3.0,2.0,3.0,5.0,1,40000.0,3.0,3.0,2.0,2.0,3,2.0,3.0,4.0,4.0,1,4
+7677,4.0,2,2,3,10,2015,2,1952,1.0,1.0,1.0,1.0,4000.0,1.0,24.0,142,86,3.0,3.0,3.0,1,4.0,4.0,1.0,4.0,1.0,3,8000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,2
+7678,1.0,1,21,64,102,2015,1,1967,1.0,1.0,1.0,4.0,15000.0,1.0,40.0,167,120,5.0,4.0,2.0,1,2.0,2.0,1.0,1.0,1.0,1,18000.0,2.0,1.0,0.0,2.0,3,3.0,3.0,4.0,2.0,2,3
+7679,4.0,1,16,46,78,2015,2,1983,1.0,1.0,1.0,4.0,20000.0,1.0,135.0,158,100,5.0,5.0,5.0,1,3.0,3.0,2.0,3.0,4.0,1,60000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,3
+7680,4.0,2,30,85,128,2015,2,1945,1.0,1.0,2.0,1.0,0.0,1.0,80.0,155,110,3.0,3.0,3.0,1,2.0,2.0,1.0,3.0,5.0,4,1000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,1
+7681,4.0,2,3,6,13,2015,1,1957,1.0,1.0,1.0,4.0,20000.0,1.0,20.0,171,140,4.0,3.0,4.0,1,3.0,3.0,1.0,3.0,10.0,3,20000.0,1.0,3.0,1.0,2.0,7,2.0,1.0,2.0,2.0,3,3
+7682,4.0,2,31,87,130,2015,1,1942,1.0,1.0,1.0,3.0,5000.0,1.0,100.0,185,125,5.0,5.0,4.0,1,4.0,1.0,1.0,4.0,5.0,1,50000.0,4.0,3.0,1.0,2.0,7,2.0,2.0,5.0,2.0,4,2
+7683,4.0,1,18,55,89,2015,1,1988,1.0,1.0,1.0,6.0,10000.0,1.0,150.0,167,130,4.0,5.0,5.0,2,3.0,3.0,3.0,4.0,5.0,1,50000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,3
+7684,5.0,1,1,1,7,2015,2,1977,1.0,0.0,1.0,10.0,60000.0,1.0,41.0,160,120,4.0,4.0,5.0,1,2.0,3.0,2.0,3.0,5.0,1,100000.0,3.0,3.0,2.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+7685,2.0,1,31,87,132,2015,2,1990,1.0,1.0,1.0,11.0,12000.0,2.0,60.0,168,90,4.0,5.0,5.0,2,3.0,3.0,2.0,2.0,5.0,5,50000.0,3.0,2.0,1.0,2.0,1,2.0,1.0,4.0,3.0,1,3
+7686,4.0,1,6,17,33,2015,1,1981,1.0,1.0,1.0,6.0,120000.0,1.0,117.0,167,150,4.0,4.0,4.0,5,3.0,3.0,3.0,4.0,6.0,1,150000.0,3.0,3.0,2.0,2.0,3,2.0,1.0,3.0,2.0,2,5
+7687,3.0,2,10,28,51,2015,2,1933,1.0,1.0,1.0,1.0,1800.0,1.0,66.0,160,128,2.0,2.0,5.0,1,3.0,4.0,1.0,4.0,5.0,4,1800.0,1.0,2.0,1.0,2.0,7,2.0,1.0,4.0,3.0,5,2
+7688,4.0,2,28,81,121,2015,2,1972,1.0,1.0,1.0,11.0,20000.0,4.0,80.0,161,106,4.0,4.0,3.0,2,2.0,4.0,3.0,4.0,5.0,1,30000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+7689,4.0,2,15,40,71,2015,1,1961,1.0,1.0,1.0,4.0,15000.0,1.0,150.0,172,150,2.0,3.0,2.0,5,3.0,2.0,2.0,3.0,4.0,1,35000.0,2.0,2.0,0.0,2.0,3,3.0,2.0,4.0,2.0,3,3
+7690,4.0,1,6,13,29,2015,1,1965,1.0,1.0,1.0,12.0,48000.0,2.0,105.0,172,130,5.0,4.0,4.0,1,3.0,3.0,4.0,4.0,5.0,1,88000.0,2.0,4.0,1.0,1.0,3,2.0,1.0,4.0,2.0,3,5
+7691,5.0,2,31,86,129,2015,2,1949,1.0,1.0,1.0,3.0,5000.0,1.0,100.0,157,120,4.0,1.0,3.0,1,3.0,3.0,1.0,5.0,5.0,4,30000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,4,2
+7692,3.0,2,5,9,25,2015,2,1972,1.0,1.0,1.0,4.0,5500.0,1.0,60.0,162,158,2.0,3.0,3.0,2,3.0,2.0,1.0,2.0,2.0,5,9000.0,5.0,1.0,1.0,2.0,3,3.0,3.0,3.0,3.0,2,2
+7693,4.0,1,31,89,134,2015,1,1996,1.0,1.0,1.0,6.0,1258.0,2.0,40.0,170,120,4.0,5.0,3.0,2,3.0,3.0,4.0,4.0,5.0,6,8000.0,3.0,2.0,1.0,1.0,1,2.0,2.0,5.0,2.0,1,2
+7694,4.0,1,30,85,128,2015,2,1951,1.0,0.0,3.0,3.0,32000.0,1.0,88.7,154,150,2.0,2.0,3.0,2,2.0,5.0,2.0,3.0,3.0,5,60000.0,2.0,1.0,1.0,2.0,3,2.0,2.0,5.0,2.0,3,4
+7695,4.0,1,16,44,75,2015,2,1963,1.0,0.0,1.0,1.0,8400.0,1.0,90.0,160,110,4.0,4.0,4.0,1,3.0,3.0,1.0,2.0,3.0,4,50000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,2
+7696,3.0,1,19,59,95,2015,2,1941,1.0,1.0,1.0,6.0,18000.0,1.0,71.0,158,90,3.0,4.0,2.0,5,2.0,5.0,5.0,4.0,4.0,5,18000.0,1.0,2.0,0.0,2.0,7,3.0,2.0,3.0,3.0,4,3
+7697,5.0,1,7,18,36,2015,2,1939,1.0,1.0,1.0,6.0,36891.0,1.0,100.0,156,98,3.0,1.0,5.0,5,1.0,4.0,4.0,4.0,4.0,5,44701.0,4.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,4
+7698,4.0,1,9,21,43,2015,2,1993,1.0,1.0,1.0,4.0,0.0,1.0,260.0,167,100,5.0,5.0,3.0,1,2.0,4.0,3.0,4.0,5.0,1,150000.0,7.0,4.0,2.0,2.0,3,2.0,1.0,4.0,2.0,1,1
+7699,4.0,1,12,32,59,2015,1,1987,1.0,0.0,1.0,12.0,70000.0,1.0,20.0,168,132,4.0,4.0,3.0,5,3.0,3.0,3.0,2.0,5.0,1,100000.0,3.0,2.0,1.0,2.0,1,2.0,1.0,3.0,3.0,1,5
+7700,2.0,2,6,13,29,2015,2,1952,1.0,0.0,4.0,1.0,5000.0,1.0,80.0,160,80,3.0,3.0,4.0,2,4.0,3.0,2.0,2.0,2.0,3,20000.0,1.0,2.0,2.0,2.0,3,3.0,2.0,4.0,3.0,3,2
+7701,5.0,1,10,27,50,2015,2,1967,1.0,1.0,1.0,7.0,15000.0,1.0,100.0,165,150,2.0,4.0,2.0,1,2.0,2.0,2.0,4.0,5.0,1,15000.0,2.0,2.0,1.0,2.0,6,3.0,2.0,5.0,3.0,2,3
+7702,2.0,1,5,8,23,2015,1,1965,1.0,1.0,1.0,6.0,30000.0,1.0,50.0,170,140,4.0,5.0,5.0,2,2.0,3.0,1.0,4.0,1.0,1,30000.0,1.0,2.0,1.0,2.0,6,3.0,2.0,4.0,4.0,3,4
+7703,1.0,2,23,69,109,2015,1,1956,1.0,1.0,3.0,4.0,5000.0,1.0,85.0,172,124,2.0,4.0,2.0,1,1.0,2.0,1.0,4.0,5.0,1,50000.0,1.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,2
+7704,5.0,1,4,7,16,2015,2,1948,1.0,1.0,1.0,1.0,0.0,1.0,120.0,153,140,5.0,4.0,4.0,1,3.0,3.0,3.0,4.0,8.0,4,200000.0,3.0,4.0,0.0,1.0,3,1.0,2.0,3.0,2.0,4,1
+7705,3.0,2,9,23,45,2015,2,1975,1.0,1.0,1.0,4.0,0.0,1.0,150.0,160,100,3.0,3.0,4.0,1,2.0,2.0,1.0,2.0,4.0,4,10000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,2.0,3.0,2,1
+7706,5.0,1,10,27,50,2015,2,1934,1.0,0.0,3.0,1.0,0.0,1.0,60.0,152,105,5.0,4.0,4.0,1,1.0,4.0,1.0,4.0,5.0,4,15000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,5,1
+7707,5.0,1,5,11,27,2015,1,1948,1.0,1.0,1.0,4.0,27600.0,1.0,54.0,180,140,4.0,5.0,3.0,5,3.0,4.0,5.0,5.0,6.0,5,53280.0,2.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+7708,3.0,2,9,21,43,2015,2,1964,1.0,1.0,1.0,3.0,5000.0,1.0,50.0,160,100,3.0,3.0,3.0,1,2.0,3.0,1.0,4.0,3.0,3,10000.0,2.0,3.0,1.0,2.0,3,1.0,1.0,3.0,2.0,3,2
+7709,4.0,2,13,36,66,2015,2,1965,8.0,1.0,1.0,3.0,3000.0,1.0,240.0,155,98,4.0,4.0,4.0,1,5.0,4.0,1.0,4.0,4.0,3,7500.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,3.0,3,2
+7710,4.0,2,21,64,101,2015,2,1960,1.0,1.0,1.0,1.0,15000.0,1.0,150.0,158,127,4.0,3.0,3.0,1,2.0,3.0,1.0,2.0,7.0,3,100000.0,3.0,3.0,2.0,2.0,3,2.0,1.0,3.0,2.0,3,3
+7711,4.0,2,18,55,89,2015,2,1952,1.0,1.0,1.0,4.0,1500.0,1.0,100.0,155,125,2.0,3.0,3.0,1,2.0,1.0,1.0,4.0,6.0,3,3000.0,5.0,4.0,2.0,1.0,3,2.0,1.0,4.0,2.0,3,2
+7712,4.0,1,28,81,123,2015,2,1949,1.0,1.0,1.0,1.0,10000.0,1.0,120.0,155,120,2.0,2.0,4.0,4,3.0,2.0,1.0,4.0,6.0,4,13000.0,2.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,3
+7713,3.0,1,15,39,70,2015,1,1960,1.0,1.0,1.0,2.0,11971.0,1.0,300.0,170,145,5.0,4.0,4.0,1,3.0,2.0,2.0,3.0,6.0,3,37208.0,5.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,3
+7714,4.0,2,28,81,121,2015,1,1942,1.0,0.0,1.0,2.0,5000.0,1.0,200.0,160,94,3.0,3.0,4.0,1,3.0,1.0,1.0,1.0,1.0,3,90000.0,4.0,2.0,1.0,2.0,3,3.0,1.0,5.0,2.0,4,2
+7715,5.0,1,18,54,88,2015,2,1991,1.0,1.0,1.0,12.0,0.0,1.0,220.0,160,90,4.0,4.0,4.0,2,3.0,3.0,3.0,4.0,5.0,1,70000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,1
+7716,2.0,1,29,82,125,2015,2,1975,1.0,1.0,1.0,6.0,9000.0,1.0,24.0,155,110,4.0,4.0,4.0,2,2.0,3.0,2.0,2.0,3.0,1,29000.0,2.0,2.0,0.0,2.0,3,3.0,1.0,3.0,3.0,2,2
+7717,4.0,1,4,7,17,2015,1,1989,1.0,1.0,1.0,12.0,120000.0,1.0,70.0,178,180,5.0,5.0,4.0,2,5.0,3.0,3.0,4.0,4.0,1,800000.0,3.0,4.0,2.0,1.0,1,2.0,3.0,4.0,2.0,1,5
+7718,4.0,1,11,29,52,2015,1,1967,1.0,1.0,1.0,4.0,0.0,1.0,150.0,168,180,5.0,4.0,4.0,1,3.0,4.0,2.0,3.0,5.0,3,55124.0,4.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,1
+7719,5.0,2,13,37,68,2015,1,1972,1.0,1.0,1.0,3.0,24000.0,1.0,13.0,170,120,5.0,5.0,5.0,1,3.0,3.0,1.0,1.0,3.0,1,24000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,4
+7720,4.0,2,2,5,12,2015,1,1987,8.0,1.0,1.0,4.0,30000.0,1.0,400.0,170,135,4.0,4.0,4.0,1,4.0,2.0,2.0,4.0,4.0,3,40000.0,8.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,1,4
+7721,4.0,1,10,27,50,2015,2,1953,1.0,1.0,1.0,1.0,16000.0,1.0,100.0,155,110,1.0,2.0,2.0,1,1.0,3.0,1.0,4.0,4.0,4,32000.0,1.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,3,3
+7722,4.0,1,26,75,115,2015,2,1982,1.0,1.0,1.0,7.0,30000.0,1.0,70.0,158,105,4.0,2.0,4.0,2,4.0,4.0,3.0,3.0,5.0,1,65000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,2.0,2.0,2,4
+7723,4.0,2,21,62,98,2015,2,1956,5.0,1.0,1.0,1.0,2000.0,1.0,250.0,140,80,2.0,3.0,3.0,1,3.0,4.0,1.0,3.0,4.0,4,4000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,2
+7724,2.0,2,31,88,133,2015,2,1964,3.0,1.0,1.0,4.0,6000.0,1.0,58.0,166,150,4.0,1.0,2.0,1,2.0,2.0,1.0,4.0,2.0,3,12000.0,3.0,1.0,1.0,1.0,3,3.0,2.0,4.0,3.0,3,2
+7725,4.0,2,22,65,103,2015,2,1949,1.0,1.0,1.0,1.0,1800.0,1.0,80.0,145,80,4.0,3.0,3.0,1,3.0,3.0,1.0,4.0,3.0,4,1800.0,1.0,2.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,2
+7726,4.0,1,27,77,117,2015,1,1951,1.0,1.0,1.0,11.0,40000.0,4.0,128.0,174,140,4.0,4.0,4.0,2,1.0,2.0,2.0,3.0,5.0,5,80000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,5
+7727,4.0,2,6,16,32,2015,2,1949,1.0,1.0,1.0,3.0,5000.0,1.0,120.0,155,104,2.0,2.0,2.0,1,3.0,2.0,2.0,4.0,3.0,4,10000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,4,2
+7728,4.0,2,26,74,114,2015,2,1931,1.0,1.0,1.0,2.0,5012.0,1.0,150.0,145,70,4.0,5.0,4.0,1,4.0,3.0,1.0,2.0,4.0,4,142656.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,5,2
+7729,4.0,2,5,10,26,2015,2,1964,2.0,0.0,8.0,4.0,0.0,1.0,60.0,154,105,4.0,4.0,4.0,1,3.0,4.0,2.0,4.0,5.0,3,50000.0,3.0,3.0,2.0,2.0,3,2.0,2.0,4.0,3.0,3,1
+7730,4.0,1,16,44,75,2015,2,1965,1.0,1.0,1.0,4.0,7000.0,1.0,400.0,158,128,3.0,5.0,5.0,1,4.0,3.0,2.0,4.0,5.0,5,80000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,2
+7731,3.0,2,22,66,105,2015,2,1964,1.0,1.0,1.0,4.0,49317.0,1.0,360.0,158,120,2.0,2.0,2.0,1,2.0,4.0,1.0,1.0,1.0,2,131330.0,3.0,2.0,1.0,2.0,3,3.0,3.0,3.0,2.0,3,5
+7732,5.0,2,29,84,127,2015,2,1985,1.0,1.0,1.0,4.0,15000.0,1.0,200.0,160,100,5.0,5.0,5.0,1,3.0,4.0,2.0,4.0,5.0,3,25000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,3
+7733,4.0,1,12,34,64,2015,2,1980,1.0,1.0,1.0,12.0,40000.0,1.0,85.0,163,105,4.0,4.0,4.0,2,2.0,3.0,3.0,3.0,6.0,1,140000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+7734,4.0,2,11,30,53,2015,2,1974,1.0,1.0,1.0,4.0,12000.0,1.0,120.0,160,100,4.0,4.0,3.0,1,4.0,4.0,2.0,4.0,5.0,1,40000.0,4.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,3
+7735,4.0,1,7,18,35,2015,2,1937,1.0,1.0,1.0,1.0,12000.0,1.0,60.0,158,130,4.0,5.0,5.0,2,3.0,4.0,1.0,4.0,4.0,6,12000.0,1.0,2.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,3
+7736,4.0,1,12,32,57,2015,2,1977,8.0,1.0,2.0,6.0,24654.0,1.0,98.0,160,116,3.0,5.0,3.0,1,2.0,2.0,5.0,2.0,6.0,1,79915.0,3.0,4.0,2.0,1.0,3,1.0,3.0,4.0,3.0,2,4
+7737,4.0,1,21,64,102,2015,1,1969,1.0,1.0,1.0,6.0,52714.0,1.0,75.0,175,180,5.0,4.0,4.0,1,4.0,4.0,1.0,2.0,7.0,1,74220.0,2.0,4.0,1.0,1.0,3,2.0,3.0,3.0,2.0,2,5
+7738,4.0,1,6,15,31,2015,1,1941,1.0,0.0,1.0,4.0,15000.0,1.0,300.0,160,105,3.0,4.0,4.0,1,3.0,3.0,1.0,4.0,5.0,4,26000.0,2.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,3
+7739,3.0,2,16,47,79,2015,2,1961,1.0,1.0,1.0,4.0,0.0,1.0,140.0,160,120,4.0,4.0,3.0,1,4.0,4.0,1.0,2.0,3.0,6,38088.0,5.0,2.0,1.0,2.0,3,3.0,3.0,2.0,2.0,3,1
+7740,4.0,2,31,88,133,2015,1,1965,3.0,1.0,1.0,4.0,10000.0,4.0,118.0,167,150,3.0,2.0,2.0,2,4.0,4.0,2.0,1.0,4.0,5,10000.0,1.0,2.0,1.0,2.0,3,3.0,3.0,2.0,3.0,3,3
+7741,4.0,1,6,15,31,2015,1,1953,1.0,1.0,1.0,4.0,15000.0,1.0,170.0,170,130,4.0,4.0,4.0,1,3.0,3.0,2.0,4.0,4.0,3,20000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0,3,3
+7742,4.0,1,16,44,75,2015,2,1976,1.0,1.0,1.0,3.0,40000.0,1.0,85.0,165,120,3.0,4.0,4.0,2,3.0,3.0,3.0,4.0,5.0,1,400000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+7743,2.0,1,19,57,92,2015,1,1986,1.0,1.0,1.0,12.0,80000.0,1.0,90.0,175,106,4.0,3.0,2.0,2,4.0,3.0,4.0,2.0,5.0,1,100000.0,2.0,3.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,5
+7744,3.0,1,6,15,31,2015,1,1957,1.0,1.0,4.0,1.0,14000.0,1.0,200.0,172,130,4.0,4.0,5.0,1,3.0,3.0,2.0,4.0,2.0,3,30000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+7745,4.0,2,18,55,89,2015,2,1975,1.0,1.0,1.0,6.0,0.0,1.0,180.0,160,100,4.0,4.0,4.0,1,4.0,4.0,1.0,3.0,5.0,4,10000.0,6.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,1
+7746,4.0,2,28,81,123,2015,1,1969,1.0,1.0,1.0,1.0,7000.0,1.0,120.0,173,140,3.0,3.0,3.0,1,4.0,4.0,1.0,3.0,4.0,2,10000.0,3.0,2.0,1.0,2.0,7,2.0,2.0,3.0,2.0,2,2
+7747,2.0,2,16,46,77,2015,2,1993,1.0,1.0,1.0,7.0,0.0,1.0,600.0,160,95,4.0,4.0,4.0,1,4.0,4.0,3.0,2.0,6.0,5,120000.0,4.0,3.0,0.0,2.0,3,2.0,1.0,4.0,2.0,1,1
+7748,4.0,1,22,66,106,2015,2,1974,1.0,1.0,1.0,3.0,120000.0,1.0,120.0,163,120,5.0,4.0,4.0,1,2.0,3.0,2.0,4.0,5.0,1,100000.0,4.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+7749,4.0,1,11,29,52,2015,2,1944,1.0,1.0,1.0,4.0,13000.0,4.0,65.0,168,126,2.0,4.0,2.0,2,4.0,4.0,2.0,3.0,4.0,5,13000.0,1.0,2.0,1.0,2.0,7,3.0,1.0,4.0,2.0,4,3
+7750,4.0,1,18,53,87,2015,1,1988,1.0,1.0,1.0,6.0,50000.0,1.0,104.0,183,160,4.0,5.0,5.0,2,2.0,2.0,4.0,4.0,7.0,5,800000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,1,5
+7751,3.0,2,10,28,51,2015,1,1982,1.0,1.0,1.0,4.0,50000.0,1.0,60.0,172,120,4.0,3.0,4.0,1,4.0,3.0,4.0,3.0,5.0,1,60000.0,2.0,2.0,2.0,2.0,3,2.0,2.0,4.0,3.0,2,5
+7752,3.0,1,1,1,4,2015,1,1959,1.0,1.0,1.0,6.0,36000.0,1.0,91.0,175,160,3.0,4.0,4.0,5,3.0,3.0,3.0,3.0,7.0,5,60000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+7753,2.0,1,16,46,77,2015,2,1974,1.0,1.0,1.0,3.0,10000.0,1.0,96.0,160,120,3.0,4.0,3.0,1,3.0,4.0,3.0,2.0,2.0,3,10000.0,2.0,1.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,3
+7754,4.0,2,9,21,43,2015,2,1990,1.0,1.0,1.0,4.0,3000.0,1.0,300.0,158,85,4.0,4.0,4.0,1,4.0,2.0,2.0,4.0,1.0,5,60000.0,3.0,2.0,1.0,2.0,3,3.0,3.0,3.0,2.0,1,2
+7755,3.0,1,1,1,4,2015,2,1955,1.0,1.0,1.0,4.0,38400.0,1.0,54.8,158,110,3.0,3.0,4.0,2,3.0,1.0,1.0,2.0,3.0,5,38400.0,1.0,3.0,1.0,2.0,6,2.0,2.0,3.0,2.0,3,4
+7756,3.0,2,6,12,28,2015,2,1972,1.0,1.0,1.0,1.0,10000.0,1.0,102.0,150,102,2.0,3.0,4.0,1,4.0,3.0,1.0,4.0,4.0,1,30000.0,4.0,2.0,1.0,2.0,3,2.0,1.0,3.0,3.0,2,3
+7757,5.0,1,28,81,123,2015,2,1969,1.0,1.0,1.0,6.0,12000.0,1.0,200.0,160,110,5.0,4.0,4.0,4,2.0,2.0,2.0,2.0,5.0,5,48000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,5.0,4.0,2,3
+7758,4.0,1,13,35,65,2015,2,1991,6.0,1.0,1.0,4.0,8000.0,1.0,160.0,158,92,4.0,4.0,3.0,1,2.0,4.0,2.0,3.0,4.0,2,51060.0,4.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,1,2
+7759,4.0,1,23,68,108,2015,2,1971,1.0,1.0,1.0,4.0,30000.0,1.0,87.0,160,96,5.0,3.0,5.0,1,3.0,4.0,2.0,4.0,7.0,1,150000.0,2.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,4
+7760,4.0,2,5,9,25,2015,1,1955,1.0,1.0,1.0,6.0,20000.0,1.0,90.0,165,130,4.0,4.0,4.0,1,3.0,2.0,1.0,4.0,2.0,4,20000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,2.0,2.0,3,3
+7761,5.0,1,1,1,3,2015,1,1986,1.0,1.0,1.0,10.0,100000.0,1.0,94.0,176,130,5.0,5.0,5.0,2,3.0,3.0,3.0,4.0,7.0,1,200000.0,3.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,5
+7762,5.0,1,31,86,129,2015,1,1981,1.0,1.0,1.0,10.0,20000.0,2.0,85.0,163,160,3.0,5.0,3.0,2,4.0,3.0,2.0,3.0,1.0,5,30000.0,4.0,3.0,1.0,2.0,6,3.0,3.0,4.0,2.0,2,3
+7763,5.0,1,16,45,76,2015,2,1974,1.0,1.0,1.0,4.0,30000.0,1.0,90.0,160,110,4.0,4.0,4.0,1,4.0,3.0,2.0,4.0,5.0,4,50000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,4
+7764,5.0,1,4,7,16,2015,2,1970,1.0,0.0,2.0,7.0,98969.0,1.0,103.0,158,130,3.0,5.0,5.0,5,3.0,3.0,4.0,3.0,5.0,1,129697.0,2.0,3.0,1.0,1.0,4,2.0,3.0,4.0,2.0,2,5
+7765,5.0,2,13,35,65,2015,2,1940,6.0,1.0,1.0,3.0,1620.0,1.0,240.0,150,100,4.0,4.0,5.0,1,5.0,4.0,1.0,4.0,8.0,3,63240.0,4.0,3.0,1.0,2.0,7,2.0,1.0,3.0,2.0,4,2
+7766,3.0,1,26,76,116,2015,2,1968,1.0,1.0,1.0,3.0,10000.0,1.0,70.0,152,100,3.0,4.0,4.0,1,1.0,1.0,1.0,2.0,2.0,4,50000.0,2.0,2.0,1.0,2.0,4,3.0,2.0,3.0,3.0,2,3
+7767,4.0,1,24,71,111,2015,2,1938,1.0,0.0,4.0,4.0,25000.0,4.0,340.0,168,150,2.0,2.0,4.0,4,2.0,4.0,1.0,4.0,6.0,5,40000.0,2.0,3.0,0.0,2.0,3,2.0,2.0,4.0,2.0,4,4
+7768,4.0,2,2,3,10,2015,1,1982,1.0,1.0,3.0,4.0,6000.0,1.0,200.0,170,130,4.0,3.0,4.0,1,4.0,3.0,2.0,3.0,3.0,1,10000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,2,2
+7769,4.0,2,29,83,126,2015,1,1948,1.0,1.0,1.0,4.0,8000.0,1.0,170.0,158,55,4.0,3.0,4.0,1,2.0,1.0,1.0,4.0,3.0,3,9000.0,1.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,4,2
+7770,4.0,2,21,64,100,2015,1,1957,1.0,1.0,1.0,6.0,20000.0,4.0,115.0,169,126,5.0,4.0,4.0,1,4.0,4.0,3.0,3.0,7.0,2,35000.0,3.0,4.0,1.0,2.0,3,1.0,2.0,4.0,2.0,3,3
+7771,2.0,2,5,9,25,2015,1,1978,1.0,1.0,1.0,4.0,10000.0,1.0,75.0,167,115,5.0,5.0,3.0,1,3.0,1.0,1.0,1.0,4.0,2,30000.0,3.0,2.0,0.0,2.0,3,3.0,1.0,4.0,3.0,2,3
+7772,5.0,2,28,81,121,2015,2,1975,1.0,1.0,1.0,3.0,40000.0,1.0,270.0,161,130,4.0,5.0,4.0,1,1.0,3.0,1.0,4.0,5.0,3,40000.0,5.0,3.0,2.0,2.0,3,2.0,1.0,3.0,2.0,2,5
+7773,4.0,1,7,18,40,2015,1,1950,1.0,1.0,1.0,9.0,30000.0,4.0,50.0,174,144,4.0,3.0,3.0,2,2.0,4.0,2.0,2.0,1.0,5,50000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,4
+7774,4.0,1,31,89,134,2015,2,1941,1.0,0.0,8.0,3.0,12000.0,1.0,40.0,160,100,4.0,4.0,4.0,2,2.0,2.0,1.0,4.0,10.0,5,12000.0,1.0,2.0,0.0,2.0,7,3.0,2.0,4.0,2.0,4,3
+7775,4.0,1,12,33,62,2015,1,1971,1.0,1.0,1.0,4.0,0.0,1.0,100.0,165,100,4.0,5.0,5.0,1,3.0,4.0,1.0,3.0,1.0,5,48000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,2.0,2.0,2,1
+7776,5.0,2,18,52,86,2015,2,1935,1.0,0.0,8.0,1.0,720.0,1.0,50.0,153,110,2.0,4.0,4.0,1,4.0,3.0,1.0,5.0,5.0,4,8640.0,2.0,4.0,1.0,2.0,3,2.0,1.0,4.0,1.0,4,1
+7777,4.0,1,24,70,110,2015,2,1973,1.0,0.0,3.0,4.0,0.0,1.0,75.0,158,125,3.0,4.0,4.0,4,3.0,4.0,3.0,3.0,7.0,5,100000.0,3.0,3.0,2.0,1.0,3,2.0,2.0,3.0,2.0,2,1
+7778,4.0,1,26,75,115,2015,2,1981,1.0,1.0,1.0,6.0,36000.0,1.0,70.0,160,110,4.0,4.0,5.0,2,2.0,3.0,3.0,2.0,5.0,1,90000.0,3.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,2,4
+7779,4.0,1,11,29,52,2015,2,1948,1.0,1.0,1.0,12.0,48000.0,4.0,90.0,165,120,4.0,4.0,5.0,5,4.0,3.0,3.0,4.0,4.0,5,65295.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,5
+7780,4.0,2,19,57,92,2015,2,1987,1.0,1.0,1.0,10.0,40000.0,1.0,90.0,158,104,4.0,4.0,4.0,1,2.0,3.0,1.0,4.0,5.0,1,150000.0,5.0,2.0,1.0,1.0,3,3.0,1.0,4.0,3.0,1,5
+7781,4.0,1,5,11,27,2015,1,1958,1.0,1.0,1.0,10.0,50000.0,1.0,130.0,170,150,3.0,3.0,3.0,2,1.0,5.0,2.0,1.0,5.0,5,80000.0,2.0,3.0,2.0,1.0,3,3.0,3.0,4.0,2.0,3,5
+7782,4.0,1,11,30,53,2015,1,1940,1.0,1.0,1.0,3.0,30000.0,4.0,85.0,169,120,3.0,3.0,3.0,4,3.0,4.0,2.0,4.0,5.0,5,30000.0,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0,4,4
+7783,4.0,1,12,32,56,2015,1,1944,1.0,1.0,1.0,3.0,40000.0,1.0,53.0,165,100,3.0,2.0,3.0,5,2.0,5.0,2.0,4.0,3.0,5,80000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,4,5
+7784,4.0,2,6,14,30,2015,1,1957,1.0,1.0,1.0,3.0,4000.0,1.0,120.0,160,120,3.0,4.0,4.0,1,3.0,2.0,2.0,4.0,3.0,3,4000.0,1.0,2.0,1.0,2.0,1,3.0,1.0,3.0,2.0,3,2
+7785,2.0,1,21,63,99,2015,2,1969,1.0,1.0,1.0,4.0,30000.0,1.0,130.0,160,180,4.0,3.0,2.0,2,2.0,2.0,1.0,3.0,1.0,1,30000.0,3.0,2.0,1.0,2.0,7,3.0,3.0,3.0,2.0,2,4
+7786,4.0,2,9,21,43,2015,1,1960,1.0,1.0,1.0,4.0,2000.0,1.0,150.0,170,140,4.0,4.0,4.0,1,4.0,4.0,2.0,4.0,7.0,3,20000.0,3.0,3.0,1.0,2.0,3,2.0,3.0,3.0,2.0,3,2
+7787,4.0,1,19,57,91,2015,1,1947,1.0,1.0,1.0,4.0,36000.0,1.0,52.0,169,140,4.0,4.0,4.0,2,4.0,4.0,5.0,2.0,5.0,5,72000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,2.0,3.0,4,4
+7788,3.0,1,7,18,35,2015,1,1952,1.0,1.0,1.0,4.0,43200.0,1.0,29.0,180,210,2.0,2.0,5.0,2,1.0,4.0,2.0,2.0,2.0,5,69600.0,3.0,3.0,0.0,2.0,3,3.0,2.0,4.0,2.0,3,5
+7789,4.0,2,31,87,130,2015,2,1969,3.0,1.0,1.0,3.0,15000.0,1.0,90.0,156,132,4.0,4.0,4.0,1,4.0,4.0,1.0,4.0,3.0,1,30000.0,3.0,3.0,1.0,2.0,4,2.0,2.0,3.0,3.0,2,3
+7790,5.0,2,8,19,41,2015,1,1997,4.0,0.0,8.0,4.0,0.0,1.0,140.0,185,120,5.0,5.0,5.0,1,2.0,4.0,2.0,4.0,3.0,4,30000.0,6.0,3.0,1.0,1.0,1,2.0,2.0,3.0,2.0,1,1
+7791,3.0,1,21,64,102,2015,1,1997,1.0,1.0,1.0,6.0,12000.0,1.0,18.0,168,160,4.0,5.0,4.0,2,1.0,4.0,2.0,3.0,1.0,1,13000.0,3.0,1.0,1.0,2.0,1,3.0,2.0,5.0,3.0,1,3
+7792,5.0,2,23,69,109,2015,2,1966,1.0,1.0,1.0,3.0,1500.0,1.0,30.0,160,110,1.0,2.0,4.0,1,2.0,3.0,1.0,5.0,7.0,3,6000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,2
+7793,5.0,2,23,68,108,2015,2,1959,1.0,1.0,1.0,1.0,500.0,1.0,116.0,160,125,1.0,2.0,2.0,1,2.0,2.0,1.0,1.0,5.0,3,15000.0,2.0,2.0,1.0,1.0,3,2.0,3.0,4.0,3.0,3,1
+7794,4.0,1,6,14,30,2015,2,1972,1.0,1.0,1.0,1.0,40000.0,1.0,130.0,155,115,4.0,4.0,3.0,1,3.0,3.0,2.0,3.0,3.0,1,80000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+7795,4.0,1,6,13,29,2015,2,1973,1.0,1.0,1.0,3.0,3000.0,1.0,170.0,155,130,4.0,4.0,4.0,2,2.0,2.0,1.0,4.0,4.0,1,5000.0,2.0,2.0,1.0,2.0,4,2.0,1.0,3.0,2.0,2,2
+7796,3.0,2,16,46,78,2015,2,1943,1.0,1.0,3.0,3.0,1400.0,4.0,150.0,155,115,5.0,4.0,5.0,1,1.0,5.0,1.0,4.0,3.0,4,1400.0,2.0,2.0,0.0,2.0,4,3.0,2.0,4.0,2.0,4,2
+7797,5.0,1,1,1,6,2015,1,1986,1.0,1.0,1.0,12.0,70000.0,2.0,66.0,178,152,5.0,3.0,4.0,5,3.0,2.0,3.0,1.0,3.0,1,100000.0,3.0,2.0,1.0,1.0,3,3.0,2.0,1.0,2.0,1,5
+7798,5.0,1,31,87,132,2015,2,1988,2.0,1.0,1.0,4.0,0.0,1.0,50.0,170,140,5.0,5.0,4.0,1,1.0,4.0,2.0,3.0,6.0,5,54821.0,4.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,1,1
+7799,5.0,1,27,77,117,2015,2,1996,1.0,1.0,1.0,12.0,4000.0,4.0,130.0,165,108,5.0,5.0,5.0,2,3.0,3.0,3.0,2.0,7.0,6,300000.0,3.0,3.0,1.0,1.0,1,2.0,2.0,3.0,2.0,1,2
+7800,2.0,2,22,65,103,2015,1,1929,1.0,1.0,1.0,3.0,11000.0,4.0,70.0,165,120,2.0,3.0,3.0,1,3.0,4.0,2.0,4.0,2.0,5,11000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,4.0,3.0,5,3
+7801,2.0,2,18,52,85,2015,1,1970,1.0,1.0,1.0,9.0,15000.0,1.0,280.0,167,164,3.0,3.0,4.0,1,4.0,3.0,3.0,2.0,4.0,1,55000.0,6.0,2.0,2.0,2.0,3,3.0,3.0,4.0,2.0,2,3
+7802,3.0,2,23,69,109,2015,1,1993,1.0,1.0,1.0,12.0,3000.0,2.0,60.0,170,120,4.0,4.0,4.0,1,2.0,4.0,3.0,3.0,4.0,6,20000.0,3.0,2.0,1.0,2.0,1,3.0,2.0,3.0,2.0,1,2
+7803,5.0,1,18,54,88,2015,2,1948,1.0,1.0,1.0,3.0,0.0,4.0,200.0,160,120,4.0,4.0,4.0,2,3.0,3.0,3.0,4.0,6.0,5,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,1
+7804,5.0,2,28,81,121,2015,1,1962,1.0,1.0,1.0,3.0,12000.0,1.0,80.0,165,140,3.0,5.0,5.0,4,2.0,3.0,1.0,5.0,6.0,3,20000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,2.0,3.0,3,3
+7805,4.0,2,9,21,43,2015,2,1957,1.0,1.0,1.0,1.0,10000.0,1.0,200.0,158,123,4.0,3.0,4.0,1,3.0,3.0,1.0,4.0,6.0,4,100000.0,1.0,3.0,1.0,2.0,3,2.0,3.0,3.0,2.0,3,3
+7806,4.0,2,27,77,117,2015,2,1969,1.0,1.0,1.0,4.0,0.0,1.0,100.0,160,155,3.0,4.0,4.0,1,3.0,4.0,1.0,4.0,2.0,3,12000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,2,1
+7807,4.0,2,18,52,85,2015,2,1950,1.0,1.0,1.0,1.0,0.0,1.0,150.0,159,96,4.0,4.0,4.0,1,4.0,4.0,1.0,4.0,1.0,3,3000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,4,1
+7808,3.0,1,22,66,105,2015,1,1992,1.0,1.0,1.0,8.0,36000.0,1.0,80.0,175,120,3.0,5.0,5.0,2,3.0,3.0,3.0,3.0,3.0,1,36000.0,1.0,3.0,1.0,2.0,1,2.0,2.0,2.0,2.0,1,4
+7809,4.0,1,4,7,19,2015,2,1949,1.0,1.0,1.0,10.0,32000.0,4.0,70.0,165,100,3.0,5.0,2.0,2,3.0,4.0,3.0,1.0,1.0,5,72000.0,2.0,1.0,1.0,1.0,3,3.0,2.0,5.0,3.0,4,4
+7810,4.0,1,4,7,21,2015,2,1982,8.0,1.0,1.0,11.0,0.0,1.0,80.0,173,118,3.0,5.0,3.0,7,1.0,3.0,4.0,2.0,6.0,5,400000.0,3.0,3.0,2.0,1.0,3,2.0,1.0,3.0,2.0,2,1
+7811,4.0,1,22,66,105,2015,2,1954,1.0,1.0,3.0,1.0,0.0,1.0,70.0,160,105,4.0,5.0,5.0,1,3.0,4.0,2.0,2.0,4.0,4,20000.0,4.0,2.0,1.0,2.0,7,3.0,1.0,3.0,2.0,3,1
+7812,5.0,2,29,83,126,2015,2,1961,1.0,0.0,1.0,6.0,6000.0,4.0,40.0,163,112,5.0,5.0,5.0,1,3.0,4.0,3.0,2.0,8.0,1,90000.0,3.0,4.0,2.0,2.0,3,1.0,1.0,5.0,2.0,3,2
+7813,5.0,2,29,82,124,2015,1,1941,1.0,0.0,2.0,4.0,10000.0,1.0,170.0,168,120,3.0,4.0,3.0,1,1.0,3.0,1.0,5.0,5.0,4,30000.0,2.0,4.0,1.0,2.0,3,1.0,1.0,4.0,2.0,4,3
+7814,4.0,1,10,26,48,2015,2,1952,1.0,1.0,1.0,3.0,0.0,1.0,60.0,163,110,4.0,5.0,4.0,2,3.0,4.0,2.0,4.0,4.0,6,50000.0,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,1
+7815,5.0,2,17,49,82,2015,1,1945,1.0,1.0,1.0,3.0,8000.0,1.0,90.0,168,130,5.0,5.0,5.0,1,4.0,4.0,3.0,4.0,4.0,1,8000.0,6.0,3.0,2.0,2.0,3,2.0,2.0,5.0,2.0,4,2
+7816,5.0,1,27,79,119,2015,1,1966,1.0,1.0,1.0,4.0,50000.0,1.0,56.0,170,140,5.0,5.0,5.0,2,3.0,5.0,2.0,2.0,1.0,1,50000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,5
+7817,4.0,1,21,64,101,2015,2,1959,1.0,1.0,1.0,1.0,10000.0,1.0,105.0,150,112,5.0,5.0,5.0,1,5.0,5.0,2.0,3.0,5.0,1,10000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+7818,4.0,1,19,56,90,2015,2,1989,1.0,1.0,1.0,7.0,0.0,1.0,90.0,170,98,4.0,5.0,5.0,1,2.0,5.0,1.0,2.0,5.0,6,100000.0,4.0,3.0,1.0,2.0,3,3.0,3.0,4.0,2.0,1,1
+7819,3.0,1,11,30,53,2015,1,1987,1.0,1.0,1.0,6.0,0.0,2.0,100.0,170,150,5.0,5.0,5.0,5,1.0,5.0,1.0,2.0,5.0,5,20000.0,3.0,2.0,1.0,2.0,1,3.0,2.0,4.0,4.0,1,1
+7820,4.0,2,22,67,107,2015,1,1958,8.0,1.0,1.0,4.0,2600.0,1.0,180.0,160,94,1.0,2.0,1.0,1,2.0,3.0,1.0,1.0,1.0,2,47762.0,2.0,2.0,1.0,2.0,5,3.0,2.0,5.0,3.0,3,2
+7821,2.0,1,27,79,119,2015,2,1933,1.0,1.0,1.0,4.0,20000.0,1.0,38.0,156,120,1.0,3.0,3.0,2,1.0,3.0,2.0,2.0,2.0,5,20000.0,1.0,2.0,1.0,2.0,7,2.0,2.0,4.0,3.0,5,3
+7822,2.0,2,2,4,11,2015,1,1985,1.0,1.0,1.0,3.0,13055.0,1.0,90.0,158,110,4.0,4.0,2.0,1,2.0,2.0,1.0,4.0,4.0,3,53479.0,1.0,2.0,1.0,2.0,5,3.0,2.0,4.0,3.0,1,3
+7823,2.0,1,19,59,95,2015,1,1961,1.0,1.0,1.0,8.0,25000.0,1.0,69.0,176,125,5.0,5.0,5.0,5,2.0,2.0,2.0,2.0,3.0,1,51200.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,4
+7824,4.0,2,18,55,89,2015,2,1944,1.0,0.0,8.0,3.0,720.0,1.0,60.0,158,120,2.0,5.0,4.0,1,4.0,2.0,2.0,4.0,4.0,4,2000.0,1.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,4,1
+7825,5.0,1,12,32,55,2015,2,1989,1.0,1.0,1.0,13.0,0.0,1.0,104.0,174,108,5.0,4.0,4.0,5,2.0,3.0,4.0,2.0,6.0,1,0.0,1.0,3.0,0.0,1.0,1,2.0,2.0,4.0,4.0,1,1
+7826,5.0,1,27,80,120,2015,2,1969,8.0,1.0,1.0,4.0,120000.0,1.0,78.0,160,96,4.0,4.0,5.0,1,2.0,3.0,3.0,2.0,5.0,1,120000.0,2.0,3.0,1.0,2.0,6,1.0,1.0,4.0,2.0,2,5
+7827,4.0,1,27,80,120,2015,2,1991,1.0,1.0,1.0,13.0,0.0,4.0,55.0,158,100,4.0,4.0,4.0,2,4.0,4.0,4.0,3.0,5.0,6,80000.0,3.0,2.0,2.0,2.0,1,2.0,2.0,4.0,2.0,1,1
+7828,4.0,2,22,65,103,2015,1,1956,1.0,1.0,1.0,4.0,5000.0,1.0,100.0,165,130,3.0,2.0,3.0,1,3.0,3.0,1.0,3.0,3.0,3,60000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,2
+7829,4.0,2,10,28,51,2015,1,1987,1.0,1.0,1.0,7.0,10000.0,1.0,130.0,190,140,5.0,5.0,5.0,1,3.0,4.0,4.0,4.0,5.0,1,60000.0,6.0,3.0,2.0,2.0,3,2.0,3.0,4.0,3.0,1,3
+7830,5.0,1,15,39,70,2015,1,1989,1.0,1.0,1.0,6.0,0.0,1.0,110.0,170,120,3.0,4.0,4.0,1,2.0,3.0,2.0,1.0,2.0,1,60000.0,5.0,2.0,1.0,2.0,3,3.0,2.0,2.0,2.0,1,1
+7831,4.0,1,27,79,119,2015,2,1986,3.0,1.0,1.0,7.0,10000.0,1.0,75.0,160,120,5.0,5.0,5.0,1,2.0,5.0,1.0,3.0,6.0,1,50000.0,5.0,3.0,1.0,2.0,3,3.0,2.0,4.0,3.0,1,3
+7832,3.0,2,22,66,105,2015,1,1964,1.0,1.0,1.0,6.0,25000.0,1.0,150.0,167,130,4.0,3.0,3.0,1,4.0,3.0,2.0,4.0,3.0,3,30000.0,2.0,3.0,1.0,2.0,3,3.0,3.0,4.0,2.0,3,4
+7833,4.0,2,18,54,88,2015,1,1945,1.0,1.0,1.0,3.0,2000.0,1.0,150.0,170,140,2.0,2.0,2.0,1,3.0,2.0,1.0,4.0,4.0,3,1000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,4,2
+7834,4.0,1,13,36,67,2015,2,1974,1.0,1.0,1.0,7.0,30000.0,1.0,88.0,150,103,2.0,5.0,4.0,2,3.0,2.0,2.0,3.0,5.0,1,149928.0,3.0,4.0,1.0,1.0,3,2.0,2.0,5.0,2.0,2,4
+7835,4.0,2,16,46,78,2015,2,1944,1.0,1.0,1.0,3.0,720.0,1.0,100.0,157,110,3.0,2.0,3.0,1,2.0,2.0,1.0,4.0,5.0,4,2000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,4,1
+7836,4.0,2,16,46,78,2015,2,1937,1.0,1.0,1.0,1.0,2000.0,1.0,170.0,154,85,4.0,3.0,3.0,1,4.0,4.0,1.0,4.0,3.0,3,40000.0,4.0,3.0,2.0,2.0,7,2.0,2.0,4.0,2.0,4,2
+7837,3.0,2,9,20,42,2015,1,1950,1.0,1.0,1.0,3.0,0.0,1.0,100.0,165,110,2.0,3.0,3.0,1,1.0,1.0,1.0,2.0,4.0,6,4000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,4,1
+7838,5.0,1,22,65,103,2015,2,1989,1.0,1.0,1.0,6.0,0.0,1.0,80.0,155,120,4.0,5.0,5.0,1,3.0,4.0,2.0,4.0,1.0,5,20000.0,3.0,3.0,0.0,2.0,3,2.0,1.0,4.0,2.0,1,1
+7839,4.0,1,12,32,58,2015,2,1965,1.0,1.0,1.0,6.0,100000.0,4.0,73.0,150,100,3.0,2.0,5.0,5,3.0,3.0,1.0,2.0,4.0,5,150000.0,4.0,3.0,2.0,2.0,3,3.0,3.0,3.0,4.0,3,5
+7840,2.0,2,15,42,73,2015,2,1976,1.0,1.0,1.0,6.0,37743.0,1.0,260.0,165,130,5.0,4.0,4.0,1,2.0,3.0,1.0,2.0,4.0,1,81903.0,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,4
+7841,2.0,1,7,18,39,2015,2,1977,1.0,1.0,1.0,13.0,50000.0,1.0,67.0,158,100,4.0,5.0,5.0,5,2.0,3.0,4.0,2.0,2.0,1,80000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,5
+7842,4.0,2,22,65,104,2015,1,1936,1.0,1.0,1.0,1.0,0.0,1.0,200.0,160,93,2.0,2.0,4.0,1,2.0,3.0,1.0,3.0,2.0,3,43667.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,4,1
+7843,4.0,2,9,21,43,2015,2,1955,1.0,1.0,1.0,4.0,20000.0,1.0,80.0,152,100,3.0,4.0,4.0,1,2.0,4.0,1.0,4.0,5.0,3,18310.0,5.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,3,3
+7844,3.0,1,13,36,67,2015,2,1964,1.0,1.0,1.0,6.0,0.0,1.0,95.0,163,155,4.0,5.0,5.0,2,2.0,5.0,1.0,4.0,3.0,5,0.0,4.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,3,1
+7845,5.0,1,22,66,106,2015,2,1973,1.0,1.0,1.0,3.0,10000.0,1.0,105.0,155,100,5.0,4.0,4.0,1,2.0,2.0,1.0,5.0,4.0,1,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,3
+7846,4.0,1,5,8,24,2015,1,1968,1.0,1.0,1.0,4.0,20000.0,1.0,40.0,176,130,4.0,5.0,5.0,2,4.0,3.0,1.0,4.0,3.0,1,20000.0,1.0,2.0,1.0,2.0,6,3.0,2.0,4.0,3.0,2,3
+7847,5.0,1,30,85,128,2015,1,1948,1.0,0.0,1.0,7.0,60000.0,1.0,120.0,168,148,3.0,1.0,5.0,2,4.0,5.0,1.0,1.0,5.0,5,90000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,4,5
+7848,5.0,2,17,49,82,2015,1,1981,1.0,1.0,1.0,6.0,50000.0,1.0,300.0,171,170,5.0,5.0,5.0,1,3.0,4.0,2.0,3.0,2.0,1,70000.0,4.0,2.0,2.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+7849,4.0,2,10,24,46,2015,2,1965,1.0,1.0,1.0,1.0,3000.0,1.0,90.0,155,96,5.0,5.0,5.0,1,4.0,2.0,2.0,4.0,2.0,1,5000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,2
+7850,5.0,1,1,1,8,2015,2,1950,1.0,1.0,1.0,4.0,36000.0,4.0,48.0,158,110,3.0,5.0,5.0,2,4.0,4.0,4.0,4.0,6.0,5,80000.0,2.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0,4,4
+7851,4.0,1,24,72,112,2015,2,1952,1.0,1.0,4.0,1.0,1000.0,1.0,50.0,158,108,4.0,3.0,4.0,1,3.0,3.0,1.0,4.0,3.0,3,100000.0,1.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,1
+7852,4.0,1,27,79,119,2015,1,1988,1.0,1.0,1.0,7.0,30000.0,1.0,67.3,174,130,4.0,5.0,4.0,1,3.0,4.0,1.0,4.0,4.0,1,30000.0,1.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,1,4
+7853,5.0,1,31,86,129,2015,2,1956,1.0,1.0,1.0,3.0,0.0,1.0,52.0,156,134,2.0,5.0,3.0,1,1.0,2.0,1.0,4.0,5.0,4,10000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,3,1
+7854,4.0,1,15,41,72,2015,1,1973,1.0,1.0,1.0,6.0,100000.0,1.0,140.0,170,120,5.0,5.0,5.0,1,3.0,2.0,2.0,4.0,6.0,1,100000.0,4.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+7855,4.0,1,10,26,48,2015,1,1942,1.0,1.0,1.0,7.0,48000.0,4.0,89.0,167,120,4.0,5.0,4.0,2,4.0,4.0,3.0,4.0,6.0,5,50000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,5
+7856,3.0,1,15,42,73,2015,2,1994,1.0,1.0,1.0,4.0,0.0,2.0,160.0,155,84,5.0,5.0,5.0,2,2.0,4.0,2.0,4.0,5.0,5,50000.0,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,3.0,1,1
+7857,4.0,1,19,57,93,2015,2,1974,1.0,1.0,1.0,6.0,40000.0,1.0,60.0,168,100,4.0,4.0,4.0,5,2.0,3.0,3.0,3.0,5.0,1,100000.0,4.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+7858,5.0,1,13,37,68,2015,2,1967,1.0,1.0,1.0,3.0,15000.0,1.0,45.0,153,95,4.0,5.0,4.0,1,3.0,4.0,1.0,4.0,5.0,5,65000.0,5.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,3
+7859,4.0,1,7,18,38,2015,1,1954,1.0,1.0,1.0,9.0,60000.0,1.0,60.0,168,140,4.0,4.0,4.0,2,2.0,4.0,2.0,3.0,6.0,5,80000.0,2.0,4.0,1.0,2.0,3,1.0,1.0,4.0,2.0,3,5
+7860,4.0,1,31,86,129,2015,1,1988,1.0,1.0,1.0,7.0,15000.0,1.0,60.0,180,130,3.0,3.0,5.0,1,2.0,3.0,2.0,5.0,3.0,1,60000.0,2.0,3.0,1.0,2.0,3,2.0,3.0,3.0,2.0,1,3
+7861,4.0,2,9,23,45,2015,1,1981,1.0,1.0,1.0,6.0,40000.0,1.0,480.0,170,130,4.0,4.0,5.0,1,2.0,2.0,2.0,4.0,3.0,1,100000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+7862,4.0,1,18,51,84,2015,1,1975,1.0,1.0,1.0,3.0,30000.0,1.0,110.0,170,120,4.0,4.0,4.0,1,4.0,3.0,1.0,4.0,4.0,1,50000.0,1.0,3.0,2.0,2.0,3,2.0,1.0,3.0,2.0,2,4
+7863,5.0,1,24,72,112,2015,1,1994,1.0,1.0,3.0,6.0,4000.0,2.0,120.0,161,118,5.0,5.0,3.0,5,2.0,2.0,1.0,4.0,5.0,5,52000.0,3.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,2
+7864,4.0,1,6,13,29,2015,2,1956,1.0,1.0,1.0,3.0,6000.0,1.0,70.0,165,70,4.0,4.0,3.0,2,1.0,2.0,1.0,4.0,4.0,5,40000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0,3,2
+7865,4.0,2,16,44,75,2015,1,1948,1.0,0.0,1.0,3.0,4000.0,1.0,100.0,168,135,3.0,4.0,4.0,1,2.0,3.0,1.0,2.0,1.0,3,50000.0,4.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,4,2
+7866,3.0,2,9,20,42,2015,2,1944,1.0,1.0,1.0,1.0,4000.0,1.0,80.0,150,80,2.0,3.0,3.0,1,2.0,3.0,1.0,4.0,4.0,4,10000.0,4.0,3.0,1.0,2.0,4,3.0,2.0,3.0,2.0,4,2
+7867,4.0,2,31,89,134,2015,2,1969,1.0,1.0,1.0,3.0,0.0,1.0,100.0,165,140,1.0,2.0,3.0,1,1.0,1.0,1.0,4.0,1.0,4,20000.0,2.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,2,1
+7868,4.0,1,12,34,64,2015,2,1936,1.0,1.0,1.0,4.0,72000.0,3.0,130.0,155,130,5.0,4.0,4.0,5,4.0,4.0,4.0,4.0,4.0,5,140000.0,2.0,2.0,0.0,2.0,3,3.0,3.0,5.0,2.0,4,5
+7869,2.0,2,6,14,30,2015,1,1974,1.0,1.0,1.0,3.0,12000.0,1.0,150.0,160,120,3.0,5.0,4.0,1,2.0,2.0,1.0,2.0,4.0,2,20000.0,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,3
+7870,4.0,1,1,1,7,2015,2,1987,1.0,0.0,1.0,10.0,144000.0,1.0,27.2,165,100,4.0,4.0,4.0,2,3.0,4.0,4.0,3.0,5.0,1,320000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,1,5
+7871,3.0,1,22,66,105,2015,1,1963,1.0,1.0,1.0,4.0,20000.0,4.0,120.0,163,106,3.0,3.0,3.0,2,2.0,3.0,2.0,4.0,2.0,2,30000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,3
+7872,4.0,1,22,65,103,2015,1,1974,1.0,1.0,1.0,9.0,30000.0,4.0,110.0,167,120,4.0,5.0,3.0,2,4.0,4.0,3.0,4.0,6.0,1,600000.0,2.0,4.0,2.0,1.0,3,2.0,1.0,4.0,2.0,2,4
+7873,4.0,1,7,18,34,2015,1,1968,1.0,1.0,1.0,7.0,20000.0,1.0,37.0,170,140,5.0,5.0,5.0,5,2.0,5.0,4.0,4.0,2.0,1,40000.0,3.0,2.0,1.0,2.0,3,2.0,3.0,3.0,3.0,2,3
+7874,4.0,2,9,23,45,2015,1,1983,1.0,1.0,1.0,3.0,50000.0,1.0,120.0,175,124,5.0,4.0,4.0,1,3.0,3.0,1.0,4.0,4.0,1,130000.0,5.0,5.0,2.0,1.0,3,2.0,2.0,5.0,2.0,1,5
+7875,4.0,1,7,18,38,2015,2,1968,1.0,1.0,1.0,6.0,50000.0,1.0,110.0,162,100,4.0,5.0,5.0,2,1.0,4.0,1.0,4.0,6.0,1,200000.0,3.0,3.0,3.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+7876,4.0,2,4,7,22,2015,2,1967,1.0,1.0,1.0,4.0,15000.0,1.0,70.0,165,200,3.0,5.0,5.0,1,2.0,3.0,1.0,2.0,7.0,1,60000.0,4.0,3.0,1.0,1.0,3,2.0,2.0,4.0,3.0,2,3
+7877,4.0,2,10,28,51,2015,1,1974,1.0,1.0,1.0,11.0,30000.0,1.0,50.0,185,150,5.0,5.0,4.0,1,4.0,3.0,3.0,4.0,3.0,2,50000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,2,4
+7878,4.0,2,10,24,46,2015,2,1968,1.0,1.0,1.0,3.0,6000.0,1.0,80.0,155,110,5.0,5.0,5.0,1,1.0,4.0,1.0,4.0,5.0,3,70000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,2,2
+7879,5.0,1,9,21,43,2015,1,1978,1.0,1.0,1.0,6.0,700000.0,1.0,40.0,175,150,4.0,5.0,4.0,1,3.0,3.0,2.0,4.0,7.0,2,70000.0,2.0,4.0,1.0,1.0,3,1.0,1.0,4.0,2.0,2,5
+7880,4.0,1,19,59,95,2015,2,1976,1.0,1.0,1.0,6.0,50000.0,1.0,67.0,160,120,3.0,5.0,5.0,2,3.0,3.0,3.0,3.0,6.0,1,150000.0,3.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+7881,4.0,1,21,64,102,2015,1,1958,1.0,1.0,1.0,4.0,15000.0,1.0,106.0,170,178,4.0,5.0,5.0,5,1.0,1.0,4.0,3.0,5.0,5,15000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+7882,5.0,2,4,7,22,2015,1,1993,1.0,1.0,1.0,4.0,60000.0,1.0,35.0,179,160,5.0,5.0,5.0,1,1.0,3.0,1.0,3.0,5.0,1,13000.0,3.0,3.0,2.0,2.0,1,2.0,2.0,3.0,1.0,1,5
+7883,4.0,1,29,82,125,2015,1,1985,1.0,1.0,1.0,4.0,40000.0,1.0,33.0,173,100,5.0,5.0,5.0,2,2.0,4.0,1.0,4.0,4.0,1,40000.0,5.0,3.0,0.0,2.0,3,2.0,1.0,5.0,2.0,1,5
+7884,2.0,2,18,51,84,2015,1,1955,1.0,1.0,1.0,1.0,4000.0,1.0,100.0,160,110,3.0,3.0,4.0,1,4.0,2.0,1.0,2.0,3.0,3,4000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,3,2
+7885,4.0,1,21,64,100,2015,2,1935,1.0,1.0,1.0,1.0,4800.0,1.0,30.0,158,75,4.0,3.0,4.0,2,2.0,4.0,1.0,4.0,3.0,4,4800.0,1.0,1.0,0.0,2.0,7,3.0,2.0,4.0,2.0,4,2
+7886,4.0,1,4,7,15,2015,2,1973,1.0,1.0,1.0,12.0,80000.0,4.0,59.0,160,130,5.0,5.0,5.0,5,2.0,3.0,3.0,3.0,6.0,1,110000.0,3.0,3.0,2.0,2.0,3,2.0,2.0,5.0,2.0,2,5
+7887,4.0,2,6,17,33,2015,2,1957,1.0,1.0,1.0,3.0,4000.0,1.0,100.0,157,82,2.0,4.0,4.0,1,3.0,3.0,2.0,3.0,4.0,3,4000.0,5.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,2
+7888,3.0,1,13,37,68,2015,2,1963,1.0,1.0,1.0,6.0,35000.0,1.0,35.0,155,105,3.0,3.0,3.0,2,2.0,3.0,2.0,2.0,4.0,1,38684.0,2.0,2.0,0.0,2.0,3,2.0,2.0,3.0,3.0,3,4
+7889,2.0,2,28,81,121,2015,2,1949,1.0,1.0,1.0,1.0,0.0,1.0,90.0,155,140,1.0,1.0,1.0,1,2.0,1.0,1.0,4.0,1.0,3,1000.0,6.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0,4,1
+7890,4.0,1,4,7,19,2015,2,1990,1.0,1.0,1.0,11.0,54000.0,1.0,90.0,165,105,5.0,5.0,2.0,1,3.0,3.0,4.0,3.0,7.0,1,315382.0,2.0,3.0,0.0,2.0,2,1.0,1.0,4.0,2.0,1,5
+7891,4.0,2,5,9,25,2015,2,1980,1.0,1.0,1.0,4.0,0.0,1.0,600.0,162,110,4.0,5.0,5.0,1,3.0,4.0,1.0,4.0,4.0,1,70000.0,5.0,4.0,1.0,1.0,3,2.0,3.0,2.0,3.0,2,1
+7892,1.0,1,30,85,128,2015,1,1967,1.0,1.0,4.0,4.0,20000.0,1.0,58.0,174,103,5.0,5.0,4.0,2,2.0,3.0,1.0,1.0,1.0,5,55000.0,3.0,1.0,1.0,2.0,6,3.0,3.0,2.0,4.0,2,3
+7893,3.0,2,22,65,103,2015,1,1995,1.0,1.0,1.0,4.0,2400.0,1.0,70.0,140,90,2.0,2.0,3.0,1,4.0,3.0,2.0,3.0,1.0,5,60000.0,4.0,2.0,1.0,2.0,1,3.0,2.0,4.0,2.0,1,2
+7894,4.0,1,13,36,67,2015,2,1955,1.0,1.0,1.0,12.0,40000.0,1.0,120.0,155,110,4.0,4.0,4.0,2,2.0,4.0,4.0,2.0,5.0,5,50453.0,1.0,4.0,1.0,2.0,6,3.0,2.0,4.0,2.0,3,5
+7895,4.0,2,9,22,44,2015,2,1953,1.0,1.0,1.0,1.0,800.0,1.0,70.0,158,110,4.0,4.0,4.0,1,5.0,3.0,1.0,4.0,5.0,3,10000.0,4.0,3.0,2.0,2.0,3,2.0,1.0,5.0,2.0,3,1
+7896,4.0,2,2,4,11,2015,2,1963,1.0,1.0,2.0,1.0,2000.0,1.0,90.0,150,100,3.0,2.0,3.0,1,1.0,3.0,1.0,4.0,3.0,3,10000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,2
+7897,3.0,1,1,1,2,2015,1,1980,1.0,1.0,1.0,9.0,50000.0,1.0,38.0,170,150,3.0,4.0,4.0,5,2.0,2.0,2.0,3.0,3.0,1,70000.0,2.0,3.0,1.0,2.0,1,2.0,2.0,4.0,2.0,2,5
+7898,5.0,1,19,57,93,2015,2,1974,1.0,1.0,1.0,6.0,50000.0,1.0,103.0,160,110,4.0,4.0,4.0,4,3.0,2.0,3.0,4.0,5.0,1,100000.0,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0,2,5
+7899,3.0,1,31,87,131,2015,1,1994,1.0,1.0,1.0,12.0,5000.0,4.0,70.0,184,160,4.0,4.0,4.0,2,2.0,3.0,2.0,3.0,5.0,6,100000.0,1.0,3.0,2.0,1.0,1,2.0,2.0,3.0,2.0,1,2
+7900,4.0,1,4,7,18,2015,1,1935,1.0,1.0,1.0,8.0,50000.0,1.0,75.0,168,110,4.0,4.0,5.0,2,3.0,3.0,3.0,4.0,5.0,5,90000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,5.0,2.0,4,5
+7901,4.0,1,4,7,18,2015,2,1963,1.0,1.0,1.0,6.0,20400.0,1.0,84.0,168,140,3.0,2.0,3.0,4,1.0,4.0,2.0,2.0,1.0,5,50000.0,4.0,2.0,1.0,1.0,3,2.0,3.0,3.0,2.0,3,3
+7902,4.0,1,27,78,118,2015,2,1964,1.0,1.0,1.0,4.0,0.0,1.0,82.0,170,130,4.0,3.0,3.0,1,4.0,3.0,2.0,4.0,2.0,5,24000.0,2.0,2.0,0.0,2.0,3,2.0,1.0,4.0,2.0,3,1
+7903,4.0,1,5,8,24,2015,2,1948,1.0,1.0,1.0,1.0,10000.0,1.0,70.0,157,130,2.0,3.0,3.0,2,2.0,4.0,2.0,4.0,5.0,5,20000.0,2.0,3.0,1.0,2.0,6,2.0,2.0,4.0,3.0,4,3
+7904,5.0,1,5,8,23,2015,2,1968,1.0,1.0,1.0,7.0,10000.0,2.0,50.0,160,120,5.0,5.0,5.0,2,1.0,2.0,1.0,4.0,5.0,1,20000.0,3.0,3.0,1.0,2.0,3,3.0,2.0,3.0,3.0,2,3
+7905,5.0,1,4,7,16,2015,2,1982,1.0,1.0,1.0,10.0,300000.0,2.0,81.3,163,114,5.0,5.0,5.0,5,4.0,4.0,3.0,4.0,6.0,1,340000.0,3.0,4.0,1.0,1.0,1,2.0,2.0,3.0,2.0,2,5
+7906,5.0,2,2,3,10,2015,2,1964,4.0,0.0,5.0,1.0,5470.0,1.0,200.0,160,100,5.0,3.0,5.0,1,4.0,3.0,1.0,4.0,5.0,5,15000.0,1.0,3.0,3.0,2.0,3,2.0,2.0,3.0,3.0,3,2
+7907,3.0,1,19,56,90,2015,2,1976,1.0,1.0,1.0,3.0,40000.0,1.0,90.0,155,98,3.0,5.0,5.0,1,2.0,4.0,1.0,1.0,3.0,1,80000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,2,5
+7908,5.0,1,15,42,73,2015,2,1966,1.0,1.0,1.0,4.0,10000.0,1.0,40.0,166,120,5.0,4.0,4.0,2,5.0,3.0,2.0,3.0,5.0,1,20000.0,2.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,3
+7909,5.0,1,1,1,8,2015,1,1961,1.0,1.0,1.0,6.0,26640.0,1.0,82.0,175,140,3.0,3.0,4.0,2,3.0,4.0,2.0,4.0,6.0,1,26640.0,1.0,2.0,2.0,2.0,1,3.0,2.0,3.0,2.0,3,4
+7910,5.0,2,2,3,10,2015,1,1955,1.0,0.0,1.0,3.0,3000.0,1.0,30.0,165,114,4.0,4.0,4.0,4,3.0,4.0,1.0,2.0,1.0,2,90000.0,6.0,3.0,1.0,1.0,7,3.0,1.0,2.0,3.0,3,2
+7911,3.0,2,10,28,51,2015,1,1987,1.0,1.0,1.0,4.0,100000.0,1.0,84.0,168,130,5.0,5.0,5.0,1,2.0,3.0,2.0,2.0,10.0,1,200000.0,2.0,4.0,1.0,1.0,3,2.0,2.0,3.0,2.0,1,5
+7912,2.0,1,21,64,102,2015,2,1950,1.0,1.0,1.0,6.0,5000.0,1.0,90.0,158,120,3.0,4.0,2.0,1,2.0,3.0,1.0,4.0,4.0,1,5000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,4,2
+7913,3.0,1,15,40,71,2015,1,1951,1.0,1.0,1.0,6.0,30000.0,4.0,43.0,172,140,4.0,4.0,4.0,5,2.0,2.0,4.0,2.0,3.0,1,40000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0,3,4
+7914,5.0,1,1,1,2,2015,1,1970,1.0,1.0,1.0,12.0,500000.0,1.0,130.0,170,120,5.0,5.0,5.0,2,2.0,3.0,3.0,2.0,7.0,1,1000000.0,2.0,4.0,1.0,1.0,3,1.0,2.0,3.0,2.0,2,5
+7915,4.0,2,21,64,102,2015,2,1960,1.0,0.0,1.0,4.0,10000.0,1.0,200.0,168,120,2.0,4.0,3.0,1,2.0,4.0,3.0,4.0,4.0,4,20000.0,2.0,3.0,2.0,2.0,3,2.0,1.0,3.0,2.0,3,3
+7916,4.0,1,21,62,98,2015,1,1953,8.0,1.0,1.0,1.0,20000.0,1.0,400.0,160,110,4.0,4.0,2.0,1,4.0,3.0,1.0,4.0,4.0,3,80000.0,6.0,2.0,1.0,2.0,3,2.0,1.0,4.0,3.0,3,3
+7917,4.0,1,27,79,119,2015,2,1952,1.0,0.0,1.0,4.0,32400.0,1.0,67.0,162,95,2.0,5.0,5.0,5,3.0,3.0,1.0,4.0,5.0,5,45600.0,4.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0,3,4
+7918,4.0,2,18,52,85,2015,1,1990,1.0,0.0,8.0,10.0,30000.0,1.0,400.0,170,115,5.0,5.0,5.0,1,2.0,5.0,1.0,4.0,3.0,4,70000.0,4.0,2.0,1.0,2.0,1,3.0,1.0,3.0,2.0,1,4
+7919,4.0,1,16,47,79,2015,1,1944,1.0,1.0,1.0,9.0,45000.0,4.0,135.0,171,128,4.0,4.0,4.0,2,3.0,4.0,4.0,4.0,5.0,1,100000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,5
+7920,4.0,1,6,12,28,2015,2,1944,1.0,1.0,1.0,4.0,16000.0,1.0,154.0,158,122,2.0,3.0,4.0,2,2.0,4.0,2.0,4.0,4.0,5,800000.0,5.0,2.0,1.0,1.0,3,2.0,1.0,4.0,2.0,4,3
+7921,4.0,1,1,1,1,2015,1,1974,1.0,1.0,1.0,11.0,70000.0,4.0,70.0,178,160,4.0,4.0,4.0,2,2.0,3.0,2.0,3.0,5.0,1,70000.0,1.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,2,5
+7922,2.0,1,12,32,56,2015,2,1977,1.0,1.0,1.0,10.0,0.0,1.0,78.0,156,104,3.0,4.0,2.0,2,3.0,3.0,2.0,3.0,3.0,5,180000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,2,1
+7923,4.0,2,31,86,129,2015,1,1978,1.0,1.0,1.0,4.0,100000.0,1.0,60.0,178,165,5.0,5.0,5.0,1,2.0,2.0,1.0,1.0,2.0,3,120000.0,2.0,1.0,1.0,2.0,3,3.0,1.0,4.0,3.0,2,5
+7924,5.0,2,17,48,80,2015,2,1976,1.0,1.0,1.0,3.0,20000.0,1.0,70.0,160,128,2.0,3.0,5.0,1,2.0,2.0,1.0,4.0,5.0,1,30000.0,5.0,2.0,1.0,2.0,4,2.0,2.0,3.0,2.0,2,3
+7925,4.0,2,29,84,127,2015,1,1961,1.0,1.0,1.0,6.0,30000.0,1.0,100.0,168,130,4.0,4.0,4.0,1,4.0,4.0,3.0,4.0,5.0,2,30000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,3,4
+7926,1.0,1,22,65,104,2015,2,1939,1.0,0.0,3.0,4.0,30000.0,1.0,56.0,155,105,2.0,1.0,2.0,2,2.0,4.0,2.0,1.0,4.0,5,30000.0,1.0,2.0,1.0,2.0,6,3.0,1.0,5.0,3.0,4,4
+7927,4.0,2,5,10,26,2015,2,1971,1.0,1.0,1.0,4.0,20000.0,1.0,70.0,164,165,3.0,3.0,3.0,1,2.0,4.0,1.0,4.0,1.0,3,100000.0,2.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0,2,3
+7928,4.0,1,15,39,70,2015,1,1990,1.0,1.0,1.0,13.0,7000.0,4.0,170.0,170,116,5.0,5.0,5.0,1,4.0,3.0,4.0,2.0,5.0,1,100000.0,3.0,3.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,2
+7929,4.0,1,27,79,119,2015,2,1986,1.0,1.0,1.0,3.0,60000.0,1.0,70.0,165,100,3.0,4.0,4.0,1,4.0,4.0,1.0,2.0,4.0,1,60000.0,1.0,3.0,0.0,2.0,1,2.0,1.0,3.0,3.0,1,5
+7930,4.0,2,6,17,33,2015,2,1956,1.0,1.0,1.0,3.0,1000.0,1.0,210.0,159,115,3.0,3.0,4.0,1,4.0,4.0,1.0,4.0,4.0,3,3000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,1
+7931,4.0,2,3,6,13,2015,1,1972,1.0,1.0,1.0,4.0,40000.0,1.0,100.0,175,180,4.0,4.0,3.0,1,3.0,4.0,1.0,4.0,4.0,2,50000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+7932,4.0,1,21,63,99,2015,1,1965,1.0,1.0,1.0,6.0,15000.0,2.0,75.0,175,140,5.0,5.0,4.0,1,1.0,5.0,5.0,3.0,1.0,4,15000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,3,3
+7933,5.0,1,11,29,52,2015,1,1985,1.0,1.0,1.0,13.0,200000.0,1.0,130.0,172,120,5.0,4.0,5.0,5,4.0,3.0,4.0,4.0,5.0,1,500000.0,2.0,3.0,2.0,1.0,3,2.0,1.0,4.0,2.0,1,5
+7934,4.0,1,26,76,116,2015,2,1987,1.0,1.0,1.0,6.0,0.0,1.0,40.0,150,85,5.0,5.0,5.0,1,1.0,2.0,2.0,4.0,5.0,5,60000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,1,1
+7935,4.0,1,12,32,55,2015,2,1973,1.0,1.0,1.0,10.0,100000.0,4.0,115.0,160,100,5.0,5.0,5.0,2,4.0,4.0,4.0,4.0,2.0,1,200000.0,3.0,2.0,0.0,1.0,3,3.0,3.0,3.0,2.0,2,5
+7936,4.0,2,19,57,93,2015,2,1946,1.0,1.0,1.0,7.0,38400.0,1.0,115.0,167,140,4.0,3.0,5.0,5,3.0,5.0,2.0,2.0,5.0,5,150000.0,6.0,3.0,1.0,1.0,3,1.0,2.0,5.0,2.0,4,4
+7937,4.0,2,23,69,109,2015,1,1971,1.0,1.0,3.0,3.0,2000.0,1.0,100.0,169,110,1.0,1.0,2.0,1,2.0,4.0,1.0,5.0,2.0,3,2000.0,2.0,1.0,1.0,2.0,6,3.0,3.0,4.0,3.0,2,2
+7938,4.0,1,10,27,49,2015,1,1962,1.0,1.0,1.0,4.0,42000.0,1.0,76.0,158,115,4.0,4.0,4.0,2,3.0,3.0,1.0,4.0,5.0,5,92138.0,2.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0,3,5
+7939,5.0,1,10,27,50,2015,2,1963,1.0,1.0,1.0,3.0,8000.0,1.0,100.0,160,136,3.0,2.0,2.0,1,2.0,4.0,1.0,3.0,6.0,2,24000.0,4.0,3.0,1.0,2.0,6,3.0,2.0,5.0,2.0,3,2
+7940,4.0,1,7,18,40,2015,2,1963,1.0,1.0,1.0,6.0,24000.0,1.0,37.0,160,130,4.0,4.0,4.0,2,2.0,4.0,3.0,4.0,1.0,5,37200.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0,3,4
+7941,4.0,1,21,62,98,2015,1,1995,8.0,1.0,1.0,4.0,20000.0,1.0,60.0,168,126,4.0,4.0,4.0,1,3.0,3.0,2.0,3.0,5.0,1,70000.0,3.0,4.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,3
+7942,2.0,2,13,36,66,2015,1,1988,8.0,0.0,4.0,3.0,14000.0,1.0,300.0,156,100,2.0,2.0,2.0,1,4.0,2.0,1.0,2.0,1.0,6,30000.0,6.0,3.0,1.0,2.0,1,3.0,2.0,3.0,2.0,1,3
+7943,4.0,1,15,39,70,2015,2,1971,1.0,1.0,1.0,3.0,12996.0,1.0,100.0,170,160,4.0,4.0,4.0,1,3.0,2.0,2.0,4.0,2.0,3,55890.0,3.0,3.0,1.0,2.0,3,2.0,2.0,2.0,2.0,2,3
+7944,3.0,2,15,43,74,2015,1,1978,1.0,1.0,1.0,4.0,100000.0,1.0,230.0,180,240,4.0,4.0,4.0,1,3.0,3.0,2.0,3.0,5.0,1,100000.0,3.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0,2,5
+7945,4.0,2,21,64,100,2015,2,1964,1.0,1.0,1.0,4.0,0.0,1.0,310.0,155,130,4.0,5.0,4.0,1,5.0,3.0,1.0,3.0,8.0,6,50000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,3.0,2.0,3,1
+7946,4.0,2,16,46,78,2015,2,1941,1.0,1.0,3.0,1.0,2000.0,1.0,260.0,155,80,5.0,5.0,5.0,1,4.0,4.0,1.0,4.0,4.0,3,2500.0,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0,4,2
+7947,3.0,1,6,16,32,2015,1,1992,1.0,1.0,1.0,6.0,42000.0,4.0,30.0,167,110,4.0,4.0,4.0,1,3.0,2.0,1.0,3.0,6.0,1,98704.0,2.0,3.0,1.0,2.0,1,2.0,1.0,4.0,3.0,1,5
+7948,5.0,1,10,25,47,2015,1,1961,1.0,1.0,1.0,4.0,30000.0,1.0,260.0,168,115,3.0,4.0,4.0,1,2.0,4.0,4.0,4.0,8.0,1,60000.0,3.0,2.0,1.0,2.0,3,2.0,1.0,4.0,1.0,3,4
+7949,4.0,2,21,61,97,2015,1,1969,1.0,1.0,1.0,3.0,35000.0,1.0,180.0,170,140,4.0,5.0,4.0,1,4.0,4.0,2.0,4.0,4.0,1,40000.0,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,2,4
+7950,3.0,1,22,67,107,2015,1,1976,1.0,1.0,1.0,1.0,30000.0,1.0,16.0,170,140,3.0,3.0,3.0,1,3.0,3.0,2.0,3.0,3.0,1,40000.0,2.0,3.0,0.0,2.0,3,2.0,2.0,3.0,2.0,2,4
+7951,3.0,1,19,57,93,2015,1,1989,1.0,1.0,1.0,10.0,70000.0,4.0,70.0,178,140,4.0,3.0,3.0,4,2.0,2.0,3.0,2.0,5.0,1,120000.0,1.0,1.0,1.0,2.0,1,2.0,2.0,4.0,2.0,1,5
+7952,4.0,1,4,7,15,2015,1,1994,1.0,0.0,3.0,6.0,120000.0,2.0,15.0,169,120,4.0,4.0,3.0,1,2.0,4.0,3.0,2.0,3.0,1,300000.0,2.0,3.0,1.0,2.0,1,2.0,1.0,3.0,2.0,1,5
+7953,4.0,2,16,47,79,2015,2,1987,1.0,1.0,1.0,4.0,26527.0,1.0,100.0,160,95,4.0,4.0,4.0,1,3.0,3.0,1.0,3.0,2.0,1,90086.0,9.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0,1,4
+7954,4.0,2,22,66,105,2015,1,1951,1.0,1.0,1.0,4.0,15000.0,1.0,500.0,165,90,3.0,3.0,3.0,1,3.0,4.0,1.0,2.0,5.0,4,20000.0,2.0,3.0,2.0,2.0,3,2.0,1.0,4.0,1.0,3,3
+7955,5.0,2,3,6,13,2015,1,1967,1.0,1.0,1.0,4.0,50000.0,1.0,120.0,167,150,5.0,5.0,3.0,1,2.0,4.0,2.0,4.0,3.0,3,60000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,2,5
+7956,5.0,2,10,24,46,2015,2,1948,1.0,1.0,1.0,1.0,2200.0,1.0,100.0,167,122,1.0,1.0,3.0,1,2.0,4.0,1.0,4.0,4.0,4,6000.0,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0,4,2
+7957,4.0,2,29,83,126,2015,2,1958,1.0,1.0,1.0,3.0,0.0,1.0,190.0,156,90,4.0,3.0,4.0,1,3.0,4.0,2.0,4.0,5.0,4,50000.0,3.0,2.0,1.0,2.0,3,2.0,3.0,3.0,2.0,3,1
+7958,5.0,1,13,37,68,2015,1,1950,1.0,1.0,1.0,7.0,45000.0,4.0,88.0,169,130,4.0,5.0,3.0,4,5.0,5.0,5.0,4.0,7.0,1,110400.0,3.0,4.0,1.0,2.0,3,1.0,1.0,4.0,2.0,4,5
+7959,5.0,2,23,69,109,2015,2,1943,1.0,0.0,1.0,4.0,2000.0,1.0,266.0,160,105,2.0,2.0,3.0,1,3.0,4.0,2.0,2.0,4.0,3,5000.0,3.0,2.0,1.0,2.0,3,3.0,1.0,3.0,3.0,4,2
+7960,4.0,1,4,7,21,2015,1,1961,1.0,1.0,3.0,6.0,50000.0,1.0,57.0,179,146,2.0,5.0,5.0,5,3.0,5.0,3.0,3.0,3.0,1,140000.0,1.0,3.0,2.0,2.0,3,2.0,3.0,4.0,3.0,3,5
+7961,4.0,1,24,71,111,2015,1,1973,1.0,0.0,8.0,4.0,40000.0,4.0,130.0,165,125,5.0,5.0,5.0,4,3.0,3.0,2.0,4.0,5.0,1,60000.0,4.0,3.0,2.0,1.0,3,2.0,2.0,5.0,2.0,2,5
+7962,2.0,2,2,3,10,2015,2,1964,8.0,1.0,1.0,3.0,720.0,1.0,200.0,155,90,1.0,1.0,3.0,1,1.0,4.0,1.0,4.0,5.0,5,20000.0,2.0,3.0,1.0,2.0,3,3.0,3.0,2.0,2.0,3,1
+7963,5.0,1,31,87,131,2015,2,1981,1.0,1.0,1.0,4.0,0.0,1.0,77.6,170,130,4.0,5.0,3.0,1,2.0,3.0,2.0,4.0,5.0,1,0.0,3.0,3.0,1.0,2.0,3,2.0,3.0,3.0,2.0,2,1
+7964,4.0,2,17,48,81,2015,1,1959,1.0,1.0,1.0,4.0,5000.0,1.0,60.0,170,108,3.0,3.0,3.0,1,3.0,4.0,3.0,1.0,3.0,1,8000.0,2.0,2.0,2.0,1.0,3,2.0,2.0,4.0,2.0,3,2
+7965,5.0,1,4,7,22,2015,2,1965,1.0,1.0,1.0,4.0,13000.0,1.0,92.0,160,126,3.0,5.0,3.0,2,3.0,3.0,1.0,2.0,4.0,1,30000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,3.0,3,3
+7966,2.0,2,31,87,130,2015,2,1946,1.0,1.0,1.0,1.0,7000.0,1.0,50.0,153,100,4.0,4.0,4.0,1,3.0,4.0,1.0,4.0,3.0,4,7000.0,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,2.0,4,2
+7967,3.0,2,22,65,103,2015,2,1955,1.0,1.0,1.0,1.0,10000.0,1.0,100.0,155,110,3.0,3.0,3.0,1,3.0,3.0,1.0,3.0,2.0,3,20000.0,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0,3,3
+7968,4.0,1,19,57,91,2015,2,1986,1.0,1.0,1.0,12.0,55000.0,2.0,60.0,158,115,4.0,4.0,4.0,2,3.0,4.0,2.0,3.0,5.0,1,100000.0,4.0,3.0,2.0,2.0,3,2.0,1.0,3.0,2.0,1,5
+7969,4.0,1,12,32,57,2015,1,1988,1.0,1.0,1.0,4.0,30000.0,1.0,100.0,168,134,5.0,4.0,4.0,1,2.0,3.0,2.0,2.0,5.0,1,100000.0,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0,1,4
+7970,3.0,2,28,81,122,2015,1,1958,1.0,1.0,1.0,3.0,15000.0,1.0,60.0,160,110,3.0,3.0,3.0,1,2.0,2.0,3.0,3.0,4.0,3,30000.0,2.0,3.0,5.0,2.0,3,3.0,2.0,4.0,2.0,3,3
+7971,4.0,1,10,27,49,2015,2,1995,1.0,1.0,1.0,10.0,0.0,1.0,90.0,155,94,3.0,4.0,3.0,2,3.0,4.0,2.0,3.0,3.0,6,30000.0,3.0,3.0,1.0,2.0,1,3.0,2.0,4.0,2.0,1,1
+7972,4.0,1,4,7,20,2015,2,1977,1.0,1.0,1.0,10.0,100000.0,1.0,30.0,160,135,4.0,4.0,4.0,2,4.0,4.0,4.0,3.0,6.0,1,200000.0,4.0,3.0,1.0,1.0,3,2.0,1.0,3.0,2.0,2,5
+7973,5.0,1,18,51,84,2015,2,1976,1.0,1.0,1.0,3.0,0.0,1.0,120.0,168,130,4.0,3.0,4.0,1,4.0,4.0,1.0,2.0,5.0,5,50000.0,3.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0,2,1
+7974,4.0,1,9,23,45,2015,1,1965,1.0,1.0,1.0,4.0,20000.0,1.0,30.0,168,120,4.0,4.0,5.0,1,4.0,3.0,1.0,2.0,3.0,1,30000.0,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,3.0,3,3
+7975,3.0,1,13,37,68,2015,1,1972,1.0,1.0,1.0,4.0,15000.0,1.0,50.0,160,108,3.0,5.0,4.0,2,3.0,3.0,2.0,3.0,3.0,1,25000.0,4.0,2.0,0.0,2.0,3,3.0,1.0,3.0,3.0,2,3
+7976,5.0,2,9,21,43,2015,1,1953,1.0,1.0,1.0,3.0,20000.0,1.0,280.0,170,120,5.0,4.0,4.0,1,2.0,2.0,3.0,5.0,5.0,3,20000.0,3.0,4.0,1.0,2.0,3,1.0,1.0,5.0,2.0,3,3
+7977,4.0,1,22,65,104,2015,1,1948,1.0,1.0,1.0,3.0,50000.0,4.0,55.0,166,140,4.0,4.0,4.0,4,3.0,4.0,2.0,4.0,4.0,5,70000.0,2.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0,4,5
+7978,3.0,1,12,33,62,2015,1,1976,1.0,1.0,1.0,3.0,24000.0,1.0,60.0,172,110,4.0,4.0,3.0,1,2.0,2.0,1.0,2.0,4.0,1,36000.0,4.0,3.0,1.0,2.0,3,3.0,1.0,2.0,2.0,2,4
+7979,4.0,1,9,23,45,2015,2,1984,1.0,1.0,1.0,6.0,30000.0,2.0,140.0,157,108,4.0,5.0,4.0,5,2.0,3.0,2.0,4.0,6.0,1,100000.0,4.0,2.0,3.0,2.0,3,2.0,2.0,4.0,2.0,1,4
+7980,3.0,2,9,22,44,2015,2,1954,1.0,1.0,1.0,1.0,0.0,1.0,120.0,147,90,2.0,1.0,1.0,1,3.0,4.0,1.0,4.0,6.0,4,3000.0,5.0,1.0,1.0,2.0,3,3.0,2.0,3.0,2.0,3,1
+7981,4.0,2,2,2,9,2015,2,1946,8.0,1.0,1.0,3.0,0.0,1.0,300.0,160,120,2.0,1.0,4.0,1,4.0,4.0,1.0,1.0,5.0,3,40000.0,6.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0,4,1
+7982,4.0,1,26,75,115,2015,2,1969,8.0,0.0,1.0,3.0,36000.0,1.0,60.0,150,100,5.0,5.0,5.0,1,1.0,5.0,1.0,2.0,5.0,5,84000.0,3.0,3.0,0.0,2.0,3,2.0,2.0,5.0,2.0,2,4
+7983,5.0,1,1,1,2,2015,2,1953,1.0,1.0,1.0,4.0,36000.0,1.0,103.0,150,120,3.0,3.0,5.0,2,1.0,4.0,1.0,2.0,7.0,5,84000.0,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,4
+7984,4.0,1,21,62,98,2015,2,1935,8.0,1.0,1.0,7.0,14000.0,1.0,230.0,162,70,4.0,4.0,4.0,2,3.0,3.0,3.0,4.0,5.0,4,50000.0,4.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0,4,3
+7985,4.0,1,1,1,1,2015,1,1970,1.0,1.0,1.0,9.0,100000.0,4.0,118.0,183,160,4.0,5.0,5.0,2,3.0,3.0,3.0,4.0,5.0,1,200000.0,3.0,3.0,1.0,1.0,3,2.0,3.0,3.0,3.0,2,5
+7986,3.0,1,2,4,11,2015,1,1975,1.0,1.0,1.0,4.0,113598.0,1.0,110.0,173,128,5.0,5.0,4.0,1,3.0,2.0,2.0,2.0,5.0,1,80000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0,2,5
+7987,3.0,2,2,5,12,2015,1,1963,1.0,1.0,1.0,3.0,10937.0,1.0,120.0,170,120,2.0,2.0,3.0,1,3.0,3.0,1.0,4.0,4.0,3,18701.0,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0,3,3
+7988,4.0,1,1,1,6,2015,1,1961,1.0,1.0,1.0,6.0,40000.0,4.0,41.7,172,100,4.0,4.0,4.0,2,3.0,3.0,3.0,3.0,4.0,1,900000.0,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0,3,5
+7989,4.0,1,22,65,104,2015,1,1931,1.0,1.0,1.0,10.0,36000.0,4.0,75.0,175,106,4.0,5.0,5.0,5,2.0,4.0,4.0,2.0,3.0,5,56000.0,2.0,2.0,2.0,2.0,3,3.0,2.0,3.0,3.0,5,4
+7990,4.0,1,27,79,119,2015,1,1990,1.0,1.0,1.0,4.0,40000.0,2.0,50.0,170,160,4.0,5.0,4.0,1,5.0,5.0,2.0,3.0,2.0,1,40000.0,1.0,1.0,1.0,2.0,1,3.0,1.0,4.0,2.0,1,5
+7991,4.0,2,29,83,126,2015,2,1972,1.0,1.0,1.0,4.0,24000.0,1.0,140.0,166,118,4.0,4.0,4.0,1,3.0,3.0,2.0,3.0,6.0,1,70000.0,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0,2,4
+7992,5.0,2,4,7,22,2015,2,1966,1.0,1.0,1.0,4.0,20000.0,1.0,170.0,155,110,5.0,5.0,5.0,1,2.0,5.0,1.0,4.0,5.0,1,60000.0,3.0,2.0,1.0,1.0,3,3.0,1.0,4.0,2.0,3,3
+7993,4.0,1,21,62,98,2015,1,1954,8.0,1.0,1.0,6.0,30000.0,4.0,600.0,161,128,4.0,4.0,5.0,2,4.0,5.0,4.0,3.0,7.0,5,33000.0,8.0,4.0,1.0,1.0,3,2.0,2.0,4.0,2.0,3,4
+7994,4.0,1,15,39,70,2015,2,1975,1.0,1.0,1.0,4.0,0.0,1.0,300.0,158,130,4.0,3.0,3.0,1,4.0,4.0,2.0,3.0,4.0,3,40000.0,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0,2,1
+7995,2.0,2,29,82,124,2015,1,1981,1.0,1.0,1.0,4.0,30000.0,1.0,260.0,176,150,5.0,4.0,3.0,1,4.0,4.0,4.0,3.0,5.0,4,50000.0,1.0,3.0,0.0,1.0,3,1.0,2.0,2.0,3.0,2,4
+7996,3.0,1,12,32,61,2015,2,1945,1.0,1.0,1.0,1.0,19200.0,1.0,320.0,152,90,3.0,3.0,3.0,1,4.0,4.0,1.0,4.0,3.0,4,19200.0,1.0,2.0,1.0,2.0,7,2.0,1.0,5.0,2.0,4,3
+7997,4.0,1,16,46,78,2015,2,1967,1.0,1.0,1.0,3.0,0.0,1.0,120.0,148,83,3.0,3.0,3.0,2,3.0,3.0,2.0,4.0,5.0,5,70306.0,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0,2,1
+7998,3.0,1,1,1,8,2015,2,1978,1.0,1.0,1.0,12.0,170000.0,1.0,137.0,170,121,3.0,4.0,4.0,2,3.0,4.0,4.0,3.0,6.0,1,170000.0,1.0,3.0,1.0,2.0,1,2.0,1.0,4.0,2.0,2,5
+7999,4.0,1,1,1,3,2015,2,1991,1.0,1.0,1.0,10.0,48000.0,1.0,58.0,160,120,4.0,5.0,5.0,5,3.0,4.0,2.0,4.0,6.0,1,48000.0,1.0,3.0,1.0,2.0,1,2.0,2.0,3.0,3.0,1,5
diff --git a/2、幸福感数据分析/第2组--王瑞恒/result.csv b/2、幸福感数据分析/第2组--王瑞恒/result.csv
deleted file mode 100644
index a0b5ba0..0000000
--- a/2、幸福感数据分析/第2组--王瑞恒/result.csv
+++ /dev/null
@@ -1,8001 +0,0 @@
-,happiness,survey_type,province,city,county,gender,age,nationality,religion,religion_freq,edu,income,political,floor_area,height_cm,weight_jin,health,health_problem,depression,hukou,socialize,relax,learn,equity,class,work_exper,family_income,family_m,family_status,house,car,marital,status_peer,status_3_before,view,inc_ability
-0,4.0,1,12,32,59,1,3,1.0,1.0,1.0,11.0,3,1.0,45.0,176,155,3.0,2.0,5.0,5,2.0,4.0,3.0,3.0,3.0,1,2,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0
-1,4.0,2,18,52,85,1,1,1.0,1.0,1.0,12.0,3,1.0,110.0,170,110,5.0,4.0,3.0,1,2.0,4.0,3.0,3.0,6.0,1,2,3.0,4.0,1.0,2.0,1,1.0,1.0,4.0,2.0
-2,4.0,2,29,83,126,2,2,1.0,0.0,3.0,4.0,2,1.0,120.0,160,122,4.0,4.0,5.0,1,3.0,4.0,2.0,4.0,5.0,2,1,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0
-3,5.0,2,10,28,51,2,4,1.0,1.0,1.0,3.0,2,1.0,78.0,163,170,4.0,4.0,4.0,1,2.0,4.0,4.0,4.0,5.0,4,1,3.0,3.0,1.0,1.0,7,2.0,1.0,3.0,2.0
-4,4.0,1,7,18,36,2,1,1.0,1.0,1.0,12.0,1,2.0,70.0,165,110,5.0,5.0,3.0,2,4.0,3.0,4.0,2.0,1.0,6,2,4.0,3.0,1.0,1.0,1,3.0,2.0,3.0,2.0
-5,5.0,2,18,52,86,1,4,1.0,1.0,1.0,2.0,2,1.0,300.0,172,140,5.0,5.0,4.0,1,3.0,3.0,2.0,4.0,8.0,4,1,2.0,3.0,1.0,2.0,3,3.0,1.0,4.0,3.0
-6,4.0,1,10,27,49,1,3,1.0,1.0,1.0,4.0,5,4.0,89.0,160,120,2.0,2.0,2.0,2,1.0,3.0,1.0,4.0,2.0,1,2,3.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0
-7,4.0,1,11,31,54,1,3,1.0,0.0,8.0,4.0,4,1.0,130.0,176,140,3.0,5.0,5.0,2,3.0,3.0,3.0,4.0,2.0,5,2,2.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0
-8,4.0,2,28,81,122,1,3,1.0,1.0,1.0,3.0,2,1.0,36.0,175,95,2.0,2.0,2.0,1,2.0,2.0,1.0,4.0,3.0,2,1,1.0,2.0,1.0,2.0,1,3.0,2.0,3.0,3.0
-9,4.0,2,24,70,110,1,1,1.0,1.0,1.0,3.0,5,1.0,80.0,172,140,4.0,5.0,4.0,1,3.0,3.0,2.0,4.0,5.0,5,2,5.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0
-10,4.0,1,6,15,31,2,1,1.0,1.0,1.0,6.0,3,1.0,200.0,165,100,4.0,4.0,5.0,1,3.0,3.0,1.0,4.0,4.0,5,2,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0
-11,4.0,2,23,69,109,1,2,1.0,0.0,3.0,1.0,2,1.0,199.0,173,120,4.0,2.0,2.0,1,4.0,4.0,1.0,2.0,6.0,4,1,3.0,3.0,3.0,2.0,3,3.0,1.0,4.0,2.0
-12,4.0,1,21,64,100,1,3,1.0,1.0,3.0,10.0,4,4.0,80.0,171,120,4.0,5.0,4.0,2,2.0,3.0,3.0,3.0,4.0,1,2,2.0,2.0,1.0,2.0,3,2.0,1.0,5.0,2.0
-13,2.0,1,4,7,14,2,4,1.0,1.0,1.0,3.0,4,1.0,56.0,156,115,1.0,1.0,1.0,5,1.0,2.0,1.0,3.0,1.0,5,2,2.0,3.0,1.0,2.0,3,2.0,3.0,3.0,2.0
-14,4.0,2,15,41,72,2,5,1.0,0.0,4.0,1.0,1,1.0,40.0,136,65,1.0,2.0,3.0,1,3.0,1.0,1.0,5.0,2.0,4,2,4.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0
-15,4.0,2,29,82,124,1,1,1.0,1.0,1.0,4.0,5,1.0,120.0,185,185,4.0,5.0,3.0,1,3.0,4.0,1.0,4.0,6.0,1,2,5.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0
-16,4.0,1,6,16,32,2,2,1.0,0.0,4.0,4.0,0,2.0,63.0,162,120,2.0,3.0,3.0,1,2.0,4.0,2.0,2.0,5.0,5,2,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0
-17,4.0,2,31,87,131,2,3,1.0,0.0,8.0,6.0,0,1.0,90.0,155,90,2.0,2.0,3.0,1,3.0,4.0,2.0,2.0,1.0,3,1,1.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0
-18,4.0,1,4,7,16,1,2,1.0,1.0,1.0,7.0,5,1.0,77.0,170,135,5.0,5.0,5.0,4,3.0,3.0,3.0,4.0,6.0,1,3,5.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0
-19,5.0,1,4,7,22,1,3,1.0,1.0,1.0,4.0,5,4.0,91.0,175,160,5.0,5.0,5.0,2,4.0,4.0,4.0,4.0,6.0,1,2,4.0,3.0,2.0,1.0,3,2.0,1.0,3.0,2.0
-20,4.0,1,27,79,119,1,3,3.0,1.0,1.0,4.0,4,1.0,71.0,165,130,2.0,2.0,3.0,2,3.0,4.0,1.0,2.0,3.0,5,2,5.0,2.0,1.0,2.0,3,2.0,2.0,5.0,2.0
-21,5.0,2,9,21,43,2,4,1.0,1.0,1.0,1.0,2,1.0,100.0,160,120,1.0,2.0,2.0,1,2.0,3.0,1.0,4.0,1.0,4,1,6.0,3.0,1.0,1.0,3,3.0,3.0,4.0,2.0
-22,4.0,1,21,62,98,2,2,1.0,1.0,1.0,3.0,2,1.0,220.0,154,90,4.0,4.0,3.0,1,4.0,3.0,1.0,4.0,5.0,4,2,5.0,2.0,1.0,2.0,3,2.0,2.0,4.0,3.0
-23,4.0,1,19,57,92,1,4,1.0,1.0,1.0,6.0,5,1.0,80.0,172,120,3.0,3.0,3.0,4,2.0,4.0,1.0,4.0,7.0,5,2,1.0,3.0,0.0,2.0,3,1.0,1.0,3.0,2.0
-24,4.0,1,12,32,58,1,3,1.0,1.0,1.0,6.0,5,1.0,63.0,165,65,4.0,5.0,5.0,2,2.0,4.0,4.0,1.0,4.0,5,2,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0
-25,4.0,1,26,76,116,2,2,1.0,1.0,1.0,4.0,3,1.0,80.0,156,100,4.0,4.0,4.0,2,3.0,3.0,3.0,4.0,3.0,1,2,2.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0
-26,5.0,1,17,48,80,2,2,1.0,1.0,1.0,4.0,3,1.0,117.0,161,126,4.0,5.0,3.0,1,3.0,4.0,2.0,4.0,6.0,5,2,1.0,3.0,2.0,2.0,3,2.0,2.0,4.0,2.0
-27,4.0,1,31,88,133,2,3,1.0,1.0,1.0,4.0,2,1.0,79.0,158,140,3.0,3.0,3.0,2,3.0,3.0,1.0,4.0,5.0,5,1,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0
-28,3.0,1,4,7,19,1,1,1.0,1.0,1.0,10.0,4,2.0,140.0,183,135,4.0,4.0,3.0,1,4.0,4.0,4.0,2.0,4.0,1,2,1.0,2.0,0.0,2.0,1,2.0,1.0,2.0,2.0
-29,5.0,2,18,53,87,1,4,1.0,1.0,1.0,1.0,2,1.0,80.0,168,110,2.0,2.0,3.0,1,4.0,4.0,1.0,4.0,4.0,3,2,2.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0
-30,4.0,1,4,7,21,1,2,1.0,1.0,2.0,11.0,5,1.0,57.0,171,146,4.0,4.0,3.0,2,2.0,3.0,3.0,4.0,6.0,1,3,2.0,3.0,1.0,1.0,3,2.0,1.0,3.0,3.0
-31,4.0,1,27,80,120,2,3,1.0,1.0,1.0,4.0,3,1.0,90.0,175,100,4.0,4.0,4.0,2,2.0,2.0,2.0,4.0,5.0,1,2,2.0,4.0,1.0,2.0,3,2.0,1.0,4.0,2.0
-32,4.0,1,4,7,20,1,5,1.0,1.0,1.0,12.0,5,1.0,70.0,170,120,2.0,2.0,2.0,2,1.0,5.0,1.0,4.0,10.0,5,2,3.0,4.0,1.0,2.0,3,1.0,2.0,3.0,2.0
-33,4.0,1,16,46,77,2,1,1.0,1.0,1.0,4.0,5,1.0,240.0,168,98,5.0,4.0,4.0,1,3.0,3.0,3.0,3.0,5.0,1,2,2.0,2.0,0.0,2.0,3,2.0,1.0,3.0,2.0
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-1920,5.0,1,19,59,95,2,2,1.0,1.0,1.0,12.0,5,1.0,100.0,158,98,4.0,5.0,3.0,5,3.0,3.0,3.0,4.0,4.0,1,2,4.0,3.0,1.0,1.0,3,2.0,2.0,4.0,3.0
-1921,4.0,2,3,6,13,1,3,1.0,1.0,1.0,2.0,3,1.0,120.0,165,100,4.0,4.0,3.0,1,3.0,3.0,1.0,1.0,5.0,3,2,2.0,3.0,1.0,2.0,3,2.0,1.0,2.0,3.0
-1922,4.0,1,31,87,130,1,3,1.0,0.0,9.0,6.0,5,1.0,108.0,165,165,2.0,2.0,3.0,1,4.0,2.0,2.0,4.0,5.0,5,2,2.0,2.0,1.0,2.0,3,2.0,1.0,4.0,3.0
-1923,4.0,2,29,84,127,2,2,1.0,1.0,1.0,1.0,0,1.0,150.0,160,120,2.0,1.0,2.0,1,2.0,4.0,1.0,4.0,5.0,3,1,5.0,3.0,1.0,2.0,7,3.0,1.0,4.0,2.0
-1924,4.0,2,22,65,103,2,1,1.0,1.0,1.0,4.0,2,1.0,100.0,150,120,4.0,4.0,3.0,1,2.0,2.0,2.0,4.0,6.0,1,1,2.0,3.0,2.0,2.0,3,3.0,2.0,4.0,2.0
-1925,4.0,2,31,86,129,1,2,1.0,1.0,1.0,4.0,5,1.0,100.0,162,130,4.0,5.0,4.0,1,2.0,2.0,1.0,2.0,5.0,2,2,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,3.0
-1926,4.0,2,9,22,44,2,2,1.0,1.0,1.0,3.0,0,1.0,70.0,166,118,4.0,3.0,3.0,1,3.0,4.0,1.0,1.0,1.0,6,2,5.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0
-1927,4.0,1,4,7,20,1,3,1.0,1.0,1.0,10.0,5,1.0,70.0,170,138,4.0,5.0,3.0,5,2.0,3.0,3.0,3.0,5.0,1,2,3.0,2.0,0.0,1.0,3,2.0,2.0,3.0,3.0
-1928,4.0,1,10,26,48,2,1,1.0,1.0,1.0,10.0,4,1.0,90.0,161,118,4.0,4.0,4.0,2,3.0,3.0,2.0,3.0,7.0,1,2,3.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0
-1929,4.0,1,15,41,72,2,4,1.0,1.0,1.0,4.0,4,1.0,120.0,158,142,1.0,1.0,1.0,4,1.0,5.0,1.0,3.0,3.0,5,2,3.0,3.0,2.0,2.0,3,2.0,1.0,1.0,2.0
-1930,5.0,2,18,52,86,2,3,1.0,0.0,9.0,3.0,3,1.0,120.0,163,130,3.0,4.0,4.0,1,5.0,3.0,1.0,3.0,5.0,3,1,3.0,3.0,3.0,2.0,3,2.0,1.0,4.0,2.0
-1931,4.0,2,6,12,28,2,4,1.0,1.0,1.0,3.0,3,1.0,160.0,150,120,3.0,3.0,4.0,1,2.0,2.0,2.0,4.0,3.0,4,1,2.0,1.0,1.0,2.0,3,3.0,3.0,3.0,2.0
-1932,5.0,2,10,25,47,2,3,1.0,1.0,1.0,1.0,2,1.0,100.0,155,88,4.0,3.0,4.0,1,2.0,4.0,1.0,5.0,5.0,3,1,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0
-1933,4.0,1,21,63,99,1,3,1.0,1.0,1.0,9.0,4,4.0,200.0,164,160,2.0,2.0,2.0,2,3.0,4.0,2.0,4.0,6.0,1,2,2.0,3.0,2.0,2.0,3,2.0,2.0,5.0,2.0
-1934,5.0,1,1,1,7,2,1,1.0,1.0,1.0,4.0,3,1.0,58.0,159,120,4.0,5.0,5.0,2,3.0,4.0,2.0,3.0,5.0,1,2,3.0,4.0,1.0,2.0,1,2.0,2.0,4.0,2.0
-1935,4.0,1,1,1,2,2,3,1.0,1.0,1.0,7.0,4,1.0,100.0,160,110,4.0,5.0,4.0,2,4.0,4.0,3.0,4.0,5.0,5,2,1.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0
-1936,4.0,1,6,15,31,1,1,1.0,1.0,1.0,4.0,4,1.0,55.0,168,130,4.0,4.0,4.0,1,2.0,3.0,2.0,4.0,5.0,1,2,5.0,2.0,0.0,2.0,3,3.0,2.0,3.0,3.0
-1937,4.0,2,13,36,66,2,3,8.0,0.0,4.0,3.0,2,1.0,104.0,150,115,2.0,3.0,4.0,1,5.0,1.0,1.0,4.0,3.0,4,2,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0
-1938,1.0,2,2,4,11,1,2,1.0,1.0,1.0,3.0,2,1.0,80.0,173,100,2.0,2.0,3.0,1,1.0,2.0,1.0,1.0,1.0,5,1,1.0,1.0,1.0,2.0,3,3.0,3.0,5.0,3.0
-1939,5.0,2,18,52,86,1,3,1.0,1.0,1.0,4.0,2,1.0,120.0,170,140,3.0,3.0,5.0,1,4.0,3.0,1.0,4.0,7.0,2,2,3.0,4.0,2.0,2.0,6,1.0,1.0,4.0,2.0
-1940,4.0,1,28,81,123,1,3,1.0,1.0,1.0,6.0,2,1.0,60.0,167,118,3.0,4.0,4.0,1,3.0,3.0,3.0,4.0,4.0,1,1,2.0,2.0,0.0,2.0,3,2.0,2.0,3.0,2.0
-1941,4.0,1,12,32,60,1,1,1.0,1.0,1.0,4.0,4,1.0,60.0,170,130,4.0,4.0,2.0,4,3.0,3.0,2.0,4.0,3.0,1,2,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0
-1942,5.0,2,18,52,85,1,4,1.0,1.0,1.0,3.0,2,1.0,100.0,170,130,4.0,4.0,4.0,1,5.0,3.0,2.0,4.0,5.0,3,1,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0
-1943,4.0,1,19,59,95,1,5,1.0,0.0,1.0,4.0,4,1.0,46.0,165,100,3.0,5.0,4.0,5,2.0,4.0,3.0,3.0,5.0,5,2,1.0,3.0,1.0,2.0,7,2.0,2.0,3.0,2.0
-1944,3.0,1,6,13,29,1,2,1.0,1.0,1.0,7.0,3,1.0,150.0,160,100,3.0,3.0,3.0,1,3.0,3.0,3.0,3.0,4.0,1,2,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0
-1945,4.0,1,28,81,121,1,2,1.0,1.0,1.0,4.0,4,1.0,80.0,170,150,4.0,2.0,4.0,1,4.0,2.0,1.0,4.0,4.0,1,2,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0
-1946,4.0,1,18,55,89,2,4,1.0,1.0,1.0,1.0,4,1.0,260.0,165,130,3.0,5.0,5.0,2,2.0,3.0,2.0,4.0,5.0,5,2,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0
-1947,4.0,1,1,1,3,1,3,1.0,1.0,1.0,6.0,4,2.0,33.0,168,156,1.0,1.0,3.0,2,4.0,4.0,1.0,4.0,5.0,5,2,3.0,3.0,1.0,2.0,3,3.0,2.0,3.0,3.0
-1948,4.0,1,4,7,16,1,3,1.0,1.0,1.0,13.0,5,4.0,100.0,180,160,5.0,5.0,4.0,2,2.0,3.0,4.0,4.0,6.0,1,3,2.0,4.0,1.0,1.0,3,2.0,2.0,3.0,2.0
-1949,3.0,2,31,87,132,1,3,1.0,1.0,1.0,3.0,3,1.0,120.0,170,55,4.0,4.0,3.0,1,3.0,4.0,1.0,2.0,2.0,3,2,5.0,2.0,1.0,2.0,3,2.0,3.0,3.0,3.0
-1950,4.0,1,1,1,3,1,3,1.0,1.0,1.0,6.0,4,1.0,35.0,175,150,4.0,4.0,3.0,2,5.0,4.0,2.0,2.0,6.0,5,2,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0
-1951,4.0,1,27,78,118,2,2,8.0,1.0,1.0,13.0,5,1.0,63.0,152,85,3.0,2.0,4.0,2,3.0,4.0,3.0,4.0,5.0,1,3,3.0,4.0,1.0,1.0,3,2.0,2.0,4.0,2.0
-1952,4.0,2,29,83,126,2,2,1.0,1.0,1.0,4.0,3,1.0,50.0,155,100,5.0,5.0,5.0,2,3.0,3.0,2.0,4.0,5.0,1,2,3.0,2.0,0.0,2.0,3,2.0,1.0,4.0,2.0
-1953,3.0,2,22,67,107,1,1,1.0,1.0,3.0,3.0,2,1.0,60.0,170,144,5.0,5.0,4.0,1,3.0,2.0,1.0,3.0,4.0,3,1,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0
-1954,5.0,1,12,34,63,1,3,1.0,1.0,1.0,4.0,4,1.0,80.0,170,130,4.0,4.0,4.0,2,3.0,3.0,3.0,2.0,5.0,5,4,1.0,3.0,2.0,2.0,3,2.0,1.0,4.0,2.0
-1955,4.0,1,15,39,70,2,2,1.0,1.0,1.0,3.0,4,1.0,130.0,160,110,3.0,4.0,3.0,1,4.0,4.0,3.0,2.0,5.0,1,2,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0
-1956,3.0,1,22,67,107,1,4,1.0,1.0,1.0,7.0,3,4.0,65.0,159,100,3.0,4.0,2.0,4,2.0,4.0,4.0,2.0,3.0,5,2,2.0,2.0,1.0,2.0,3,3.0,2.0,3.0,4.0
-1957,4.0,1,1,1,3,1,3,1.0,1.0,1.0,7.0,5,4.0,44.2,167,106,4.0,5.0,5.0,2,3.0,3.0,2.0,4.0,5.0,2,2,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0
-1958,4.0,1,16,46,77,1,2,1.0,1.0,1.0,4.0,3,1.0,280.0,162,120,5.0,4.0,4.0,5,2.0,4.0,2.0,2.0,4.0,1,1,5.0,3.0,1.0,1.0,3,2.0,1.0,3.0,3.0
-1959,4.0,2,3,6,13,1,3,1.0,1.0,1.0,6.0,3,4.0,20.0,170,120,4.0,1.0,4.0,1,2.0,3.0,1.0,2.0,5.0,3,2,1.0,4.0,2.0,2.0,3,2.0,2.0,3.0,3.0
-1960,3.0,2,31,86,129,1,2,1.0,1.0,1.0,3.0,4,1.0,88.0,176,124,3.0,4.0,5.0,1,1.0,4.0,1.0,3.0,3.0,3,2,3.0,2.0,1.0,2.0,3,3.0,2.0,2.0,3.0
-1961,5.0,1,10,25,47,1,4,1.0,1.0,1.0,7.0,5,4.0,160.0,165,140,4.0,4.0,4.0,2,2.0,4.0,3.0,4.0,5.0,5,2,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0
-1962,2.0,1,12,33,62,2,2,1.0,0.0,6.0,1.0,2,1.0,50.0,158,115,3.0,2.0,2.0,1,3.0,2.0,1.0,1.0,3.0,1,2,7.0,2.0,1.0,2.0,3,2.0,1.0,3.0,2.0
-1963,4.0,2,5,8,23,2,4,1.0,1.0,1.0,3.0,2,1.0,50.0,158,130,4.0,4.0,5.0,1,2.0,4.0,1.0,2.0,2.0,4,1,2.0,1.0,0.0,2.0,3,3.0,2.0,4.0,2.0
-1964,3.0,1,9,20,42,1,1,1.0,1.0,1.0,10.0,5,1.0,50.0,174,135,5.0,5.0,5.0,1,1.0,4.0,2.0,4.0,3.0,1,2,1.0,3.0,0.0,2.0,1,2.0,2.0,3.0,2.0
-1965,4.0,1,12,32,59,1,3,1.0,1.0,1.0,6.0,4,1.0,60.0,179,130,4.0,4.0,4.0,2,4.0,3.0,3.0,4.0,9.0,1,2,3.0,4.0,1.0,2.0,3,2.0,2.0,4.0,2.0
-1966,4.0,2,10,28,51,2,2,1.0,1.0,1.0,6.0,0,1.0,120.0,158,120,4.0,4.0,4.0,1,4.0,4.0,2.0,3.0,7.0,5,2,2.0,3.0,1.0,2.0,3,2.0,2.0,5.0,2.0
-1967,4.0,1,5,8,23,2,2,3.0,1.0,2.0,7.0,4,1.0,42.0,160,140,3.0,3.0,3.0,5,5.0,3.0,1.0,2.0,4.0,1,2,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,4.0
-1968,5.0,1,1,1,1,2,3,1.0,1.0,1.0,6.0,4,1.0,94.0,161,136,4.0,4.0,4.0,2,2.0,4.0,3.0,4.0,4.0,1,2,3.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0
-1969,4.0,2,9,23,45,2,2,1.0,0.0,3.0,3.0,0,1.0,270.0,155,120,3.0,5.0,4.0,1,3.0,5.0,1.0,3.0,1.0,6,2,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0
-1970,4.0,2,11,31,54,1,4,1.0,1.0,1.0,3.0,2,1.0,40.0,172,120,4.0,4.0,4.0,1,4.0,4.0,1.0,4.0,3.0,3,1,2.0,2.0,1.0,2.0,3,3.0,3.0,4.0,2.0
-1971,2.0,1,26,76,116,2,1,1.0,0.0,1.0,9.0,5,1.0,120.0,175,160,2.0,3.0,3.0,2,1.0,1.0,3.0,3.0,1.0,5,2,4.0,1.0,1.0,2.0,3,2.0,2.0,3.0,2.0
-1972,4.0,2,6,14,30,2,2,1.0,1.0,1.0,6.0,0,4.0,150.0,165,110,4.0,4.0,4.0,1,3.0,3.0,3.0,4.0,6.0,3,2,2.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0
-1973,4.0,2,16,46,78,2,4,1.0,1.0,1.0,1.0,0,1.0,120.0,157,70,3.0,2.0,3.0,1,2.0,4.0,1.0,4.0,4.0,4,2,5.0,2.0,1.0,2.0,3,3.0,2.0,4.0,3.0
-1974,3.0,2,5,9,25,2,4,1.0,1.0,1.0,3.0,2,1.0,65.0,165,110,3.0,4.0,4.0,1,2.0,2.0,1.0,3.0,4.0,4,1,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,2.0
-1975,4.0,1,16,46,78,2,2,1.0,1.0,1.0,4.0,3,1.0,150.0,159,100,4.0,4.0,4.0,2,4.0,4.0,2.0,4.0,5.0,1,2,3.0,3.0,1.0,1.0,3,2.0,1.0,4.0,2.0
-1976,4.0,1,19,59,95,2,4,1.0,0.0,8.0,4.0,4,1.0,41.0,155,80,2.0,2.0,3.0,2,2.0,4.0,5.0,4.0,7.0,5,2,2.0,3.0,0.0,2.0,3,2.0,2.0,4.0,2.0
-1977,4.0,1,11,29,52,2,2,1.0,1.0,1.0,3.0,0,1.0,40.0,160,130,5.0,4.0,4.0,1,3.0,4.0,2.0,3.0,3.0,6,1,4.0,2.0,0.0,2.0,3,3.0,2.0,4.0,2.0
-1978,4.0,2,5,10,26,2,2,1.0,1.0,1.0,3.0,2,1.0,100.0,158,106,2.0,2.0,3.0,1,2.0,4.0,1.0,2.0,1.0,3,1,5.0,3.0,1.0,2.0,3,2.0,3.0,4.0,3.0
-1979,2.0,2,6,12,28,2,3,1.0,1.0,1.0,3.0,2,1.0,100.0,149,96,3.0,3.0,3.0,1,3.0,3.0,1.0,3.0,5.0,1,2,5.0,3.0,1.0,2.0,3,3.0,1.0,3.0,3.0
-1980,5.0,2,15,41,72,2,4,1.0,1.0,1.0,1.0,1,1.0,44.0,160,110,2.0,2.0,4.0,1,2.0,4.0,1.0,4.0,5.0,4,1,1.0,3.0,1.0,2.0,7,2.0,1.0,4.0,2.0
-1981,4.0,1,7,18,40,1,1,1.0,1.0,1.0,9.0,5,1.0,60.0,180,146,5.0,5.0,5.0,4,4.0,3.0,2.0,4.0,4.0,1,2,2.0,3.0,4.0,2.0,3,3.0,1.0,4.0,2.0
-1982,4.0,1,7,18,36,1,3,1.0,1.0,1.0,4.0,5,4.0,101.0,174,135,5.0,5.0,4.0,2,3.0,3.0,3.0,4.0,5.0,5,2,2.0,4.0,1.0,2.0,3,1.0,2.0,4.0,2.0
-1983,4.0,1,19,56,90,1,2,1.0,1.0,1.0,9.0,5,1.0,130.0,162,125,4.0,5.0,3.0,5,3.0,4.0,4.0,3.0,6.0,1,3,3.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0
-1984,4.0,1,12,32,55,2,1,1.0,1.0,1.0,13.0,5,4.0,78.0,160,98,3.0,5.0,5.0,5,2.0,4.0,3.0,4.0,5.0,1,3,2.0,4.0,3.0,1.0,1,2.0,1.0,4.0,2.0
-1985,4.0,1,4,7,20,1,3,1.0,1.0,1.0,4.0,5,1.0,120.0,170,160,5.0,4.0,2.0,2,5.0,4.0,1.0,1.0,1.0,1,2,2.0,5.0,1.0,1.0,5,3.0,2.0,4.0,3.0
-1986,4.0,2,2,5,12,1,1,8.0,1.0,1.0,11.0,4,1.0,90.0,170,120,4.0,4.0,4.0,1,4.0,3.0,3.0,4.0,3.0,1,2,5.0,3.0,1.0,2.0,3,1.0,1.0,4.0,2.0
-1987,2.0,1,27,80,120,1,2,1.0,1.0,1.0,4.0,0,1.0,60.0,178,130,4.0,5.0,4.0,1,2.0,2.0,1.0,3.0,3.0,5,2,3.0,2.0,1.0,2.0,3,3.0,3.0,4.0,4.0
-1988,3.0,1,1,1,5,2,4,1.0,1.0,1.0,4.0,4,1.0,14.6,155,105,4.0,4.0,4.0,2,3.0,3.0,3.0,2.0,2.0,5,2,2.0,2.0,1.0,2.0,3,3.0,3.0,3.0,3.0
-1989,5.0,1,11,29,52,2,3,1.0,1.0,1.0,6.0,4,1.0,40.0,150,102,5.0,3.0,5.0,5,4.0,4.0,1.0,2.0,4.0,5,2,3.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0
-1990,5.0,1,19,57,91,1,4,1.0,1.0,1.0,10.0,5,1.0,79.0,168,150,4.0,5.0,5.0,5,4.0,3.0,3.0,4.0,7.0,5,2,2.0,4.0,1.0,2.0,3,1.0,1.0,3.0,2.0
-1991,2.0,1,15,43,74,1,1,1.0,1.0,1.0,10.0,4,1.0,35.0,172,120,5.0,4.0,4.0,4,2.0,3.0,2.0,4.0,3.0,1,2,2.0,3.0,1.0,2.0,1,2.0,2.0,4.0,3.0
-1992,4.0,1,1,1,4,2,4,1.0,1.0,1.0,3.0,4,1.0,45.0,160,150,4.0,5.0,5.0,2,2.0,3.0,1.0,3.0,5.0,5,2,1.0,2.0,1.0,2.0,7,3.0,2.0,3.0,2.0
-1993,3.0,2,22,65,103,2,5,1.0,1.0,1.0,1.0,1,1.0,90.0,150,78,2.0,3.0,3.0,1,2.0,1.0,1.0,2.0,2.0,4,1,1.0,1.0,1.0,2.0,3,3.0,2.0,3.0,2.0
-1994,4.0,1,4,7,19,2,1,1.0,1.0,2.0,12.0,5,1.0,80.0,160,160,4.0,5.0,4.0,5,4.0,4.0,3.0,3.0,5.0,1,3,3.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0
-1995,3.0,1,1,1,2,1,1,1.0,1.0,1.0,7.0,5,1.0,25.0,175,145,5.0,5.0,5.0,2,1.0,5.0,1.0,3.0,3.0,1,2,5.0,2.0,1.0,2.0,1,3.0,2.0,3.0,3.0
-1996,2.0,1,27,80,120,2,4,1.0,1.0,1.0,1.0,2,1.0,56.0,155,95,5.0,5.0,4.0,2,3.0,4.0,1.0,4.0,2.0,5,1,1.0,2.0,1.0,2.0,7,3.0,2.0,4.0,2.0
-1997,5.0,1,30,85,128,2,2,1.0,1.0,1.0,4.0,5,1.0,95.0,158,104,3.0,5.0,5.0,2,1.0,2.0,1.0,1.0,5.0,1,2,4.0,3.0,1.0,1.0,3,2.0,2.0,2.0,2.0
-1998,5.0,2,2,2,9,2,3,8.0,0.0,1.0,1.0,1,1.0,280.0,165,116,4.0,4.0,4.0,1,4.0,2.0,1.0,3.0,2.0,3,1,4.0,2.0,1.0,2.0,3,3.0,2.0,3.0,3.0
-1999,5.0,1,1,1,8,1,3,1.0,1.0,1.0,5.0,4,1.0,43.0,175,130,4.0,5.0,5.0,2,3.0,2.0,1.0,2.0,5.0,1,2,2.0,1.0,1.0,2.0,3,3.0,2.0,4.0,3.0
-2000,3.0,2,24,72,112,2,4,1.0,1.0,3.0,4.0,1,1.0,40.0,150,90,3.0,4.0,3.0,1,4.0,5.0,1.0,2.0,3.0,4,1,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0
-2001,4.0,1,4,7,20,2,3,1.0,1.0,1.0,7.0,4,1.0,79.0,156,100,3.0,5.0,4.0,2,3.0,5.0,2.0,4.0,5.0,5,2,3.0,3.0,0.0,1.0,3,2.0,2.0,3.0,2.0
-2002,5.0,1,21,64,100,2,1,1.0,1.0,1.0,6.0,3,1.0,90.0,163,92,4.0,4.0,4.0,1,3.0,3.0,2.0,4.0,4.0,5,2,2.0,3.0,1.0,1.0,3,2.0,1.0,4.0,3.0
-2003,4.0,1,19,59,95,1,4,1.0,1.0,1.0,6.0,4,1.0,56.0,177,155,3.0,2.0,3.0,2,2.0,4.0,4.0,3.0,5.0,5,2,1.0,2.0,1.0,2.0,6,2.0,2.0,2.0,3.0
-2004,5.0,1,22,65,104,2,5,1.0,1.0,1.0,1.0,0,1.0,100.0,150,95,2.0,2.0,4.0,1,3.0,5.0,1.0,4.0,5.0,4,2,4.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0
-2005,3.0,1,4,7,15,2,2,1.0,1.0,3.0,4.0,3,1.0,58.0,158,170,2.0,1.0,3.0,4,3.0,2.0,1.0,2.0,1.0,5,2,2.0,2.0,0.0,2.0,3,3.0,2.0,3.0,3.0
-2006,4.0,1,16,45,76,1,3,1.0,1.0,1.0,4.0,3,1.0,100.0,168,140,4.0,4.0,4.0,4,4.0,4.0,2.0,5.0,7.0,1,2,6.0,3.0,1.0,2.0,3,2.0,1.0,3.0,3.0
-2007,4.0,1,27,78,118,1,4,1.0,1.0,1.0,7.0,2,1.0,28.0,166,145,2.0,4.0,4.0,1,1.0,5.0,1.0,2.0,1.0,4,1,2.0,1.0,0.0,2.0,3,3.0,2.0,3.0,3.0
-2008,4.0,1,9,21,43,2,2,1.0,1.0,1.0,4.0,3,1.0,90.0,160,106,5.0,5.0,5.0,4,2.0,4.0,1.0,4.0,7.0,1,2,3.0,3.0,2.0,1.0,3,2.0,1.0,4.0,2.0
-2009,5.0,1,4,7,21,2,4,1.0,1.0,1.0,12.0,5,4.0,57.0,160,140,1.0,1.0,5.0,2,1.0,3.0,5.0,4.0,5.0,5,2,2.0,4.0,1.0,2.0,3,1.0,1.0,4.0,2.0
-2010,3.0,2,2,2,9,1,1,8.0,1.0,5.0,4.0,4,1.0,300.0,170,150,5.0,5.0,2.0,1,2.0,2.0,2.0,4.0,5.0,3,2,2.0,3.0,1.0,2.0,1,1.0,1.0,5.0,2.0
-2011,2.0,2,31,87,130,1,4,1.0,1.0,1.0,3.0,0,1.0,90.0,176,160,1.0,1.0,2.0,1,4.0,3.0,1.0,2.0,1.0,4,1,3.0,1.0,1.0,2.0,3,3.0,3.0,4.0,3.0
-2012,5.0,1,21,64,102,2,2,1.0,1.0,1.0,4.0,3,1.0,200.0,160,110,5.0,5.0,5.0,5,2.0,3.0,2.0,2.0,2.0,1,2,2.0,2.0,1.0,2.0,3,2.0,2.0,4.0,2.0
-2013,4.0,2,21,62,98,1,3,1.0,1.0,1.0,4.0,3,1.0,110.0,155,107,2.0,2.0,2.0,1,3.0,3.0,1.0,4.0,1.0,4,2,4.0,1.0,1.0,2.0,3,3.0,3.0,2.0,2.0
-2014,5.0,1,7,18,38,1,3,1.0,1.0,1.0,12.0,5,4.0,130.0,169,140,3.0,4.0,4.0,2,1.0,4.0,2.0,4.0,6.0,5,1,2.0,3.0,2.0,1.0,4,2.0,3.0,4.0,2.0
-2015,5.0,1,4,7,21,2,2,1.0,1.0,1.0,12.0,5,1.0,40.0,170,135,3.0,4.0,4.0,5,2.0,3.0,3.0,1.0,5.0,1,2,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0
-2016,4.0,2,28,81,123,2,4,1.0,1.0,1.0,1.0,0,1.0,120.0,156,126,2.0,2.0,2.0,4,4.0,4.0,1.0,4.0,6.0,4,1,2.0,3.0,0.0,2.0,3,2.0,2.0,2.0,2.0
-2017,4.0,2,23,69,109,2,1,1.0,1.0,2.0,6.0,3,1.0,150.0,160,108,4.0,4.0,5.0,1,4.0,4.0,3.0,4.0,4.0,1,2,5.0,3.0,2.0,2.0,3,3.0,1.0,5.0,4.0
-2018,5.0,1,4,7,18,2,3,1.0,1.0,1.0,6.0,3,1.0,21.0,159,104,5.0,5.0,5.0,4,2.0,3.0,2.0,4.0,5.0,1,2,2.0,2.0,0.0,2.0,3,2.0,2.0,4.0,2.0
-2019,2.0,1,30,85,128,2,2,1.0,1.0,1.0,10.0,2,1.0,77.0,165,104,4.0,3.0,3.0,2,2.0,3.0,4.0,2.0,2.0,1,2,3.0,2.0,1.0,2.0,3,2.0,3.0,3.0,3.0
-2020,3.0,2,6,16,32,1,5,1.0,1.0,1.0,1.0,0,1.0,120.0,156,80,1.0,2.0,2.0,1,1.0,2.0,1.0,2.0,4.0,3,1,4.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0
-2021,4.0,2,5,8,24,2,1,1.0,1.0,1.0,4.0,2,1.0,84.0,160,110,3.0,4.0,4.0,1,2.0,3.0,1.0,4.0,5.0,4,2,6.0,3.0,1.0,1.0,3,2.0,2.0,3.0,2.0
-2022,3.0,2,18,54,88,2,4,1.0,0.0,8.0,1.0,1,1.0,200.0,158,110,5.0,4.0,4.0,1,2.0,2.0,1.0,4.0,5.0,3,2,7.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0
-2023,4.0,1,9,23,45,1,3,1.0,1.0,1.0,10.0,4,4.0,135.0,170,135,4.0,4.0,4.0,4,4.0,4.0,4.0,4.0,5.0,1,3,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0
-2024,3.0,1,12,32,56,1,5,1.0,1.0,1.0,4.0,4,4.0,85.0,168,138,2.0,2.0,3.0,2,2.0,4.0,1.0,3.0,5.0,5,2,2.0,3.0,2.0,2.0,3,2.0,2.0,3.0,3.0
-2025,3.0,2,22,65,103,1,5,1.0,1.0,1.0,1.0,0,1.0,130.0,165,130,2.0,2.0,3.0,1,2.0,2.0,1.0,4.0,5.0,4,1,3.0,3.0,1.0,2.0,7,2.0,2.0,4.0,2.0
-2026,4.0,2,18,55,89,2,4,1.0,1.0,1.0,1.0,1,1.0,320.0,150,110,3.0,2.0,4.0,1,2.0,4.0,1.0,3.0,4.0,3,2,3.0,3.0,1.0,2.0,7,2.0,1.0,3.0,2.0
-2027,4.0,1,16,45,76,2,5,1.0,0.0,1.0,1.0,2,1.0,120.0,153,90,2.0,4.0,4.0,1,4.0,4.0,1.0,4.0,5.0,4,1,1.0,3.0,1.0,2.0,7,3.0,1.0,2.0,2.0
-2028,4.0,2,6,17,33,2,4,1.0,1.0,1.0,1.0,1,1.0,140.0,150,90,2.0,2.0,4.0,1,3.0,4.0,1.0,4.0,4.0,4,2,1.0,3.0,1.0,2.0,7,3.0,2.0,4.0,2.0
-2029,4.0,2,16,46,77,1,4,1.0,1.0,1.0,1.0,2,1.0,300.0,165,100,3.0,3.0,4.0,1,4.0,3.0,3.0,4.0,4.0,4,2,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0
-2030,4.0,1,18,51,84,2,2,1.0,1.0,1.0,6.0,5,1.0,100.0,163,110,5.0,5.0,5.0,2,4.0,3.0,2.0,4.0,5.0,1,2,3.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0
-2031,5.0,1,19,57,91,1,3,1.0,0.0,1.0,7.0,5,4.0,59.0,168,176,2.0,5.0,5.0,5,3.0,4.0,1.0,4.0,5.0,1,2,2.0,4.0,4.0,1.0,3,1.0,1.0,3.0,2.0
-2032,4.0,2,6,13,29,2,4,1.0,1.0,1.0,1.0,2,1.0,200.0,165,100,3.0,3.0,4.0,1,3.0,3.0,1.0,3.0,6.0,3,1,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0
-2033,3.0,2,8,19,41,1,2,4.0,0.0,3.0,4.0,4,1.0,100.0,170,170,1.0,1.0,3.0,1,5.0,3.0,2.0,1.0,4.0,3,2,7.0,1.0,1.0,2.0,3,3.0,1.0,4.0,3.0
-2034,4.0,1,6,16,32,2,3,1.0,1.0,1.0,3.0,3,1.0,60.0,153,120,2.0,4.0,3.0,2,3.0,2.0,1.0,4.0,5.0,5,2,2.0,3.0,1.0,2.0,6,2.0,1.0,4.0,2.0
-2035,4.0,1,7,18,34,1,3,1.0,1.0,1.0,4.0,5,1.0,34.0,172,172,4.0,5.0,5.0,2,2.0,4.0,4.0,5.0,4.0,5,2,2.0,3.0,0.0,2.0,3,2.0,1.0,4.0,1.0
-2036,4.0,2,9,21,43,2,2,1.0,1.0,1.0,1.0,2,1.0,100.0,155,108,3.0,4.0,3.0,1,3.0,2.0,1.0,2.0,2.0,3,2,3.0,3.0,2.0,2.0,3,2.0,2.0,3.0,2.0
-2037,3.0,2,13,36,66,1,3,8.0,1.0,1.0,4.0,2,1.0,140.0,162,110,2.0,2.0,4.0,1,3.0,3.0,1.0,2.0,3.0,3,1,3.0,2.0,1.0,2.0,3,3.0,1.0,5.0,3.0
-2038,4.0,2,26,74,114,1,3,1.0,1.0,1.0,3.0,2,1.0,120.0,160,100,2.0,1.0,2.0,1,2.0,1.0,1.0,2.0,3.0,4,2,2.0,3.0,1.0,2.0,3,3.0,2.0,3.0,2.0
-2039,4.0,2,5,10,26,1,4,1.0,1.0,1.0,3.0,2,4.0,120.0,171,145,4.0,2.0,4.0,1,3.0,3.0,2.0,2.0,1.0,3,1,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,4.0
-2040,4.0,2,9,21,43,1,4,1.0,1.0,1.0,4.0,2,1.0,200.0,153,123,2.0,2.0,2.0,1,4.0,4.0,1.0,4.0,6.0,3,1,2.0,3.0,1.0,2.0,3,2.0,1.0,3.0,2.0
-2041,2.0,1,7,18,37,1,4,1.0,1.0,1.0,4.0,5,1.0,48.0,180,150,2.0,2.0,3.0,2,2.0,1.0,1.0,2.0,4.0,5,2,2.0,2.0,1.0,2.0,3,3.0,2.0,4.0,2.0
-2042,5.0,1,10,24,46,2,4,1.0,1.0,1.0,3.0,0,1.0,70.0,155,90,2.0,2.0,3.0,1,2.0,1.0,1.0,4.0,5.0,3,1,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0
-2043,4.0,1,26,74,114,1,3,1.0,1.0,1.0,9.0,5,4.0,60.0,160,130,5.0,4.0,4.0,4,3.0,3.0,3.0,4.0,1.0,1,2,3.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0
-2044,4.0,1,7,18,35,2,4,1.0,1.0,1.0,6.0,4,4.0,40.0,155,120,3.0,5.0,5.0,5,4.0,4.0,1.0,3.0,5.0,5,2,1.0,3.0,0.0,2.0,3,2.0,2.0,4.0,2.0
-2045,4.0,1,4,7,21,2,3,1.0,1.0,1.0,6.0,3,1.0,53.0,158,120,2.0,4.0,5.0,5,2.0,3.0,2.0,2.0,1.0,5,2,3.0,1.0,0.0,2.0,4,3.0,2.0,3.0,2.0
-2046,4.0,2,19,57,93,1,3,1.0,1.0,1.0,3.0,5,1.0,400.0,175,135,4.0,4.0,4.0,1,4.0,4.0,1.0,4.0,6.0,1,2,7.0,4.0,1.0,1.0,3,1.0,1.0,4.0,2.0
-2047,2.0,1,7,18,35,2,3,4.0,0.0,1.0,4.0,3,1.0,18.0,163,120,2.0,2.0,3.0,2,2.0,4.0,1.0,2.0,2.0,5,1,1.0,1.0,1.0,2.0,7,3.0,2.0,4.0,4.0
-2048,4.0,1,19,59,95,1,3,1.0,1.0,1.0,3.0,5,1.0,110.0,172,120,4.0,5.0,5.0,1,4.0,4.0,2.0,3.0,4.0,1,2,3.0,3.0,2.0,1.0,3,2.0,2.0,4.0,2.0
-2049,4.0,2,18,55,89,2,2,1.0,1.0,1.0,3.0,3,1.0,200.0,160,110,5.0,4.0,4.0,1,3.0,3.0,1.0,4.0,2.0,1,2,4.0,3.0,1.0,1.0,3,2.0,2.0,4.0,2.0
-2050,5.0,1,12,32,56,1,4,1.0,1.0,1.0,9.0,5,1.0,67.0,170,134,4.0,4.0,5.0,5,1.0,4.0,1.0,4.0,6.0,1,2,2.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0
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-5337,5.0,1,21,61,97,2,2,1.0,1.0,1.0,4.0,4,1.0,160.0,150,80,5.0,5.0,5.0,2,2.0,3.0,3.0,1.0,5.0,5,2,3.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0
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-5347,5.0,1,4,7,19,1,1,1.0,1.0,1.0,12.0,5,1.0,90.0,176,110,5.0,5.0,3.0,5,4.0,5.0,5.0,4.0,6.0,1,2,5.0,3.0,3.0,1.0,3,2.0,1.0,4.0,2.0
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-5357,4.0,1,12,34,63,2,1,1.0,1.0,1.0,7.0,4,1.0,65.0,158,100,4.0,4.0,4.0,1,2.0,3.0,2.0,2.0,3.0,1,2,2.0,2.0,0.0,2.0,3,3.0,2.0,4.0,2.0
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-5368,4.0,1,21,64,102,1,2,1.0,1.0,1.0,6.0,5,1.0,35.0,178,176,5.0,5.0,4.0,4,2.0,2.0,2.0,1.0,5.0,1,2,2.0,3.0,1.0,2.0,3,3.0,1.0,4.0,2.0
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-7951,3.0,1,19,57,93,1,1,1.0,1.0,1.0,10.0,5,4.0,70.0,178,140,4.0,3.0,3.0,4,2.0,2.0,3.0,2.0,5.0,1,2,1.0,1.0,1.0,2.0,1,2.0,2.0,4.0,2.0
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-7969,4.0,1,12,32,57,1,1,1.0,1.0,1.0,4.0,4,1.0,100.0,168,134,5.0,4.0,4.0,1,2.0,3.0,2.0,2.0,5.0,1,2,3.0,2.0,1.0,2.0,3,3.0,2.0,3.0,2.0
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-7975,3.0,1,13,37,68,1,2,1.0,1.0,1.0,4.0,3,1.0,50.0,160,108,3.0,5.0,4.0,2,3.0,3.0,2.0,3.0,3.0,1,2,4.0,2.0,0.0,2.0,3,3.0,1.0,3.0,3.0
-7976,5.0,2,9,21,43,1,3,1.0,1.0,1.0,3.0,3,1.0,280.0,170,120,5.0,4.0,4.0,1,2.0,2.0,3.0,5.0,5.0,3,1,3.0,4.0,1.0,2.0,3,1.0,1.0,5.0,2.0
-7977,4.0,1,22,65,104,1,4,1.0,1.0,1.0,3.0,5,4.0,55.0,166,140,4.0,4.0,4.0,4,3.0,4.0,2.0,4.0,4.0,5,2,2.0,3.0,1.0,2.0,3,2.0,1.0,5.0,2.0
-7978,3.0,1,12,33,62,1,2,1.0,1.0,1.0,3.0,3,1.0,60.0,172,110,4.0,4.0,3.0,1,2.0,2.0,1.0,2.0,4.0,1,2,4.0,3.0,1.0,2.0,3,3.0,1.0,2.0,2.0
-7979,4.0,1,9,23,45,2,1,1.0,1.0,1.0,6.0,4,2.0,140.0,157,108,4.0,5.0,4.0,5,2.0,3.0,2.0,4.0,6.0,1,2,4.0,2.0,3.0,2.0,3,2.0,2.0,4.0,2.0
-7980,3.0,2,9,22,44,2,3,1.0,1.0,1.0,1.0,0,1.0,120.0,147,90,2.0,1.0,1.0,1,3.0,4.0,1.0,4.0,6.0,4,1,5.0,1.0,1.0,2.0,3,3.0,2.0,3.0,2.0
-7981,4.0,2,2,2,9,2,4,8.0,1.0,1.0,3.0,0,1.0,300.0,160,120,2.0,1.0,4.0,1,4.0,4.0,1.0,1.0,5.0,3,2,6.0,3.0,1.0,2.0,3,2.0,1.0,4.0,2.0
-7982,4.0,1,26,75,115,2,2,8.0,0.0,1.0,3.0,4,1.0,60.0,150,100,5.0,5.0,5.0,1,1.0,5.0,1.0,2.0,5.0,5,2,3.0,3.0,0.0,2.0,3,2.0,2.0,5.0,2.0
-7983,5.0,1,1,1,2,2,3,1.0,1.0,1.0,4.0,4,1.0,103.0,150,120,3.0,3.0,5.0,2,1.0,4.0,1.0,2.0,7.0,5,2,2.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0
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-7986,3.0,1,2,4,11,1,2,1.0,1.0,1.0,4.0,5,1.0,110.0,173,128,5.0,5.0,4.0,1,3.0,2.0,2.0,2.0,5.0,1,2,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,2.0
-7987,3.0,2,2,5,12,1,3,1.0,1.0,1.0,3.0,3,1.0,120.0,170,120,2.0,2.0,3.0,1,3.0,3.0,1.0,4.0,4.0,3,2,5.0,3.0,1.0,2.0,3,2.0,2.0,4.0,2.0
-7988,4.0,1,1,1,6,1,3,1.0,1.0,1.0,6.0,4,4.0,41.7,172,100,4.0,4.0,4.0,2,3.0,3.0,3.0,3.0,4.0,1,5,3.0,2.0,1.0,2.0,3,2.0,2.0,3.0,2.0
-7989,4.0,1,22,65,104,1,5,1.0,1.0,1.0,10.0,4,4.0,75.0,175,106,4.0,5.0,5.0,5,2.0,4.0,4.0,2.0,3.0,5,2,2.0,2.0,2.0,2.0,3,3.0,2.0,3.0,3.0
-7990,4.0,1,27,79,119,1,1,1.0,1.0,1.0,4.0,4,2.0,50.0,170,160,4.0,5.0,4.0,1,5.0,5.0,2.0,3.0,2.0,1,2,1.0,1.0,1.0,2.0,1,3.0,1.0,4.0,2.0
-7991,4.0,2,29,83,126,2,2,1.0,1.0,1.0,4.0,3,1.0,140.0,166,118,4.0,4.0,4.0,1,3.0,3.0,2.0,3.0,6.0,1,2,5.0,3.0,1.0,2.0,3,2.0,1.0,4.0,3.0
-7992,5.0,2,4,7,22,2,2,1.0,1.0,1.0,4.0,3,1.0,170.0,155,110,5.0,5.0,5.0,1,2.0,5.0,1.0,4.0,5.0,1,2,3.0,2.0,1.0,1.0,3,3.0,1.0,4.0,2.0
-7993,4.0,1,21,62,98,1,3,8.0,1.0,1.0,6.0,4,4.0,600.0,161,128,4.0,4.0,5.0,2,4.0,5.0,4.0,3.0,7.0,5,2,8.0,4.0,1.0,1.0,3,2.0,2.0,4.0,2.0
-7994,4.0,1,15,39,70,2,2,1.0,1.0,1.0,4.0,0,1.0,300.0,158,130,4.0,3.0,3.0,1,4.0,4.0,2.0,3.0,4.0,3,2,4.0,3.0,1.0,2.0,3,2.0,2.0,3.0,3.0
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-7997,4.0,1,16,46,78,2,2,1.0,1.0,1.0,3.0,0,1.0,120.0,148,83,3.0,3.0,3.0,2,3.0,3.0,2.0,4.0,5.0,5,2,3.0,2.0,1.0,2.0,3,3.0,1.0,4.0,2.0
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diff --git a/2、幸福感数据分析/第2组--王瑞恒/数据分析建模.ipynb b/2、幸福感数据分析/第2组--王瑞恒/数据分析建模.ipynb
new file mode 100644
index 0000000..6039191
--- /dev/null
+++ b/2、幸福感数据分析/第2组--王瑞恒/数据分析建模.ipynb
@@ -0,0 +1,1018 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 二：数据初步可视化分析\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "from matplotlib.colors import ListedColormap\n",
+    "import seaborn as sns\n",
+    "from sklearn.metrics import mean_squared_error\n",
+    "import lightgbm as lgb\n",
+    "import xgboost as xgb\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.preprocessing import OneHotEncoder\n",
+    "from sklearn.model_selection import KFold, RepeatedKFold\n",
+    "from scipy import sparse\n",
+    "from datetime import datetime\n",
+    "from sklearn.discriminant_analysis import QuadraticDiscriminantAnalysis\n",
+    "from sklearn.linear_model import LogisticRegression\n",
+    "from sklearn.ensemble import AdaBoostClassifier, RandomForestClassifier\n",
+    "from sklearn.gaussian_process import GaussianProcessClassifier\n",
+    "from sklearn.gaussian_process.kernels import RBF\n",
+    "from sklearn.inspection import DecisionBoundaryDisplay\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.naive_bayes import GaussianNB\n",
+    "from sklearn.neighbors import KNeighborsClassifier\n",
+    "from sklearn.neural_network import MLPClassifier\n",
+    "from sklearn.pipeline import make_pipeline\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from sklearn.svm import SVC\n",
+    "from sklearn.tree import DecisionTreeClassifier\n",
+    "from sklearn.metrics import confusion_matrix, classification_report,accuracy_score,roc_auc_score,f1_score\n",
+    "from sklearn.metrics import mean_squared_error\n",
+    "from xgboost.sklearn import XGBRegressor\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.preprocessing import OneHotEncoder\n",
+    "from datetime import datetime\n",
+    "from sklearn.impute import SimpleImputer\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from sklearn.model_selection import GridSearchCV\n",
+    "import warnings\n",
+    "warnings.filterwarnings('ignore')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "\n",
+    "首先我们将各个幸福等级的占比饼图与条形图绘制出"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x500 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "file=\"Processed.csv\"\n",
+    "df=pd.read_csv(file)\n",
+    "f,ax=plt.subplots(1,2,figsize=(12,5))\n",
+    "df[\"happiness\"].value_counts().plot.pie(ax=ax[0],autopct=\"%1.1f%%\")\n",
+    "ax[0].set_title(\"Proportion\")\n",
+    "import seaborn as sns\n",
+    "df[\"happiness\"].value_counts().plot(ax=ax[1],kind=\"bar\")\n",
+    "ax[1].set_title(\"Count\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "由此可见至少有77%的人感觉幸福。"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "下面我们利用seaborn的功能，根据每个因素和幸福等级，绘制了不同的条形图。"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 2600x1500 with 9 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 2600x1500 with 9 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(26,15))\n",
+    "\n",
+    "name=[\"Age\",\"gender\",\"religion\",\"edu\",\"income_cut\",\"political\",\"health\",\"health_problem\",\"depression\"]\n",
+    "colors=[\"Reds\",\"Greens\",\"Blues\"]\n",
+    "for i in range(len(name)):\n",
+    "    plt.subplot(3,3,i+1)\n",
+    "    plt.title(f\"{name[i]} plot\")\n",
+    "    plot = sns.countplot(data=df, x=name[i],hue='happiness',palette=colors[i%len(colors)])\n",
+    "    plt.subplots_adjust(hspace=0.6)\n",
+    "\n",
+    "plt.show()\n",
+    "plt.figure(figsize=(26,15))\n",
+    "for i in range(len(name)):\n",
+    "    plt.subplot(3,3,i+1)\n",
+    "    plt.title(f\"{name[i]} plot\")\n",
+    "    plot = sns.countplot(data=df, x='happiness',hue=name[i],palette=colors[i%len(colors)])\n",
+    "    plt.subplots_adjust(hspace=0.6)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 2600x1800 with 14 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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GvoujuobFDET/35IlS3Dp0iVYWlritddeQ3h4uMZLsJs3bwIArK2tS+3bpUsXsb1kn4qGfytPamoqhg0bBmNjYxgZGcHMzEwchu7BgwfPfTzgSdHCu+++i9GjR2u8cLt69SoAYMKECTAzM9NYPvvsM+Tl5VXpnJ06ddJYl0gk6Nixo8b8Tc+6efMmFAqFRhEEANjY2IjtRET0fKysrDTWr169CkEQ0KlTp1J/569cuYLs7OwKj7dv3z707t0bBgYGMDU1hZmZGTZs2FBmbvD29oaXlxfOnDmDyZMnY+DAgVXud8eOHUs96HXu3BkAys0lVc3JRESkPSXPFwMGDCiVdw4ePKiRd+7du4f3338fFhYWaNKkCczMzMQ8VlaeeTbHlXi2eBwAWrRoUe5Lv2c9+ywDPMlBlT3L6OnpoWPHjhrb5XI5TExMmIOIiKrRH3/8gfv372PTpk2lcsvEiRMBQMwvN2/eLPPZoqxnhpoyfvx4nDhxQswFu3btQkFBAcaNG1el/cvLS48ePcIff/xR5j7lPRtJpVK0b9+eeYmIqJr98ccfUKvVL/T9T0ZGBnx9fWFqaormzZvDzMwM/fr1A/DPc5BMJsPixYvx448/wsLCAs7OzliyZIlGkUG/fv0wYsQIREREoFWrVnj77bexefNm5OXlVakffBdHdU0jXXeAqLYYNWoU+vbtiz179uDgwYNYunQpFi9ejN27d8PT07PGz3///n3069cPRkZGmD9/Pjp06AADAwOcO3cOc+bMqdIoCc/KycnBiBEj0LlzZ3z22WcabSXHW7p0KXr06FHm/pw7j4io7ni6uht48ndeIpHgxx9/hL6+fqn4iv7GHzt2DEOGDIGzszPWr1+P1q1bo3Hjxti8eTNiY2NLxd+9exfJyckAgMuXL6O4uFjjV0FERFT/lTxffPHFF5DL5aXaGzX65/XDqFGjcPLkScyaNQs9evRA8+bNUVxcDA8PjzKfe57NcSXKym/Ak1/y1rSq/MKWiIj+nZKcMHbsWEyYMKHMGFtb2+c+bnl/w4uKisrNLVXh7e2N4OBgxMTE4KOPPsL27dvRq1cvrRZUEBFR7VRUVIQ333wT9+7dw5w5c9ClSxc0a9YMv//+O3x9fTWeg2bMmIHBgwdj7969OHDgAObNm4fIyEgcPnwY9vb2kEgk+Prrr3Hq1Cl8//33OHDgAPz8/LB8+XKcOnWK3+tQvcNiBqKntG7dGu+99x7ee+89ZGdno2fPnli4cCE8PT3Rtm1bAEBaWhoGDBigsV9aWprY3r59ewDApUuXnuvcCQkJuHv3Lnbv3g1nZ2dxe3p6+gtdS3FxMXx8fHD//n389NNPaNq0qUZ7hw4dADwZQsjV1fWFzgH88wusEoIg4Nq1axU+TLZt2xY//fQT/vrrL43RGUqm0ij5LAG+JCQielEdOnSAIAiwsrISq6ur6ptvvoGBgQEOHDgAmUwmbt+8eXOZ8YGBgfjrr78QGRmJ0NBQrFq1qtTw2+W5du0aBEHQ+Hv/66+/AgDatWtX5j5VzckA8wgRkbaUPF+Ym5tX+HyRk5ODQ4cOISIiAmFhYeL2Z58rtKGsc/7666/l5h/gSQ4qLi7G1atXxZHlACArKwv3799nDiIiqkZmZmYwNDREUVFRpe+u2rZti0uXLpV6tkhLSysV26JFC9y/f7/U9ps3b4rv9cpT0d92U1NTeHl5ISYmBj4+Pjhx4gRWrVpV4fGeVl5eatq0KczMzMrc5+lno6f7np+fj/T0dI3PjXmJiOjfMzMzg5GR0XN//3Px4kX8+uuv2Lp1K8aPHy9uj4+PLzO+Q4cOmDlzJmbOnImrV6+iR48eWL58ObZv3y7G9O7dG71798bChQsRGxsLHx8f7NixA5MmTaqwL3wXR3UNfzJHhCdVcc8OZ2pubg6FQiEOzdOrVy+Ym5tj48aNGsP1/Pjjj7hy5Qq8vLwAPElmzs7OiI6ORkZGhsYxK/qFUEnl99Mx+fn5WL9+/QtdU0REBA4cOIAvv/yyzGFZHRwc0KFDByxbtgy5ubml2ssbvu5Z27Ztw19//SWuf/3118jMzKxwNItBgwahqKgIa9eu1di+cuVKSCQSjX2bNWtW5gMmERFVbPjw4dDX10dERESp/CMIAu7evVvuvvr6+pBIJBrzst64cQN79+4tFfv1119j586dWLRoET788EN4e3tj7ty54kNQZe7cuYM9e/aI62q1Gtu2bUOPHj3K/GUvUPWcDDzJIwCYS4iIapi7uzuMjIzw6aefljlva8nzRVnPPQCe68ue6rJ37178/vvv4vqZM2dw+vTpSp9lgNL9XbFiBQCUykHMP0REL05fXx8jRozAN998U+aXRk+/uxo0aBDu3LmDr7/+Wtz26NEjbNq0qdR+HTp0wKlTp5Cfny9u27dvH27dulVpnyp7vhg3bhwuX76MWbNmQV9fH97e3pUes0RSUhLOnTsnrt+6dQvffvst3Nzcyh0xwtXVFVKpFKtXr9bIrZ9//jkePHhQKi+96DS2RET0hJ6eHoYOHYrvv/9eHKX0aeV9B1TWc5AgCIiKitKIe/ToER4/fqyxrUOHDjA0NBTfgeXk5JQ6T8no21WZaoLv4qiu4cgMRAD++usvvPzyy3jnnXdgZ2eH5s2b46effsLZs2exfPlyAEDjxo2xePFiTJw4Ef369cPo0aORlZWFqKgotGvXDsHBweLxVq9ejT59+qBnz54ICAiAlZUVbty4gf3790OpVJbZh9dffx0tWrTAhAkTMH36dEgkEnzxxRcvNETqxYsXsWDBAjg7OyM7O1ujWg94Mjyfnp4ePvvsM3h6eqJbt26YOHEiXnrpJfz+++84cuQIjIyM8P3331d6LlNTU/Tp0wcTJ05EVlYWVq1ahY4dO2Ly5Mnl7jN48GD0798fH3/8MW7cuAE7OzscPHgQ3377LWbMmCH+qgt4UnTx008/YcWKFVAoFLCysoKjo+NzfyZERA1Nhw4d8MknnyA0NBQ3btzA0KFDYWhoiPT0dOzZswcBAQH44IMPytzXy8sLK1asgIeHB8aMGYPs7GysW7cOHTt2xIULF8S47OxsTJ06Ff3790dQUBAAYO3atThy5Ah8fX1x/PjxSqeb6Ny5M/z9/XH27FlYWFggOjoaWVlZ5Y4CATxfTnZwcAAATJ8+He7u7s/9QpGIiKrGyMgIGzZswLhx49CzZ094e3vDzMwMGRkZ2L9/P9544w2sXbsWRkZG4ryvBQUFeOmll3Dw4MEXHpHu3+jYsSP69OmDqVOnIi8vD6tWrULLli0xe/bscvexs7PDhAkTsGnTJnGqwDNnzmDr1q0YOnQo+vfvL8Y6ODhgw4YN+OSTT9CxY0eYm5uX+hUTERFVbNGiRThy5AgcHR0xefJkdO3aFffu3cO5c+fw008/4d69ewCAyZMnY+3atRg/fjxSUlLQunVrfPHFF6VGKgWASZMm4euvv4aHhwdGjRqF69evY/v27Rrvo8pT2fOFl5cXWrZsiV27dsHT0xPm5uZVvtZXXnkF7u7umD59OmQymfgDp4iIiHL3MTMzQ2hoKCIiIuDh4YEhQ4YgLS0N69evx6uvvoqxY8dq9H3nzp0ICQnBq6++iubNm2Pw4MFV7h8RET3x6aef4uDBg+jXrx8CAgJgY2ODzMxM7Nq1C8ePH4eJiUmpfbp06YIOHTrggw8+wO+//w4jIyN88803yMnJ0Yj79ddfMXDgQIwaNQpdu3ZFo0aNsGfPHmRlZYn5ZuvWrVi/fj2GDRuGDh064K+//sL//vc/GBkZicXXFeG7OKpzBCIS8vLyhFmzZgl2dnaCoaGh0KxZM8HOzk5Yv359qdidO3cK9vb2gkwmE0xNTQUfHx/h9u3bpeIuXbokDBs2TDAxMREMDAwEa2trYd68eWL75s2bBQBCenq6uO3EiRNC7969hSZNmggKhUKYPXu2cODAAQGAcOTIETFuwoQJQtu2bTXOB0D473//KwiCIBw5ckQAUO7ytPPnzwvDhw8XWrZsKchkMqFt27bCqFGjhEOHDlX4mZWc48svvxRCQ0MFc3NzoUmTJoKXl5dw8+ZNjdiy+vvXX38JwcHBgkKhEBo3bix06tRJWLp0qVBcXKwR98svvwjOzs5CkyZNBADChAkTKuwXEVFD89///lcAIPzxxx9ltn/zzTdCnz59hGbNmgnNmjUTunTpIgQGBgppaWliTFl/pz///HOhU6dOgkwmE7p06SJs3rxZPFeJ4cOHC4aGhsKNGzc09v32228FAMLixYsr7Hvbtm0FLy8v4cCBA4Ktra14rl27dmnEleScp3OhIFQtJxcWFgrTpk0TzMzMBIlEUioPEhHRiynreUYQnvzNdnd3F4yNjQUDAwOhQ4cOgq+vr5CcnCzG3L59W3xWMjY2FkaOHCncuXNH45lGECrOcSU55Fn9+vUT+vXrV2Hf09PTBQDC0qVLheXLlwuWlpaCTCYT+vbtK/z8888asc/mPkEQhIKCAiEiIkKwsrISGjduLFhaWgqhoaHC48ePNeJUKpXg5eUlGBoaCgAq7RcREZUtKytLCAwMFCwtLYXGjRsLcrlcGDhwoLBp0yaNuJs3bwpDhgwRmjZtKrRq1Up4//33hbi4uDKfJZYvXy689NJLgkwmE9544w0hOTm5VA4pyRebN28Wt1Xl+eK9994TAAixsbFVvkYAQmBgoLB9+3bxOcze3r5Uv8vLv2vXrhW6dOkiNG7cWLCwsBCmTp0q5OTkaMTk5uYKY8aMEUxMTAQApZ4BiYio6m7evCmMHz9eMDMzE2QymdC+fXshMDBQyMvLEwSh7HdZly9fFlxdXYXmzZsLrVq1EiZPniz8/PPPGrnmzz//FAIDA4UuXboIzZo1E4yNjQVHR0fhq6++Eo9z7tw5YfTo0UKbNm0EmUwmmJubC2+99ZbGM1d5+C6O6iKJILzAz76JqMFLSEhA//79sWvXLrzzzju67g4REdVB7dq1wyuvvIJ9+/bpuitERNSA3LhxA1ZWVli6dGm5oxQREVH9UPL+6siRI3BxcdHKOYODg/H5559DpVKVOTJEWSQSCQIDA0tNyUpERFSd+C6O6qKKx/0lIiIiIiIiIiIiIqJKPX78GNu3b8eIESOqXMhAREREROVrpOsOEBERERERERERERHVVdnZ2fjpp5/w9ddf4+7du3j//fd13SUiIiKieoHFDEREREREREREREREL+jy5cvw8fGBubk5Vq9ejR49eui6S0RERET1gkQQBEHXnSAiIiIiIiIiIiIiIiIiIiIqoafrDhARERERERERERERERERERE9jcUMREREREREREREREREREREVKs00nUH6oLi4mLcuXMHhoaGkEgkuu4OEVG9JQgC/vrrLygUCujpsd4OYA4iItIW5qDSmIOIiLSDOag05iAiIu1gDiqNOYiIqOY9T/5hMUMV3LlzB5aWlrruBhFRg3Hr1i28/PLLuu5GrcAcRESkXcxB/2AOIiLSLuagfzAHERFpF3PQP5iDiIi0pyr5h8UMVWBoaAjgyQdqZGSk494QEdVfarUalpaW4t9dYg4iItIW5qDSmIOIiLSDOag05iAiIu1gDiqNOYiIqOY9T/5hMUMVlAwlZGRkxORFRKQF2hjCLTIyErt378Yvv/yCJk2a4PXXX8fixYthbW0txjx+/BgzZ87Ejh07kJeXB3d3d6xfvx4WFhZiTEZGBqZOnYojR46gefPmmDBhAiIjI9Go0T8pNiEhASEhIUhNTYWlpSXmzp0LX1/fKvWTOYiISLs4jOg/mIOIiLSLOegfzEFERNrFHPQP5iAiIu2pSv7hJEhERNQgHT16FIGBgTh16hTi4+NRUFAANzc3PHz4UIwJDg7G999/j127duHo0aO4c+cOhg8fLrYXFRXBy8sL+fn5OHnyJLZu3YotW7YgLCxMjElPT4eXlxf69+8PpVKJGTNmYNKkSThw4IBWr5eIiIiIiIiIiIiIiKgu4cgMRETUIMXFxWmsb9myBebm5khJSYGzszMePHiAzz//HLGxsRgwYAAAYPPmzbCxscGpU6fQu3dvHDx4EJcvX8ZPP/0ECwsL9OjRAwsWLMCcOXMQHh4OqVSKjRs3wsrKCsuXLwcA2NjY4Pjx41i5ciXc3d21ft1ERERERERERERERER1AUdmICIiAvDgwQMAgKmpKQAgJSUFBQUFcHV1FWO6dOmCNm3aICkpCQCQlJSE7t27a0w74e7uDrVajdTUVDHm6WOUxJQc41l5eXlQq9UaCxERERERERERERERUUPDkRmIiGqIIAgoLCxEUVGRrrtSa+jr66NRo0a1bh6+4uJizJgxA2+88QZeeeUVAIBKpYJUKoWJiYlGrIWFBVQqlRjzdCFDSXtJW0UxarUaf//9N5o0aaLRFhkZiYiIiGq7NiJqmJiDSqutOYiIqL4pKipCQUGBrrtRqzAHERFpB3NQacxBNYPP3C+G9yMRvQgWMxAR1YD8/HxkZmbi0aNHuu5KrdO0aVO0bt0aUqlU110RBQYG4tKlSzh+/Liuu4LQ0FCEhISI62q1GpaWljrsERHVNcxB5auNOYiIqD7Jzc3F7du3IQiCrrtS6zAHERHVLOag8jEHVS8+c/87vB+J6HmxmIGIqJoVFxcjPT0d+vr6UCgUkEqlrDbFk4rl/Px8/PHHH0hPT0enTp2gp6f72Y6CgoKwb98+JCYm4uWXXxa3y+Vy5Ofn4/79+xqjM2RlZUEul4sxZ86c0TheVlaW2FbyvyXbno4xMjIqNSoDAMhkMshksmq5NiJqeJiDylabclBkZCR2796NX375BU2aNMHrr7+OxYsXw9raWox5/PgxZs6ciR07diAvLw/u7u5Yv369xkg/GRkZmDp1Ko4cOYLmzZtjwoQJiIyMRKNG/zziJSQkICQkBKmpqbC0tMTcuXPh6+urzcslogakqKgIt2/fRtOmTWFmZsb88//VphxERFRfMQeVjTmo+vGZ+8XxfiSiF8ViBiKiapafn4/i4mJYWlqiadOmuu5OrdKkSRM0btwYN2/eRH5+PgwMDHTWF0EQMG3aNOzZswcJCQmwsrLSaHdwcEDjxo1x6NAhjBgxAgCQlpaGjIwMODk5AQCcnJywcOFCZGdnw9zcHAAQHx8PIyMjdO3aVYz54YcfNI4dHx8vHoOIqDoxB5WvtuSgo0ePIjAwEK+++ioKCwvx0Ucfwc3NDZcvX0azZs0AAMHBwdi/fz927doFY2NjBAUFYfjw4Thx4gSAJy9rvby8IJfLcfLkSWRmZmL8+PFo3LgxPv30UwBAeno6vLy88O677yImJgaHDh3CpEmT0Lp1a7i7u+vk2omofisoKIAgCDAzMyuzaLchqy05qCoFdS4uLjh69KjGflOmTMHGjRvFdRbUEVFtwxxUvtqSg+oLPnP/O7wfiehFsJiBiKiGsLK0bLXlcwkMDERsbCy+/fZbGBoaQqVSAQCMjY3RpEkTGBsbw9/fHyEhITA1NYWRkRGmTZsGJycn9O7dGwDg5uaGrl27Yty4cViyZAlUKhXmzp2LwMBAcXSFd999F2vXrsXs2bPh5+eHw4cP46uvvsL+/ft1du1EVP/Vlr+1tU1t+Fzi4uI01rds2QJzc3OkpKTA2dkZDx48wOeff47Y2FgMGDAAALB582bY2Njg1KlT6N27Nw4ePIjLly/jp59+goWFBXr06IEFCxZgzpw5CA8Ph1QqxcaNG2FlZYXly5cDAGxsbHD8+HGsXLmSxQxEVKP468Sy1YYcVJWCOgCYPHky5s+fL64//WUNC+qIqDZjDipbbchB9Q0/0xfHz46Inhf/ahARUYO0YcMGPHjwAC4uLmjdurW47Ny5U4xZuXIl3nrrLYwYMQLOzs6Qy+XYvXu32K6vr499+/ZBX18fTk5OGDt2LMaPH6/x4s/Kygr79+9HfHw87OzssHz5cnz22Wd8iUdERACABw8eAABMTU0BACkpKSgoKICrq6sY06VLF7Rp0wZJSUkAgKSkJHTv3l1j2gl3d3eo1WqkpqaKMU8foySm5BhlycvLg1qt1liIiKj+iIuLg6+vL7p16wY7Ozts2bIFGRkZSElJ0Yhr2rQp5HK5uBgZGYltJQV127dvR48ePeDp6YkFCxZg3bp1yM/PBwCNgjobGxsEBQXhnXfewcqVK7V6vUREREREVPdxZAYiqrfufDixyrGKRZtrsCdUGwmCUGmMgYEB1q1bh3Xr1pUb07Zt21LTSDzLxcUF58+ff+4+ElHD8ObasVWOjQ/aXoM9IW0rLi7GjBkz8MYbb+CVV14BAKhUKkilUpiYmGjEWlhYiKMIqVQqjUKGkvaStopi1Go1/v777zKH342MjERERES1XBsRVe5qZtULhjq1Nqo8iOg5PVtQVyImJgbbt2+HXC7H4MGDMW/ePHF0hvIK6qZOnYrU1FTY29uXW1A3Y8aMcvuSl5eHvLw8cZ0FdUT1X7JbvyrH9jp4tPIgIiJq0FYcX15qW0ifmTroCVU3jsxARFSPhIeHo0ePHs+1j0Qiwd69ewEAN27cgEQigVKprPa+ERFRw+Hi4lLhFxb0RGBgIC5duoQdO3bouisAgNDQUDx48EBcbt26pesuEVEDxlxSs8oqqAOAMWPGYPv27Thy5AhCQ0PxxRdfYOzYfwovq6OgriyRkZEwNjYWF0tLy2q5TiKi2sLX1xdDhw7VdTeojuO7WyJqiDgyAxFRPfLBBx9g2rRpL7y/paUlMjMz0apVq2rsFRERET0rKCgI+/btQ2JiIl5++WVxu1wuR35+Pu7fv68xOkNWVhbkcrkYc+bMGY3jZWVliW0l/1uy7ekYIyOjMkdlAACZTAaZTPavr42IiGq/koK648ePa2wPCAgQ/929e3e0bt0aAwcOxPXr19GhQ4ca609oaChCQkLEdbVazYIGIqpXoqKiNEYJdXFxQY8ePbBq1SrddYqIiKgO4MgMRET1SPPmzdGyZcsX3l9fXx9yuRyNGrHWjYiIylYyHza9GEEQEBQUhD179uDw4cOwsrLSaHdwcEDjxo1x6NAhcVtaWhoyMjLg5OQEAHBycsLFixeRnZ0txsTHx8PIyAhdu3YVY54+RklMyTGIiBq6hpzPSgrqjhw5olFQVxZHR0cAwLVr1wCUXyxX0lZRTGUFdUZGRhoLEVF9YmxsXGoqOSIiIqocixmIiHTg66+/Rvfu3dGkSRO0bNkSrq6uePjwIYqLizF//ny8/PLLkMlk6NGjB+Li4jT2vX37NkaPHg1TU1M0a9YMvXr1wunTpwGUnmbi7NmzePPNN9GqVSsYGxujX79+OHfuXLn9enaoMl9fX0gkklJLQkICgCfzmn7wwQd46aWX0KxZMzg6OoptRERUP7i4uCAoKAgzZsxAq1at4O7ujkuXLsHT0xPNmzeHhYUFxo0bhz///LPcY3zxxRfo1asXDA0NIZfLMWbMGI0v4ufPnw+FQoG7d++K27y8vNC/f38UFxfX6PVpW2BgILZv347Y2FgYGhpCpVJBpVKJw24bGxvD398fISEhOHLkCFJSUjBx4kQ4OTmhd+/eAAA3Nzd07doV48aNw88//4wDBw5g7ty5CAwMFEdWePfdd/Hbb79h9uzZ+OWXX7B+/Xp89dVXCA4O1tm1ExG9qMqeO+7evYvRo0fjpZdeQtOmTdG9e3d8+eWXGscoK58lJCRAIpHg0KFD6NWrF5o2bYrXX38daWlpWr5C7aisoK4sJc+GrVu3BsCCOiKqn4qLixEZGQkrKys0adIEdnZ2+Prrr8X2H374AZ07d0aTJk3Qv39/bNmyBRKJBPfv3wdQ9rSvq1atQrt27cT1p6eZ8PX1xdGjRxEVFSW+a0tPT0fHjh2xbNkyjeMolUpIJBKxqIwahuLiYixZsgQdO3aETCZDmzZtsHDhwlJxRUVF8Pf3F+9da2trREVFacQkJCTgtddeQ7NmzWBiYoI33ngDN2/eBAD8/PPP6N+/PwwNDWFkZAQHBwckJydr5RqJiKqKxQxERFqWmZmJ0aNHw8/PD1euXEFCQgKGDx8OQRAQFRWF5cuXY9myZbhw4QLc3d0xZMgQXL16FQCQm5uLfv364ffff8d3332Hn3/+GbNnzy73i56//voLEyZMwPHjx3Hq1Cl06tQJgwYNwl9//VWlvkZFRSEzM1Nc3n//fZibm6NLly4AnvyiJykpCTt27MCFCxcwcuRIeHh4iP0lIqL6YevWrZBKpThx4gQWLVqEAQMGwN7eHsnJyYiLi0NWVhZGjRpV7v4FBQVYsGABfv75Z+zduxc3btyAr6+v2P7xxx+jXbt2mDRpEgBg3bp1OHnyJLZu3Qo9vfr1yLJhwwY8ePAALi4uaN26tbjs3LlTjFm5ciXeeustjBgxAs7OzpDL5di9e7fYrq+vj3379kFfXx9OTk4YO3Ysxo8fj/nz54sxVlZW2L9/P+Lj42FnZ4fly5fjs88+g7u7u1avl4ioOlT23PH48WM4ODhg//79uHTpEgICAjBu3LhSU/I8nc82btwobv/444+xfPlyJCcno1GjRvDz89Pq9WlLZQV1169fx4IFC5CSkoIbN27gu+++w/jx4+Hs7AxbW1sALKgjovopMjIS27Ztw8aNG5Gamorg4GCMHTsWR48exa1btzB8+HAMHjwYSqUSkyZNwocffvivzhcVFQUnJydMnjxZfOfWpk0b+Pn5YfPmzRqxmzdvhrOzMzp27PivzlkbJCYmYvDgwVAoFJBIJNi7d69Ge1k/qJJIJFi6dKkY065du1LtixYt0jjOhQsX0LdvXxgYGMDS0hJLlizRxuVVq9DQUCxatAjz5s3D5cuXERsbCwsLi1JxxcXFePnll7Fr1y5cvnwZYWFh+Oijj/DVV18BAAoLCzF06FD069cPFy5cQFJSEgICAiCRSAAAPj4+ePnll3H27FmkpKTgww8/ROPGjbV6rUREleE44kRUp9zbsVrXXfjXMjMzUVhYiOHDh6Nt27YAnsxFCgDLli3DnDlz4O3tDQBYvHgxjhw5glWrVmHdunWIjY3FH3/8gbNnz8LU1BQAKnyYGTBggMb6pk2bYGJigqNHj+Ktt96qtK/GxsYwNjYGAOzevRv/93//h59++glyuRwZGRnYvHkzMjIyoFAoAAAffPAB4uLisHnzZnz66afP+ckQEVFt1alTJ/EF0CeffAJ7e3uNv/PR0dGwtLTEr7/+is6dO5fa/+kvhdq3b4/Vq1fj1VdfRW5uLpo3bw59fX1s374dPXr0wIcffojVq1fjs88+Q5s2bWr+4rTs6Xlyy2NgYIB169Zh3bp15ca0bdsWP/zwQ4XHcXFxwfnz55+7j0REtUlVnjteeuklfPDBB+I+06ZNw4EDB/DVV1/htddeE7c/nc+AJ89mALBw4UL069cPAPDhhx/Cy8sLjx8/hoGBgTYuUWs2bNgA4El+eNrmzZvh6+sLqVSKn376CatWrcLDhw9haWmJESNGYO7cuWJsSUHd1KlT4eTkhGbNmmHChAllFtQFBwcjKioKL7/8MgvqiKjWysvLw6effoqffvpJHEGmffv2OH78OP7v//4P7dq1Q4cOHbB8+XIAgLW1NS5evIjFixe/8DmNjY0hlUrRtGlTcYoe4MmIDWFhYThz5gxee+01FBQUIDY2ttRoDXXVw4cPYWdnBz8/PwwfPrxUe0leLvHjjz/C398fI0aM0Ng+f/58TJ48WVw3NDQU/61Wq+Hm5gZXV1ds3LgRFy9ehJ+fH0xMTBAQEFDNV1Qz/vrrL0RFRWHt2rWYMGECAKBDhw7o06cPbty4oRHbuHFjREREiOtWVlZISkrCV199hVGjRkGtVuPBgwd466230KFDBwCAjY2NGJ+RkYFZs2aJP1zr1KlTDV8dEdHzYzEDEZGW2dnZYeDAgejevTvc3d3h5uaGd955B/r6+rhz5w7eeOMNjfg33ngDP//8M4AnQ8vZ29uLhQyVycrKwty5c5GQkIDs7GwUFRXh0aNHyMjIeK4+nz9/HuPGjcPatWvF/l28eBFFRUWlvrTKy8tDy5Ytn+v4RERUuzk4OIj//vnnn3HkyBE0b968VNz169fLLGZISUlBeHg4fv75Z+Tk5IgjCmVkZIhDUrdv3x7Lli3DlClT8J///AdjxoypoashIqK6pCrPHUVFRfj000/x1Vdf4ffff0d+fj7y8vLQtGlTjX2ezmdPKxl1APhnOoXs7Ox6V1RXWUGdpaUljh49WulxWFBHRPXJtWvX8OjRI7z55psa2/Pz82Fvb4+///4bjo6OGm01NW2OQqGAl5cXoqOj8dprr+H7779HXl4eRo4cWSPn0zZPT094enqW2/50YQcAfPvtt+jfvz/at2+vsb1k+sKyxMTEID8/H9HR0ZBKpejWrRuUSiVWrFhRZ4oZrly5gry8PAwcOLBK8evWrUN0dDQyMjLw999/Iz8/X5z2xNTUFL6+vnB3d8ebb74JV1dXjBo1SvzvnZCQEEyaNAlffPEFXF1dMXLkSLHogYiotqhfY7YSEdUB+vr6iI+Px48//oiuXbtizZo1sLa2Rnp6eqX7NmnS5LnONWHCBCiVSkRFReHkyZNQKpVo2bIl8vPzq3wMlUqFIUOGYNKkSfD39xe35+bmQl9fHykpKVAqleJy5cqVUnOzERFR3dasWTPx37m5ueIQq08vV69ehbOzc6l9Hz58CHd3dxgZGSEmJgZnz57Fnj17AKBUPkpMTIS+vj5u3LiBwsLCmr0oIiKqE6ry3LF06VJERUVhzpw5OHLkCJRKJdzd3Uvlmafz2dOeHk65ZNjl8qbyIyKi+iU3NxcAsH//fo08c/nyZXz99ddVOoaenl6pgrGCgoIX6s+kSZOwY8cO/P3339i8eTP+85//lCrOawiysrKwf/9+jXeRJRYtWoSWLVvC3t4eS5cu1Xh2TEpKgrOzM6RSqbjN3d0daWlpyMnJKfNceXl5UKvVGosuPc/73x07duCDDz6Av78/Dh48CKVSiYkTJ2r8N9DmzZuRlJSE119/HTt37kTnzp1x6tQpAEB4eDhSU1Ph5eWFw4cPo2vXruLzOhFRbcGRGYiIdEAikeCNN97AG2+8gbCwMLRt2xaHDh2CQqHAiRMnxCFOAeDEiRPi0Ki2trb47LPPcO/evSqNznDixAmsX78egwYNAgDcunULf/75Z5X7+fjxY7z99tvo0qULVqxYodFmb2+PoqIiZGdno2/fvlU+JhER1W09e/bEN998g3bt2qFRo8ofJ3755RfcvXsXixYtgqWlJQAgOTm5VNzOnTuxe/duJCQkYNSoUViwYIHGcJlERNQwVeW548SJE3j77bcxduxYAE8KEX799Vdx9B8iIqLydO3aFTKZDBkZGRrv40rY2Njgu+++09hW8kVwCTMzM6hUKgiCIBbFKZXKCs8rlUpRVFRUavugQYPQrFkzbNiwAXFxcUhMTHzOK6oftm7dCkNDw1LTUUyfPh09e/aEqakpTp48idDQUGRmZorvLVUqFaysrDT2sbCwENtatGhR6lyRkZG16tmzU6dOaNKkCQ4dOoRJkyZVGHvixAm8/vrreO+998Rt169fLxVnb28Pe3t7hIaGwsnJCbGxsejduzcAoHPnzujcuTOCg4MxevRobN68GcOGDaveiyIi+hc4MgMRkZadPn0an376KZKTk5GRkYHdu3fjjz/+gI2NDWbNmoXFixdj586dSEtLw4cffgilUon3338fADB69GjI5XIMHToUJ06cwG+//YZvvvkGSUlJZZ6rU6dO+OKLL3DlyhWcPn0aPj4+z1XdO2XKFNy6dQurV6/GH3/8AZVKBZVKhfz8fHTu3Bk+Pj4YP348du/ejfT0dJw5cwaRkZHYv39/tXxWRERU+wQGBuLevXsYPXo0zp49i+vXr+PAgQOYOHFimS/j2rRpA6lUijVr1uC3337Dd999hwULFmjE3L59G1OnTsXixYvRp08fcQ70Z18SEhFRw1OV545OnTohPj4eJ0+exJUrVzBlyhRkZWXpuOdERFQXGBoa4oMPPkBwcDC2bt2K69ev49y5c1izZg22bt2Kd999F1evXsWsWbOQlpaG2NhYbNmyReMYLi4u+OOPP7BkyRJcv34d69atw48//ljhedu1a4fTp0/jxo0b+PPPP8URgfT19eHr64vQ0FB06tSpxqa0qO2io6Ph4+MDAwMDje0hISFwcXGBra0t3n33XSxfvhxr1qxBXl7eC58rNDQUDx48EJdbt2792+7/KwYGBpgzZw5mz56Nbdu24fr16zh16hQ+//zzUrGdOnVCcnIyDhw4gF9//RXz5s3D2bNnxfb09HSEhoYiKSkJN2/exMGDB3H16lXY2Njg77//RlBQEBISEnDz5k2cOHECZ8+ehY2NjTYvl4ioUixmICLSMiMjIyQmJmLQoEHo3Lkz5s6di+XLl8PT0xPTp09HSEgIZs6cie7duyMuLg7fffcdOnXqBOBJ1fbBgwdhbm6OQYMGoXv37li0aBH09fXLPNfnn3+OnJwc9OzZE+PGjcP06dNhbm5e5b4ePXoUmZmZ6Nq1K1q3bi0uJ0+eBPBkmLLx48dj5syZsLa2xtChQ3H27Nl6N7csERH9o2QUoaKiIri5uaF79+6YMWMGTExMoKdX+vHCzMwMW7Zswa5du9C1a1csWrQIy5YtE9sFQYCvry9ee+01BAUFAXgyDOjUqVMxduxYcdhXIiJquCp77pg7dy569uwJd3d3uLi4iAXgREREVbFgwQLMmzcPkZGRsLGxgYeHB/bv3w8rKyu0adMG33zzDfbu3Qs7Ozts3LgRn376qcb+NjY2WL9+PdatWwc7OzucOXMGH3zwQYXn/OCDD6Cvr4+uXbvCzMwMGRkZYpu/vz/y8/MxceLEGrne2u7YsWNIS0urdFQCAHB0dERhYSFu3LgBAJDL5aUKGkvW5XJ5mceQyWQwMjLSWHRt3rx5mDlzJsLCwmBjY4P//Oc/yM7OLhU3ZcoUDB8+HP/5z3/g6OiIu3fvaozS0LRpU/zyyy8YMWIEOnfujICAAAQGBmLKlCnQ19fH3bt3MX78eHTu3BmjRo2Cp6dnrRqlgogIACTCs5M5USlqtRrGxsZ48OBBrUhkRA3ZvR2rqxz7WHm+yrGKRZtfpDtln/fxY6Snp8PKyqpU9TBV/Pnw721p/EyI6r83146tcmx80PYK25mDKsYc9Hz4mRDVrKuZVZ+PuVPr2v//QeagijEHPR9+JkT1X7Jb6SkdytPr4NEK27WdgxISEtC/f3/k5OTAxMSk2o9/7NgxDBw4ELdu3RKnSPg3amMOkkgk2LNnT5nFh76+vrh06VKZ0xM+KyYmBuPHj8eff/6JFi1aYMOGDfj444+RlZWFxo0bAwA++ugj7N69G7/88kuV+lbRZ8L/3vn3+BlSTVlxfHmpbSF9ZuqgJ1QVz5N/ODIDERERERERERERERGRDuXl5eH27dsIDw/HyJEjq6WQoTbJzc2FUqmEUqkE8GQKBKVSqTEqhVqtxq5du8oclSEpKQmrVq3Czz//jN9++w0xMTEIDg7G2LFj0aJFCwDAmDFjIJVK4e/vj9TUVOzcuRNRUVEICQnRyjUSEVH1a6TrDhARERERERERERERETVkX375Jfz9/dGjRw9s27ZN192pdsnJyejfv7+4XlJgMGHCBGzZsgUAsGPHDgiCgNGjR5faXyaTYceOHQgPD0deXh6srKwQHBysUahgbGyMgwcPIjAwEA4ODmjVqhXCwsIQEBBQsxdHREQ1hsUMREREREREREREREREVeDi4oKamL3b19cXvr6+1X7c2qIqn1tAQEC5hQc9e/bEqVOnKj2Pra0tjh079kJ9JCKi2ken00wkJiZi8ODBUCgUkEgk2Lt3b7mx7777LiQSCVatWqWx/d69e/Dx8YGRkRFMTEzg7++P3NxcjZgLFy6gb9++MDAwgKWlJZYsWVIDV0NERERERERERERERERERETVQafFDA8fPoSdnR3WrVtXYdyePXtw6tQpKBSKUm0+Pj5ITU1FfHw89u3bh8TERI3KPbVaDTc3N7Rt2xYpKSlYunQpwsPDsWnTpmq/HiIiIiIiIiIiIiIiIiIiIvr3dDrNhKenJzw9PSuM+f333zFt2jQcOHAAXl5eGm1XrlxBXFwczp49i169egEA1qxZg0GDBmHZsmVQKBSIiYlBfn4+oqOjIZVK0a1bNyiVSqxYsYLzJBEREREREREREREREREREdVCOh2ZoTLFxcUYN24cZs2ahW7dupVqT0pKgomJiVjIAACurq7Q09PD6dOnxRhnZ2dIpVIxxt3dHWlpacjJySnzvHl5eVCr1RoLERERERERERERERERERERaUetLmZYvHgxGjVqhOnTp5fZrlKpYG5urrGtUaNGMDU1hUqlEmMsLCw0YkrWS2KeFRkZCWNjY3GxtLT8t5dCREREREREREREREREREREVVRrixlSUlIQFRWFLVu2QCKRaPXcoaGhePDggbjcunVLq+cnIqKal5iYiMGDB0OhUEAikWDv3r0a7RKJpMxl6dKlYky7du1KtS9atEjjOBcuXEDfvn1hYGAAS0tLLFmyRBuXR0REREREREREREREVKc10nUHynPs2DFkZ2ejTZs24raioiLMnDkTq1atwo0bNyCXy5Gdna2xX2FhIe7duwe5XA4AkMvlyMrK0ogpWS+JeZZMJoNMJqvOyyEiwt+/nNXq+Zp0eVWr56trHj58CDs7O/j5+WH48OGl2jMzMzXWf/zxR/j7+2PEiBEa2+fPn4/JkyeL64aGhuK/1Wo13Nzc4Orqio0bN+LixYvw8/ODiYkJAgICqvmKiIjK91vOr1o9X/sWnbV6PiIiqr2uZmp36s5OrY20ej4iIqq9+C6OtOXPR1mVB1WjVk0tKg8iIqonau3IDOPGjcOFCxegVCrFRaFQYNasWThw4AAAwMnJCffv30dKSoq43+HDh1FcXAxHR0cxJjExEQUFBWJMfHw8rK2t0aJFC+1eFBFRLVfZaAVlSUhIQM+ePSGTydCxY0ds2bKlxvtZHTw9PfHJJ59g2LBhZbbL5XKN5dtvv0X//v3Rvn17jThDQ0ONuGbNmoltMTExyM/PR3R0NLp16wZvb29Mnz4dK1asqNFrIyKqixpSDiIiotqFOYiIiHSFOYi0hfcaEdVVOi1myM3NFQsVACA9PR1KpRIZGRlo2bIlXnnlFY2lcePGkMvlsLa2BgDY2NjAw8MDkydPxpkzZ3DixAkEBQXB29sbCoUCADBmzBhIpVL4+/sjNTUVO3fuRFRUFEJCQnR12UREtVbJaAXr1q2rUnx6ejq8vLzQv39/KJVKzJgxA5MmTRKLzuqLrKws7N+/H/7+/qXaFi1ahJYtW8Le3h5Lly5FYWGh2JaUlARnZ2dIpVJxm7u7O9LS0pCTk1PmufLy8qBWqzUWIqKGgDmIiIh0hTmIiIh0hTmItIX3GhHVVTqdZiI5ORn9+/cX10sKDCZMmFDlCq+YmBgEBQVh4MCB0NPTw4gRI7B69Wqx3djYGAcPHkRgYCAcHBzQqlUrhIWFcXhvIqIyeHp6wtPTs8rxGzduhJWVFZYvXw7gSZHZ8ePHsXLlSri7u9dUN7Vu69atMDQ0LDUdxfTp09GzZ0+Ympri5MmTCA0NRWZmpjjygkqlgpWVlcY+FhYWYltZIwRFRkYiIiKihq6EiKj2Yg4iIiJdYQ4iIiJdYQ4ibeG9RkR1lU6LGVxcXCAIQpXjb9y4UWqbqakpYmNjK9zP1tYWx44de97uERFRJZKSkuDq6qqxzd3dHTNmzNBNh2pIdHQ0fHx8YGBgoLH96VF+bG1tIZVKMWXKFERGRkImk73QuUJDQzWOq1arYWlp+WIdJyKqxxpKDiIiotqHOYiIiHSFOYi0hfcaEdUWOp1mgoiI6jaVSiWONFDCwsICarUaf//9t456Vb2OHTuGtLQ0TJo0qdJYR0dHFBYWisV3crkcWVlZGjEl63K5vMxjyGQyGBkZaSxERFRaXc5Blc1VKpFIylyWLl0qxrRr165U+6JFizSOc+HCBfTt2xcGBgawtLTEkiVLtHF5RET1Xl3OQUREVLcxB5G28F4jotqCxQxEREQV+Pzzz+Hg4AA7O7tKY5VKJfT09GBubg4AcHJyQmJiIgoKCsSY+Ph4WFtblznFBBERNQyVzVWamZmpsURHR0MikWDEiBEacfPnz9eImzZtmtimVqvh5uaGtm3bIiUlBUuXLkV4eDg2bdpUo9dGRERERERERERUXXQ6zQQREdVt5Y08YGRkhCZNmuioV1WTm5uLa9euievp6elQKpUwNTVFmzZtADz5ImjXrl3i3HBPS0pKwunTp9G/f38YGhoiKSkJwcHBGDt2rFioMGbMGERERMDf3x9z5szBpUuXEBUVhZUrV2rnIomI6rG6nIMqm6v02dF7vv32W/Tv3x/t27fX2G5oaFjuSD8xMTHIz89HdHQ0pFIpunXrBqVSiRUrViAgIODfXwQRUQNWl3MQERHVbcxBpC2814iotuDIDERE9MKcnJxw6NAhjW3x8fFwcnLSUY+qLjk5Gfb29rC3twcAhISEwN7eHmFhYWLMjh07IAgCRo8eXWp/mUyGHTt2oF+/fujWrRsWLlyI4OBgjV+8Ghsb4+DBg0hPT4eDgwNmzpyJsLAwfolERFQN6nIOeh5ZWVnYv38//P39S7UtWrQILVu2hL29PZYuXYrCwkKxLSkpCc7OzpBKpeI2d3d3pKWlIScnp8xz5eXlQa1WayxERFRaQ8lBRERU+zAHkbbwXiOi2oIjMxARkaiy0QpCQ0Px+++/Y9u2bQCAd999F2vXrsXs2bPh5+eHw4cP46uvvsL+/ft1dQlV5uLiAkEQKowJCAgot/CgZ8+eOHXqVKXnsbW1xbFjx16oj0REDUlDykHPY+vWrTA0NMTw4cM1tk+fPh09e/aEqakpTp48idDQUGRmZmLFihUAnsxvamVlpbFPyXynKpWqzOmOIiMjERERUUNXQkRUezEHERGRrjAHkbbwXiOiuorFDEREWtKky6u67kKlkpOT0b9/f3E9JCQEADBhwgRs2bIFmZmZyMjIENutrKywf/9+BAcHIyoqCi+//DI+++wzuLu7a73vRERUvvYtOuu6C5ViDipbdHQ0fHx8YGBgoLG95PMBnhTOSaVSTJkyBZGRkZDJZC90rtDQUI3jqtVqWFpavljHiYj+v06tjXTdhUoxBxER1U98F0fa0qqpha67UCnea0RUV7GYgYiIRJWNVrBly5Yy9zl//nwN9oqIiBoC5qDSjh07hrS0NOzcubPSWEdHRxQWFuLGjRuwtrYud35T4Mncp2WRyWQvXAhBRFSXMQcREZGuMAeRtvBeI6K6Sk/XHSAiIiIiIqLSPv/8czg4OMDOzq7SWKVSCT09PZibmwN4Mr9pYmIiCgoKxJj4+HhYW1uXOcUEERERERERERFRbcNiBiIiIiIiIi3Kzc2FUqmEUqkE8M9cpU8P6alWq7Fr1y5MmjSp1P5JSUlYtWoVfv75Z/z222+IiYlBcHAwxo4dKxYqjBkzBlKpFP7+/khNTcXOnTsRFRWlMY0EERERERERERFRbcZpJoiIiIiIiLSosrlKAWDHjh0QBAGjR48utb9MJsOOHTsQHh6OvLw8WFlZITg4WKNQwdjYGAcPHkRgYCAcHBzQqlUrhIWFISAgoGYvjoiIiIiIiIiIqJqwmIGIiIiIqJqFxYfrugtUi1U2VykABAQElFt40LNnT5w6darS89ja2uLYsWMv1EciIiIiIiIiIiJd4zQTREREREREREREREREREREVKuwmIGIiIiIiIiIiIiIiIhqTGJiIgYPHgyFQgGJRIK9e/dqtPv6+kIikWgsHh4eGjH37t2Dj48PjIyMYGJiAn9/f+Tm5mrEXLhwAX379oWBgQEsLS2xZMmSmr40IiKqQSxmICIiIiIiIiIiIiIiohrz8OFD2NnZYd26deXGeHh4IDMzU1y+/PJLjXYfHx+kpqYiPj4e+/btQ2Jiosb0fGq1Gm5ubmjbti1SUlKwdOlShIeHY9OmTTV2XUREVLMa6boDREREREREREREREREVH95enrC09OzwhiZTAa5XF5m25UrVxAXF4ezZ8+iV69eAIA1a9Zg0KBBWLZsGRQKBWJiYpCfn4/o6GhIpVJ069YNSqUSK1as0Ch6ICKiuoMjMxAREREREREREREREZFOJSQkwNzcHNbW1pg6dSru3r0rtiUlJcHExEQsZAAAV1dX6Onp4fTp02KMs7MzpFKpGOPu7o60tDTk5OSUec68vDyo1WqNhYiIag+OzEBEpCX3dqzW6vlMvadr9XxERFR77ftlj1bP91aXYVo9HxER1V77zqdr9Xxv2Vtp9XxERFR78V1c3eLh4YHhw4fDysoK169fx0cffQRPT08kJSVBX18fKpUK5ubmGvs0atQIpqamUKlUAACVSgUrK83/FrCwsBDbWrRoUeq8kZGRiIiI+Fd9v3r3yr/a/3l1ammj1fMREekSR2YgIiIAT/7D/dVXX4WhoSHMzc0xdOhQpKWlVbrfrl270KVLFxgYGKB79+744YcftNBbIiKqT5iDiIhIV5iDiIhIV5iDNHl7e2PIkCHo3r07hg4din379uHs2bNISEio0fOGhobiwYMH4nLr1q0aPZ8u8F4jorqMxQxERAQAOHr0KAIDA3Hq1CnEx8ejoKAAbm5uePjwYbn7nDx5EqNHj4a/vz/Onz+PoUOHYujQobh06ZIWe05ERHUdcxAREekKcxAREekKc1DF2rdvj1atWuHatWsAALlcjuzsbI2YwsJC3Lt3D3K5XIzJysrSiClZL4l5lkwmg5GRkcZS3/BeI6K6jMUMREQEAIiLi4Ovry+6desGOzs7bNmyBRkZGUhJSSl3n6ioKHh4eGDWrFmwsbHBggUL0LNnT6xdu1aLPSciorqOOYiIiHSlIeWgqvwq8/HjxwgMDETLli3RvHlzjBgxotSXQhkZGfDy8kLTpk1hbm6OWbNmobCwUCMmISEBPXv2hEwmQ8eOHbFly5aavjwiojqnIeWgF3H79m3cvXsXrVu3BgA4OTnh/v37Gp/P4cOHUVxcDEdHRzEmMTERBQUFYkx8fDysra3LnGKioeC9RkR1GYsZiIioTA8ePAAAmJqalhuTlJQEV1dXjW3u7u5ISkqq0b4REVH9xhxERES6Up9zUFV+lRkcHIzvv/8eu3btwtGjR3Hnzh0MHz5cbC8qKoKXlxfy8/Nx8uRJbN26FVu2bEFYWJgYk56eDi8vL/Tv3x9KpRIzZszApEmTcODAAa1eLxFRXVOfcxAA5ObmQqlUQqlUAniSL5RKJTIyMpCbm4tZs2bh1KlTuHHjBg4dOoS3334bHTt2hLu7OwDAxsYGHh4emDx5Ms6cOYMTJ04gKCgI3t7eUCgUAIAxY8ZAKpXC398fqamp2LlzJ6KiohASEqKry66V6vu9RkT1i06LGRITEzF48GAoFApIJBLs3btXbCsoKMCcOXPQvXt3NGvWDAqFAuPHj8edO3c0jnHv3j34+PjAyMgIJiYm8Pf3R25urkbMhQsX0LdvXxgYGMDS0hJLlizRxuUREdVZxcXFmDFjBt544w288sor5capVCpYWFhobLOwsIBKparpLhIRUT3FHERERLpS33NQZb/KfPDgAT7//HOsWLECAwYMgIODAzZv3oyTJ0/i1KlTAICDBw/i8uXL2L59O3r06AFPT08sWLAA69atQ35+PgBg48aNsLKywvLly2FjY4OgoCC88847WLlypc6unYiotqvvOQgAkpOTYW9vD3t7ewBASEgI7O3tERYWBn19fVy4cAFDhgxB586d4e/vDwcHBxw7dgwymUw8RkxMDLp06YKBAwdi0KBB6NOnDzZt2iS2Gxsb4+DBg0hPT4eDgwNmzpyJsLAwBAQEaP16a6uGcK8RUf3SSJcnf/jwIezs7ODn56dR5Q0Ajx49wrlz5zBv3jzY2dkhJycH77//PoYMGYLk5GQxzsfHB5mZmWJF+cSJExEQEIDY2FgAgFqthpubG1xdXbFx40ZcvHgRfn5+MDExYQIjIipHYGAgLl26hOPHj+u6K0RE1MAwBxERka40tBz07K8yU1JSUFBQoPErzC5duqBNmzZISkpC7969kZSUhO7du2t8ueHu7o6pU6ciNTUV9vb25f6Sc8aMGeX2JS8vD3l5eeK6Wq2ujkskIqozGkIOcnFxgSAI5bZXZQQfU1NT8buf8tja2uLYsWPP3b+GoiHca0RUv+i0mMHT0xOenp5lthkbGyM+Pl5j29q1a/Haa68hIyMDbdq0wZUrVxAXF4ezZ8+iV69eAIA1a9Zg0KBBWLZsGRQKBWJiYpCfn4/o6GhIpVJ069YNSqUSK1asYDEDEVEZgoKCsG/fPiQmJuLll1+uMFYul5eaPzUrKwtyubwmu0hERPUUcxAREelKQ8tBZf0qU6VSQSqVwsTERCP26V9hlvcrzZK2imLUajX+/vtvNGnSpFR/IiMjERERUS3XRkRU1zS0HES6w3uNiOoinU4z8bwePHgAiUQiPlQlJSXBxMRELGQAAFdXV+jp6eH06dNijLOzM6RSqRjj7u6OtLQ05OTklHmevLw8qNVqjYWIqL4TBAFBQUHYs2cPDh8+DCsrq0r3cXJywqFDhzS2xcfHw8nJqaa6SURE9RBzEBER6UpDzUElv8rcsWOHrrsCAAgNDcWDBw/E5datW7ruEhFRjWuoOYi0j/caEdVldaaY4fHjx5gzZw5Gjx4NIyMjAE8qvc3NzTXiGjVqBFNT0+eqGH9WZGQkjI2NxcXS0rK6L4eIqNYJDAzE9u3bERsbC0NDQ6hUKqhUKvz9999izPjx4xEaGiquv//++4iLi8Py5cvxyy+/IDw8HMnJyQgKCtLFJRARUR3FHERERLrSEHNQya8yjxw5ovGrTLlcjvz8fNy/f18j/ulfYZb3K82StopijIyMyhyVAQBkMhmMjIw0FiKi+q4h5iDSDd5rRFSX6XSaiaoqKCjAqFGjIAgCNmzYUOPnCw0NRUhIiLiuVqtZ0EBE/5qp93Rdd6FCJX9fXVxcNLZv3rwZvr6+AICMjAzo6f1TB/f6668jNjYWc+fOxUcffYROnTph79694jCltVliYiKWLl2KlJQUZGZmYs+ePRg6dKjY7uvri61bt2rs4+7ujri4OHH93r17mDZtGr7//nvo6elhxIgRiIqKQvPmzcWYCxcuIDAwEGfPnoWZmRmmTZuG2bNn1/j1ERE97a0uw3TdhQo1tBxERNSQvGVf+S//dKkh5SBBEDBt2jTs2bMHCQkJpX6V6eDggMaNG+PQoUMYMWIEACAtLQ0ZGRnirzCdnJywcOFCZGdniz8wio+Ph5GREbp27SrG/PDDDxrH5i85iUgX+C6OtKVTSxtdd6FCvNeIqC6r9cUMJYUMN2/exOHDhzUqs+VyObKzszXiCwsLce/eveeqGH+WTCaDTCarzssgIqr1BEGoNCYhIaHUtpEjR2LkyJE10KOa9fDhQ9jZ2cHPzw/Dhw8vM8bDwwObN28W15/NDT4+PsjMzER8fDwKCgowceJEBAQEIDY2FsCTYjg3Nze4urpi48aNuHjxIvz8/GBiYoKAgICauzgiojqmoeUgIiKqPRpSDgoMDERsbCy+/fZb8VeZAGBsbIwmTZrA2NgY/v7+CAkJgampKYyMjDBt2jQ4OTmhd+/eAAA3Nzd07doV48aNw5IlS6BSqTB37lwEBgaKz0vvvvsu1q5di9mzZ8PPzw+HDx/GV199hf379+vs2omIaqOGlINIt3ivEVFdVquLGUoKGa5evYojR46gZcuWGu1OTk64f/8+UlJS4ODgAAA4fPgwiouL4ejoKMZ8/PHHKCgoQOPGjQE8qQa3trZGixYttHtBRERUa3h6esLT07PCGJlMVm7h25UrVxAXF4ezZ8+iV69eAIA1a9Zg0KBBWLZsGRQKBWJiYpCfn4/o6GhIpVJ069YNSqUSK1asYDEDERERERFpVVV+lbly5Upx1Lm8vDy4u7tj/fr1Yqy+vj727duHqVOnwsnJCc2aNcOECRMwf/58McbKygr79+9HcHAwoqKi8PLLL+Ozzz6Du7t7jV8jERERERHVLzotZsjNzcW1a9fE9fT0dCiVSpiamqJ169Z45513cO7cOezbtw9FRUVixbipqSmkUilsbGzg4eGByZMnY+PGjSgoKEBQUBC8vb2hUCgAAGPGjEFERAT8/f0xZ84cXLp0CVFRUVi5cqVOrpmIiOqOhIQEmJubo0WLFhgwYAA++eQTsbAuKSkJJiYmYiEDALi6ukJPTw+nT5/GsGHDkJSUBGdnZ0ilUjHG3d0dixcvRk5OTplFdXl5ecjLyxPX1Wp1DV4hERERERE1FFX5VaaBgQHWrVuHdevWlRvTtm3bUtNIPMvFxQXnz59/7j4SERERERE9Ta/ykJqTnJwMe3t72NvbAwBCQkJgb2+PsLAw/P777/juu+9w+/Zt9OjRA61btxaXkydPiseIiYlBly5dMHDgQAwaNAh9+vTBpk2bxHZjY2McPHgQ6enpcHBwwMyZMxEWFsZfxBKRhmS3flVeqGHw8PDAtm3bcOjQISxevBhHjx6Fp6cnioqKAAAqlUqcI7ZEo0aNYGpqKhbfqVQqWFhYaMSUrJfEPCsyMhLGxsbiYmlpWd2XRkREOpaYmIjBgwdDoVBAIpFg7969Gu2+vr6QSCQai4eHh0bMvXv34OPjAyMjI5iYmMDf3x+5ubkaMRcuXEDfvn1hYGAAS0tLLFmypKYvjYiIiIiIiIiIqNrodGQGFxeXCqvCq1IxbmpqKs5NXh5bW1scO3bsuftHREQNl7e3t/jv7t27w9bWFh06dEBCQgIGDhxYY+cNDQ1FSEiIuK5Wq1nQQERUzzx8+BB2dnbw8/PD8OHDy4zx8PDA5s2bxfWSechL+Pj4IDMzE/Hx8SgoKMDEiRMREBAgPhup1Wq4ubnB1dUVGzduxMWLF+Hn5wcTExMWdhMRERERERERUZ2g02IGIiKiuqJ9+/Zo1aoVrl27hoEDB0IulyM7O1sjprCwEPfu3YNcLgcAyOVyZGVlacSUrJfEPEsmk5X6woqIiOoXT09PeHp6Vhgjk8nKzRVXrlxBXFwczp49K053tGbNGgwaNAjLli2DQqFATEwM8vPzER0dDalUim7dukGpVGLFihUsZiAiIiIiIiIiojpBp9NMEBER1RW3b9/G3bt30bp1awCAk5MT7t+/j5SUFDHm8OHDKC4uhqOjoxiTmJiIgoICMSY+Ph7W1tZo0aKFdi+AiIjqlISEBJibm8Pa2hpTp07F3bt3xbakpCSYmJiIhQwA4OrqCj09PZw+fVqMcXZ2hlQqFWPc3d2RlpaGnJycMs+Zl5cHtVqtsRAREREREREREekKixmIiKhBys3NhVKphFKpBACkp6dDqVQiIyMDubm5mDVrFk6dOoUbN27g0KFDePvtt9GxY0e4u7sDAGxsbODh4YHJkyfjzJkzOHHiBIKCguDt7Q2FQgEAGDNmDKRSKfz9/ZGamoqdO3ciKipKYxoJIiKiZ3l4eGDbtm04dOgQFi9ejKNHj8LT0xNFRUUAAJVKBXNzc419GjVqBFNTU6hUKjHGwsJCI6ZkvSTmWZGRkTA2NhYXTnNERERERERERES6xGkmiIioQUpOTkb//v3F9ZICgwkTJmDDhg24cOECtm7divv370OhUMDNzQ0LFizQmAIiJiYGQUFBGDhwIPT09DBixAisXr1abDc2NsbBgwcRGBgIBwcHtGrVCmFhYRzem4iIKuTt7S3+u3v37rC1tUWHDh2QkJCAgQMH1th5Q0NDNQru1Go1CxqIiIiIiIiIiEhnWMxAREQNkouLCwRBKLf9wIEDlR7D1NQUsbGxFcbY2tri2LFjz90/IiKiEu3bt0erVq1w7do1DBw4EHK5HNnZ2RoxhYWFuHfvHuRyOQBALpcjKytLI6ZkvSTmWTKZTKNoj4iIiIiIiIiISJdYzEBEpCV3Ppyo1fMpFm3W6vmIiKj2CosP1+r55r+p3fPVd7dv38bdu3fRunVrAICTkxPu37+PlJQUODg4AAAOHz6M4uJiODo6ijEff/wxCgoK0LhxYwBAfHw8rK2t0aJFC91cCBE1SKG7Tmv1fJEjHbV6PiIiqr34Lo605WRGglbP93obF62ej4hIl/R03QEiIqodNmzYAFtbWxgZGcHIyAhOTk748ccfK9xn165d6NKlCwwMDNC9e3f88MMPWuotERHVJw0tB+Xm5kKpVEKpVAIA0tPToVQqkZGRgdzcXMyaNQunTp3CjRs3cOjQIbz99tvo2LEj3N3dAQA2Njbw8PDA5MmTcebMGZw4cQJBQUHw9vaGQqEAAIwZMwZSqRT+/v5ITU3Fzp07ERUVpTGNBBERNbwcREREtQdzEGkL7zUiqstYzEBERACAl19+GYsWLUJKSgqSk5MxYMAAvP3220hNTS0z/uTJkxg9ejT8/f1x/vx5DB06FEOHDsWlS5e03HMiIqrrGloOSk5Ohr29Pezt7QEAISEhsLe3R1hYGPT19XHhwgUMGTIEnTt3hr+/PxwcHHDs2DGNKSBiYmLQpUsXDBw4EIMGDUKfPn2wadMmsd3Y2BgHDx5Eeno6HBwcMHPmTISFhSEgIEDr10tEVJs1tBxERES1B3MQaQvvNSKqyzjNBBERAQAGDx6ssb5w4UJs2LABp06dQrdu3UrFR0VFwcPDA7NmzQIALFiwAPHx8Vi7di02btyolT4TEVH90NBykIuLCwRBKLf9wIEDlR7D1NQUsbGxFcbY2tri2LFjz90/IqKGpKHlICIiqj2Yg0hbeK8RUV3GYgYiIiqlqKgIu3btwsOHD+Hk5FRmTFJSUqmhqt3d3bF3714t9JCIiOor5iAiotL2nU+vcuxb9lY12JP6jTmIiIh0hTmItIX3GhHVNSxmICIi0cWLF+Hk5ITHjx+jefPm2LNnD7p27VpmrEqlgoWFhcY2CwsLqFQqbXSViIjqGeYgIiLSFeYgIiLSFeYg0hbea0RUV+npugNERFR7WFtbQ6lU4vTp05g6dSomTJiAy5cv67pbRETUADAHERGRrjAHERGRrjAHkbbwXiOiuoojMxARkUgqlaJjx44AAAcHB5w9exZRUVH4v//7v1KxcrkcWVlZGtuysrIgl8u10lciIqpfmIOIiEhXmIOIiEhXmINIW3ivEVFdxZEZiIioXMXFxcjLyyuzzcnJCYcOHdLYFh8fX+5ca0RERM+DOYiIiHSFOYiIiHSFOYi0hfcaEdUVLGYgIiIAQGhoKBITE3Hjxg1cvHgRoaGhSEhIgI+PDwBg/PjxCA0NFePff/99xMXFYfny5fjll18QHh6O5ORkBAUF6eoSiIiojmIOIiIiXWEOIiIiXWloOSgxMRGDBw+GQqGARCLB3r17xbaCggLMmTMH3bt3R7NmzaBQKDB+/HjcuXNH4xjt2rWDRCLRWBYtWqQRc+HCBfTt2xcGBgawtLTEkiVLtHF5tVpDu9eIqH7hNBNERFqiWLRZ112oUHZ2NsaPH4/MzEwYGxvD1tYWBw4cwJtvvgkAyMjIgJ7ePzVwr7/+OmJjYzF37lx89NFH6NSpE/bu3YtXXnlFV5dARETlmP9muK67UCHmICKi+itypKOuu1Ah5iAiovqL7+Jql4cPH8LOzg5+fn4YPny4RtujR49w7tw5zJs3D3Z2dsjJycH777+PIUOGIDk5WSN2/vz5mDx5srhuaGgo/lutVsPNzQ2urq7YuHEjLl68CD8/P5iYmCAgIKDGru31Ni41duzq0NDuNSKqX1jMQEREAIDPP/+8wvaEhIRS20aOHImRI0fWUI+IiKihYA4iIiJdYQ4iIiJdaWg5yNPTE56enmW2GRsbIz4+XmPb2rVr8dprryEjIwNt2rQRtxsaGkIul5d5nJiYGOTn5yM6OhpSqRTdunWDUqnEihUrarSYobZraPcaEdUvnGaCiIiIiIiIiIiIiIiIao0HDx5AIpHAxMREY/uiRYvQsmVL2NvbY+nSpSgsLBTbkpKS4OzsDKlUKm5zd3dHWloacnJyyjxPXl4e1Gq1xkJERLUHR2YgIiIiIiIiIiIiIiKiWuHx48eYM2cORo8eDSMjI3H79OnT0bNnT5iamuLkyZMIDQ1FZmYmVqxYAQBQqVSwsrLSOJaFhYXY1qJFi1LnioyMRERERA1eDRER/RssZiAiIiIiIiIiIiIiIiKdKygowKhRoyAIAjZs2KDRFhISIv7b1tYWUqkUU6ZMQWRkJGQy2QudLzQ0VOO4arUalpaWL9Z5IiKqdixmICIiIiIiIiIiIiIiIp0qKWS4efMmDh8+rDEqQ1kcHR1RWFiIGzduwNraGnK5HFlZWRoxJetyubzMY8hkshcuhCAiopqnp8uTJyYmYvDgwVAoFJBIJNi7d69GuyAICAsLQ+vWrdGkSRO4urri6tWrGjH37t2Dj48PjIyMYGJiAn9/f+Tm5mrEXLhwAX379oWBgQEsLS2xZMmSmr40IiIiIiIiIiIiIiIiqoKSQoarV6/ip59+QsuWLSvdR6lUQk9PD+bm5gAAJycnJCYmoqCgQIyJj4+HtbV1mVNMEBFR7afTYoaHDx/Czs4O69atK7N9yZIlWL16NTZu3IjTp0+jWbNmcHd3x+PHj8UYHx8fpKamIj4+Hvv27UNiYiICAgLEdrVaDTc3N7Rt2xYpKSlYunQpwsPDsWnTphq/PiIiIiIiIiIiIiIiooYuNzcXSqUSSqUSAJCeng6lUomMjAwUFBTgnXfeQXJyMmJiYlBUVASVSgWVSoX8/HwAQFJSElatWoWff/4Zv/32G2JiYhAcHIyxY8eKhQpjxoyBVCqFv78/UlNTsXPnTkRFRWlMI0FERHWLTqeZ8PT0hKenZ5ltgiBg1apVmDt3Lt5++20AwLZt22BhYYG9e/fC29sbV65cQVxcHM6ePYtevXoBANasWYNBgwZh2bJlUCgUiImJQX5+PqKjoyGVStGtWzcolUqsWLFCo+iBiIiIiIiIiIiIiIiIql9ycjL69+8vrpcUGEyYMAHh4eH47rvvAAA9evTQ2O/IkSNwcXGBTCbDjh07EB4ejry8PFhZWSE4OFijUMHY2BgHDx5EYGAgHBwc0KpVK4SFhfG7ICKiOkynxQwVSU9Ph0qlgqurq7jN2NgYjo6OSEpKgre3N5KSkmBiYiIWMgCAq6sr9PT0cPr0aQwbNgxJSUlwdnaGVCoVY9zd3bF48WLk5OSUObRQXl4e8vLyxHW1Wl1DV0lERERERERERERERFS/ubi4QBCEctsragOAnj174tSpU5Wex9bWFseOHXvu/hERUe2k02kmKqJSqQAAFhYWGtstLCzENpVKJc6FVKJRo0YwNTXViCnrGE+f41mRkZEwNjYWF0tLy39/QUREVKskJiZi8ODBUCgUkEgk2Lt3r9hWUFCAOXPmoHv37mjWrBkUCgXGjx+PO3fuaByjXbt2kEgkGsuiRYs0Yi5cuIC+ffvCwMAAlpaWWLJkiTYuj4iIiIiIiIiIiIiIqE6rtSMz6FJoaKjG0ERqtZoFDUT0ryW79dPq+XodPKrV89U1Dx8+hJ2dHfz8/DB8+HCNtkePHuHcuXOYN28e7OzskJOTg/fffx9DhgxBcnKyRuz8+fMxefJkcd3Q0FD8t1qthpubG1xdXbFx40ZcvHgRfn5+MDEx4fB2RKRVb64dq9XzxQdt1+r5iIio9vJcuFer5/vx46FaPR8REdVefBdH2rLr0pdaPd/IV0Zr9XxERLpUa0dmkMvlAICsrCyN7VlZWWKbXC5Hdna2RnthYSHu3bunEVPWMZ4+x7NkMhmMjIw0FiKihmbRokWQSCSYMWNGhXG7du1Cly5dYGBggO7du+OHH37QTgf/JU9PT3zyyScYNmxYqTZjY2PEx8dj1KhRsLa2Ru/evbF27VqkpKQgIyNDI9bQ0BByuVxcmjVrJrbFxMQgPz8f0dHR6NatG7y9vTF9+nSsWLGixq+PiKguq+85iIiIai/mICIi0hXmINIW3mtEVJfU2mIGKysryOVyHDp0SNymVqtx+vRpODk5AQCcnJxw//59pKSkiDGHDx9GcXExHB0dxZjExEQUFBSIMfHx8bC2tkaLFi20dDVERHXL2bNn8X//93+wtbWtMO7kyZMYPXo0/P39cf78eQwdOhRDhw7FpUuXtNRT7Xnw4AEkEglMTEw0ti9atAgtW7aEvb09li5disLCQrEtKSkJzs7OkEql4jZ3d3ekpaUhJyenzPPk5eVBrVZrLEREDQlzEBER6QpzEBER6QpzEGkL7zUiqmt0WsyQm5sLpVIJpVIJAEhPT4dSqURGRoZYFfbJJ5/gu+++w8WLFzF+/HgoFAoMHToUAGBjYwMPDw9MnjwZZ86cwYkTJxAUFARvb28oFAoAwJgxYyCVSuHv74/U1FTs3LkTUVFRGtNIEBHRP3Jzc+Hj44P//e9/lRZ9RUVFwcPDA7NmzYKNjQ0WLFiAnj17Yu3atVrqrXY8fvwYc+bMwejRozVG65k+fTp27NiBI0eOYMqUKfj0008xe/ZssV2lUsHCwkLjWCXrKpWqzHNFRkbC2NhYXDjNERE1JA0lByUmJmLw4MFQKBSQSCTYu3ev2FZQUIA5c+age/fuaNasGRQKBcaPH487d+5oHKNdu3aQSCQay6JFizRiLly4gL59+8LAwACWlpZYsmSJNi6PiKhOaig5iIiIah/mINIW3mtEVBfptJghOTkZ9vb2sLe3BwCEhITA3t4eYWFhAIDZs2dj2rRpCAgIwKuvvorc3FzExcXBwMBAPEZMTAy6dOmCgQMHYtCgQejTpw82bdokthsbG+PgwYNIT0+Hg4MDZs6cibCwMM5VTkRUjsDAQHh5ecHV1bXS2KSkpFJx7u7uSEpKqqnuaV1BQQFGjRoFQRCwYcMGjbaQkBC4uLjA1tYW7777LpYvX441a9YgLy/vhc8XGhqKBw8eiMutW7f+7SUQEdUZDSUHPXz4EHZ2dli3bl2ptkePHuHcuXOYN28ezp07h927dyMtLQ1DhgwpFTt//nxkZmaKy7Rp08Q2tVoNNzc3tG3bFikpKVi6dCnCw8M1npWIiOgfDSUHERFR7cMcRNrCe42I6qJGujy5i4sLBEEot10ikWD+/PmYP39+uTGmpqaIjY2t8Dy2trY4duzYC/eTiKih2LFjB86dO4ezZ89WKb68kQfKG3WgrikpZLh58yYOHz6sMSpDWRwdHVFYWIgbN27A2toacrkcWVlZGjEl63K5vMxjyGQyyGSy6rkAIqI6pCHlIE9PT3h6epbZZmxsjPj4eI1ta9euxWuvvYaMjAy0adNG3G5oaFhuPomJiUF+fj6io6MhlUrRrVs3KJVKrFixgoXdRETPaEg5iIiIahfmINIW3mtEVFfpdGQGIiKqPW7duoX3338fMTExGiPgNFQlhQxXr17FTz/9hJYtW1a6j1KphJ6eHszNzQEATk5OSExMREFBgRgTHx8Pa2vrSodyIyJqSJiDKvbgwQNIJBKYmJhobF+0aBFatmwJe3t7LF26FIWFhWJbUlISnJ2dIZVKxW3u7u5IS0tDTk5OmefJy8uDWq3WWIiI6jvmICIi0hXmINIW3mtEVJfpdGQGIiKqPVJSUpCdnY2ePXuK24qKipCYmIi1a9ciLy8P+vr6GvuUN/JAeb8SrU1yc3Nx7do1cT09PR1KpRKmpqZo3bo13nnnHZw7dw779u1DUVGRWHVsamoKqVSKpKQknD59Gv3794ehoSGSkpIQHByMsWPHioUKY8aMQUREBPz9/TFnzhxcunQJUVFRWLlypU6umYiotmpoOeh5PH78GHPmzMHo0aM1RgiaPn06evbsCVNTU5w8eRKhoaHIzMzEihUrADz5FY2VlZXGsUp+VaNSqcosqouMjEREREQNXg0RUe3DHERERLrCHETawnuNiOoyFjMQEREAYODAgbh48aLGtokTJ6JLly6YM2dOqf+gBZ6MPHDo0CHMmDFD3BYfHw8nJ6ea7u6/lpycjP79+4vrISEhAIAJEyYgPDwc3333HQCgR48eGvsdOXIELi4ukMlk2LFjB8LDw5GXlwcrKysEBweLxwGeDBV+8OBBBAYGwsHBAa1atUJYWBiH9yYiekZDy0FVVTJKkCAI2LBhg0bb0/nG1tYWUqkUU6ZMQWRk5AtPVxQaGqpxXLVaDUtLyxfrPBFRHcEcREREusIcRNrCe42I6jIWMxAREYAn826/8sorGtuaNWuGli1bitvHjx+Pl156CZGRkQCA999/H/369cPy5cvh5eWFHTt2IDk5GZs2bdJ6/5+Xi4sLBEEot72iNgDo2bMnTp06Vel5bG1tcezYsefuHxFRQ9LQclBVlBQy3Lx5E4cPH9YYlaEsjo6OKCwsxI0bN2BtbV3ur2gAlPtLGplM9sKFEEREdRVzEBER6QpzEGkL7zUiqstYzEBEpCW9Dh7VdRf+tYyMDOjp6Ynrr7/+OmJjYzF37lx89NFH6NSpE/bu3VvqP46JiEi34oO267oL/1pDykElhQxXr17FkSNH0LJly0r3USqV0NPTg7m5OYAnv6L5+OOPUVBQgMaNGwN48isaa2vrMqeYICKqKT9+PFTXXfjX6lMOSkxMxNKlS5GSkoLMzEzs2bMHQ4cOFdt9fX2xdetWjX3c3d0RFxcnrt+7dw/Tpk3D999/Dz09PYwYMQJRUVFo3ry5GHPhwgUEBgbi7NmzMDMzw7Rp0zB79uwavz4ioqfxXRxpy8hXRuu6C/8a7zUiqq1YzEBEROVKSEiocB0ARo4ciZEjR2qnQ0RE1GDU5xyUm5uLa9euievp6elQKpUwNTVF69at8c477+DcuXPYt28fioqKoFKpAACmpqaQSqVISkrC6dOn0b9/fxgaGiIpKQnBwcEYO3asWKgwZswYREREwN/fH3PmzMGlS5cQFRWFlStX6uSaiYjqkvqcgx4+fAg7Ozv4+flh+PDhZcZ4eHhg8+bN4vqzo/b4+PggMzMT8fHxKCgowMSJExEQEIDY2FgAT6YpcnNzg6urKzZu3IiLFy/Cz88PJiYmnHKPiKgS9TkHUe3Ce42I6goWMxAREREREWlRcnIy+vfvL66HhIQAACZMmIDw8HB89913AIAePXpo7HfkyBG4uLhAJpNhx44dCA8PR15eHqysrBAcHCweBwCMjY1x8OBBBAYGwsHBAa1atUJYWBi/RCIiauA8PT3h6elZYYxMJit3SqIrV64gLi4OZ8+eRa9evQAAa9aswaBBg7Bs2TIoFArExMQgPz8f0dHRkEql6NatG5RKJVasWFFuHsrLy0NeXp64rlarX/AKiYiIiIioPmExAxERERERkRa5uLhAEIRy2ytqA4CePXvi1KlTlZ7H1tYWx44de+7+ERFRw5aQkABzc3O0aNECAwYMwCeffCJOeZSUlAQTExOxkAEAXF1doaenh9OnT2PYsGFISkqCs7MzpFKpGOPu7o7FixcjJyenzOmOIiMjERERUfMXR0REREREdYpe5SGlDRgwAPfv3y+1Xa1WY8CAAf+2T0REROViDiIiIl1hDiIiIl3QZv7x8PDAtm3bcOjQISxevBhHjx6Fp6cnioqKAAAqlQrm5uYa+zRq1AimpqbitEgqlQoWFhYaMSXrJTHPCg0NxYMHD8Tl1q1b1XpdRET0YvgMREREuvZCIzMkJCQgPz+/1PbHjx/zlz9ERFSjmIOIiEhXmIOIiEgXtJl/vL29xX93794dtra26NChAxISEjBw4MBqPdfTZDIZZDJZjR2fiIheDJ+BiIhI156rmOHChQvivy9fvqxRTV1UVIS4uDi89NJL1dc7IiKi/485iIiIdIU5iIiIdKE25J/27dujVatWuHbtGgYOHAi5XI7s7GyNmMLCQty7dw9yuRwAIJfLkZWVpRFTsl4SQ0REtVttyEFERETAcxYz9OjRAxKJBBKJpMwhhJo0aYI1a9ZUW+eIiIhKMAcREZGuMAcREZEu1Ib8c/v2bdy9exetW7cGADg5OeH+/ftISUmBg4MDAODw4cMoLi6Go6OjGPPxxx+joKAAjRs3BgDEx8fD2toaLVq0qNH+EhFR9agNOYiIiAh4zmKG9PR0CIKA9u3b48yZMzAzMxPbpFIpzM3Noa+vX+2dJCIiYg4iIiJdYQ4iIiJdqIn8k5ubi2vXrmmcQ6lUwtTUFKampoiIiMCIESMgl8tx/fp1zJ49Gx07doS7uzsAwMbGBh4eHpg8eTI2btyIgoICBAUFwdvbGwqFAgAwZswYREREwN/fH3PmzMGlS5cQFRWFlStXVsOnQkRE2sBnICIiqi2eq5ihbdu2AIDi4uIa6QwREVF5mIOIiEhXmIOIiEgXaiL/JCcno3///uJ6SEgIAGDChAnYsGEDLly4gK1bt+L+/ftQKBRwc3PDggULIJPJxH1iYmIQFBSEgQMHQk9PDyNGjMDq1avFdmNjYxw8eBCBgYFwcHBAq1atEBYWhoCAgGq7DiIiqll8BiIiotriuYoZnnb16lUcOXIE2dnZpRJaWFjYv+4YERFReZiDiIhIV5iDiIhIF6or/7i4uEAQhHLbDxw4UOkxTE1NERsbW2GMra0tjh07VuV+ERFR7cVnICIi0qUXKmb43//+h6lTp6JVq1aQy+WQSCRim0QiYQIjIipDtHU3rZ7PLy1Vq+fTFuYgIqLnp3ivt1bPd2f9Ka2eT1uYg4iInl+HsasrD6pG17dP1+r5tIH5h4joxfBd3L9XnTkoMTERS5cuRUpKCjIzM7Fnzx4MHTpUbBcEAf/973/xv//9D/fv38cbb7yBDRs2oFOnTmLMvXv3MG3aNHz//ffi6EBRUVFo3ry5GHPhwgUEBgbi7NmzMDMzw7Rp0zB79ux/90FUYsXx5TV6/GeF9Jmp1fMREemS3ovs9Mknn2DhwoVQqVRQKpU4f/68uJw7d666+0hERFoQHh4OiUSisXTp0qXCfXbt2oUuXbrAwMAA3bt3xw8//FDj/WQOIiKqf5iDiIhIV+pCDmL+ISKqnxpaDnr48CHs7Oywbt26MtuXLFmC1atXY+PGjTh9+jSaNWsGd3d3PH78WIzx8fFBamoq4uPjsW/fPiQmJmpMY6RWq+Hm5oa2bdsiJSUFS5cuRXh4ODZt2vRiH0A9URfuNSKi8rxQMUNOTg5GjhxZ3X0hIiId69atGzIzM8Xl+PHj5caePHkSo0ePhr+/P86fP4+hQ4di6NChuHTpUo32kTmIiKh+Yg4iIiJdqe05iPmHiKj+akg5yNPTE5988gmGDRtWqk0QBKxatQpz587F22+/DVtbW2zbtg137tzB3r17AQBXrlxBXFwcPvvsMzg6OqJPnz5Ys2YNduzYgTt37gAAYmJikJ+fj+joaHTr1g3e3t6YPn06VqxYUS3XUJfV9nuNiKg8L1TMMHLkSBw8eLC6+0JERDrWqFEjyOVycWnVqlW5sVFRUfDw8MCsWbNgY2ODBQsWoGfPnli7dm2N9pE5iIiofmIOIiIiXantOYj5h4io/mIOeiI9PR0qlQqurq7iNmNjYzg6OiIpKQkAkJSUBBMTE/Tq1UuMcXV1hZ6eHk6fPi3GODs7QyqVijHu7u5IS0tDTk5OmefOy8uDWq3WWOqj2n6vERGVp9GL7NSxY0fMmzcPp06dQvfu3dG4cWON9unT69/8hEREDcHVq1ehUChgYGAAJycnREZGok2bNmXGJiUlISQkRGObu7u7WC1dU5iDiIjqJ+YgIiLSldqeg5h/iIjqL+agJ1QqFQDAwsJCY7uFhYXYplKpYG5urtHeqFEjmJqaasRYWVmVOkZJW4sWLUqdOzIyEhEREdVyHbVZbb/XiIjK80LFDJs2bULz5s1x9OhRHD16VKNNIpHwIYqIqA5ydHTEli1bYG1tjczMTERERKBv3764dOkSDA0NS8WrVKoKHzBqCnMQEVH9wxxERES6UhdyEPMPEVH9xBxUO4SGhmp8ca9Wq2FpaanDHlW/unCvERGV54WKGdLT06u7H2UqKipCeHg4tm/fDpVKBYVCAV9fX8ydOxcSiQTAk7mU/vvf/+J///sf7t+/jzfeeAMbNmxAp06dxOPcu3cP06ZNw/fffw89PT2MGDECUVFRaN68uVaug4ioLvD09BT/bWtrC0dHR7Rt2xZfffUV/P39ddgzTdrKQUREpD3MQUREpCt1IQcx/xAR1U/MQf+Qy+UAgKysLLRu3VrcnpWVhR49eogx2dnZGvsVFhbi3r174v5yuRxZWVkaMSXrJTHPkslkkMlk1XIdtVVduNeIiMqjp+sOVGTx4sXYsGED1q5diytXrmDx4sVYsmQJ1qxZI8YsWbIEq1evxsaNG3H69Gk0a9YM7u7uePz4sRjj4+OD1NRUxMfHY9++fUhMTERAQIAuLomIqM4wMTFB586dce3atTLby3s4KO/BgIiIqKqYg4iISFeYg4iISFcacg6ysrKCXC7HoUOHxG1qtRqnT5+Gk5MTAMDJyQn3799HSkqKGHP48GEUFxfD0dFRjElMTERBQYEYEx8fD2tr6zKnmGioGvK9RkR1zwuNzODn51dhe3R09At15lknT57E22+/DS8vLwBAu3bt8OWXX+LMmTMAnozKsGrVKsydOxdvv/02AGDbtm2wsLDA3r174e3tjStXriAuLg5nz55Fr169AABr1qzBoEGDsGzZMigUimrpKxFRfZObm4vr169j3LhxZbY7OTnh0KFDmDFjhrgtPj5efMCoKdrKQUREpDvMQUREpCu1MQcx/xARNQz1PQfl5uZqfHmenp4OpVIJU1NTtGnTBjNmzMAnn3yCTp06wcrKCvPmzYNCocDQoUMBADY2NvDw8MDkyZOxceNGFBQUICgoCN7e3uL3PGPGjEFERAT8/f0xZ84cXLp0CVFRUVi5cuXzX3w9VhvvNSKi8rzQyAw5OTkaS3Z2Ng4fPozdu3fj/v371da5119/HYcOHcKvv/4KAPj5559x/PhxcUic9PR0qFQquLq6ivsYGxvD0dERSUlJAICkpCSYmJiIhQwA4OrqCj09PZw+fbrM8+bl5UGtVmssRET13QcffICjR4/ixo0bOHnyJIYNGwZ9fX2MHj0aADB+/HiEhoaK8e+//z7i4uKwfPly/PLLLwgPD0dycjKCgoJqtJ/VlYMSExMxePBgKBQKSCQS7N27V6NdEASEhYWhdevWaNKkCVxdXXH16lWNmHv37sHHxwdGRkYwMTGBv78/cnNzNWIuXLiAvn37wsDAAJaWlliyZMmLXjoRUb3V0HIQERHVHnUhBzH/EBHVTw0tByUnJ8Pe3h729vYAgJCQENjb2yMsLAwAMHv2bEybNg0BAQF49dVXkZubi7i4OBgYGIjHiImJQZcuXTBw4EAMGjQIffr0waZNm8R2Y2NjHDx4EOnp6XBwcMDMmTMRFhbW4Efqrgv3GlFV7br0ZZkL1V8vNDLDnj17Sm0rLi7G1KlT0aFDh3/dqRIffvgh1Go1unTpAn19fRQVFWHhwoXw8fEBAKhUKgCAhYWFxn4WFhZim0qlgrm5uUZ7o0aNYGpqKsY8KzIyEhEREdV2HUREAOCXlqrrLlTo9u3bGD16NO7evQszMzP06dMHp06dgpmZGQAgIyMDenr/1MC9/vrriI2Nxdy5c/HRRx+hU6dO2Lt3L1555ZUa7Wd15aCHDx/Czs4Ofn5+GD58eKn2kmmMtm7dKlaDu7u74/Lly+JDlI+PDzIzMxEfH4+CggJMnDgRAQEBiI2NBfBkODw3Nze4urpi48aNuHjxIvz8/GBiYtLgH6KISLvurD+l6y5UqKHlICKihuT69um67kKF6kIOYv4hInoxfBf371VnDnJxcYEgCOW2SyQSzJ8/H/Pnzy83xtTUVHzvVh5bW1scO3bsufr2b4X0manV8z2vunCvERGV54WKGcqip6eHkJAQuLi4YPbs2dVyzK+++goxMTGIjY1Ft27doFQqMWPGDCgUCkyYMKFazlGW0NBQhISEiOtqtRqWlpY1dj4iotpgx44dFbYnJCSU2jZy5EiMHDmyhnpUdS+Sgzw9PcWRfp5VXdMYxcTEID8/H9HR0ZBKpWIuW7FiBYsZiIie0tByEBER1R51NQcx/xAR1X3MQaQtdfVeIyICXnCaifJcv34dhYWF1Xa8WbNm4cMPP4S3tze6d++OcePGITg4GJGRkQAAuVwOAMjKytLYLysrS2yTy+XIzs7WaC8sLMS9e/fEmGfJZDIYGRlpLEREVLtVZw6qrmmMkpKS4OzsDKlUKsa4u7sjLS0NOTk5ZZ6bUx0REdU9z5uDONURERFVh+p+D0dERFRVzEFERKQtLzQyw9OjFgBPXrZlZmZi//791TpiwqNHjzSGtgEAfX19FBcXAwCsrKwgl8tx6NAh9OjRA8CTURROnz6NqVOnAgCcnJxw//59pKSkwMHBAQBw+PBhFBcXw9HRsdr6SkRE2qGNHFRd0xipVCpYWVmVOkZJW4sWLUqdm1MdERHVXtWVgzjVERERPQ9tvYcjIiJ6FnMQERHp2gsVM5w/f15jXU9PD2ZmZli+fDn8/PyqpWMAMHjwYCxcuBBt2rRBt27dcP78eaxYsUI8h0QiwYwZM/DJJ5+gU6dO4os+hUKBoUOHAgBsbGzg4eGByZMnY+PGjSgoKEBQUBC8vb2hUCiqra9ERKQd2spBusKpjoiIaq/qykGc6oiIiJ5HfX8GIiKi2os5iIiIdO2FihmOHDlS3f0o05o1azBv3jy89957yM7OhkKhwJQpUxAWFibGzJ49Gw8fPkRAQADu37+PPn36IC4uTvzFEgDExMQgKCgIAwcOhJ6eHkaMGIHVq1dr5RqIiKh6aSMHPT2NUevWrcXtWVlZ4khAVZnGSC6XlzkV0tPneJZMJoNMJquW6yAiouqljRxU2VRH3t7elU51NGzYsHKnOlq8eDFycnLKHB0oLy8PeXl54jqnOiIiqh209R6OiIjoWcxBRESkay9UzFDijz/+QFpaGgDA2toaZmZm1dKpEoaGhli1ahVWrVpVboxEIsH8+fMxf/78cmNMTU3F4VaJiLSlZEoc0lRdn0tN5qDqmsbIyckJH3/8MQoKCtC4cWMAQHx8PKytrcv8EomIqLowB5WtLuQgTnVERHWdIPw/9u49vuf6///4/b3Z0WzLaYfMLOfDHEJaOUaWphKREnOOSEySPsoxouRQDh2N8BH1pU8RRg6VEaIcIjSm7CCZOW5sr98ffnvnbe/xHtve72236+XyutTr+Xq+3q/H62l7P/Z6vR/v58uwdwgOKS9yUH7fhwOAwo4cZB05CABQmN1WMcOFCxf04osvauHCheZE6OzsrB49eui9996Tp6dnngYJAIWJq6urnJycdPLkSZUrV06urq4ymUz2DsvuDMNQenq6Tp06JScnJ4tviuZGXuWg8+fP68iRI+b1uLg47dmzR6VLl1bFihXz5DFGzz77rMaNG6c+ffpo5MiR2rdvn2bOnKnp06ff1rkDwK2Qg6xztBzkqHjUEYA74eLiIpPJpFOnTqlcuXLkn/8vL3JQUc8/AHCnyEHWkYMAAEXBbRUzREVFafPmzfr666/14IMPSpJ++OEHDRkyRMOHD9fcuXPzNEgAKEycnJwUEhKihIQEnTx50t7hOBxPT09VrFhRTk5Ot7V/XuWgnTt3qlWrVhavK0mRkZGKjo7Ok8cY+fj4aN26dRo0aJAaNmyosmXL6o033uBZ5QDyDTno5hwlB90MjzoCUFg5OzurQoUK+vPPP3Xs2DF7h+Nw7iQHcR8OAG6OHHRz5CAAQGF2W8UMX375pb744gu1bNnS3Pboo4/Kw8NDXbp0IYEBKPZcXV1VsWJFXb16VRkZGfYOx2E4OzurRIkSd1Qhn1c5qGXLljedfjCvHmN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9evXS9evXtWbNGknS8ePHFRsbq549e2Zr+/uJO7NrnRo1aujChQu6evVqdk8BAAAgxxWxdwBAQffZZ5+pUqVK+uKLLyy+PBk7duwD7TejAoHPP/9cbm5u2rhxo1xdXc3tixYteqDj/fLLL1Zt//nPf1SxYsUMtwkMDFRaWpp++eUX1ahRw9x+9uxZJSUlKTAw0NxGwQOAgqJLly5q1qyZ1qxZo02bNmnq1KmaPHmyvvjiC7Vt2zbTbdML4Dp06KDhw4fLx8dHzs7Omjhxok6ePJmt45tMJpvFa6mpqRbLPj4+iouL08aNG/XNN9/om2++0aJFi9SrVy8tWbIk+yecDenFe88//7wiIiJs9qlbt665b506dTR9+nSb/cqXL2+x/KBFgACAB9e1a1ctWbJEW7Zs0U8//STDMLIsZnj44YdlGIaCgoIyncFBkh599FG5uLho586d2rlzp4YPHy5Jevzxx7VgwQJt2bLFvJwdJ06ckGEYFtcg//nPfyQpw+ub9GuX48ePm2cLSnf8+HGubQDgPmTnR0I5ISkpSc2bN5enp6fGjRunhx9+WG5ubvrhhx80cuRImz82soeaNWsqJCRES5cuVa9evbR06VK5uLioS5cu9g4NAADAbpiZAchl6Rdmf78Q27dvn/bs2fNA+02vtE5KSrI6nslksvjS6vTp0/ryyy8f6Hhffvml/vvf/5qXv//+e+3bty/TL+aefvppSdLMmTMt2tO/oAoPDze3FS9e3OpcACC/8vf318svv6wvv/xSp06dUunSpTVhwgTz+oy+5Ph7AVzPnj0VFham1q1b68aNGxb9MvuSpGTJkjb/P7U1e4CLi4vatWunDz74QCdPntSLL76oTz75RCdOnMjmmd6RUcFbsWLFzDMrlChRQqmpqWrdurXNl4+Pj6Q7X25dvHhRrVq1stnP1i+G7kX6F1h3xypl7wusu/EFFgBIrVu3VqlSpbRy5UqtXLlSjz76aJYz53Tq1EnOzs6Kjo62+n/ZMAz9+eef5mU3Nzc1bNhQ//d//6f4+HiLmRmuX7+u9957Tw8//LD8/f2zFe8ff/xh/tWrJCUnJ+uTTz5RcHCw/Pz8bG7ToEED+fj4aN68eUpJSTG3f/PNN/rpp5+srm0k62s1AMC9e/jhh3XkyJEH2se2bdv0559/avHixXrttdf0zDPPqHXr1ipZsqTN/n/88YfVbARZXTNkV1bXC7169dK3336rhIQELV++XOHh4RnGebf7iTuza52ff/5ZZcqUMec1rnUAAIA9UMwA5LJnnnlGv/76qzp27KgPP/xQo0aN0lNPPXVPz/e2Jf3Z5K+++qqWLVumFStWSLpTIHDt2jU99dRTmjdvnsaNG6dGjRqpcuXKD3S8ypUrq2nTppoyZYrGjx+vtm3bqnTp0hoxYkSG29SrV08RERH68MMP1bVrV33wwQfq3bu3pkyZog4dOuiJJ56wOJ9Dhw7p7bff1ooVK/Ttt98+ULwAYA+pqalWU5T6+PgoICDA4ouP4sWL23xsRHYL4IoVKybJ9pckDz/8sHm67XQ//vijdu3aZdHv718SSXee0Zo+O8LfY82OPXv26IcffjAv//bbb/rqq6/Upk0bOTs7y9nZWZ07d9bnn39u80bk32Pt0qWL/vvf/2rBggVW/a5fv/7AU5zyBRYA5LyiRYuqU6dOWr16tfbt25flrAzSnXz19ttva/ny5WratKmmTp2qefPmaeTIkapWrZrVzHLNmjXT8ePH5eXlpTp16ki6k2OrVaum//znP/f0iImqVauqb9++GjVqlGbOnKmmTZvq7NmzmjRpUqbnOHnyZB06dEjNmzfXrFmz9Oabb+qf//ynKlasqCFDhpj7ZnStBgC4d507d9aPP/5o8Rk+XXZncLB1nXXz5k198MEHNvvfvn3b4nFHN2/e1Pz581W2bFnz//H3K6vrhe7du8tkMum1117Tr7/+an4URnbcT9z+/v4KDg7WkiVLLGI6cuSINm3aZP6hUnZiBwAAyA08ZgLIZb1791ZiYqLmz5+vjRs3qmbNmlq6dKlWr16tbdu23fd+O3XqpFdeeUUrVqzQ0qVLZRiGunXrppYtW2rhwoWaNGmSBg8erKCgIE2ePFmnT5/WoUOH7vt4vXr1kpOTk2bOnKlz587p0Ucf1ezZs7P89dNHH32kSpUqafHixVqzZo38/Pw0atQoq8dsjBkzRmfOnNGUKVN0+fJlNW/e3Gr6VgBwdJcvX1a5cuX0z3/+U/Xq1ZOHh4c2b96s/fv3a9q0aeZ+ISEhWrlypYYOHaqGDRvKw8ND7dq10zPPPKMvvvhCHTt2VHh4uE6dOqV58+apZs2aunLlinl7d3d31axZUytXrlTVqlVVqlQp1a5dW7Vr19YLL7yg6dOnKywsTH379tW5c+c0b9481apVS8nJyeZ99OvXTxcvXlTLli1Vrlw5nTlzRu+//76Cg4MtHg2UHbVr11ZYWJheffVVubq6mm8KRkdHm/tMmjRJW7duVaNGjdS/f3/VrFlTFy9e1A8//KDNmzfr4sWLkqSePXtq1apVeumll7R161Y1adJEqamp+vnnn7Vq1Spt3LhRDRo0uK+/H+l/X2Dt379fvr6++vjjj3X27NlMH8eU/gVWnz591Lx5c3Xv3l1nz57VrFmzMv0CKywsTM7OzurWrdt9xwsA+UXXrl310UcfyWQyZXs67DfeeENVq1bVjBkzzDmjfPnyatOmjf7xj39Y9G3WrJkmTZqkxx57TE5OThbtx48fv6dihipVquj999/X8OHDdfz4cQUFBWnlypUKCwvLdLvevXurWLFimjRpkkaOHKnixYurY8eOmjx5sry9vc39MrpWAwDcu+HDh+uzzz7Ts88+qxdeeEEhISG6ePGivv76a82bN0/16tXLch+PPfaYSpYsqYiICL366qsymUz69NNPMyyGCAgIMN9Lq1q1qlauXKm4uDh9+OGHKlq06AOdT3BwsJydnTV58mRdunRJrq6uatmypXmmurJly+qpp57S6tWr5e3tbVE4nZX7jXvq1Klq27atQkND1bdvX12/fl3vv/++vLy8FBUVZe6Xfq3zr3/9S926dVPRokXVrl07c5EDAABArjAAIBOnTp0yJBlTp061dygA4PBSUlKM4cOHG/Xq1TNKlChhFC9e3KhXr57xwQcfWPS7cuWK8dxzzxne3t6GJCMwMNAwDMNIS0sz3nnnHSMwMNBwdXU16tevb6xdu9aIiIgw90m3e/duIyQkxHBxcTEkGWPHjjWvW7p0qVGpUiXDxcXFCA4ONjZu3Gi1j88++8xo06aN4ePjY7i4uBgVKlQwXnzxRSMhIeGezlmSERkZaSxdutSoUqWKOe6tW7da9T179qwRGRlplC9f3ihatKjh5+dntGrVyvjwww8t+t28edOYPHmyUatWLcPV1dUoWbKkERISYkRHRxuXLl2yOnZ2BQYGGuHh4cbGjRuNunXrGq6urkb16tWN1atXW/TbunWrIcnqHFauXGnUr1/fcHV1NUqVKmX06NHD+P333y363L5923jllVeMsmXLGiaTyeDjNgA4lvRcAADIO4sWLTIkGadOnTK3ZfT/cfPmzY3mzZtbtP3555/GoEGDjIceeshwcXExypUrZ0RERBgXLlzIdgy7du0yGjdubLi7uxsBAQHGiBEjjI0bN1p97m/evLlRq1Yt48CBA0ZoaKjh5uZmBAYGGrNnz7bYX/r9skWLFpnbxo4da/X5PzAw0IiIiLBoW7BggVGpUiXD2dnZ5nXHqlWrDEnGgAEDsn1+DxK3YRjG5s2bjSZNmhju7u6Gp6en0a5dO+PYsWNWxxk/frzx0EMPGU5OTlZ/pwAAALnBZBjZnI8LQKF0+vRpBQUFaerUqRo2bJi9wwEAOBiTyaTIyEjNnj3b3qFkqWLFiqpdu7bWrl1r71AAAHZCLgAAOLqvvvpKHTp00I4dO7I981CLFi104cIFm4/1AwAAyM+csu4CAAAAAAAAAABy24IFC1SpUiU1bdrU3qEAAADYXRF7BwAAAADHk5iYmOl6d3d3eXl55VE0AAAAAGDt/PnzSk1NzXC9i4uLSpUqlYcR3b8VK1bo0KFDWrdunWbNmiWTyWTvkAAAAOyOYgYAmapYsaJ4Gg0AFD7+/v6Zro+IiNDixYvzJhgAAHLI6dOn7R0CACAHNWzYUGfOnMlwffPmzbVt27a8C+gBdO/eXR4eHurbt69efvlle4cDAADgEEwG31ICAADgLps3b850fUBAgGrWrJlH0QAAAACAtV27dun69esZri9ZsqRCQkLyMCIAAADkJIoZAAAAAAAAAAAAAACAQ+ExE9mQlpamP/74QyVKlOBZZQCQiwzD0OXLlxUQECAnJyd7h+MQyEEAkDfIQdbIQQCQN8hB1shBAJA3yEEAAEdHMUM2/PHHHypfvry9wwCAQuO3335TuXLl7B2GQyAHAUDeIgf9DzkIAPIWOeh/yEEAkLfIQQAAR0UxQzaUKFFC0p2E7unpaedoAKDgSk5OVvny5c3/74IcBAB5hRxkjRwEAHmDHGSNHAQAeYMcBABwdBQzZEP6dHaenp5cQAFAHmAa0f8hBwFA3iIH/Q85CADyFjnof8hBAJC3yEEAAEfFQ5AAAAAAAAAAAAAAAIBDoZgBAAAAAAAAAAAAAAA4FIoZAAAAAAAAAAAAAACAQyli7wAAAHekpqbq1q1b9g4jVxUtWlTOzs72DqNAKgzvH3vj/QsAAJC1tLQ03bx5095hOBQ+RwLAg+O+x/0hBwEA8juKGQDAzgzDUGJiopKSkuwdSp7w9vaWn5+fTCaTvUMpEArb+8feeP8CAABk7ObNmzp16pTS0tLsHYrDcYTPkXPnztXcuXN1+vRpSVKtWrU0ZswYtW3bVpLUokULbd++3WKbF198UfPmzTMvx8fHa+DAgdq6das8PDwUERGhiRMnqkiR/91i3LZtm4YOHaqjR4+qfPnyGj16tHr37p3r5wegYOK+x4NzhBwEAMD9opgBAOws/YLMx8dHxYoVK7AXFoZh6Nq1azp37pwkyd/f384RFQyF5f1jb7x/AQAAMmcYhhISEuTs7Kzy5cvLyYknm0qO9TmyXLlymjRpkqpUqSLDMLRkyRK1b99eBw8eVK1atSRJ/fv317hx48zbFCtWzPzn1NRUhYeHy8/PT7t371ZCQoJ69eqlokWL6p133pEknTp1SuHh4XrppZe0bNkybdmyRf369ZO/v7/CwsLy9oQBFAjc97h/jpSDAAC4XxQzAIAdpaammi/ISpcube9wcp27u7sk6dy5c/Lx8WGauwdU2N4/9sb7FwAAIGO3b9/WtWvXFBAQYPEFOBznc2S7du0slidMmKC5c+dq79695mKGYsWKyc/Pz+b2mzZt0rFjx7R582b5+voqODhY48eP18iRIxUVFSUXFxfNmzdPQUFBmjZtmiSpRo0a+u677zRjxgyKGQDcM+57PDhHyUEAANwvyuQBwI7Sn/VXmG72pZ8rzzl8cIXx/WNvvH8BAABsS01NlSS5uLjYORLH5GifI1NTU7VixQpdvXpVoaGh5vZly5apTJkyql27tkaNGqVr166Z1+3Zs0d16tSRr6+vuS0sLEzJyck6evSouU/r1q0tjhUWFqY9e/ZkGk9KSoqSk5MtXgDAfY+c4Wg5CACAe8HMDADgAArTFHmF6VzzCmOadxhrAACAzPF5yTZHGZfDhw8rNDRUN27ckIeHh9asWaOaNWtKkp577jkFBgYqICBAhw4d0siRI3X8+HF98cUXku5M9f73QgZJ5uXExMRM+yQnJ+v69evmXwjfbeLEiYqOjs7RcwVQcDjK/6H5FeMHAMjPKGYAkO+tOPRppuu71e2ZR5EAAAqrUav35di+Jj7bKMf2BQBAZg60aZ7tvg02bc/FSJBXqlWrpri4OF26dEmfffaZIiIitH37dtWsWVMDBgww96tTp478/f3VqlUrnTx5Ug8//HCuxjVq1CgNHTrUvJycnKzy5cvn6jEB3JvFPyy8r+16P9I3hyMBAACFCY+ZAABIkipWrKiZM2c6zH4AACiIJk6cqIYNG6pEiRLy8fFRhw4ddPz4cYs+LVq0kMlksni99NJLFn3i4+MVHh6uYsWKycfHR8OHD9ft27ct+mzbtk2PPPKIXF1dVblyZS1evDi3Tw8A8lRUVJSCg4PtHUa+4uLiosqVKyskJEQTJ05UvXr1NGvWLJt9GzW6U2B54sQJSZKfn5/Onj1r0Sd92c/PL9M+np6eGc7KIEmurq7y9PS0eAFAVlq0aKHBgwfbOwxJ2bsfZjKZ9OWXX0qSTp8+LZPJpLi4OEl3PrubTCYlJSXlapwAAOQ3FDMAACRJ+/fvt/glzt8vsFDw9O7dWx06dLjn7bhhDAAPZvv27YqMjNTevXsVExOjW7duqU2bNrp69apFv/79+yshIcH8mjJlinldamqqwsPDdfPmTe3evVtLlizR4sWLNWbMGHOfU6dOKTw8XE888YTi4uI0ePBg9evXTxs3bsyzcwWA3DZs2DBt2bLF3mHka2lpaUpJSbG5Lv0LNn9/f0lSaGioDh8+rHPnzpn7xMTEyNPT0/yoitDQUKu/k5iYGIWGhuZC9AAKuy+++ELjx4+3dxjZlpCQoLZt29pc99hjjykhIUFeXl6SpMWLF8vb2zsPowMAwDHxmAkAKORu3rwpFxcXlS1b1t6hAA7DMAylpqaqSBE+KgHIWRs2bLBYXrx4sXx8fBQbG6vHH3/c3F6sWDHzr1zvtmnTJh07dkybN2+Wr6+vgoODNX78eI0cOVJRUVFycXHRvHnzFBQUpGnTpkmSatSooe+++04zZsxQWFhY7p0gAOQhDw8PeXh42DuMfGPUqFFq27atKlSooMuXL2v58uXatm2bNm7cqJMnT2r58uV6+umnVbp0aR06dEhDhgzR448/rrp160qS2rRpo5o1a6pnz56aMmWKEhMTNXr0aEVGRsrV1VWS9NJLL2n27NkaMWKEXnjhBX377bdatWqV1q1bZ89TB1BAlSpVyt4h3JOMPt9Ld2bOyWw9AACFFTMzAIADa9GihV555RUNHjxYJUuWlK+vrxYsWKCrV6+qT58+KlGihCpXrqxvvvlG0p1favbt21dBQUFyd3dXtWrVrKYMTf9F/oQJExQQEKBq1apJspwOr2LFipKkjh07ymQymZdPnjyp9u3by9fXVx4eHmrYsKE2b96cJ2OB+/PZZ5+pTp06cnd3V+nSpdW6dWsNHz5cS5Ys0VdffWWevnzbtm2SpJEjR6pq1aoqVqyYKlWqpLfeeku3bt2SdOcLt+joaP3444/m7RYvXmw1NaIkJSUlWez3r7/+Uo8ePVS2bFm5u7urSpUqWrRoUZbxp+97xYoVeuyxx+Tm5qbatWtr+3bLZzYfOXJEbdu2lYeHh3x9fdWzZ09duHDBvD4tLU0TJ040/9uoV6+ePvvsM/P69Okcv/nmG4WEhMjV1VXffffdfY46AGTfpUuXJFnfiF22bJnKlCmj2rVra9SoUbp27Zp53Z49e1SnTh35+vqa28LCwpScnKyjR4+a+7Ru3dpin2FhYdqzZ0+GsaSkpCg5OdniBQD29OGHHyogIEBpaWkW7e3bt9cLL7xgc9awjz76SDVq1JCbm5uqV6+uDz74wLzun//8pwYNGmReHjx4sEwmk37++WdJdwq9ixcvXmCvcc6dO6devXqpWrVqatWqlfbv36+NGzfqySeflIuLizZv3qw2bdqoevXqev3119W5c2f9+9//Nm/v7OystWvXytnZWaGhoXr++efVq1cvjRs3ztwnKChI69atU0xMjOrVq6dp06bpo48+opAOQK74+2MmKlasqHfeeUcvvPCCSpQooQoVKujDDz+06P/777+re/fuKlWqlIoXL64GDRpo3759WR4nu/fDLl++rO7du6t48eJ66KGHNGfOHIv1mc2C+vfHTGzbtk19+vTRpUuXzPdfoqKiNG7cONWuXdtq2+DgYL311ltZngcAAPkRPzcEAAe3ZMkSjRgxQt9//71WrlypgQMHas2aNerYsaPefPNNzZgxQz179lR8fLyKFi2qcuXKafXq1SpdurR2796tAQMGyN/fX126dDHvc8uWLfL09FRMTIzNY+7fv18+Pj5atGiRnnrqKTk7O0uSrly5oqeffloTJkyQq6urPvnkE7Vr107Hjx9XhQoV8mQ8kH0JCQnq3r27pkyZoo4dO+ry5cvauXOnevXqpfj4eCUnJ5sLCtK/RCtRooQWL16sgIAAHT58WP3791eJEiU0YsQIde3aVUeOHNGGDRvMF+1eXl5Wz8S15a233tKxY8f0zTffqEyZMjpx4oSuX7+e7XMZPny4Zs6cqZo1a2r69Olq166dTp06pdKlSyspKUktW7ZUv379NGPGDF2/fl0jR45Uly5d9O2330q684z6pUuXat68eapSpYp27Nih559/XmXLllXz5s3Nx3njjTf07rvvqlKlSipZsmS24wOA+5GWlqbBgwerSZMmFjcln3vuOQUGBiogIECHDh3SyJEjdfz4cX3xxReSpMTERItCBknm5cTExEz7JCcn6/r16zafWz5x4kRFR0fn6DkCwIN49tln9corr2jr1q1q1aqVJOnixYvasGGD1q9fr507d1r0X7ZsmcaMGaPZs2erfv36OnjwoPr376/ixYsrIiJCzZs31/z58839t2/frjJlymjbtm2qXr269u/fr1u3bumxxx7L0/PMKwsXLsxwXfny5a0Khm0JDAzU+vXrM+3TokULHTx48J7jA4AHNW3aNI0fP15vvvmmPvvsMw0cOFDNmzdXtWrVdOXKFTVv3lwPPfSQvv76a/n5+emHH36wKpizJbv3w6ZOnao333xT0dHR2rhxo1577TVVrVpVTz755D2dx2OPPaaZM2dqzJgxOn78uKQ7sxElJSUpOjpa+/fvV8OGDSVJBw8e1KFDh8zXCgAAFDQUMwCAg6tXr55Gjx4t6c60oJMmTVKZMmXUv39/SdKYMWM0d+5cHTp0SI0bN7b4EiIoKEh79uzRqlWrLIoZihcvro8++kguLi42j5n+yAlvb2+LKe7q1aunevXqmZfHjx+vNWvW6Ouvv7b4hRMcQ0JCgm7fvq1OnTopMDBQklSnTh1Jkru7u1JSUqymMEx/r0l3ftUwbNgwrVixQiNGjJC7u7s8PDxUpEiRe576MD4+XvXr11eDBg3M+74XgwYNUufOnSVJc+fO1YYNG7Rw4UKNGDHCfLP6nXfeMff/+OOPVb58ef3nP/9RYGCg3nnnHW3evNn8rN5KlSrpu+++0/z58y2KGcaNG3fPNxkA4H5FRkbqyJEjVjPBDBgwwPznOnXqyN/fX61atdLJkyf18MMP51o8o0aN0tChQ83LycnJKl++fK4dDwCyUrJkSbVt21bLly83FzN89tlnKlOmjJ544gmrYoaxY8dq2rRp6tSpk6Q710PHjh3T/PnzFRERoRYtWui1117T+fPnVaRIER07dkxvvfWWtm3bppdeeknbtm1Tw4YNVaxYsTw/VwDAg3v66af18ssvS7oz8+SMGTO0detWVatWTcuXL9f58+e1f/9+8w86KleunK39Zvd+WJMmTfTGG29IkqpWrapdu3ZpxowZ93yfwcXFRV5eXjKZTBb3Xzw8PBQWFqZFixaZixkWLVqk5s2bq1KlSvd0DAAA8gseMwEADi79+aTSnWk9S5cubf5CWvrfLzHPnTsnSZozZ45CQkJUtmxZeXh46MMPP1R8fLzFPuvUqZNhIUNmrly5omHDhqlGjRry9vaWh4eHfvrpJ6v9wzHUq1dPrVq1Up06dfTss89qwYIF+uuvvzLdZuXKlWrSpIn8/Pzk4eGh0aNH58jf78CBA7VixQoFBwdrxIgR2r179z1tn16EIElFihRRgwYN9NNPP0mSfvzxR23dutX8zGQPDw9Vr15d0p2pIE+cOKFr167pySeftOj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+      "text/plain": [
+       "<Figure size 2600x1400 with 14 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(26,18))\n",
+    "\n",
+    "name=[\"socialize\",\"relax\",\"learn\",\"equity\",\"class\",\"work_exper\",\"family_m\",\"family_status\",\"house\",\"car\",\"marital\",\"status_peer\",\"view\",\"inc_ability\"]\n",
+    "colors=[\"Reds\",\"Greens\",\"Blues\"]\n",
+    "for i in range(len(name)):\n",
+    "    plt.subplot(3,5,i+1)\n",
+    "    plt.title(f\"{name[i]} plot\")\n",
+    "    plot = sns.countplot(data=df, x=name[i],hue='happiness',palette=colors[i%len(colors)])\n",
+    "    plt.subplots_adjust(hspace=0.6)\n",
+    "plt.figure(figsize=(26,14))\n",
+    "for i in range(len(name)):\n",
+    "    plt.subplot(3,5,i+1)\n",
+    "    plt.title(f\"{name[i]} plot\")\n",
+    "    plot = sns.countplot(data=df, x='happiness',hue=name[i],palette=colors[i%len(colors)])\n",
+    "    plt.subplots_adjust(hspace=0.6)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 三：数据的建模与分析\n",
+    "\n",
+    "#### 1：相关性分析"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "由于因素较多，我们首先进行了相关性分析。我们绘制出相关系数的热力图如下："
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, '相关系数热力图')"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 2000x2000 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.rcParams['font.sans-serif']=['SimHei']  #用来正常显示中文标签\n",
+    "plt.rcParams['axes.unicode_minus']=False   #用来正常显示负\n",
+    "sns.heatmap(df[[\"happiness\",\"Age\",\"survey_type\",\"gender\",\"religion\",\"edu\",\"income\",\"political\",\"health\",\"health_problem\",\"depression\"\n",
+    "                 ,\"socialize\",\"relax\",\"learn\",\"equity\",\"class\",\"work_exper\",\"family_income\",\"family_m\",\"family_status\",\"house\",\"car\",\"marital\",\"status_peer\",\"view\",\"inc_ability\"]].corr()\n",
+    "                 ,annot=True,linewidths=0.2)\n",
+    "fig=plt.gcf()\n",
+    "fig.set_size_inches(20,20)\n",
+    "plt.title(\"相关系数热力图\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### 2：Onehot编码\n",
+    "\n",
+    "其中我们挑选出了一些和幸福相关性系数低的因素，将它们进行Onehot编码如下：\n",
+    "\n",
+    "同时我们在经过编码之后将其取出"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>religion</th>\n",
+       "      <th>religion_freq</th>\n",
+       "      <th>edu</th>\n",
+       "      <th>income</th>\n",
+       "      <th>floor_area</th>\n",
+       "      <th>height_cm</th>\n",
+       "      <th>weight_jin</th>\n",
+       "      <th>health</th>\n",
+       "      <th>health_problem</th>\n",
+       "      <th>depression</th>\n",
+       "      <th>...</th>\n",
+       "      <th>285</th>\n",
+       "      <th>286</th>\n",
+       "      <th>287</th>\n",
+       "      <th>288</th>\n",
+       "      <th>289</th>\n",
+       "      <th>290</th>\n",
+       "      <th>291</th>\n",
+       "      <th>292</th>\n",
+       "      <th>293</th>\n",
+       "      <th>294</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>20000.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>176</td>\n",
+       "      <td>155</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>20000.0</td>\n",
+       "      <td>110.0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>110</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>2000.0</td>\n",
+       "      <td>120.0</td>\n",
+       "      <td>160</td>\n",
+       "      <td>122</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>6420.0</td>\n",
+       "      <td>78.0</td>\n",
+       "      <td>163</td>\n",
+       "      <td>170</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>518.0</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>165</td>\n",
+       "      <td>110</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7995</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>30000.0</td>\n",
+       "      <td>260.0</td>\n",
+       "      <td>176</td>\n",
+       "      <td>150</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7996</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>19200.0</td>\n",
+       "      <td>320.0</td>\n",
+       "      <td>152</td>\n",
+       "      <td>90</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7997</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>120.0</td>\n",
+       "      <td>148</td>\n",
+       "      <td>83</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7998</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>170000.0</td>\n",
+       "      <td>137.0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>121</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7999</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>48000.0</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>160</td>\n",
+       "      <td>120</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8000 rows × 319 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      religion  religion_freq   edu    income  floor_area  height_cm  \\\n",
+       "0          1.0            1.0  11.0   20000.0        45.0        176   \n",
+       "1          1.0            1.0  12.0   20000.0       110.0        170   \n",
+       "2          0.0            3.0   4.0    2000.0       120.0        160   \n",
+       "3          1.0            1.0   3.0    6420.0        78.0        163   \n",
+       "4          1.0            1.0  12.0     518.0        70.0        165   \n",
+       "...        ...            ...   ...       ...         ...        ...   \n",
+       "7995       1.0            1.0   4.0   30000.0       260.0        176   \n",
+       "7996       1.0            1.0   1.0   19200.0       320.0        152   \n",
+       "7997       1.0            1.0   3.0       0.0       120.0        148   \n",
+       "7998       1.0            1.0  12.0  170000.0       137.0        170   \n",
+       "7999       1.0            1.0  10.0   48000.0        58.0        160   \n",
+       "\n",
+       "      weight_jin  health  health_problem  depression  ...  285  286  287  288  \\\n",
+       "0            155     3.0             2.0         5.0  ...  0.0  0.0  1.0  0.0   \n",
+       "1            110     5.0             4.0         3.0  ...  0.0  0.0  1.0  1.0   \n",
+       "2            122     4.0             4.0         5.0  ...  0.0  0.0  1.0  0.0   \n",
+       "3            170     4.0             4.0         4.0  ...  0.0  1.0  0.0  0.0   \n",
+       "4            110     5.0             5.0         3.0  ...  0.0  1.0  0.0  1.0   \n",
+       "...          ...     ...             ...         ...  ...  ...  ...  ...  ...   \n",
+       "7995         150     5.0             4.0         3.0  ...  0.0  1.0  0.0  0.0   \n",
+       "7996          90     3.0             3.0         3.0  ...  0.0  0.0  1.0  0.0   \n",
+       "7997          83     3.0             3.0         3.0  ...  0.0  0.0  1.0  0.0   \n",
+       "7998         121     3.0             4.0         4.0  ...  0.0  0.0  1.0  1.0   \n",
+       "7999         120     4.0             5.0         5.0  ...  0.0  0.0  1.0  1.0   \n",
+       "\n",
+       "      289  290  291  292  293  294  \n",
+       "0     0.0  1.0  0.0  0.0  0.0  0.0  \n",
+       "1     0.0  0.0  0.0  0.0  0.0  0.0  \n",
+       "2     0.0  1.0  0.0  0.0  0.0  0.0  \n",
+       "3     0.0  0.0  0.0  0.0  0.0  1.0  \n",
+       "4     0.0  0.0  0.0  0.0  0.0  0.0  \n",
+       "...   ...  ...  ...  ...  ...  ...  \n",
+       "7995  0.0  1.0  0.0  0.0  0.0  0.0  \n",
+       "7996  0.0  0.0  0.0  0.0  0.0  1.0  \n",
+       "7997  0.0  1.0  0.0  0.0  0.0  0.0  \n",
+       "7998  0.0  0.0  0.0  0.0  0.0  0.0  \n",
+       "7999  0.0  0.0  0.0  0.0  0.0  0.0  \n",
+       "\n",
+       "[8000 rows x 319 columns]"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cat_features = df.loc[:,['survey_type', 'province', 'city', 'county', 'gender', 'nationality',  'political', 'hukou' , 'work_exper', 'house', 'car', 'marital'] ]\n",
+    "encoder = OneHotEncoder()\n",
+    "cat_features_1hot = encoder.fit_transform(cat_features.values)\n",
+    "cat_features_1hot = cat_features_1hot.toarray()\n",
+    "cat_features_1hot = pd.DataFrame(cat_features_1hot)\n",
+    "data = pd.concat([df,cat_features_1hot],axis=1)\n",
+    "data.drop(['survey_type', 'province', 'city', 'county', 'gender', 'nationality',  'political', 'hukou',  'work_exper',  'house', 'car', 'marital',  ], axis=1, inplace=True)\n",
+    "data.drop(labels=['Unnamed: 0',\"happiness\",\"survey_time\",\"birth\"],axis=1,inplace=True)\n",
+    "data\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "y=df[\"happiness\"]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### 3：机器学习建模\n",
+    "\n",
+    "首先我们进行了传统机器学习模型的建模：\n",
+    "\n",
+    "其中，我们使用了如下模型：\n",
+    "- KNN邻近\n",
+    "- Logistics回归\n",
+    "- 线性SVM\n",
+    "- RBF SVM\n",
+    "- 决策树分类\n",
+    "- 随机森林分类\n",
+    "- MLP\n",
+    "- Adaboost\n",
+    "- 朴素贝叶斯\n",
+    "- 二次判别分析QDA \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "from matplotlib.colors import ListedColormap\n",
+    "\n",
+    "names = [\n",
+    "    \"K Nearest Neighbors\",\n",
+    "    \"Logistic regression\",\n",
+    "    \"Linear SVM\",\n",
+    "    \"RBF SVM\",\n",
+    "    \"Decision Tree\",\n",
+    "    \"Random Forest\",\n",
+    "    \"Neural Net\",\n",
+    "    \"AdaBoost\",\n",
+    "    \"Naive Bayes\",\n",
+    "    \"QDA\",\n",
+    "]\n",
+    "\n",
+    "models = [\n",
+    "    KNeighborsClassifier(6),\n",
+    "    LogisticRegression(),\n",
+    "    SVC(kernel=\"linear\", C=0.025,max_iter=10000),\n",
+    "    SVC(gamma=2, C=1,max_iter=10000),\n",
+    "    DecisionTreeClassifier(max_depth=12),\n",
+    "    RandomForestClassifier(max_depth=15, n_estimators=10, max_features=1),\n",
+    "    MLPClassifier(alpha=1, max_iter=10000),\n",
+    "    AdaBoostClassifier(),\n",
+    "    GaussianNB(),\n",
+    "    QuadraticDiscriminantAnalysis(),\n",
+    "]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "对于每个模型，我们输出有下：\n",
+    "- 在训练集和测试集上的MSE\n",
+    "- 在测试集上的混淆矩阵\n",
+    "- 在训练集和测试集上的准确率"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The train mse of K Nearest Neighbors is 0.7315625, test mse is 0.878125\n",
+      "The confusion matrix of K Nearest Neighbors is \n",
+      " [[  0   0   2  16   2]\n",
+      " [  0   4   8  66   4]\n",
+      " [  0  11  21 191   7]\n",
+      " [  2  30  88 820  40]\n",
+      " [  0   9  24 240  15]]\n",
+      "The accuracy of K Nearest Neighbors on train set is 62.89%\n",
+      "The accuracy of K Nearest Neighbors on test set is 53.75%\n",
+      "The train mse of Logistic regression is 0.7009375, test mse is 0.64125\n",
+      "The confusion matrix of Logistic regression is \n",
+      " [[  0   0   0  20   0]\n",
+      " [  0   0   0  82   0]\n",
+      " [  0   0   0 230   0]\n",
+      " [  0   0   0 980   0]\n",
+      " [  0   0   0 288   0]]\n",
+      "The accuracy of Logistic regression on train set is 59.95%\n",
+      "The accuracy of Logistic regression on test set is 61.25%\n",
+      "The train mse of Linear SVM is 4.23234375, test mse is 4.461875\n",
+      "The confusion matrix of Linear SVM is \n",
+      " [[  9   6   1   4   0]\n",
+      " [ 33  31   9   9   0]\n",
+      " [ 92  76  42  19   1]\n",
+      " [297 280 226 175   2]\n",
+      " [ 89  89  64  46   0]]\n",
+      "The accuracy of Linear SVM on train set is 15.36%\n",
+      "The accuracy of Linear SVM on test set is 16.06%\n",
+      "The train mse of RBF SVM is 0.0, test mse is 0.64125\n",
+      "The confusion matrix of RBF SVM is \n",
+      " [[  0   0   0  20   0]\n",
+      " [  0   0   0  82   0]\n",
+      " [  0   0   0 230   0]\n",
+      " [  0   0   0 980   0]\n",
+      " [  0   0   0 288   0]]\n",
+      "The accuracy of RBF SVM on train set is 100.00%\n",
+      "The accuracy of RBF SVM on test set is 61.25%\n",
+      "The train mse of Decision Tree is 0.38078125, test mse is 0.745\n",
+      "The confusion matrix of Decision Tree is \n",
+      " [[  5   2   3   8   2]\n",
+      " [  1  14  14  50   3]\n",
+      " [  3  18  34 170   5]\n",
+      " [  3  34  60 829  54]\n",
+      " [  0   6  17 213  52]]\n",
+      "The accuracy of Decision Tree on train set is 76.94%\n",
+      "The accuracy of Decision Tree on test set is 58.38%\n",
+      "The train mse of Random Forest is 0.690625, test mse is 0.64125\n",
+      "The confusion matrix of Random Forest is \n",
+      " [[  0   0   0  20   0]\n",
+      " [  0   0   0  82   0]\n",
+      " [  0   0   0 230   0]\n",
+      " [  0   0   0 979   1]\n",
+      " [  0   0   0 287   1]]\n",
+      "The accuracy of Random Forest on train set is 60.84%\n",
+      "The accuracy of Random Forest on test set is 61.25%\n",
+      "The train mse of Neural Net is 2.90875, test mse is 2.959375\n",
+      "The confusion matrix of Neural Net is \n",
+      " [[  2   7   8   2   1]\n",
+      " [ 11  25  27   3  16]\n",
+      " [ 10 101  74   9  36]\n",
+      " [ 43 435 272  38 192]\n",
+      " [  7 123  87  16  55]]\n",
+      "The accuracy of Neural Net on train set is 13.92%\n",
+      "The accuracy of Neural Net on test set is 12.12%\n",
+      "The train mse of AdaBoost is 0.67515625, test mse is 0.618125\n",
+      "The confusion matrix of AdaBoost is \n",
+      " [[  7   3   1   7   2]\n",
+      " [  4  11  13  53   1]\n",
+      " [  3  14  26 184   3]\n",
+      " [  4  10  34 913  19]\n",
+      " [  2   1   2 249  34]]\n",
+      "The accuracy of AdaBoost on train set is 60.75%\n",
+      "The accuracy of AdaBoost on test set is 61.94%\n",
+      "The train mse of Naive Bayes is 3.33703125, test mse is 3.56625\n",
+      "The confusion matrix of Naive Bayes is \n",
+      " [[  0  20   0   0   0]\n",
+      " [  2  71   0   9   0]\n",
+      " [  0 201   0  28   1]\n",
+      " [ 11 770   0 195   4]\n",
+      " [  0 243   0  45   0]]\n",
+      "The accuracy of Naive Bayes on train set is 18.70%\n",
+      "The accuracy of Naive Bayes on test set is 16.62%\n",
+      "The train mse of QDA is 3.87453125, test mse is 4.0175\n",
+      "The confusion matrix of QDA is \n",
+      " [[  0  20   0   0   0]\n",
+      " [  0  81   1   0   0]\n",
+      " [  0 215  14   1   0]\n",
+      " [  0 916  64   0   0]\n",
+      " [  0 264  21   3   0]]\n",
+      "The accuracy of QDA on train set is 7.80%\n",
+      "The accuracy of QDA on test set is 5.94%\n"
+     ]
+    }
+   ],
+   "source": [
+    "data.columns = data.columns.astype(str)\n",
+    "X_train, X_test, y_train, y_test = train_test_split(data, y , test_size = 0.2, random_state = 2021)\n",
+    "trainmse=[]\n",
+    "testmse=[]\n",
+    "trainaccuracy=[]\n",
+    "testaccuracy=[]\n",
+    "for i,(name,model) in enumerate(list(zip(names,models))):\n",
+    "    model.fit(X_train, y_train)\n",
+    "    train_predict = model.predict(X_train)\n",
+    "    test_predict = model.predict(X_test)\n",
+    "    train_mse = mean_squared_error(y_train, train_predict)\n",
+    "    test_mse = mean_squared_error(y_test, test_predict)\n",
+    "    print(f\"The train mse of {name} is {train_mse}, test mse is {test_mse}\")\n",
+    "    print(f\"The confusion matrix of {name} is \\n {confusion_matrix(y_test,test_predict)}\")\n",
+    "    print(f\"The accuracy of {name} on train set is {accuracy_score(y_train,train_predict)*100:.2f}%\")\n",
+    "    print(f\"The accuracy of {name} on test set is {accuracy_score(y_test,test_predict)*100:.2f}%\")\n",
+    "    trainmse.append(train_mse)\n",
+    "    testmse.append(test_mse)\n",
+    "    trainaccuracy.append(accuracy_score(y_train,train_predict))\n",
+    "    testaccuracy.append(accuracy_score(y_test,test_predict))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0.7315625, 0.7009375, 4.23234375, 0.0, 0.38078125, 0.690625, 2.90875, 0.67515625, 3.33703125, 3.87453125]\n",
+      "[0.878125, 0.64125, 4.461875, 0.64125, 0.745, 0.64125, 2.959375, 0.618125, 3.56625, 4.0175]\n",
+      "[0.62890625, 0.59953125, 0.15359375, 1.0, 0.769375, 0.6084375, 0.13921875, 0.6075, 0.18703125, 0.07796875]\n",
+      "[0.5375, 0.6125, 0.160625, 0.6125, 0.58375, 0.6125, 0.12125, 0.619375, 0.16625, 0.059375]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(trainmse)\n",
+    "print(testmse)\n",
+    "print(trainaccuracy)\n",
+    "print(testaccuracy)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "十个模型的各个结果如下：\n",
+    "\n",
+    "|  模型   | 训练集上MSE  |  测试集上MSE   | 训练集上准确率  |测试集上准确率 |\n",
+    "|  :----: | :----: |  :----: |  :----: | :----: | \n",
+    "| KNN邻近  | 0.73 | 0.88 | 62.6% | 53.75% |\n",
+    "| Logistics回归  | 0.70 | 0.64 | 59.9% |61.25% |\n",
+    "| 线性SVM  | 4.23 | 4.46 | 15.36% |16.07% |\n",
+    "| RBF SVM  | 0 | 0.64 | 100% |61.25% |\n",
+    "| 决策树分类  | 0.38 | 0.745 | 77.87% |58.37% |\n",
+    "| 随机森林分类  | 0.69 | 0.64 | 60.84% |61.25% |\n",
+    "|  MLP | 2.90 |  2.96 | 13.92% | 12.13% |\n",
+    "| Adaboost  | 0.67 |  0.61 | 60.75% |61.93% |\n",
+    "| 朴素贝叶斯  | 3.33 |  3.57 | 18.7% | 16.62% |\n",
+    "| 二次判别分析QDA | 3.86 | 4.01 | 7.8% | 5.93% |"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "我们还尝试了XGboost和LightGBM这二者进行建模。先用了XGboost"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(0.1340507950981274, 0.5126647579614714)"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X_train, X_test, y_train, y_test = train_test_split(data, y , test_size = 0.2, random_state = 2021)\n",
+    "model = XGBRegressor()\n",
+    "model.fit(X_train, y_train)\n",
+    "train_predict = model.predict(X_train)\n",
+    "test_predict = model.predict(X_test)\n",
+    "train_mse = mean_squared_error(y_train, train_predict)\n",
+    "test_mse = mean_squared_error(y_test, test_predict)\n",
+    "train_mse,test_mse "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "我们还用了LightGBM进行分析"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.21390625 0.56625\n",
+      "0.8375 0.63375\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "array([[  4,   0,   1,   2,   0],\n",
+       "       [  5,  17,  14,  11,   1],\n",
+       "       [  3,  12,  30,  30,   2],\n",
+       "       [  7,  53, 180, 890, 212],\n",
+       "       [  1,   0,   5,  47,  73]], dtype=int64)"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.columns=data.columns.astype(str)\n",
+    "from lightgbm.sklearn import LGBMClassifier\n",
+    "## 定义 LightGBM 模型 \n",
+    "clf = LGBMClassifier()\n",
+    "# 在训练集上训练LightGBM模型\n",
+    "clf.fit(X_train, y_train)\n",
+    "train_predict = clf.predict(X_train)\n",
+    "test_predict = clf.predict(X_test)\n",
+    "train_mse = mean_squared_error(y_train, train_predict)\n",
+    "test_mse = mean_squared_error(y_test, test_predict)\n",
+    "print(train_mse,test_mse)\n",
+    "print(accuracy_score(train_predict,y_train),accuracy_score(test_predict,y_test))\n",
+    "confusion_matrix(test_predict,y_test)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "LGBM的准确率则优于之前机器学习模型一些"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "另外我们还发现XGboost的MSE则比LGBM还更小一些。因此后两个机器学习算法的表现更好"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# pd.concat([y,data],axis=1).to_csv(\"Analysis.csv\")"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.7"
+  },
+  "orig_nbformat": 4
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/2、幸福感数据分析/第2组--王瑞恒/数据处理.ipynb b/2、幸福感数据分析/第2组--王瑞恒/数据处理.ipynb
new file mode 100644
index 0000000..9e91f40
--- /dev/null
+++ b/2、幸福感数据分析/第2组--王瑞恒/数据处理.ipynb
@@ -0,0 +1,608 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "from matplotlib.colors import ListedColormap\n",
+    "import seaborn as sns\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 第二组大作业过程\n",
+    "\n",
+    "我们对幸福感的数据进行了分析。其过程如下：\n",
+    "\n",
+    "### 〇：数据集概览"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(8000, 42)\n",
+      "Index(['id', 'happiness', 'survey_type', 'province', 'city', 'county',\n",
+      "       'survey_time', 'gender', 'birth', 'nationality', 'religion',\n",
+      "       'religion_freq', 'edu', 'income', 'political', 'floor_area',\n",
+      "       'height_cm', 'weight_jin', 'health', 'health_problem', 'depression',\n",
+      "       'hukou', 'socialize', 'relax', 'learn', 'equity', 'class', 'work_exper',\n",
+      "       'work_status', 'work_yr', 'work_type', 'work_manage', 'family_income',\n",
+      "       'family_m', 'family_status', 'house', 'car', 'marital', 'status_peer',\n",
+      "       'status_3_before', 'view', 'inc_ability'],\n",
+      "      dtype='object')\n"
+     ]
+    }
+   ],
+   "source": [
+    "df = pd.read_csv('happiness_train_abbr.csv')\n",
+    "print(df.shape)\n",
+    "print(df.columns)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "该幸福感的数据集共有8000条，包含42个因素。\n",
+    "\n",
+    "其中，happiness就是幸福的等级，也就是因变量。分为1-5也就是不幸福到幸福。\n",
+    "\n",
+    "自变量含有很多，我们小组了解到的自变量的说明如下\n",
+    "- survey type中，1是城镇，2是农村。\n",
+    "- province表示省份，每个数字代表一个省。city和county都是用代码表示城市和乡县\n",
+    "- gender中，1为男，2为女\n",
+    "- nationality表示民族，religion表示宗教信仰\n",
+    "- edu为教育程度，有1-14。从1-13学历逐次递增。14表示其他。\n",
+    "- politicial是政治面貌，有4个等级\n",
+    "- floor_area是住房面积\n",
+    "- health表示健康程度，depression表示抑郁程度。都是1-5。越高表示越健康，越不抑郁\n",
+    "- socialize，relax，learn表示你的社交、休闲、学习频率。都是1-5，越高表示越频繁。\n",
+    "- equity表示你认为社会是否公平。从1-5是不公平到公平\n",
+    "- class表示你社会的层级，从1-10表示底层到顶层\n",
+    "- work的很多因素中，有工作经历、在工作中角色地位、工作年数、工作性质、管理情况\n",
+    "- 家庭的因素中个，包含家庭收入、家庭成员人数、家庭地位\n",
+    "- 房产、车产、婚姻状况\n",
+    "- 与同龄人相比的地位"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "此外，我们注意到很多列中存在-1，-2，-3，-8。经查询我们发现这些都表示异常值：\n",
+    "\n",
+    "-1表示不适用，-2表示不知道，-3表示拒绝回答，-8表示无法回答。"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 一：数据处理\n",
+    "\n",
+    "#### 1：缺失值与异常值"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "我们首先观察一下缺失值的情况。因为列数较多，直接`df.info()`较为麻烦。所以手写了返回isnull和notnull的函数。"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'work_status': 5049,\n",
+       " 'work_yr': 5049,\n",
+       " 'work_type': 5049,\n",
+       " 'work_manage': 5049,\n",
+       " 'family_income': 1}"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "def isnotnull(df):\n",
+    "    isnull_dict={}\n",
+    "    notnull_list=[]\n",
+    "    for name in df.columns:\n",
+    "        if df[name].isnull().sum()>0:\n",
+    "            isnull_dict[name]=df[name].isnull().sum()\n",
+    "        else:\n",
+    "            notnull_list.append(name)\n",
+    "    return isnull_dict,notnull_list\n",
+    "a,b=isnotnull(df)\n",
+    "a"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "我们发现work_status,yr,type,manage 这些列缺失值太多甚至超过60%缺失，因而这些列不能用于分析，故删除。\n",
+    "\n",
+    "同时自然把第一个id这个编号这一列也删除。"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(8000, 37)"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df=df.drop(labels=[\"id\",\"work_status\",\"work_yr\",\"work_type\",\"work_manage\"],axis=1)\n",
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "考虑到-1，-2，-3，-8都是异常值，为此，我们把所有这些异常值全部视为缺失值nan"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'happiness': 12,\n",
+       " 'nationality': 18,\n",
+       " 'religion': 108,\n",
+       " 'religion_freq': 15,\n",
+       " 'edu': 11,\n",
+       " 'income': 441,\n",
+       " 'political': 41,\n",
+       " 'health': 5,\n",
+       " 'health_problem': 43,\n",
+       " 'depression': 16,\n",
+       " 'socialize': 6,\n",
+       " 'relax': 17,\n",
+       " 'learn': 21,\n",
+       " 'equity': 42,\n",
+       " 'class': 81,\n",
+       " 'family_income': 667,\n",
+       " 'family_m': 22,\n",
+       " 'family_status': 46,\n",
+       " 'house': 118,\n",
+       " 'car': 10,\n",
+       " 'status_peer': 49,\n",
+       " 'status_3_before': 48,\n",
+       " 'view': 208,\n",
+       " 'inc_ability': 965}"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ErrValue=[-8,-3,-2,-1]\n",
+    "for name in df.columns :\n",
+    "    for val in ErrValue:\n",
+    "        df[name]=df[name].replace(val,np.nan)\n",
+    "a,b=isnotnull(df)\n",
+    "a"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "这也就是所有在视异常值微缺失值之后的结果了。"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "我们注意到对happiness因变量因素，绝大多数是4或者5，所以我们把-8按照众数替换为4"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "4.0    4818\n",
+       "5.0    1410\n",
+       "3.0    1159\n",
+       "2.0     497\n",
+       "1.0     104\n",
+       "Name: happiness, dtype: int64"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['happiness'] = df['happiness'].map(lambda x:4 if x == -8 else x)\n",
+    "df['happiness'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "由此可见，绝大多数的人都感觉到至少是比较幸福的。"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### 2：年龄信息的补充\n",
+    "\n",
+    "我们注意到有2列分别是调查时间与出生日期。其中调查时间包括年份。\n",
+    "\n",
+    "因此我们提取调查时间的年份减去出生日期，便可得到年龄的信息。\n",
+    "\n",
+    "我们新得到Age一列，同时删去survey time和birth这两列"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['survey_time'] = pd.to_datetime(df['survey_time'],format='%Y-%m-%d %H:%M:%S')\n",
+    "df['survey_time'] = df['survey_time'].dt.year\n",
+    "df['Age'] = df['survey_time']-df['birth']\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "下一步，我们将其他列中的缺失值填充\n",
+    "\n",
+    "我们取出无nan的列作为notnull_list，在isnull的list也就是含有nan的列中，我们每次取一个含有nan的列，与那些无nan的列合并\n",
+    "\n",
+    "通过随机森林把这一列的nan填充。"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
+      "  warnings.warn(\n",
+      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
+      "  warnings.warn(\n",
+      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
+      "  warnings.warn(\n",
+      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
+      "  warnings.warn(\n",
+      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
+      "  warnings.warn(\n",
+      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
+      "  warnings.warn(\n",
+      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
+      "  warnings.warn(\n",
+      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
+      "  warnings.warn(\n",
+      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
+      "  warnings.warn(\n",
+      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
+      "  warnings.warn(\n",
+      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
+      "  warnings.warn(\n",
+      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
+      "  warnings.warn(\n",
+      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
+      "  warnings.warn(\n",
+      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
+      "  warnings.warn(\n",
+      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
+      "  warnings.warn(\n",
+      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
+      "  warnings.warn(\n",
+      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
+      "  warnings.warn(\n",
+      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
+      "  warnings.warn(\n",
+      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
+      "  warnings.warn(\n",
+      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
+      "  warnings.warn(\n",
+      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
+      "  warnings.warn(\n",
+      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
+      "  warnings.warn(\n",
+      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
+      "  warnings.warn(\n",
+      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
+      "  warnings.warn(\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.ensemble import RandomForestRegressor\n",
+    "isnull_dict,notnull_list=isnotnull(df)\n",
+    "df_copy = df[notnull_list].copy()\n",
+    "for col in list(isnull_dict.keys()):\n",
+    "    df_copy = df[notnull_list].copy()\n",
+    "    df_copy=pd.concat([df[col],df_copy],axis=1)\n",
+    "    df_copy_notnull = df_copy.loc[df_copy[col].notnull()]\n",
+    "    df_copy_isnull = df_copy.loc[df_copy[col].isnull()]\n",
+    "    x = df_copy_notnull.iloc[:, 1:]\n",
+    "    y = df_copy_notnull.values[:, 0]\n",
+    "    x_test = df_copy_isnull.values[:, 1:]\n",
+    "    rfr = RandomForestRegressor(n_estimators=1000, n_jobs=-1)\n",
+    "    rfr.fit(x, y)\n",
+    "    y_pred = rfr.predict(x_test).astype(int)\n",
+    "    # 为保证填入数值格式的一样性，转换为整数\n",
+    "    df.loc[df[col].isnull(), col] = y_pred\n",
+    " "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{}"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "a,b=isnotnull(df)\n",
+    "a"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "此时我们发现不再有含有nan的列"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Counter({4.0: 4819, 5.0: 1410, 3.0: 1169, 2.0: 498, 1.0: 104})\n",
+      "Counter({1: 4756, 2: 3244})\n",
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+      "Counter({120: 81, 70: 81, 4: 80, 72: 79, 98: 77, 112: 77, 116: 76, 46: 76, 134: 76, 82: 76, 101: 76, 90: 76, 77: 75, 117: 75, 129: 75, 11: 75, 44: 75, 66: 75, 85: 74, 83: 74, 73: 74, 89: 74, 107: 74, 48: 74, 84: 74, 124: 73, 24: 73, 102: 73, 67: 73, 28: 73, 71: 73, 103: 73, 130: 73, 99: 73, 23: 72, 9: 72, 78: 72, 50: 72, 25: 72, 26: 72, 86: 71, 32: 71, 30: 71, 88: 71, 74: 71, 12: 71, 100: 70, 119: 70, 92: 70, 41: 70, 114: 70, 79: 70, 118: 70, 13: 70, 95: 70, 126: 69, 109: 69, 133: 69, 21: 69, 65: 69, 105: 69, 76: 69, 104: 69, 125: 68, 29: 68, 91: 68, 127: 68, 3: 68, 53: 68, 51: 67, 33: 67, 106: 67, 62: 67, 128: 67, 108: 67, 49: 66, 131: 66, 75: 66, 52: 66, 87: 65, 132: 65, 93: 65, 8: 65, 97: 65, 45: 65, 110: 64, 31: 64, 121: 64, 111: 63, 10: 62, 54: 61, 43: 61, 42: 61, 27: 60, 68: 60, 122: 59, 80: 55, 47: 54, 123: 49, 20: 48, 14: 46, 115: 45, 22: 44, 2: 41, 55: 41, 39: 39, 60: 38, 63: 38, 1: 38, 7: 38, 17: 38, 61: 37, 57: 36, 18: 36, 15: 36, 59: 35, 19: 35, 56: 35, 6: 35, 64: 35, 16: 33, 58: 32, 38: 32, 34: 32, 36: 31, 5: 31, 35: 31, 40: 25, 37: 23, 81: 19})\n",
+      "Counter({2015: 8000})\n",
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+      "Counter({4.0: 3974, 3.0: 2966, 5.0: 613, 2.0: 410, 1.0: 37})\n",
+      "Counter({2.0: 5572, 3.0: 2092, 4.0: 217, 1.0: 119})\n",
+      "Counter({50: 199, 52: 197, 47: 196, 45: 195, 60: 187, 51: 181, 46: 175, 48: 174, 58: 168, 40: 168, 49: 167, 62: 167, 61: 166, 42: 162, 63: 161, 65: 159, 66: 153, 53: 152, 57: 146, 59: 145, 55: 139, 43: 139, 64: 137, 70: 133, 25: 131, 67: 129, 41: 128, 44: 127, 37: 124, 30: 122, 33: 122, 35: 121, 68: 119, 39: 118, 38: 116, 28: 115, 29: 112, 56: 111, 27: 109, 36: 108, 26: 106, 54: 105, 69: 102, 71: 99, 34: 97, 22: 90, 23: 89, 31: 88, 32: 86, 73: 86, 24: 86, 21: 82, 75: 80, 74: 76, 72: 75, 18: 74, 20: 73, 78: 66, 77: 64, 19: 61, 76: 58, 80: 57, 79: 56, 82: 53, 81: 44, 85: 35, 83: 26, 84: 25, 87: 21, 86: 18, 88: 11, 89: 10, 90: 9, 93: 6, 91: 4, 92: 2, 94: 2})\n"
+     ]
+    }
+   ],
+   "source": [
+    "import collections\n",
+    "for col in df.columns:\n",
+    "    print(collections.Counter(df[col]))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "从counter我们也发现不再有-1，-2，-3，-8这些异常值。"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### 3：数据划分\n",
+    "\n",
+    "我们首先对年龄进行了划分：为此我们先绘出了年龄的直方图"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(8000, 38)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "figure, ax = plt.subplots(1,1)\n",
+    "df['Age'].plot.hist(ax = ax,color='red',edgecolor='black')\n",
+    "print(df.shape)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "结合该直方图，我们将年龄划分为5段。16岁开始每16岁是一段。\n",
+    "\n",
+    "实际上我们发现在样本中年龄最小的是18岁。"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.loc[df['Age']<=16,'Age']=0\n",
+    "df.loc[(df['Age'] > 16) & (df['Age'] <= 32), 'Age'] = 1\n",
+    "df.loc[(df['Age'] > 32) & (df['Age'] <= 48), 'Age'] = 2\n",
+    "df.loc[(df['Age'] > 48) & (df['Age'] <= 64), 'Age'] = 3\n",
+    "df.loc[(df['Age'] > 64) & (df['Age'] <= 80), 'Age'] = 4\n",
+    "df.loc[ df['Age'] > 80, 'Age'] = 5"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "此外是个人收入的划分。"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def income_cut(x):\n",
+    "    if x<0:\n",
+    "        return 0\n",
+    "    elif  0<=x<1200:\n",
+    "        return 1\n",
+    "    elif  1200<=x<10000:\n",
+    "        return 2\n",
+    "    elif  10000<=x<24000:\n",
+    "        return 3\n",
+    "    elif  24000<=x<40000:\n",
+    "        return 4\n",
+    "    elif  40000<=x:\n",
+    "        return 5\n",
+    "df[\"income_cut\"]=df[\"income\"].map(income_cut)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# df.to_csv(\"Processed.csv\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "将数据保存"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.7"
+  },
+  "orig_nbformat": 4
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/2、幸福感数据分析/第2组--王瑞恒/第二组.ipynb b/2、幸福感数据分析/第2组--王瑞恒/第二组.ipynb
deleted file mode 100644
index 76b4c94..0000000
--- a/2、幸福感数据分析/第2组--王瑞恒/第二组.ipynb
+++ /dev/null
@@ -1,2306 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 第二组达内大作业\n",
-    "\n",
-    "### 组长：王瑞恒  强基数学001"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 〇：数据概览"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 375,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>id</th>\n",
-       "      <th>happiness</th>\n",
-       "      <th>survey_type</th>\n",
-       "      <th>province</th>\n",
-       "      <th>city</th>\n",
-       "      <th>county</th>\n",
-       "      <th>survey_time</th>\n",
-       "      <th>gender</th>\n",
-       "      <th>birth</th>\n",
-       "      <th>nationality</th>\n",
-       "      <th>...</th>\n",
-       "      <th>family_income</th>\n",
-       "      <th>family_m</th>\n",
-       "      <th>family_status</th>\n",
-       "      <th>house</th>\n",
-       "      <th>car</th>\n",
-       "      <th>marital</th>\n",
-       "      <th>status_peer</th>\n",
-       "      <th>status_3_before</th>\n",
-       "      <th>view</th>\n",
-       "      <th>inc_ability</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>12</td>\n",
-       "      <td>32</td>\n",
-       "      <td>59</td>\n",
-       "      <td>2015/8/4 14:18</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1959</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>60000.0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>4</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "      <td>18</td>\n",
-       "      <td>52</td>\n",
-       "      <td>85</td>\n",
-       "      <td>2015/7/21 15:04</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1992</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>40000.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>3</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "      <td>29</td>\n",
-       "      <td>83</td>\n",
-       "      <td>126</td>\n",
-       "      <td>2015/7/21 13:24</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1967</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>8000.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2</td>\n",
-       "      <td>10</td>\n",
-       "      <td>28</td>\n",
-       "      <td>51</td>\n",
-       "      <td>2015/7/25 17:33</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1943</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>12000.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>7</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>5</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>7</td>\n",
-       "      <td>18</td>\n",
-       "      <td>36</td>\n",
-       "      <td>2015/8/10 9:50</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1994</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>-2.0</td>\n",
-       "      <td>4</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>-8</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7995</th>\n",
-       "      <td>7996</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>29</td>\n",
-       "      <td>82</td>\n",
-       "      <td>124</td>\n",
-       "      <td>2015/7/21 19:36</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1981</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>50000.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7996</th>\n",
-       "      <td>7997</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>12</td>\n",
-       "      <td>32</td>\n",
-       "      <td>61</td>\n",
-       "      <td>2015/7/31 16:00</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1945</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>19200.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>7</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7997</th>\n",
-       "      <td>7998</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>16</td>\n",
-       "      <td>46</td>\n",
-       "      <td>78</td>\n",
-       "      <td>2015/8/1 17:48</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1967</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>-2.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>-8</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7998</th>\n",
-       "      <td>7999</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>8</td>\n",
-       "      <td>2015/9/22 18:52</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1978</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>170000.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7999</th>\n",
-       "      <td>8000</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2015/9/28 20:22</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1991</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>48000.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>8000 rows × 42 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "        id  happiness  survey_type  province  city  county      survey_time  \\\n",
-       "0        1          4            1        12    32      59   2015/8/4 14:18   \n",
-       "1        2          4            2        18    52      85  2015/7/21 15:04   \n",
-       "2        3          4            2        29    83     126  2015/7/21 13:24   \n",
-       "3        4          5            2        10    28      51  2015/7/25 17:33   \n",
-       "4        5          4            1         7    18      36   2015/8/10 9:50   \n",
-       "...    ...        ...          ...       ...   ...     ...              ...   \n",
-       "7995  7996          2            2        29    82     124  2015/7/21 19:36   \n",
-       "7996  7997          3            1        12    32      61  2015/7/31 16:00   \n",
-       "7997  7998          4            1        16    46      78   2015/8/1 17:48   \n",
-       "7998  7999          3            1         1     1       8  2015/9/22 18:52   \n",
-       "7999  8000          4            1         1     1       3  2015/9/28 20:22   \n",
-       "\n",
-       "      gender  birth  nationality  ...  family_income  family_m  family_status  \\\n",
-       "0          1   1959            1  ...        60000.0         2              2   \n",
-       "1          1   1992            1  ...        40000.0         3              4   \n",
-       "2          2   1967            1  ...         8000.0         3              3   \n",
-       "3          2   1943            1  ...        12000.0         3              3   \n",
-       "4          2   1994            1  ...           -2.0         4              3   \n",
-       "...      ...    ...          ...  ...            ...       ...            ...   \n",
-       "7995       1   1981            1  ...        50000.0         1              3   \n",
-       "7996       2   1945            1  ...        19200.0         1              2   \n",
-       "7997       2   1967            1  ...           -2.0         3              2   \n",
-       "7998       2   1978            1  ...       170000.0         1              3   \n",
-       "7999       2   1991            1  ...        48000.0         1              3   \n",
-       "\n",
-       "      house  car  marital  status_peer  status_3_before  view  inc_ability  \n",
-       "0         1    2        3            3                2     4            3  \n",
-       "1         1    2        1            1                1     4            2  \n",
-       "2         1    2        3            2                1     4            2  \n",
-       "3         1    1        7            2                1     3            2  \n",
-       "4         1    1        1            3                2     3           -8  \n",
-       "...     ...  ...      ...          ...              ...   ...          ...  \n",
-       "7995      0    1        3            1                2     2            3  \n",
-       "7996      1    2        7            2                1     5            2  \n",
-       "7997      1    2        3            3                1     4           -8  \n",
-       "7998     -1    2        1            2                1     4            2  \n",
-       "7999      1    2        1            2                2     3            3  \n",
-       "\n",
-       "[8000 rows x 42 columns]"
-      ]
-     },
-     "execution_count": 375,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "import pandas as pd\n",
-    "df=pd.read_csv('happiness_train_abbr.csv')\n",
-    "df"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "累计是8000行，也就是总共8000个样本。"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "其中我们注意到id旁边第一列，就是我们要分析的因变量————幸福的指数。我们可以看一下该数据集中这个因变量一共有多少个等级，并同时统计出各个数量。"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 376,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{1, 2, 3, 4, 5, -8}\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "Counter({4: 4818, 5: 1410, 2: 497, 3: 1159, 1: 104, -8: 12})"
-      ]
-     },
-     "execution_count": 376,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "print(set(df[\"happiness\"]))\n",
-    "from collections import Counter\n",
-    "Counter(df[\"happiness\"])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "也就是说，对于幸福指数这一自变量，在数据集中有-8，以及1-5。\n",
-    "\n",
-    "从1到5，也即从很不幸福到很幸福。\n",
-    "\n",
-    "我们发现：等级达到4及以上的，也即能感到幸福的，占了大多数因素。"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 一：数据的预处理"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### 1：对于happiness中-8的处理"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "对于在幸福指数中出现的-8，一方面结合心理测评的常识，我们认为应该为1-5；而另一方面，我们发现-8出现的频次在数据集中仅1%\n",
-    "\n",
-    "因此，我们认为-8应该是出现的意外值。\n",
-    "\n",
-    "所以我们决定将-8进行替换。而结合我们常做心理测评的经验，我们认为应该填补3。\n",
-    "\n",
-    "因为1-5之间3可以表示为“一般般”，或者“不确定”。对于替换的对象，我们无法确定其真实的幸福值，所以统一填补为3。 \n",
-    "\n",
-    "同时我们还发现，health_problem 和depression 等多列1-5中也存在-8"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 377,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "df[\"happiness\"]=df[\"happiness\"].replace(-8,3)\n",
-    "df[\"health\"]=df[\"health\"].replace(-8,3)\n",
-    "df[\"health_problem\"]=df[\"health_problem\"].replace(-8,3)\n",
-    "df[\"depression\"]=df[\"depression\"].replace(-8,3)\n",
-    "df[\"socialize\"]=df[\"socialize\"].replace(-8,3)\n",
-    "df[\"relax\"]=df[\"relax\"].replace(-8,3)\n",
-    "df[\"learn\"]=df[\"learn\"].replace(-8,3)\n",
-    "df[\"equity\"]=df[\"equity\"].replace(-8,3)\n",
-    "df[\"class\"]=df[\"class\"].replace(-8,3)\n",
-    "df[\"family_status\"]=df[\"family_status\"].replace(-8,3)\n",
-    "df[\"religion\"]=df[\"religion\"].replace(-8,1)\n",
-    "df[\"political\"]=df[\"political\"].replace(-8,3)\n",
-    "df[\"edu\"]=df[\"edu\"].replace(-8,3)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 378,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([5, 3, 4, 2, 1], dtype=int64)"
-      ]
-     },
-     "execution_count": 378,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df[\"depression\"].unique()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### 2：对于缺失值的处理\n",
-    "\n",
-    "由于列数比较多，我们不直接采用 `df.info()`来查询isnull 的情况，而是手写一个dictionary。仅在列中出现null时才显示，并显示null个数。"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 379,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'work_status': 5049,\n",
-       " 'work_yr': 5049,\n",
-       " 'work_type': 5049,\n",
-       " 'work_manage': 5049,\n",
-       " 'family_income': 1}"
-      ]
-     },
-     "execution_count": 379,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "isnull_dict={}\n",
-    "for name in df.columns:\n",
-    "    if df[name].isnull().sum()>0:\n",
-    "        isnull_dict[name]=df[name].isnull().sum()\n",
-    "isnull_dict"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "可见family_income 只有一个缺失值\n",
-    "\n",
-    "而work_status,yr,type 这些都有很大部分缺失。"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "对于family_income，仅有一个缺失值，我们直接均值填充之————"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 380,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'work_status': 5049, 'work_yr': 5049, 'work_type': 5049, 'work_manage': 5049}"
-      ]
-     },
-     "execution_count": 380,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df[\"family_income\"]=df[\"family_income\"].fillna(df[\"family_income\"].mean())\n",
-    "isnull_dict={}\n",
-    "for name in df.columns:\n",
-    "    if df[name].isnull().sum()>0:\n",
-    "        isnull_dict[name]=df[name].isnull().sum()\n",
-    "isnull_dict"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "而由于余下因素，由于缺失值过多，相当于基本残缺不全，无法分析，故剔除。\n",
-    "\n",
-    "此外，我们还把第一列的id也剔除掉。"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 381,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>happiness</th>\n",
-       "      <th>survey_type</th>\n",
-       "      <th>province</th>\n",
-       "      <th>city</th>\n",
-       "      <th>county</th>\n",
-       "      <th>survey_time</th>\n",
-       "      <th>gender</th>\n",
-       "      <th>birth</th>\n",
-       "      <th>nationality</th>\n",
-       "      <th>religion</th>\n",
-       "      <th>...</th>\n",
-       "      <th>family_income</th>\n",
-       "      <th>family_m</th>\n",
-       "      <th>family_status</th>\n",
-       "      <th>house</th>\n",
-       "      <th>car</th>\n",
-       "      <th>marital</th>\n",
-       "      <th>status_peer</th>\n",
-       "      <th>status_3_before</th>\n",
-       "      <th>view</th>\n",
-       "      <th>inc_ability</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>12</td>\n",
-       "      <td>32</td>\n",
-       "      <td>59</td>\n",
-       "      <td>2015/8/4 14:18</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1959</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>60000.0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>4</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "      <td>18</td>\n",
-       "      <td>52</td>\n",
-       "      <td>85</td>\n",
-       "      <td>2015/7/21 15:04</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1992</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>40000.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "      <td>29</td>\n",
-       "      <td>83</td>\n",
-       "      <td>126</td>\n",
-       "      <td>2015/7/21 13:24</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1967</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>8000.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>5</td>\n",
-       "      <td>2</td>\n",
-       "      <td>10</td>\n",
-       "      <td>28</td>\n",
-       "      <td>51</td>\n",
-       "      <td>2015/7/25 17:33</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1943</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>12000.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>7</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>7</td>\n",
-       "      <td>18</td>\n",
-       "      <td>36</td>\n",
-       "      <td>2015/8/10 9:50</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1994</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>-2.0</td>\n",
-       "      <td>4</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>-8</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 37 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   happiness  survey_type  province  city  county      survey_time  gender  \\\n",
-       "0          4            1        12    32      59   2015/8/4 14:18       1   \n",
-       "1          4            2        18    52      85  2015/7/21 15:04       1   \n",
-       "2          4            2        29    83     126  2015/7/21 13:24       2   \n",
-       "3          5            2        10    28      51  2015/7/25 17:33       2   \n",
-       "4          4            1         7    18      36   2015/8/10 9:50       2   \n",
-       "\n",
-       "   birth  nationality  religion  ...  family_income  family_m  family_status  \\\n",
-       "0   1959            1         1  ...        60000.0         2              2   \n",
-       "1   1992            1         1  ...        40000.0         3              4   \n",
-       "2   1967            1         0  ...         8000.0         3              3   \n",
-       "3   1943            1         1  ...        12000.0         3              3   \n",
-       "4   1994            1         1  ...           -2.0         4              3   \n",
-       "\n",
-       "   house  car  marital  status_peer  status_3_before  view  inc_ability  \n",
-       "0      1    2        3            3                2     4            3  \n",
-       "1      1    2        1            1                1     4            2  \n",
-       "2      1    2        3            2                1     4            2  \n",
-       "3      1    1        7            2                1     3            2  \n",
-       "4      1    1        1            3                2     3           -8  \n",
-       "\n",
-       "[5 rows x 37 columns]"
-      ]
-     },
-     "execution_count": 381,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df1=df.drop(labels=[\"id\",\"work_status\",\"work_yr\",\"work_type\",\"work_manage\"],axis=1)\n",
-    "df1.head()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "也即我们从刚才42列删除5列变为37列。"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### 3：年龄的计算\n",
-    "在数据集中，我们发现survey_time 和birth这两列。其中birth这一列反映的是出生年份\n",
-    "\n",
-    "从这两列中，我们将survey_time 减去birth，可以得到每个人的年龄。\n",
-    "\n",
-    "我们考虑到对年龄因素，所以此处也经过处理"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 382,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-       "      <td>2</td>\n",
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-       "      <td>85</td>\n",
-       "      <td>1</td>\n",
-       "      <td>23</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>40000.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4</td>\n",
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-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
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-       "      <th>2</th>\n",
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-       "      <td>2</td>\n",
-       "      <td>29</td>\n",
-       "      <td>83</td>\n",
-       "      <td>126</td>\n",
-       "      <td>2</td>\n",
-       "      <td>48</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>...</td>\n",
-       "      <td>8000.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>5</td>\n",
-       "      <td>2</td>\n",
-       "      <td>10</td>\n",
-       "      <td>28</td>\n",
-       "      <td>51</td>\n",
-       "      <td>2</td>\n",
-       "      <td>72</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>12000.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>7</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
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-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>7</td>\n",
-       "      <td>18</td>\n",
-       "      <td>36</td>\n",
-       "      <td>2</td>\n",
-       "      <td>21</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>-2.0</td>\n",
-       "      <td>4</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>-8</td>\n",
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-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
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-       "      <td>...</td>\n",
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-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
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-       "    <tr>\n",
-       "      <th>7995</th>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>29</td>\n",
-       "      <td>82</td>\n",
-       "      <td>124</td>\n",
-       "      <td>1</td>\n",
-       "      <td>34</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>50000.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7996</th>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>12</td>\n",
-       "      <td>32</td>\n",
-       "      <td>61</td>\n",
-       "      <td>2</td>\n",
-       "      <td>70</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>19200.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>7</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7997</th>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>16</td>\n",
-       "      <td>46</td>\n",
-       "      <td>78</td>\n",
-       "      <td>2</td>\n",
-       "      <td>48</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>-2.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>-8</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7998</th>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>8</td>\n",
-       "      <td>2</td>\n",
-       "      <td>37</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>170000.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7999</th>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>24</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>48000.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>8000 rows × 36 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "      happiness  survey_type  province  city  county  gender  age  \\\n",
-       "0             4            1        12    32      59       1   56   \n",
-       "1             4            2        18    52      85       1   23   \n",
-       "2             4            2        29    83     126       2   48   \n",
-       "3             5            2        10    28      51       2   72   \n",
-       "4             4            1         7    18      36       2   21   \n",
-       "...         ...          ...       ...   ...     ...     ...  ...   \n",
-       "7995          2            2        29    82     124       1   34   \n",
-       "7996          3            1        12    32      61       2   70   \n",
-       "7997          4            1        16    46      78       2   48   \n",
-       "7998          3            1         1     1       8       2   37   \n",
-       "7999          4            1         1     1       3       2   24   \n",
-       "\n",
-       "      nationality  religion  religion_freq  ...  family_income  family_m  \\\n",
-       "0               1         1              1  ...        60000.0         2   \n",
-       "1               1         1              1  ...        40000.0         3   \n",
-       "2               1         0              3  ...         8000.0         3   \n",
-       "3               1         1              1  ...        12000.0         3   \n",
-       "4               1         1              1  ...           -2.0         4   \n",
-       "...           ...       ...            ...  ...            ...       ...   \n",
-       "7995            1         1              1  ...        50000.0         1   \n",
-       "7996            1         1              1  ...        19200.0         1   \n",
-       "7997            1         1              1  ...           -2.0         3   \n",
-       "7998            1         1              1  ...       170000.0         1   \n",
-       "7999            1         1              1  ...        48000.0         1   \n",
-       "\n",
-       "      family_status  house  car  marital  status_peer  status_3_before  view  \\\n",
-       "0                 2      1    2        3            3                2     4   \n",
-       "1                 4      1    2        1            1                1     4   \n",
-       "2                 3      1    2        3            2                1     4   \n",
-       "3                 3      1    1        7            2                1     3   \n",
-       "4                 3      1    1        1            3                2     3   \n",
-       "...             ...    ...  ...      ...          ...              ...   ...   \n",
-       "7995              3      0    1        3            1                2     2   \n",
-       "7996              2      1    2        7            2                1     5   \n",
-       "7997              2      1    2        3            3                1     4   \n",
-       "7998              3     -1    2        1            2                1     4   \n",
-       "7999              3      1    2        1            2                2     3   \n",
-       "\n",
-       "      inc_ability  \n",
-       "0               3  \n",
-       "1               2  \n",
-       "2               2  \n",
-       "3               2  \n",
-       "4              -8  \n",
-       "...           ...  \n",
-       "7995            3  \n",
-       "7996            2  \n",
-       "7997           -8  \n",
-       "7998            2  \n",
-       "7999            3  \n",
-       "\n",
-       "[8000 rows x 36 columns]"
-      ]
-     },
-     "execution_count": 382,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "import datetime\n",
-    "df1[\"survey_time\"] = pd.to_datetime(df1[\"survey_time\"])\n",
-    "df1[\"survey_time\"] = df1[\"survey_time\"].dt.year\n",
-    "df1[\"age\"]=df1[\"survey_time\"]-df1[\"birth\"]\n",
-    "df1.drop([\"survey_time\",\"birth\"],axis=1,inplace=True)\n",
-    "a=df1.pop(\"age\")\n",
-    "df1.insert(6,\"age\",a)\n",
-    "# 为了方便起见，把age一列挪到前面。同时把survey_time 和birth这两列就去掉。\n",
-    "df1"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "由此我们将其变换为了age，也即年龄，便于划分。"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 383,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0       (-10002.995, 1999996.0]\n",
-       "1       (-10002.995, 1999996.0]\n",
-       "2       (-10002.995, 1999996.0]\n",
-       "3       (-10002.995, 1999996.0]\n",
-       "4       (-10002.995, 1999996.0]\n",
-       "                 ...           \n",
-       "7995    (-10002.995, 1999996.0]\n",
-       "7996    (-10002.995, 1999996.0]\n",
-       "7997    (-10002.995, 1999996.0]\n",
-       "7998    (-10002.995, 1999996.0]\n",
-       "7999    (-10002.995, 1999996.0]\n",
-       "Name: family_income, Length: 8000, dtype: category\n",
-       "Categories (5, interval[float64, right]): [(-10002.995, 1999996.0] < (1999996.0, 3999995.0] < (3999995.0, 5999994.0] < (5999994.0, 7999993.0] < (7999993.0, 9999992.0]]"
-      ]
-     },
-     "execution_count": 383,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "X=pd.cut(df1['family_income'], 5)\n",
-    "X"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 384,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "<style scoped>\n",
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-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>happiness</th>\n",
-       "      <th>survey_type</th>\n",
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-       "      <th>status_3_before</th>\n",
-       "      <th>view</th>\n",
-       "      <th>inc_ability</th>\n",
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-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "      <td>18</td>\n",
-       "      <td>52</td>\n",
-       "      <td>85</td>\n",
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-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
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-       "      <td>83</td>\n",
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-       "      <td>3</td>\n",
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-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
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-       "    <tr>\n",
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-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>7</td>\n",
-       "      <td>18</td>\n",
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-       "      <td>2</td>\n",
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-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
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-       "      <td>...</td>\n",
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-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
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-       "    <tr>\n",
-       "      <th>7995</th>\n",
-       "      <td>2</td>\n",
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-       "      <td>29</td>\n",
-       "      <td>82</td>\n",
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-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7996</th>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>12</td>\n",
-       "      <td>32</td>\n",
-       "      <td>61</td>\n",
-       "      <td>2</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>7</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7997</th>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>16</td>\n",
-       "      <td>46</td>\n",
-       "      <td>78</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
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-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>-8</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7998</th>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>8</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
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-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7999</th>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>8000 rows × 36 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "      happiness  survey_type  province  city  county  gender  age  \\\n",
-       "0             4            1        12    32      59       1    3   \n",
-       "1             4            2        18    52      85       1    1   \n",
-       "2             4            2        29    83     126       2    2   \n",
-       "3             5            2        10    28      51       2    4   \n",
-       "4             4            1         7    18      36       2    1   \n",
-       "...         ...          ...       ...   ...     ...     ...  ...   \n",
-       "7995          2            2        29    82     124       1    2   \n",
-       "7996          3            1        12    32      61       2    4   \n",
-       "7997          4            1        16    46      78       2    2   \n",
-       "7998          3            1         1     1       8       2    2   \n",
-       "7999          4            1         1     1       3       2    1   \n",
-       "\n",
-       "      nationality  religion  religion_freq  ...  family_income  family_m  \\\n",
-       "0               1         1              1  ...              2         2   \n",
-       "1               1         1              1  ...              2         3   \n",
-       "2               1         0              3  ...              1         3   \n",
-       "3               1         1              1  ...              1         3   \n",
-       "4               1         1              1  ...              0         4   \n",
-       "...           ...       ...            ...  ...            ...       ...   \n",
-       "7995            1         1              1  ...              2         1   \n",
-       "7996            1         1              1  ...              1         1   \n",
-       "7997            1         1              1  ...              0         3   \n",
-       "7998            1         1              1  ...              3         1   \n",
-       "7999            1         1              1  ...              2         1   \n",
-       "\n",
-       "      family_status  house  car  marital  status_peer  status_3_before  view  \\\n",
-       "0                 2      1    2        3            3                2     4   \n",
-       "1                 4      1    2        1            1                1     4   \n",
-       "2                 3      1    2        3            2                1     4   \n",
-       "3                 3      1    1        7            2                1     3   \n",
-       "4                 3      1    1        1            3                2     3   \n",
-       "...             ...    ...  ...      ...          ...              ...   ...   \n",
-       "7995              3      0    1        3            1                2     2   \n",
-       "7996              2      1    2        7            2                1     5   \n",
-       "7997              2      1    2        3            3                1     4   \n",
-       "7998              3     -1    2        1            2                1     4   \n",
-       "7999              3      1    2        1            2                2     3   \n",
-       "\n",
-       "      inc_ability  \n",
-       "0               3  \n",
-       "1               2  \n",
-       "2               2  \n",
-       "3               2  \n",
-       "4              -8  \n",
-       "...           ...  \n",
-       "7995            3  \n",
-       "7996            2  \n",
-       "7997           -8  \n",
-       "7998            2  \n",
-       "7999            3  \n",
-       "\n",
-       "[8000 rows x 36 columns]"
-      ]
-     },
-     "execution_count": 384,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "def age_cut(x):\n",
-    "    if x<=33:\n",
-    "        return 1\n",
-    "    elif  33<x<=49:\n",
-    "        return 2\n",
-    "    elif  49<x<=64:\n",
-    "        return 3\n",
-    "    elif  64<x<=79:\n",
-    "        return 4\n",
-    "    elif  x>79:\n",
-    "        return 5\n",
-    " \n",
-    "df1[\"age\"]=df1[\"age\"].map(age_cut)\n",
-    "def income_cut(x):\n",
-    "    if x<=0:\n",
-    "        return 0\n",
-    "    elif  0<x<=1200:\n",
-    "        return 1\n",
-    "    elif  1200<x<=10000:\n",
-    "        return 2\n",
-    "    elif  10000<x<=24000:\n",
-    "        return 3\n",
-    "    elif  24000<x<=40000:\n",
-    "        return 4\n",
-    "    elif  40000<x:\n",
-    "        return 5\n",
-    " \n",
-    "df1[\"income\"]=df1[\"income\"].map(income_cut)\n",
-    "\n",
-    "def family_income_cut(x):\n",
-    "    if x<=0:\n",
-    "        return 0\n",
-    "    elif  0<x<=20000:\n",
-    "        return 1\n",
-    "    elif  20000<x<=150000:\n",
-    "        return 2\n",
-    "    elif  150000<x<=400000:\n",
-    "        return 3\n",
-    "    elif  400000<x<=700000:\n",
-    "        return 4\n",
-    "    elif  700000<x:\n",
-    "        return 5\n",
-    " \n",
-    "df1[\"family_income\"]=df1[\"family_income\"].map(family_income_cut)\n",
-    "df1"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "将年龄划分为1-5个等级，同时将收入也划分为1-5个等级。有的收入为负值则取0"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 二：数据的探索性分析"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "对于因变量而言，我们首先画出1-5各个幸福等级的占比饼图和条形图"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 385,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Counter({4: 4818, 5: 1410, 3: 1171, 2: 497, 1: 104})\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1200x500 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "import matplotlib.pyplot as plt\n",
-    "print(Counter(df1[\"happiness\"]))\n",
-    "f,ax=plt.subplots(1,2,figsize=(12,5))\n",
-    "df1[\"happiness\"].value_counts().plot.pie(ax=ax[0],autopct=\"%1.1f%%\")\n",
-    "ax[0].set_title(\"Proportion\")\n",
-    "import seaborn as sns\n",
-    "df1[\"happiness\"].value_counts().plot(ax=ax[1],kind=\"bar\")\n",
-    "ax[1].set_title(\"Count\")\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "由图可知，77.8%的调查人员幸福等级大于等于4，是比较幸福的，仅有7.5%的人幸福等级小于等于2，比较不幸福。"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "我们初步整体上探索出如下："
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 386,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2600x1500 with 9 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2600x1500 with 9 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.figure(figsize=(26,15))\n",
-    "\n",
-    "name=[\"age\",\"gender\",\"religion\",\"edu\",\"income\",\"political\",\"health\",\"health_problem\",\"depression\"]\n",
-    "colors=[\"Reds\",\"Greens\",\"Blues\"]\n",
-    "for i in range(len(name)):\n",
-    "    plt.subplot(3,3,i+1)\n",
-    "    plt.title(f\"{name[i]} plot\")\n",
-    "    plot = sns.countplot(data=df1, x=name[i],hue='happiness',palette=colors[i%len(colors)])\n",
-    "    plt.subplots_adjust(hspace=0.6)\n",
-    "\n",
-    "plt.show()\n",
-    "plt.figure(figsize=(26,15))\n",
-    "for i in range(len(name)):\n",
-    "    plt.subplot(3,3,i+1)\n",
-    "    plt.title(f\"{name[i]} plot\")\n",
-    "    plot = sns.countplot(data=df1, x='happiness',hue=name[i],palette=colors[i%len(colors)])\n",
-    "    plt.subplots_adjust(hspace=0.6)\n",
-    "\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 387,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2600x1800 with 15 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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C9EMAAMm6WK6sBXGlLZYjBwEAAAAoit0KFc6fP69vvvlG2dnZ9goBAFDDNGnSRBs2bNDrr7+uO++8U7m5uVq1apWcnJy0bNkyjRs3Tl5eXtq4caNeffVVSZKXl5cWLFig/v37y9vbW5mZmZo2bZok6e6779bEiRPVpUsXNWvWTI6OjhozZow9uwgAqOR27NihhIQErVmzRrVq1SrU3qhRI+Xn5+v06dNlnpqoKEw/BACQrIvlyloQV9piOXIQAAAAgKLYpVBh/fr18vX1VXR0tJo3b67169dLktLT0xUUFKQGDRooNjZWFovF2Gb37t1q27atvLy8NH/+fKv9bdiwQbfffruaNm2qtWvX2rQvAICq5YEHHtDBgwdlNpu1fv163XbbbZKk8PBwHTlyRCtXrtShQ4fUrl07Y5uYmBhlZmYqKSlJ+/fvl7e3t9H2yiuvKDU1VRs2bNBXX32lOnXq2LxPAICq4ejRo4qIiFBCQoKRZ2JjY7VmzRpjneTkZDk4OMjHx6fQFEMlnZoIAICi/LFYrqwFcaUtlgMAAACAoti8UCEnJ0djxozRF198oQMHDighIUGxsbHKy8vTwIED1blzZ6WkpCgjI0OJiYmSpKysLIWHhysiIkLJyclKSkrSzp07JV0vboiMjNT06dP12WefacaMGcrMzLR1twAA1UDjxo01YMAANWzYsFCbn5+f+vXrJzc3t0Jt7dq10wMPPMDNOQBAsS5duqSwsDANGjRIgwcP1sWLF3Xx4kUFBgZq2rRp2r59u7Zu3aqYmBg99thjcnV1VY8ePco0NREAAH9UVLFcWQviKJYDAAAAUB5sXqhgNpu1cOFCBQYGSpI6deqkc+fOacuWLcrJydH8+fPl7++vuLg4LV++XJKUlJSkpk2bavr06QoICNCMGTOMtmXLlikkJETR0dG66667NG7cOK1evdrW3QIAAABQzqrTdHFbt25VRkaGli5dqnr16hmf7t27a/jw4RoyZIgiIiLUt29fvfnmm5JU5qmJAAD4veKK5bp3716mgrghQ4Zo3bp1OnDggC5evKg33niDYjkAAAAApeZk6wP6+PgoMjJSknTlyhUtWLBAgwcPVlpamoKDg+Xq6ipJCgwMVEZGhiQpLS1NISEhMplMkqSuXbvqueeeM9r69etn7L9r166aPXt2scfPy8tTXl6e8d1sNpdvBwGgCB1m9Lfp8fbN/qRU62/cuFHPPvusjh8/rvbt22vt2rVq27ZtBUUHAKgM1n5tu1HIIoLblHqb9evX68knn5SPj49+/PFHJSYmaujQoRUQnW0MGjTIamq734uPj1d8fHyRbQVTE+3du1fBwcFWo/7ExMQoNDRU3333nbp3717kqD/29H3EAJser/XazaXehnMgADVBQbFcQcFcgaNHj2rZsmWKiIhQbGysHBwctGvXLknWBXFubm7y8PAwRj69++67NXHiRHXp0kW1a9dWQECAxowZY4eeAUDx3vomwabHe/qesaVan/NQAKg6pq7/xmbHih96T6m3qco5xeYjKhRIS0tT48aN9emnn+qNN96Q2WyWn5+f0W4ymeTo6Kjs7OxCbe7u7jp16pQk3bCtKPHx8apfv77x8fHxqYDeAUDVceTIEUVFRWnOnDk6efKkWrdurejoaHuHBQCowYqbLq6mKuvURLgxzoEA1BQFxXJ//Pj6+hoFcStXrtShQ4eMaSGk6wVxmZmZSkpK0v79++Xt7W20vfLKK0pNTdWGDRv01VdfqU6dOvboGgBUSZyHAgDKS1XPKXYrVAgMDNTWrVsVEBCg6OhoOTk5ycXFxWqd2rVrKzc3t1BbwXJJN2wrytSpU5WTk2N8Tpw4Uc49A4Cq5dChQ5ozZ46GDRsmb29vPf3000pNTbV3WACAGqy46eKA8sQ5EABcV9aCuHbt2umBBx6Qs7OzLcIEgGqD81AAQHmp6jnF5lM/FDCZTOrcubNWrlwpf39/xcfHKz093WqdCxcuyNnZWZ6ensrKyiq0XNIN24ri4uJSqCACAGqysLAwq++ZmZkKCAiwUzQAABQ/XRxQnjgHAgAAgD1wHgoAKC9VPafYfESF3bt3Ww3b6uzsLJPJpLZt2yo5OdlYfvToUeXl5cnT01NBQUFWbampqWrWrJkk3bANAFA6ly9f1rx58xQTE2PvUAAAKDRdHFBROAcCAACAPXAeCgAoL1Uxp9i8UKF169ZasmSJlixZohMnTuj5559Xnz591L9/f5nNZq1YsUKSFBcXp969e8vR0VHh4eHas2ePtm3bpitXrmju3LkKDQ2VJA0ZMkTr1q3TgQMHdPHiRb3xxhtGGwCgdGbOnKm6detWqTmMAADV1x+niwMqCudAAAAAsAfOQwEA5aUq5hSbT/3QpEkTbdiwQc8884ymTJmi0NBQrVq1Sk5OTlq2bJkiIiIUGxsrBwcH7dq1S5Lk5eWlBQsWqH///nJzc5OHh4cSExMlSXfffbcmTpyoLl26qHbt2goICNCYMWNs3S0AqPJ27NihhIQEff3116pVq5a9wwEAoNB0cefPn5eHh4e9w0I1wzkQAAAA7IHzUABAeamqOcXmhQqS9MADD+jgwYOFloeHh+vIkSPau3evgoOD1bBhQ6MtJiZGoaGh+u6779S9e3e5ubkZba+88ooiIyN18uRJ9ezZU87OzjbpBwBUF0ePHlVERIQSEhLUrl07e4cDAKjhdu/erU2bNum1116T9L/p4hwcbD4gHKo5zoEAAABgD5yHAgDKS1XOKXYpVLiRxo0ba8CAAUW2+fn5yc/Pr8i2du3aVbkfPgBUBpcuXVJYWJgGDRqkwYMH6+LFi5KkunXrymQy2Tk6AEBNVDBdXEBAgPr166dp06apT58+cnd3t3doqEY4BwIAAIA9cB4KACgvVT2nVLpCBQCojvbN/sTeIRRr69atysjIUEZGhpYuXWosP3r0qHx9fe0XGACgQkUEt7F3CMUqbro4oDxxDgQAAFB9PX3PWHuHUCzOQwEA5aWq5xQKFQCghhs0aJAsFou9wwAAwEpx08Wh6mi9drO9Q7ghzoEAAABgD5yHAkDVEj/0HnuHUKyqnlOY5BUAAAAAAAAAAAAAANgMhQoAAAAAAAAAAAAAAMBmKFQAAAAAAAAAAAAAAAA2Q6ECAFSAqjwn0K2oqf0GAAAAAAAAAABAyVGoAADlyNHRUZJ0+fJlO0diH7m5uZKkWrVq2TkSAAAAAAAAAAAAVFZO9g4AAKoTJycnubq6KisrS7Vq1ZKDQ82oB7NYLMrNzdWZM2fk4eFhFGwAAAAAAAAAAAAAf0ShAgCUI5PJpCZNmujo0aP66aef7B2OzXl4eKhx48b2DgMAAAAAAABAJbBx40Y9++yzOn78uNq3b6+1a9eqbdu2Sk9PV1RUlA4fPqzo6GjNnTtXJpNJkrR7927FxMQoKytLzz//vCZNmmTsb8OGDZo8ebKuXLmiefPmKSIiwl5dAwDcIgoVAKCcOTs7KyAgoMZN/1CrVi1GUgAAAFXO+fPnlZmZqdatW6tBgwb2DgcAAAA1RE04Dz1y5IiioqL09ttvq2fPnho/fryio6O1Y8cODRw4UKGhoVq3bp0mTJigxMRERUVFKSsrS+Hh4Zo8ebIiIiI0YsQIdezYUSEhIUpPT1dkZKQSEhJ0zz336KGHHlKnTp3Upk0be3cVAOyqquYUChUAoAI4ODiodu3a9g4DAIBiTV3/jc2OFT/0nlvavm/fvhoxYoRGjRpVPgHBJta1C7Tp8UZk7C/1NuvXr9eTTz4pHx8f/fjjj0pMTNTQoUMrIDoAAADY0hPrn7Hp8ZYPXViq9WvKeeihQ4c0Z84cDRs2TJL09NNPa8CAAdqyZYtycnI0f/58ubq6Ki4uTmPHjlVUVJSSkpLUtGlTTZ8+XSaTSTNmzNDy5csVEhKiZcuWKSQkRNHR0ZKkcePGafXq1Xr55Zft2U0A1Vy/Vz602bG2vPBgqbepyjmlZkyeDgDA/2/jxo1q2bKlnJyc1KFDBx06dEiSNGHCBJlMJuPTqlUrY5v09HQFBQWpQYMGio2NlcViMdp2796ttm3bysvLS/Pnz7d5fwCguktKStJnn31m7zBQDeXk5GjMmDH64osvdODAASUkJCg2NtbeYQEAAKCaq0nnoWFhYRo9erTxPTMzUwEBAUpLS1NwcLBcXV0lSYGBgcrIyJAkpaWlKSQkxJgGomvXrtq7d6/Rdt999xn7+31bUfLy8mQ2m60+AFCdVPWcQqECAKDGKBhubs6cOTp58qRat25tVGCnpKRo8+bNys7OVnZ2tlJTUyVdv6AZOHCgOnfurJSUFGVkZCgxMVGSjKHoIiIilJycrKSkJO3cudNe3QOAaufXX3/V5MmTGcYTFcJsNmvhwoUKDLw+8kOnTp107tw5O0cFAACA6q6mnodevnxZ8+bNU0xMjMxms/z8/Iw2k8kkR0dHZWdnF2pzd3fXqVOnJOmGbUWJj49X/fr1jY+Pj08F9AwA7Keq5xQKFQAANcbvh5vz9vbW008/rdTUVF29elUHDx5Ujx495OHhIQ8PD9WrV0+SrIai8/f3V1xcnJYvXy5JVkPRBQQEGEPRFYcqbgAoncmTJ2vw4MEKDg62dyiohnx8fBQZGSlJunLlihYsWKDBgwfbOSoAAABUdzX1PHTmzJmqW7euoqOj5eTkJBcXF6v22rVrKzc3t1BbwXJJN2wrytSpU5WTk2N8Tpw4Uc69AgD7quo5xcneAQAAYCthYWFW3wuGmztw4IDy8/PVoUMHnTx5Uj179tSSJUvUokWLUg9F99xzzxV7/Pj4eM2aNauCegcA1cvOnTu1fft2HTx4UOPHj7d3OKjGCoaPdXZ2NqaEAgAAACpaTToP3bFjhxISEvT111+rVq1a8vT0VHp6utU6Fy5ckLOzszw9PZWVlVVouaQbthXFxcWlUEEEAFRHVTWnMKICAKBG+v1wcxkZGWrTpo1Wr16t/fv3y8nJyZg/r6xD0RWFKm4AKJnffvtNTz31lN566y1jhBugogQGBmrr1q0KCAgwpoQCAAAAKlpNOQ89evSoIiIilJCQoHbt2kmSgoKClJycbLVOXl6ePD09C7WlpqaqWbNmRW73+zYAqMmqak5hRAUAQI30++HmatWqZQyPJEmLFy+Wn5+fzGZzmYeiKwpV3ABQMi+99JKCgoI0YMAAe4eCGsBkMqlz585auXKl/P39df78eXl4eNg7LAAAAFRzNeE89NKlSwoLC9OgQYM0ePBgXbx4UZLUvXt3mc1mrVixQlFRUYqLi1Pv3r3l6Oio8PBwjR07Vtu2bVPPnj01d+5chYaGSpKGDBmiP/3pT5o4caL8/Pz0xhtvaOTIkfbsIgBUClU1pzCiAgCgxikYbm7NmjWqVatWofZGjRopPz9fp0+fLjSknFSyoegAAGW3Zs0abdy4UR4eHvLw8NCaNWs0ZswYjRkzxt6hoRrZvXu3YmNjje/Ozs4ymUxycOAyGQAAABWnJp2Hbt26VRkZGVq6dKnq1atnfE6ePKlly5Zp3Lhx8vLy0saNG/Xqq69Kkry8vLRgwQL1799f3t7eyszM1LRp0yRJd999tyZOnKguXbqoWbNmcnR05DoRQI1W1XMKIyoAAGqUooabi42NVceOHfXII49IkpKTk+Xg4CAfHx8FBQVp6dKlVtv/fii6NWvWGG0MNwcA5eNf//qXrl69anyfMmWKgoODNWrUKPsFhWqndevWWrJkiQICAtSvXz9NmzZNffr0kbu7u71DAwAAQDVWk85DBw0aJIvFUmSbr6+vjhw5or179yo4OFgNGzY02mJiYhQaGqrvvvtO3bt3l5ubm9H2yiuvKDIyUidPnlTPnj15aQhAjVbVc4pdChU2btyoZ599VsePH1f79u21du1atW3bVhMmTNCiRYuM9fz9/XX48GFJUnp6uqKionT48GFFR0dr7ty5MplMkq5Xi8TExCgrK0vPP/+8Jk2aZI9uAQAqueKGmwsMDNS0adPk7e2ta9euafz48Xrsscfk6uqqHj16lGkoOgCo7OKH3mPvEIrVvHlzq+9ubm7y8vKSl5eXnSJCWYzI2G/vEG6oSZMm2rBhg5555hlNmTJFoaGhWrVqlb3DAgAAQDlYPnShvUMoFueh/9O4ceNip/zz8/OTn59fkW3t2rUzXkACgIq25YUH7R1Csap6TrH5uA9HjhxRVFSU5syZo5MnT6p169aKjo6WJKWkpGjz5s3Kzs5Wdna2UlNTJUl5eXkaOHCgOnfurJSUFGVkZCgxMVGSlJWVpfDwcEVERCg5OVlJSUnauXOnrbsFAKgCihturnv37ho+fLiGDBmiiIgI9e3bV2+++aYkycnJqUxD0QEAyk9iYmK1GE1h48aNatmypZycnNShQwcdOnRI0vWi7KCgIDVo0ECxsbFWbxzt3r1bbdu2lZeXl+bPn2+1vw0bNuj2229X06ZNtXbtWpv2pbp44IEHdPDgQZnNZq1fv1633XabvUMCAABADcB5KACgvFTlnGLzERUOHTqkOXPmaNiwYZKkp59+WgMGDNDVq1d18OBB9ejRw2oYH0nasmWLcnJyNH/+fLm6uiouLk5jx45VVFSUkpKS1LRpU02fPl0mk0kzZszQ8uXLFRISYuuuAQAquRsNNxcfH6/4+Pgi28LDw8s0FB0AAAUKCrbffvtt9ezZU+PHj1d0dLR27NihgQMHKjQ0VOvWrdOECROUmJioqKgooyh78uTJioiI0IgRI9SxY0eFhIQoPT1dkZGRSkhI0D333KOHHnpInTp1Ups2bezdVQAAANQQT6x/xt4hAACAKszmIyqEhYVp9OjRxvfMzEwFBATowIEDys/PV4cOHVSnTh317dtXx48flySlpaUpODhYrq6ukq4P0Z2RkWG0hYSEGNNAdO3aVXv37i32+Hl5eTKbzVYfAABupmAout8XKRTw8/NTv379KFIAABTr9wXb3t7eevrpp5WammpVlO3v76+4uDgtX75ckqyKsgMCAoyibElatmyZQkJCFB0drbvuukvjxo3T6tWr7dlFAAAAAAAAoMRsXqjwe5cvX9a8efMUExOjjIwMtWnTRqtXr9b+/fvl5ORkFDSYzWaruYhMJpMcHR2VnZ1dqM3d3V2nTp0q9pjx8fGqX7++8fHx8am4DgIAAACAii/YLmtRdlpamu677z5jfxRsAwAAAAAAoCqxa6HCzJkzVbduXUVHRysyMlIpKSm69957FRAQoMWLF+vzzz+X2WyWk5OTXFxcrLatXbu2cnNzC7UVLC/O1KlTlZOTY3xOnDhRYf0DAAAAgD/6fcF2WYuybVGwXdx0Sbg1/FwBAAAAAADsWKiwY8cOJSQkaM2aNapVq1ah9kaNGik/P1+nT5+Wp6ensrKyrNovXLggZ2fnQm0Fy4vj4uIid3d3qw8AAAAA2MrvC7bLWpRdkQXbBddnN9ofyq7g51rUdTAAAAAAAEBN4WSPgx49elQRERFKSEhQu3btJEmxsbHq2LGjHnnkEUlScnKyHBwc5OPjo6CgIC1dutRq+7y8PHl6eiooKEhr1qwx2lJTU9WsWTPbdggAAAAASqCgYPvrr79WrVq15OnpqfT0dKt1SlKUXZaC7T8WRBTH0dFRHh4eOnPmjCTJ1dXVmH4CZWexWJSbm6szZ87Iw8NDjo6O9g4JAAAAAADAbmxeqHDp0iWFhYVp0KBBGjx4sC5evCjp+lys06ZNk7e3t65du6bx48frsccek6urq3r06CGz2awVK1YoKipKcXFx6t27txwdHRUeHq6xY8dq27Zt6tmzp+bOnavQ0FBbdwsAAAAAbqiogu2yFmUHBQUpOTlZTzzxRKG28tC4cWNJMooVUH48PDyMny8AAAAAAEBNZfNCha1btyojI0MZGRmFbsgNHz5cQ4YMkaOjo0aOHKm4uLjrQTo5admyZYqIiFBsbKwcHBy0a9cuSZKXl5cWLFig/v37y83NTR4eHkpMTLR1twAAAACgWMUVbHfv3r1MRdlDhgzRn/70J02cOFF+fn564403NHLkyHKL12QyqUmTJmrUqJGuXLlSbvut6WrVqsVICgAAAAAAALJDocKgQYNksViKbIuPj1d8fHyRbeHh4Tpy5Ij27t2r4OBgNWzY0GiLiYlRaGiovvvuO3Xv3l1ubm4VEjsAAABQXQxZ8InNjvXPZ/uXepsJEyZo0aJFxnd/f38dPny4PMOyqRsVbJelKPvuu+/WxIkT1aVLF9WuXVsBAQEaM2ZMucft6OjIg3UAAABUOd3mPGTT43313Ptl3rZv374aMWKERo0aVX4BAQDKjf/IN2x2rCPvTril7ataTnGwdwCl0bhxYw0YMMCqSKGAn5+f+vXrR5ECAAAAUA2kpKRo8+bNys7OVnZ2tlJTU+0d0i0pKNj+48fX19coyl65cqUOHTpkTAshXS/KzszMVFJSkvbv3y9vb2+j7ZVXXlFqaqo2bNigr776SnXq1LFH1wAAVcTZs2fl5+enY8eOGcsmTJggk8lkfFq1amW0paenKygoSA0aNFBsbKzVi0e7d+9W27Zt5eXlpfnz59uyGwBQrSQlJemzzz6zdxgAgGqgKuaUKlWoAAAAAKD6u3r1qg4ePKgePXrIw8NDHh4eqlevnr3DqlBlLcpu166dHnjgATk7O9siTABAFXX27FmFhYVZFSlIxRcG5uXlaeDAgercubNSUlKUkZFhjOqTlZWl8PBwRUREKDk5WUlJSdq5c6eNewQAVd+vv/6qyZMnq02bNvYOBQBQxVXVnEKhAgAAAIBK5cCBA8rPz1eHDh1Up04d9e3bV8ePH7d3WAAAVFkjRozQI488YrXsRoWBW7ZsUU5OjubPny9/f3/FxcVp+fLlkq6/qdW0aVNNnz5dAQEBmjFjhtFWlLy8PJnNZqsPAECaPHmyBg8erODgYHuHAgCo4qpqTqFQAQAAAEClkpGRoTZt2mj16tXav3+/nJycNHr0aHuHBQBAlbV06VJNmGA93+2NCgPT0tIUHBwsV1dXSVJgYKAyMjKMtpCQEJlMJklS165dtXfv3mKPHR8fr/r16xsfHx+fiugiAFQpO3fu1Pbt2zV37lx7hwIAqOKqck6hUAEAAABApRIZGamUlBTde++9CggI0OLFi/X555/zBiYAAGXk5+dXaNmNCgPNZrPVNiaTSY6OjsrOzi7U5u7urlOnThV77KlTpyonJ8f4nDhxohx7BgBVz2+//aannnpKb731VrWf4g4AULGqek5xKq8dWSwW5efny9HRsbx2CQBAiZCDAKB6a9SokfLz83X69Gm5u7vbOxwD+QcAYC/lkYMiIyMVGRlpfF+8eLH8/PxkNpvl5OQkFxcXq/Vr166t3NzcQm0Fy4vj4uJSaF8AUJO99NJLCgoK0oABA+wdSplwHQQAlUdVzyllGlFhzJgxysvLs1q2Y8cOtW3btlyCAgCgOOQgAKj+YmNjtWbNGuN7cnKyHBwc7DpUNPkHAGAvtspBvy8M9PT0VFZWllX7hQsX5OzsXKitYDkAoGTWrFmjjRs3ysPDQx4eHlqzZo3GjBmjMWPG2Du0QrgOAoDKrSrllKKUqVDhnXfeKZSc7rzzTv3000/lEhQAAMUhBwFA9Xf33Xdr2rRp2r59u7Zu3aqYmBg99thjxjzZ9kD+AQDYS0XloBsVBgYFBSk5OdloO3r0qPLy8uTp6VmoLTU1Vc2aNbulWACgJvnXv/6l9PR07du3T/v27VN4eLhmz56t2bNn2zu0QrgOAoDKrSrllKKUauqHVatWSbo+tM+aNWuMG4UWi0U7duxQly5dyj9CAABEDgKA8vbPZ/vbO4RijRw5UgcPHtSQIUPk6OiokSNHKi4uzi6xkH8AAPZS0TmooDDQ29tb165d0/jx443CwB49eshsNmvFihWKiopSXFycevfuLUdHR4WHh2vs2LHatm2bevbsqblz5yo0NPSW+wsA5emr5963dwjFat68udV3Nzc3eXl5ycvLy04RFcZ1EAD8z5F3J9g7hGJVhZxyI6UqVFixYoUkyWQyKSkpSU5O1zd3cHCQv7+/1q5dW/4RAgAgchAA1DTx8fGKj4+3dxjkHwCA3VR0DrpRYaCTk5OWLVumiIgIxcbGysHBQbt27ZIkeXl5acGCBerfv7/c3Nzk4eGhxMTEW4oFAGqyyvg3lOsgAKiaKmNOuZFSFSrs3LlT0vVktHnzZrm7u1dIUAAA/BE5CABgD+QfAIC9VEQOslgsVt9vVBgYHh6uI0eOaO/evQoODlbDhg2NtpiYGIWGhuq7775T9+7d5ebmdsuxAQAqD66DAAC2UKpChQJPPfWUXFxcyjsWAABuihwEALAH8g8AwF7smYMaN26sAQMGFNnm5+cnPz8/G0cEALAlroMAABWpTIUKb731li5fvqwTJ04UqsRu0aJFuQQGAEBRyEEAAHsg/wAA7IUcBACwF3IQAKAiOZRlo8WLF6t+/fry9fW1+lBFDQCoaLeagzZu3KiWLVvKyclJHTp00KFDhyRJ6enpCgoKUoMGDRQbG2t18bV79261bdtWXl5emj9/vtX+NmzYoNtvv11NmzZlfj4AqMa4BgIA2As5CABgL+QgAFXdH4usUD7K6+dapkKF6dOn6+9//7t+++035efnG59r166VS1AAABTnVnLQkSNHFBUVpTlz5ujkyZNq3bq1oqOjlZeXp4EDB6pz585KSUlRRkaGEhMTJUlZWVkKDw9XRESEkpOTlZSUZMzTl56ersjISE2fPl2fffaZZsyYoczMzIrsPgDATrgGAgDYCzkIAGAv5CAAVVWtWrUkSbm5uXaOpHoq+LkW/JzLqkxTP9SrV0/33XffLR8cAIDSupUcdOjQIc2ZM0fDhg2TJD399NMaMGCAtmzZopycHM2fP1+urq6Ki4vT2LFjFRUVpaSkJDVt2lTTp0+XyWTSjBkztHz5coWEhGjZsmUKCQlRdHS0JGncuHFavXq1Xn755XLtMwDA/rgGAgDYCzkIAGAv5CAAVZWjo6M8PDx05swZSZKrq6tMJpOdo6r6LBaLcnNzdebMGXl4eMjR0fGW9lemQoVFixZp9OjRevvtt3XnnXfeUgAAAJTGreSgsLAwq++ZmZkKCAhQWlqagoOD5erqKkkKDAxURkaGJCktLU0hISHGSUzXrl313HPPGW39+vUz9te1a1fNnj272OPn5eUpLy/P+G42m0sVPwDAfrgGAgDYCzkIAGAv5CAAVVnjxo0lyShWQPnx8PAwfr63okyFChMmTNC5c+cUGBioBg0ayN3d3Wj78ccfbzkoAACKU1456PLly5o3b54mTZqkw4cPW82tZzKZ5OjoqOzsbJnNZrVr185oc3d316lTpyRdLzT4/Xa/bytKfHy8Zs2aVeIYAQCVB9dAAAB7IQcBAOyFHASgKjOZTGrSpIkaNWqkK1eu2DucaqNWrVq3PJJCgTIVKhTM2w0AgK2VVw6aOXOm6tatq+joaE2bNk0uLi5W7bVr11Zubq6cnJys2gqWS7phW1GmTp2qSZMmGd/NZrN8fHzKpT8AUFpdnllts2OlLHy0zNv+7W9/U0ZGhj7++ONyjKj0uAYCANgLOQgASq9hdGebHu/csr2lWn/ChAlatGiR8d3f31+HDx8u77BuGTkIQHXg6OhYbg/WUb7KVKjw+7dHAQCwpfLIQTt27FBCQoK+/vpr1apVS56enkpPT7da58KFC3J2dpanp6eysrIKLZd0w7aiuLi4FCqIAAAUb//+/Vq8eLHS0tLsHQrXQAAAuyEHAUD1k5KSos2bN6tbt26SVGkfoJGDAAAVyaEsG/n6+srPz0++vr7Gvws+JbFx40a1bNlSTk5O6tChgw4dOiRJSk9PV1BQkBo0aKDY2FhZLBZjm927d6tt27by8vLS/Pnzrfa3YcMG3X777WratKnWrl1bli4BAKqIW81BR48eVUREhBISEowpHYKCgpScnGy1Tl5enjw9PQu1paamqlmzZkVu9/s2AMCtyc/P1+jRo/Xss8+qZcuW9g7nlvMPAABlRQ4CgOrl6tWrOnjwoHr06CEPDw95eHioXr169g6rSOWRg86ePSs/Pz8dO3bMWDZhwgSZTCbj06pVK6OtrM+JAABVT5kKFfLz83Xt2jXl5+frv//9r3bt2qVevXrpww8/vOm2R44cUVRUlObMmaOTJ0+qdevWio6OVl5engYOHKjOnTsrJSVFGRkZxrBCWVlZCg8PV0REhJKTk5WUlKSdO3dKup60IiMjNX36dH322WeaMWOGMjMzy9ItAEAVcCs56NKlSwoLC9OgQYM0ePBgXbx4URcvXlT37t1lNpu1YsUKSVJcXJx69+4tR0dHhYeHa8+ePdq2bZuuXLmiuXPnKjQ0VJI0ZMgQrVu3TgcOHNDFixf1xhtvGG0AgFvz9ttv68CBA/L19dVHH32ky5cv2zWeW8k/AADcCnIQAFQvBw4cUH5+vjp06KA6deqob9++On78uL3DKtKt5qCzZ88qLCzMqkhB+t+IEtnZ2crOzlZqaqoklfk5EQCgaipTocLv1alTR927d9fHH3+sWbNm3XT9Q4cOac6cORo2bJi8vb319NNPKzU1VVu2bFFOTo7mz58vf39/xcXFafny5ZKkpKQkNW3aVNOnT1dAQIBmzJhhtC1btkwhISGKjo7WXXfdpXHjxmn1atvNtwsAsJ/S5qCtW7cqIyNDS5cuVb169YzPyZMntWzZMo0bN05eXl7auHGjXn31VUmSl5eXFixYoP79+8vb21uZmZmaNm2aJOnuu+/WxIkT1aVLFzVr1kyOjo4aM2ZMhfYZAGqCixcvaubMmWrZsqV++uknLViwQH/+85916dIle4cmqfT5BwCA8kIOAoCqLyMjQ23atNHq1au1f/9+OTk5afTo0fYO66bKkoNGjBihRx55xGrZjUaUKOtzIgBA1eRUXjs6d+6cfvnll5uuFxYWZvU9MzNTAQEBSktLU3BwsFxdXSVJgYGBysjIkCSlpaUpJCREJpNJktS1a1c999xzRlu/fv2M/XXt2lWzZ88u9vh5eXnKy8szvpvN5hL2EABQWZU0Bw0aNMhquLjf8/X11ZEjR7R3714FBwerYcOGRltMTIxCQ0P13XffqXv37nJzczPaXnnlFUVGRurkyZPq2bOnnJ2db71DAFDDvf/++/rvf/+rnTt3ysvLS1evXtVdd92l1atXV6obeCXNPwAAlDdyEABUXZGRkYqMjDS+L168WH5+fjKbzXJ3d7djZCVTmhy0dOlS+fn5aeLEicay348oUXA/bcmSJWrRokWZnxMVh+dBAFC5lalQwc/Pz0gG0vXhf06fPm2VbEri8uXLmjdvniZNmqTDhw9bzWtkMpnk6Oio7Oxsmc1mYx5xSXJ3d9epU6ckXU8sv9/u921FiY+Pp+IcAKqw8spBRWncuLEGDBhQ7HGLm3+vXbt2VnkKAHBrfv75ZwUHB8vLy0uS5OTkpMDAQB0+fNhuMVVk/gEA4EbIQQBQvTVq1Mj4217ZChVuNQcVdS+tYESJRYsWycvLS88++6xGjx6tTz/9tNDznpI+JyoOz4MAoHIrU6FCwZxABUwmk5o1ayZ/f/9S7WfmzJmqW7euoqOjNW3aNLm4uFi1165dW7m5uXJycrJqK1gu6YZtRZk6daomTZpkfDebzfLx8SlV3AAA+ymvHAQAqLyaN29eaJqHn376Sd26dbNTROQfAID9kIMAoHqJjY1Vx44djSkRkpOT5eDgUCmfU1REDrrRiBJ/fN4jlew5UXF4HgQAlVuZChV69uwpSfr3v/+t48eP6/bbby91YtqxY4cSEhL09ddfq1atWvL09FR6errVOhcuXJCzs7M8PT2VlZVVaLmkG7YVxcXFpVCiAwBUHeWRgwAAlduAAQM0fvx4vf322woLC9P777+vtLQ0rV+/3m4xkX8AAPZCDgKA6uXuu+/WtGnT5O3trWvXrmn8+PF67LHHjOkOKhNb5KDfjyhR1udExeF5EABUbmUqVDh58qQGDRqk77//Xs2aNdOpU6fUunVrbdy4UU2bNr3p9kePHlVERIQSEhKMoXqCgoK0dOlSq3Xy8vLk6empoKAgrVmzxmhLTU1Vs2bNjO2Sk5P1xBNPFGoDAFQ/t5qDAADXpSx81N4hFKthw4b65JNPNGXKFE2aNElNmjTRe++9Z9c3X8g/AAB7IQcBQOmdW7bX3iEUa+TIkTp48KCGDBkiR0dHjRw5UnFxcfYOq0gVkYNuNKJEWZ8TAQCqJoeybPTUU0+pS5cuysrK0qFDh3TmzBl16tRJTz755E23vXTpksLCwjRo0CANHjxYFy9e1MWLF9W9e3eZzWatWLFCkhQXF6fevXvL0dFR4eHh2rNnj7Zt26YrV65o7ty5Cg0NlSQNGTJE69at04EDB3Tx4kW98cYbRhsAoPq5lRwEAKg6/vSnPyk5OVm5ubk6cuSIBg4caNd4yiv/nD17Vn5+fjp27JixbMKECTKZTManVatWRlt6erqCgoLUoEEDxcbGymKxGG27d+9W27Zt5eXlpfnz599yHwEAlRPXQABQ/cTHx+v8+fM6d+6cXn/9ddWtW9feIRWpInJQwYgS27dv19atWxUTE2OMKNGjR48yPScCAFRNZRpR4csvv9SBAweMIXNcXFz0wgsvKDAw8Kbbbt26VRkZGcrIyChUGbds2TJFREQoNjZWDg4O2rVrlyTJy8tLCxYsUP/+/eXm5iYPDw9jbqS7775bEydOVJcuXVS7dm0FBARozJgxZekWAKAKuJUcBABAWZVH/jl79qzCwsKsihQkKSUlRZs3b1a3bt0kSY6OjpKkvLw8DRw4UKGhoVq3bp0mTJigxMRERUVFKSsrS+Hh4Zo8ebIiIiI0YsQIdezYUSEhIeXTYQBApcE1EADAXioiB91oRAknJ6cyPScCAFRNZRpR4a677tLKlSutlq1cuVLt27e/6baDBg2SxWIp9PH19VV4eLiOHDmilStX6tC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-      "text/plain": [
-       "<Figure size 2600x1400 with 15 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.figure(figsize=(26,18))\n",
-    "\n",
-    "name=[\"socialize\",\"relax\",\"learn\",\"equity\",\"class\",\"work_exper\",\"family_income\",\"family_m\",\"family_status\",\"house\",\"car\",\"marital\",\"status_peer\",\"view\",\"inc_ability\"]\n",
-    "colors=[\"Reds\",\"Greens\",\"Blues\"]\n",
-    "for i in range(len(name)):\n",
-    "    plt.subplot(3,5,i+1)\n",
-    "    plt.title(f\"{name[i]} plot\")\n",
-    "    plot = sns.countplot(data=df1, x=name[i],hue='happiness',palette=colors[i%len(colors)])\n",
-    "    plt.subplots_adjust(hspace=0.6)\n",
-    "plt.figure(figsize=(26,14))\n",
-    "for i in range(len(name)):\n",
-    "    plt.subplot(3,5,i+1)\n",
-    "    plt.title(f\"{name[i]} plot\")\n",
-    "    plot = sns.countplot(data=df1, x='happiness',hue=name[i],palette=colors[i%len(colors)])\n",
-    "    plt.subplots_adjust(hspace=0.6)\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### 1：相关性分析\n",
-    "\n",
-    "很显然因素是非常多的，如果全部加入分析会非常复杂。\n",
-    "\n",
-    "所以，我们首先要筛选出一些相关性强的因素。为此我们首先做出相关系数热力图如下："
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 388,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, '相关系数热力图')"
-      ]
-     },
-     "execution_count": 388,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 2000x2000 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.rcParams['font.sans-serif']=['SimHei']  #用来正常显示中文标签\n",
-    "plt.rcParams['axes.unicode_minus']=False   #用来正常显示负\n",
-    "sns.heatmap(df1[[\"happiness\",\"age\",\"survey_type\",\"gender\",\"religion\",\"edu\",\"income\",\"political\",\"health\",\"health_problem\",\"depression\"\n",
-    "                 ,\"socialize\",\"relax\",\"learn\",\"equity\",\"class\",\"work_exper\",\"family_income\",\"family_m\",\"family_status\",\"house\",\"car\",\"marital\",\"status_peer\",\"view\",\"inc_ability\"]].corr()\n",
-    "                 ,annot=True,linewidths=0.2)\n",
-    "fig=plt.gcf()\n",
-    "fig.set_size_inches(20,20)\n",
-    "plt.title(\"相关系数热力图\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "从中我们筛选出11个相关系数的因素，分别是：\n",
-    "- health\n",
-    "- health_problem\n",
-    "- edu\n",
-    "- depression\n",
-    "- relax\n",
-    "- learn\n",
-    "- equitty\n",
-    "- class\n",
-    "- family_income\n",
-    "- family_status\n",
-    "- status_peer"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 389,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>0</th>\n",
-       "      <th>1</th>\n",
-       "      <th>2</th>\n",
-       "      <th>3</th>\n",
-       "      <th>4</th>\n",
-       "      <th>5</th>\n",
-       "      <th>6</th>\n",
-       "      <th>7</th>\n",
-       "      <th>8</th>\n",
-       "      <th>9</th>\n",
-       "      <th>...</th>\n",
-       "      <th>25</th>\n",
-       "      <th>26</th>\n",
-       "      <th>27</th>\n",
-       "      <th>28</th>\n",
-       "      <th>29</th>\n",
-       "      <th>30</th>\n",
-       "      <th>31</th>\n",
-       "      <th>32</th>\n",
-       "      <th>33</th>\n",
-       "      <th>34</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>12.0</td>\n",
-       "      <td>32.0</td>\n",
-       "      <td>59.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>11.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>3.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2.0</td>\n",
-       "      <td>18.0</td>\n",
-       "      <td>52.0</td>\n",
-       "      <td>85.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>12.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>2.0</td>\n",
-       "      <td>29.0</td>\n",
-       "      <td>83.0</td>\n",
-       "      <td>126.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>2.0</td>\n",
-       "      <td>10.0</td>\n",
-       "      <td>28.0</td>\n",
-       "      <td>51.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>7.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>7.0</td>\n",
-       "      <td>18.0</td>\n",
-       "      <td>36.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>12.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>-8.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7995</th>\n",
-       "      <td>2.0</td>\n",
-       "      <td>29.0</td>\n",
-       "      <td>82.0</td>\n",
-       "      <td>124.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7996</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>12.0</td>\n",
-       "      <td>32.0</td>\n",
-       "      <td>61.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>7.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7997</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>16.0</td>\n",
-       "      <td>46.0</td>\n",
-       "      <td>78.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>-8.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7998</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>8.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>12.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7999</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>10.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>8000 rows × 35 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "       0     1     2      3    4    5    6    7    8     9   ...   25   26  \\\n",
-       "0     1.0  12.0  32.0   59.0  1.0  3.0  1.0  1.0  1.0  11.0  ...  2.0  2.0   \n",
-       "1     2.0  18.0  52.0   85.0  1.0  1.0  1.0  1.0  1.0  12.0  ...  2.0  3.0   \n",
-       "2     2.0  29.0  83.0  126.0  2.0  2.0  1.0  0.0  3.0   4.0  ...  1.0  3.0   \n",
-       "3     2.0  10.0  28.0   51.0  2.0  4.0  1.0  1.0  1.0   3.0  ...  1.0  3.0   \n",
-       "4     1.0   7.0  18.0   36.0  2.0  1.0  1.0  1.0  1.0  12.0  ...  0.0  4.0   \n",
-       "...   ...   ...   ...    ...  ...  ...  ...  ...  ...   ...  ...  ...  ...   \n",
-       "7995  2.0  29.0  82.0  124.0  1.0  2.0  1.0  1.0  1.0   4.0  ...  2.0  1.0   \n",
-       "7996  1.0  12.0  32.0   61.0  2.0  4.0  1.0  1.0  1.0   1.0  ...  1.0  1.0   \n",
-       "7997  1.0  16.0  46.0   78.0  2.0  2.0  1.0  1.0  1.0   3.0  ...  0.0  3.0   \n",
-       "7998  1.0   1.0   1.0    8.0  2.0  2.0  1.0  1.0  1.0  12.0  ...  3.0  1.0   \n",
-       "7999  1.0   1.0   1.0    3.0  2.0  1.0  1.0  1.0  1.0  10.0  ...  2.0  1.0   \n",
-       "\n",
-       "       27   28   29   30   31   32   33   34  \n",
-       "0     2.0  1.0  2.0  3.0  3.0  2.0  4.0  3.0  \n",
-       "1     4.0  1.0  2.0  1.0  1.0  1.0  4.0  2.0  \n",
-       "2     3.0  1.0  2.0  3.0  2.0  1.0  4.0  2.0  \n",
-       "3     3.0  1.0  1.0  7.0  2.0  1.0  3.0  2.0  \n",
-       "4     3.0  1.0  1.0  1.0  3.0  2.0  3.0 -8.0  \n",
-       "...   ...  ...  ...  ...  ...  ...  ...  ...  \n",
-       "7995  3.0  0.0  1.0  3.0  1.0  2.0  2.0  3.0  \n",
-       "7996  2.0  1.0  2.0  7.0  2.0  1.0  5.0  2.0  \n",
-       "7997  2.0  1.0  2.0  3.0  3.0  1.0  4.0 -8.0  \n",
-       "7998  3.0 -1.0  2.0  1.0  2.0  1.0  4.0  2.0  \n",
-       "7999  3.0  1.0  2.0  1.0  2.0  2.0  3.0  3.0  \n",
-       "\n",
-       "[8000 rows x 35 columns]"
-      ]
-     },
-     "execution_count": 389,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "import numpy as np\n",
-    "y=np.array(df1[\"happiness\"])\n",
-    "del df1[\"happiness\"]\n",
-    "X=np.array(df1)\n",
-    "pd.DataFrame(X)"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.7"
-  },
-  "orig_nbformat": 4
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/2、幸福感数据分析/第2组--王瑞恒/第二组2.ipynb b/2、幸福感数据分析/第2组--王瑞恒/第二组2.ipynb
deleted file mode 100644
index 37060c5..0000000
--- a/2、幸福感数据分析/第2组--王瑞恒/第二组2.ipynb
+++ /dev/null
@@ -1,1751 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 205,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>id</th>\n",
-       "      <th>happiness</th>\n",
-       "      <th>survey_type</th>\n",
-       "      <th>province</th>\n",
-       "      <th>city</th>\n",
-       "      <th>county</th>\n",
-       "      <th>survey_time</th>\n",
-       "      <th>gender</th>\n",
-       "      <th>birth</th>\n",
-       "      <th>nationality</th>\n",
-       "      <th>...</th>\n",
-       "      <th>family_income</th>\n",
-       "      <th>family_m</th>\n",
-       "      <th>family_status</th>\n",
-       "      <th>house</th>\n",
-       "      <th>car</th>\n",
-       "      <th>marital</th>\n",
-       "      <th>status_peer</th>\n",
-       "      <th>status_3_before</th>\n",
-       "      <th>view</th>\n",
-       "      <th>inc_ability</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>12</td>\n",
-       "      <td>32</td>\n",
-       "      <td>59</td>\n",
-       "      <td>2015/8/4 14:18</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1959</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>60000.0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>4</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "      <td>18</td>\n",
-       "      <td>52</td>\n",
-       "      <td>85</td>\n",
-       "      <td>2015/7/21 15:04</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1992</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>40000.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>3</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "      <td>29</td>\n",
-       "      <td>83</td>\n",
-       "      <td>126</td>\n",
-       "      <td>2015/7/21 13:24</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1967</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>8000.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2</td>\n",
-       "      <td>10</td>\n",
-       "      <td>28</td>\n",
-       "      <td>51</td>\n",
-       "      <td>2015/7/25 17:33</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1943</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>12000.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>7</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>5</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>7</td>\n",
-       "      <td>18</td>\n",
-       "      <td>36</td>\n",
-       "      <td>2015/8/10 9:50</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1994</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>-2.0</td>\n",
-       "      <td>4</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>-8</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 42 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   id  happiness  survey_type  province  city  county      survey_time  \\\n",
-       "0   1          4            1        12    32      59   2015/8/4 14:18   \n",
-       "1   2          4            2        18    52      85  2015/7/21 15:04   \n",
-       "2   3          4            2        29    83     126  2015/7/21 13:24   \n",
-       "3   4          5            2        10    28      51  2015/7/25 17:33   \n",
-       "4   5          4            1         7    18      36   2015/8/10 9:50   \n",
-       "\n",
-       "   gender  birth  nationality  ...  family_income  family_m  family_status  \\\n",
-       "0       1   1959            1  ...        60000.0         2              2   \n",
-       "1       1   1992            1  ...        40000.0         3              4   \n",
-       "2       2   1967            1  ...         8000.0         3              3   \n",
-       "3       2   1943            1  ...        12000.0         3              3   \n",
-       "4       2   1994            1  ...           -2.0         4              3   \n",
-       "\n",
-       "   house  car  marital  status_peer  status_3_before  view  inc_ability  \n",
-       "0      1    2        3            3                2     4            3  \n",
-       "1      1    2        1            1                1     4            2  \n",
-       "2      1    2        3            2                1     4            2  \n",
-       "3      1    1        7            2                1     3            2  \n",
-       "4      1    1        1            3                2     3           -8  \n",
-       "\n",
-       "[5 rows x 42 columns]"
-      ]
-     },
-     "execution_count": 205,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "import pandas as pd\n",
-    "import numpy as np\n",
-    "df=pd.read_csv('happiness_train_abbr.csv')\n",
-    "df.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 206,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "id \t Counter({1: 1, 2: 1, 3: 1, 4: 1, 5: 1, 6: 1, 7: 1, 8: 1, 9: 1, 10: 1, 11: 1, 12: 1, 13: 1, 14: 1, 15: 1, 16: 1, 17: 1, 18: 1, 19: 1, 20: 1, 21: 1, 22: 1, 23: 1, 24: 1, 25: 1, 26: 1, 27: 1, 28: 1, 29: 1, 30: 1, 31: 1, 32: 1, 33: 1, 34: 1, 35: 1, 36: 1, 37: 1, 38: 1, 39: 1, 40: 1, 41: 1, 42: 1, 43: 1, 44: 1, 45: 1, 46: 1, 47: 1, 48: 1, 49: 1, 50: 1, 51: 1, 52: 1, 53: 1, 54: 1, 55: 1, 56: 1, 57: 1, 58: 1, 59: 1, 60: 1, 61: 1, 62: 1, 63: 1, 64: 1, 65: 1, 66: 1, 67: 1, 68: 1, 69: 1, 70: 1, 71: 1, 72: 1, 73: 1, 74: 1, 75: 1, 76: 1, 77: 1, 78: 1, 79: 1, 80: 1, 81: 1, 82: 1, 83: 1, 84: 1, 85: 1, 86: 1, 87: 1, 88: 1, 89: 1, 90: 1, 91: 1, 92: 1, 93: 1, 94: 1, 95: 1, 96: 1, 97: 1, 98: 1, 99: 1, 100: 1, 101: 1, 102: 1, 103: 1, 104: 1, 105: 1, 106: 1, 107: 1, 108: 1, 109: 1, 110: 1, 111: 1, 112: 1, 113: 1, 114: 1, 115: 1, 116: 1, 117: 1, 118: 1, 119: 1, 120: 1, 121: 1, 122: 1, 123: 1, 124: 1, 125: 1, 126: 1, 127: 1, 128: 1, 129: 1, 130: 1, 131: 1, 132: 1, 133: 1, 134: 1, 135: 1, 136: 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-      "happiness \t Counter({4: 4818, 5: 1410, 3: 1159, 2: 497, 1: 104, -8: 12})\n",
-      "survey_type \t Counter({1: 4756, 2: 3244})\n",
-      "province \t Counter({21: 434, 18: 429, 31: 424, 6: 414, 10: 409, 1: 396, 12: 394, 4: 385, 15: 378, 16: 352, 22: 352, 19: 349, 5: 349, 27: 296, 2: 280, 29: 278, 13: 277, 9: 262, 17: 224, 7: 213, 24: 204, 11: 195, 26: 191, 28: 172, 23: 136, 8: 70, 3: 70, 30: 67})\n",
-      "city \t Counter({1: 396, 7: 385, 32: 254, 64: 219, 18: 213, 87: 204, 57: 203, 81: 172, 36: 148, 46: 147, 52: 145, 8: 145, 65: 142, 82: 141, 27: 138, 66: 136, 80: 81, 39: 81, 41: 79, 62: 77, 72: 77, 76: 76, 24: 76, 89: 76, 49: 76, 56: 76, 77: 75, 86: 75, 4: 75, 22: 75, 48: 74, 50: 74, 42: 74, 55: 74, 67: 74, 26: 74, 51: 74, 12: 73, 40: 73, 63: 73, 34: 73, 2: 72, 9: 72, 10: 72, 16: 71, 14: 71, 54: 71, 43: 71, 5: 71, 79: 70, 19: 70, 74: 70, 47: 70, 78: 70, 6: 70, 59: 70, 83: 69, 69: 69, 88: 69, 35: 69, 45: 69, 13: 68, 84: 68, 30: 68, 28: 67, 17: 67, 33: 67, 85: 67, 68: 67, 44: 66, 29: 66, 53: 65, 61: 65, 23: 65, 70: 64, 15: 64, 71: 63, 3: 62, 31: 61, 21: 61, 20: 61, 11: 60, 37: 60, 25: 54, 75: 45})\n",
-      "county \t Counter({120: 81, 70: 81, 4: 80, 72: 79, 98: 77, 112: 77, 116: 76, 46: 76, 134: 76, 82: 76, 101: 76, 90: 76, 77: 75, 117: 75, 129: 75, 11: 75, 44: 75, 66: 75, 85: 74, 83: 74, 73: 74, 89: 74, 107: 74, 48: 74, 84: 74, 124: 73, 24: 73, 102: 73, 67: 73, 28: 73, 71: 73, 103: 73, 130: 73, 99: 73, 23: 72, 9: 72, 78: 72, 50: 72, 25: 72, 26: 72, 86: 71, 32: 71, 30: 71, 88: 71, 74: 71, 12: 71, 100: 70, 119: 70, 92: 70, 41: 70, 114: 70, 79: 70, 118: 70, 13: 70, 95: 70, 126: 69, 109: 69, 133: 69, 21: 69, 65: 69, 105: 69, 76: 69, 104: 69, 125: 68, 29: 68, 91: 68, 127: 68, 3: 68, 53: 68, 51: 67, 33: 67, 106: 67, 62: 67, 128: 67, 108: 67, 49: 66, 131: 66, 75: 66, 52: 66, 87: 65, 132: 65, 93: 65, 8: 65, 97: 65, 45: 65, 110: 64, 31: 64, 121: 64, 111: 63, 10: 62, 54: 61, 43: 61, 42: 61, 27: 60, 68: 60, 122: 59, 80: 55, 47: 54, 123: 49, 20: 48, 14: 46, 115: 45, 22: 44, 2: 41, 55: 41, 39: 39, 60: 38, 63: 38, 1: 38, 7: 38, 17: 38, 61: 37, 57: 36, 18: 36, 15: 36, 59: 35, 19: 35, 56: 35, 6: 35, 64: 35, 16: 33, 58: 32, 38: 32, 34: 32, 36: 31, 5: 31, 35: 31, 40: 25, 37: 23, 81: 19})\n",
-      "survey_time \t Counter({'2015/8/6 10:30': 4, '2015/7/29 10:00': 4, '2015/7/28 9:26': 4, '2015/7/25 15:14': 4, '2015/8/4 14:18': 3, '2015/7/14 17:37': 3, '2015/7/12 9:59': 3, '2015/7/20 10:39': 3, '2015/8/1 16:10': 3, '2015/7/26 10:53': 3, '2015/7/28 9:57': 3, '2015/7/29 9:50': 3, '2015/7/15 9:43': 3, '2015/7/16 10:57': 3, '2015/8/5 11:17': 3, '2015/7/24 10:14': 3, '2015/7/29 14:51': 3, '2015/8/5 12:37': 3, '2015/7/16 19:09': 3, '2015/8/10 10:38': 3, '2015/7/29 10:36': 3, '2015/8/7 10:48': 3, '2015/8/1 10:59': 3, '2015/7/28 9:44': 3, '2015/8/18 9:09': 3, '2015/8/1 11:03': 3, '2015/7/16 15:26': 3, '2015/7/18 16:49': 3, '2015/7/26 9:26': 3, '2015/7/27 17:59': 3, '2015/7/14 7:55': 3, '2015/7/18 9:18': 3, '2015/7/27 9:51': 3, '2015/10/17 16:58': 3, '2015/8/3 9:55': 3, '2015/7/18 10:38': 3, '2015/7/21 11:29': 3, '2015/8/1 11:08': 3, '2015/7/27 10:09': 3, '2015/7/28 11:31': 3, '2015/8/8 11:17': 3, '2015/7/24 9:46': 3, '2015/7/18 10:13': 3, '2015/7/28 9:40': 3, '2015/7/31 9:12': 3, '2015/7/30 10:42': 3, '2015/7/30 10:03': 3, '2015/7/24 10:51': 3, '2015/7/27 10:20': 3, '2015/7/27 15:01': 3, '2015/7/20 16:24': 3, '2015/8/7 10:24': 3, '2015/7/18 15:26': 3, '2015/7/18 10:49': 3, '2015/7/25 17:37': 3, '2015/7/27 9:46': 3, '2015/7/28 10:17': 3, '2015/7/18 17:09': 3, '2015/9/11 9:54': 2, '2015/7/25 9:34': 2, '2015/7/30 10:11': 2, '2015/7/30 11:09': 2, '2015/7/29 10:15': 2, '2015/7/29 17:58': 2, '2015/9/25 18:24': 2, '2015/7/22 19:09': 2, '2015/7/18 10:47': 2, '2015/7/29 10:06': 2, '2015/8/6 11:05': 2, '2015/7/29 10:56': 2, '2015/7/24 11:11': 2, '2015/9/10 14:21': 2, '2015/7/17 16:00': 2, '2015/8/8 11:03': 2, '2015/7/27 14:47': 2, '2015/8/8 19:52': 2, '2015/8/19 17:40': 2, '2015/7/26 16:24': 2, '2015/7/21 11:21': 2, '2015/7/22 16:57': 2, '2015/7/23 14:21': 2, '2015/7/27 13:22': 2, '2015/7/15 20:02': 2, '2015/7/24 16:04': 2, '2015/7/28 18:03': 2, '2015/8/12 11:59': 2, '2015/8/7 16:05': 2, '2015/8/2 11:04': 2, '2015/7/24 20:18': 2, '2015/8/1 12:14': 2, '2015/7/21 10:22': 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'2015/8/6 14:53': 2, '2015/8/4 16:30': 2, '2015/7/17 15:21': 2, '2015/8/5 12:26': 2, '2015/7/8 17:48': 2, '2015/7/18 18:05': 2, '2015/7/18 11:02': 2, '2015/7/24 11:49': 2, '2015/7/23 14:56': 2, '2015/7/26 14:58': 2, '2015/7/27 10:18': 2, '2015/7/11 15:11': 2, '2015/7/26 10:23': 2, '2015/8/7 10:14': 2, '2015/7/7 14:11': 2, '2015/8/11 15:27': 2, '2015/7/25 11:01': 2, '2015/7/22 11:54': 2, '2015/7/8 9:44': 2, '2015/7/18 10:30': 2, '2015/8/15 15:24': 2, '2015/7/14 8:41': 2, '2015/7/5 13:26': 2, '2015/7/23 10:55': 2, '2015/7/20 9:38': 2, '2015/7/29 15:50': 2, '2015/7/19 14:18': 2, '2015/7/31 16:03': 2, '2015/7/31 10:23': 2, '2015/7/17 10:10': 2, '2015/7/17 17:36': 2, '2015/8/4 15:01': 2, '2015/8/7 12:01': 2, '2015/7/17 11:36': 2, '2015/8/6 16:25': 2, '2015/9/20 15:52': 2, '2015/7/4 11:16': 2, '2015/7/31 11:00': 2, '2015/7/13 16:22': 2, '2015/8/3 17:38': 2, '2015/7/20 16:00': 2, '2015/7/14 17:02': 2, '2015/7/19 14:52': 2, '2015/8/2 11:00': 2, '2015/8/2 19:51': 2, '2015/7/15 11:30': 2, 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-      "gender \t Counter({2: 4240, 1: 3760})\n",
-      "birth \t Counter({1965: 199, 1963: 197, 1968: 196, 1970: 195, 1955: 187, 1964: 181, 1969: 175, 1967: 174, 1957: 168, 1975: 168, 1966: 167, 1953: 167, 1954: 166, 1973: 162, 1952: 161, 1950: 159, 1949: 153, 1962: 152, 1958: 146, 1956: 145, 1960: 139, 1972: 139, 1951: 137, 1945: 133, 1990: 131, 1948: 129, 1974: 128, 1971: 127, 1978: 124, 1985: 122, 1982: 122, 1980: 121, 1947: 119, 1976: 118, 1977: 116, 1987: 115, 1986: 112, 1959: 111, 1988: 109, 1979: 108, 1989: 106, 1961: 105, 1946: 102, 1944: 99, 1981: 97, 1993: 90, 1992: 89, 1984: 88, 1983: 86, 1942: 86, 1991: 86, 1994: 82, 1940: 80, 1941: 76, 1943: 75, 1997: 74, 1995: 73, 1937: 66, 1938: 64, 1996: 61, 1939: 58, 1935: 57, 1936: 56, 1933: 53, 1934: 44, 1930: 35, 1932: 26, 1931: 25, 1928: 21, 1929: 18, 1927: 11, 1926: 10, 1925: 9, 1922: 6, 1924: 4, 1923: 2, 1921: 2})\n",
-      "nationality \t Counter({1: 7347, 8: 289, 4: 157, 6: 96, 3: 69, 2: 20, -8: 18, 5: 3, 7: 1})\n",
-      "religion \t Counter({1: 7042, 0: 850, -8: 108})\n",
-      "religion_freq \t Counter({1: 6887, 3: 355, 4: 230, 2: 187, 6: 97, 8: 91, 9: 53, 5: 45, 7: 40, -8: 15})\n",
-      "edu \t Counter({4: 2266, 3: 1854, 1: 1053, 6: 958, 12: 493, 10: 388, 7: 350, 9: 187, 11: 155, 5: 89, 13: 79, 2: 65, 8: 46, -8: 11, 14: 6})\n",
-      "income \t Counter({0: 1199, 20000: 604, 30000: 586, 10000: 536, 50000: 362, 40000: 331, 36000: 225, 5000: 218, 60000: 216, 24000: 200, 100000: 183, -1: 175, 2000: 173, 15000: 172, 3000: 163, -3: 147, 12000: 146, 25000: 140, -2: 119, 1000: 106, 6000: 99, 4000: 91, 80000: 88, 8000: 84, 35000: 76, 18000: 71, 48000: 70, 70000: 65, 200000: 46, 7000: 40, 120000: 39, 45000: 38, 1500: 35, 150000: 31, 14000: 27, 90000: 26, 1200: 24, 13000: 24, 42000: 21, 2500: 20, 720: 20, 600: 19, 660: 18, 500: 18, 800: 17, 9000: 17, 28000: 17, 22000: 16, 19200: 15, 900: 14, 11000: 14, 26400: 14, 26000: 14, 55000: 13, 32000: 13, 2400: 13, 3600: 12, 300000: 12, 21600: 12, 14400: 12, 37200: 11, 9600: 11, 400000: 11, 28800: 11, 23000: 11, 16000: 11, 38000: 10, 1000000: 10, 6500: 9, 17000: 9, 75000: 9, 110000: 9, 960: 9, 3500: 9, 840: 9, 39600: 8, 44400: 8, 700: 8, 84000: 8, 16800: 8, 72000: 8, 7500: 8, 32400: 8, 1800: 8, 27000: 7, 20400: 7, 38400: 7, 54000: 7, 25200: 7, 43200: 7, 8400: 7, 31200: 6, 2600: 6, 4500: 6, 40800: 6, 780: 6, 27600: 6, 31000: 6, 500000: 6, 22800: 6, 4800: 6, 34800: 6, 1400: 5, 33600: 5, 1700: 5, 43000: 5, 19000: 5, 130000: 5, 13200: 5, 21000: 5, 39000: 5, 15600: 4, 1300: 4, 7200: 4, 96000: 4, 5500: 4, 24240: 4, 46000: 4, 45600: 4, 65000: 4, 180000: 4, 100: 4, 1080: 4, 800000: 4, 240000: 3, 58000: 3, 200: 3, 2100: 3, 10800: 3, 400: 3, 33000: 3, 66000: 3, 78000: 3, 1900: 2, 69600: 2, 4300: 2, 1660: 2, 3300: 2, 1680: 2, 160000: 2, 3660: 2, 600000: 2, 12600: 2, 700000: 2, 62000: 2, 1140: 2, 24960: 2, 6960: 2, 2160: 2, 760: 2, 2660: 2, 2200: 2, 144000: 2, 85000: 2, 4200: 2, 29000: 2, 5600: 2, 12800: 2, 3800: 2, 2800: 2, 6420: 1, 1600: 1, 10660: 1, 93600: 1, 37500: 1, 12500: 1, 6060: 1, 5940: 1, 99000: 1, 5360: 1, 240: 1, 10680: 1, 960000: 1, 3450: 1, 13080: 1, 13500: 1, 3580: 1, 50: 1, 12660: 1, 34632: 1, 80400: 1, 55200: 1, 6200: 1, 3816: 1, 2750: 1, 2570: 1, 9940000: 1, 980: 1, 8100: 1, 2544: 1, 5760: 1, 4850: 1, 67200: 1, 41700: 1, 900000: 1, 26500: 1, 210000: 1, 948: 1, 49200: 1, 11400: 1, 74400: 1, 17500: 1, 86000: 1, 10500: 1, 2280: 1, 4080: 1, 1575: 1, 57000: 1, 52000: 1, 51600: 1, 5820: 1, 360000: 1, 8600: 1, 134400: 1, 2000000: 1, 3516: 1, 51000: 1, 2040: 1, 2550: 1, 30624: 1, 860: 1, 4700: 1, 190000: 1, 58200: 1, 9991500: 1, 7400: 1, 300: 1, 38616: 1, 27756: 1, 2830: 1, 950: 1, 730: 1, 550: 1, 4420: 1, 20040: 1, 41600: 1, 7560: 1, 56400: 1, 41000: 1, 21840: 1, 3100: 1, 1100: 1, 540: 1, 91200: 1, 8500: 1, 2900: 1, 79900: 1, 29040: 1, 5400: 1, 34000: 1, 5200: 1, 3060: 1, 3400: 1, 850: 1, 53000: 1, 288000: 1, 142000: 1, 12100: 1, 330000: 1, 1040: 1, 23400: 1, 63000: 1, 208000: 1, 5000000: 1, 11020: 1, 100800: 1, 3360: 1, 10200: 1, 940: 1, 1120: 1, 1560: 1, 1540: 1, 43488: 1, 9100: 1, 7800: 1, 2999: 1, 2700: 1, 36900: 1, 9999990: 1, 10440: 1, 6240: 1, 9030000: 1, 42800: 1, 27500: 1, 2250: 1, 9400: 1, 73200: 1, 925000: 1, 36948: 1, 2300: 1, 250000: 1, 108000: 1, 216000: 1, 1220: 1, 58800: 1, 1720: 1, 32160: 1, 5800: 1, 2220: 1, 1060: 1, 10770: 1, 3720: 1, 41640: 1, 31720: 1, 44000: 1, 10920: 1, 80: 1, 110400: 1, 36500: 1, 50400: 1, 39120: 1, 750: 1, 385: 1, 14780: 1, 140000: 1, 3999: 1, 6840: 1, 6600: 1, 28440: 1, 29280: 1, 5160: 1, 809600: 1, 6660: 1, 2620: 1, 1260: 1, 56000: 1, 47000: 1, 1620: 1, 26640: 1, 170000: 1})\n",
-      "political \t Counter({1: 6717, 4: 829, 2: 402, -8: 41, 3: 11})\n",
-      "floor_area \t Counter({100.0: 717, 120.0: 536, 80.0: 458, 60.0: 412, 200.0: 403, 90.0: 390, 70.0: 331, 150.0: 279, 50.0: 251, 40.0: 218, 110.0: 201, 300.0: 185, 130.0: 171, 180.0: 116, 140.0: 113, 30.0: 112, 160.0: 107, 75.0: 87, 240.0: 78, 85.0: 69, 65.0: 65, 20.0: 64, 400.0: 62, 45.0: 61, 35.0: 51, 105.0: 49, 220.0: 48, 170.0: 48, 250.0: 43, 260.0: 42, 95.0: 41, 55.0: 39, 78.0: 38, 98.0: 37, 56.0: 36, 15.0: 34, 54.0: 34, 58.0: 33, 72.0: 32, 88.0: 32, 64.0: 31, 84.0: 30, 67.0: 29, 230.0: 29, 270.0: 29, 89.0: 28, 97.0: 28, 108.0: 27, 63.0: 26, 68.0: 26, 57.0: 25, 115.0: 25, 53.0: 25, 42.0: 25, 10.0: 24, 25.0: 23, 96.0: 23, 600.0: 22, 125.0: 22, 48.0: 22, 79.0: 21, 38.0: 21, 87.0: 21, 52.0: 21, 210.0: 20, 36.0: 19, 12.0: 19, 69.0: 19, 77.0: 18, 94.0: 18, 500.0: 18, 360.0: 18, 86.0: 18, 350.0: 18, 102.0: 18, 59.0: 17, 62.0: 17, 99.0: 17, 43.0: 16, 135.0: 16, 18.0: 16, 280.0: 15, 103.0: 15, 73.0: 15, 76.0: 15, 83.0: 14, 190.0: 14, 41.0: 14, 46.0: 14, 49.0: 14, 34.0: 13, 66.0: 13, 93.0: 13, 92.0: 13, 74.0: 12, 113.0: 12, 44.0: 12, 106.0: 12, 104.0: 12, 91.0: 11, 128.0: 11, 450.0: 11, 24.0: 11, 320.0: 11, 107.0: 11, 82.0: 11, 39.0: 11, 117.0: 10, 126.0: 10, 28.0: 10, 13.0: 10, 37.0: 10, 109.0: 9, 17.0: 9, 23.0: 9, 51.0: 9, 118.0: 9, 32.0: 9, 138.0: 8, 145.0: 8, 81.0: 8, 14.0: 8, 137.0: 8, 112.0: 8, 114.0: 8, 27.0: 7, 225.0: 7, 16.0: 7, 26.0: 7, 8.0: 7, 101.0: 7, 61.0: 7, 136.0: 7, 33.0: 7, 132.0: 7, 71.0: 6, 29.0: 6, 116.0: 6, 142.0: 6, 330.0: 6, 47.0: 6, 124.0: 5, 64.6: 5, 119.0: 5, 31.0: 5, 266.0: 4, 134.0: 4, 127.0: 4, 7.0: 4, 62.5: 4, 21.0: 4, 198.0: 4, 144.0: 4, 333.0: 3, 234.0: 3, 154.0: 3, 310.0: 3, 148.0: 3, 82.5: 3, 192.0: 3, 9.0: 3, 700.0: 3, 176.0: 3, 22.0: 3, 139.0: 3, 131.0: 3, 165.0: 3, 216.0: 3, 550.0: 3, 159.0: 3, 168.0: 3, 380.0: 3, 375.0: 3, 175.0: 3, 900.0: 2, 174.0: 2, 52.7: 2, 143.0: 2, 78.8: 2, 68.7: 2, 800.0: 2, 660.0: 2, 149.0: 2, 111.0: 2, 420.0: 2, 147.0: 2, 162.0: 2, 189.0: 2, 98.5: 2, 146.0: 2, 1000.0: 2, 50.9: 2, 53.8: 2, 123.0: 2, 129.0: 2, 56.7: 2, 43.2: 2, 59.5: 2, 222.0: 2, 5.0: 2, 44.6: 2, 215.0: 2, 92.3: 2, 166.0: 2, 390.0: 2, 62.9: 2, 58.7: 2, 440.0: 2, 185.0: 2, 197.0: 2, 340.0: 2, 199.0: 1, 24.2: 1, 208.0: 1, 306.0: 1, 35.7: 1, 68.9: 1, 63.5: 1, 68.3: 1, 98.4: 1, 72.1: 1, 69.7: 1, 49.8: 1, 155.0: 1, 171.0: 1, 25.5: 1, 49.9: 1, 750.0: 1, 245.0: 1, 56.6: 1, 58.6: 1, 67.4: 1, 86.6: 1, 151.0: 1, 38.5: 1, 288.0: 1, 580.0: 1, 54.3: 1, 72.3: 1, 37.9: 1, 26.3: 1, 238.0: 1, 187.0: 1, 640.0: 1, 56.4: 1, 78.4: 1, 79.1: 1, 53.4: 1, 157.0: 1, 460.0: 1, 55.5: 1, 53.5: 1, 47.6: 1, 79.7: 1, 304.0: 1, 977.0: 1, 470.0: 1, 348.0: 1, 196.0: 1, 79.8: 1, 152.0: 1, 233.0: 1, 44.9: 1, 258.0: 1, 56.3: 1, 43.8: 1, 290.0: 1, 161.0: 1, 44.2: 1, 14.6: 1, 52.6: 1, 182.0: 1, 86.7: 1, 496.0: 1, 667.0: 1, 279.0: 1, 361.0: 1, 141.0: 1, 94.3: 1, 64.4: 1, 84.33: 1, 193.0: 1, 133.0: 1, 89.3: 1, 62.7: 1, 43.3: 1, 63.4: 1, 1300.0: 1, 264.0: 1, 33.6: 1, 85.3: 1, 38.9: 1, 256.0: 1, 88.9: 1, 47.7: 1, 402.0: 1, 121.0: 1, 48.8: 1, 204.0: 1, 3.0: 1, 51.4: 1, 73.1: 1, 58.5: 1, 620.0: 1, 85.5: 1, 47.5: 1, 181.0: 1, 167.0: 1, 272.0: 1, 35.3: 1, 36.8: 1, 77.5: 1, 408.0: 1, 83.9: 1, 41.6: 1, 16.8: 1, 76.5: 1, 285.0: 1, 48.6: 1, 74.3: 1, 87.5: 1, 94.6: 1, 83.3: 1, 57.5: 1, 57.4: 1, 53.7: 1, 809.0: 1, 530.0: 1, 71.9: 1, 60.7: 1, 57.2: 1, 56.9: 1, 34.7: 1, 226.0: 1, 78.7: 1, 42.8: 1, 54.4: 1, 66.5: 1, 39.9: 1, 61.5: 1, 57.8: 1, 153.0: 1, 38.2: 1, 49.5: 1, 242.0: 1, 66.2: 1, 69.8: 1, 122.0: 1, 80.5: 1, 19.0: 1, 39.1: 1, 262.0: 1, 178.0: 1, 383.0: 1, 81.5: 1, 69.2: 1, 48.9: 1, 186.0: 1, 444.0: 1, 6.0: 1, 16.2: 1, 60.3: 1, 60.4: 1, 28.8: 1, 24.1: 1, 286.0: 1, 67.8: 1, 42.5: 1, 63.1: 1, 1050.0: 1, 53.9: 1, 61.4: 1, 430.0: 1, 399.0: 1, 79.6: 1, 36.7: 1, 36.5: 1, 255.0: 1, 23.8: 1, 219.0: 1, 65.6: 1, 850.0: 1, 50.3: 1, 73.9: 1, 10.4: 1, 63.6: 1, 59.4: 1, 43.1: 1, 58.8: 1, 97.6: 1, 88.7: 1, 54.8: 1, 67.3: 1, 480.0: 1, 27.2: 1, 81.3: 1, 77.6: 1, 41.7: 1})\n",
-      "height_cm \t Counter({160: 1165, 170: 862, 165: 736, 155: 528, 158: 455, 150: 383, 175: 370, 168: 361, 162: 274, 172: 269, 163: 258, 156: 237, 167: 227, 173: 183, 178: 175, 157: 135, 180: 123, 164: 114, 166: 106, 174: 106, 176: 104, 153: 89, 169: 87, 159: 81, 161: 77, 171: 71, 152: 68, 154: 60, 177: 42, 145: 35, 148: 29, 183: 26, 140: 24, 179: 22, 182: 19, 185: 18, 181: 12, 151: 11, 147: 11, 184: 8, 186: 7, 149: 7, 146: 5, 188: 4, 190: 3, 144: 2, 134: 2, 136: 1, 189: 1, 191: 1, 143: 1, 135: 1, 114: 1, 187: 1, 115: 1, 142: 1})\n",
-      "weight_jin \t Counter({120: 1176, 130: 829, 110: 778, 100: 636, 140: 608, 150: 387, 90: 288, 160: 272, 105: 146, 125: 144, 80: 124, 135: 122, 115: 120, 98: 108, 108: 95, 170: 91, 102: 89, 180: 88, 126: 82, 95: 81, 145: 79, 104: 77, 106: 73, 128: 70, 96: 67, 116: 63, 118: 60, 112: 55, 124: 55, 85: 52, 136: 50, 92: 48, 138: 45, 114: 39, 132: 36, 94: 35, 122: 33, 103: 32, 70: 32, 155: 31, 134: 30, 144: 30, 156: 30, 146: 27, 200: 24, 148: 22, 165: 19, 142: 18, 123: 17, 190: 16, 84: 16, 88: 16, 86: 16, 97: 15, 75: 15, 107: 14, 109: 13, 154: 12, 152: 12, 158: 12, 117: 11, 101: 11, 127: 11, 113: 11, 65: 10, 78: 10, 93: 10, 82: 10, 60: 9, 175: 8, 164: 8, 50: 8, 143: 8, 76: 8, 87: 7, 147: 7, 137: 7, 121: 7, 89: 7, 133: 7, 168: 6, 176: 6, 210: 6, 40: 5, 55: 5, 119: 5, 185: 4, 163: 4, 99: 4, 83: 4, 172: 4, 178: 4, 72: 4, 167: 4, 91: 4, 79: 3, 162: 3, 157: 3, 174: 3, 129: 3, 149: 3, 68: 3, 188: 3, 159: 2, 63: 2, 153: 2, 59: 2, 186: 2, 198: 2, 139: 2, 151: 2, 195: 2, 183: 2, 182: 2, 51: 2, 131: 2, 173: 2, 111: 2, 48: 2, 58: 2, 52: 2, 169: 1, 193: 1, 74: 1, 202: 1, 205: 1, 260: 1, 141: 1, 179: 1, 64: 1, 161: 1, 66: 1, 42: 1, 192: 1, 67: 1, 71: 1, 53: 1, 56: 1, 189: 1, 206: 1, 184: 1, 171: 1, 166: 1, 73: 1, 77: 1, 196: 1, 240: 1})\n",
-      "health \t Counter({4: 3102, 3: 1762, 5: 1706, 2: 1179, 1: 246, -8: 5})\n",
-      "health_problem \t Counter({4: 2924, 5: 2545, 3: 1463, 2: 799, 1: 226, -8: 43})\n",
-      "depression \t Counter({4: 3381, 5: 2043, 3: 1915, 2: 554, 1: 91, -8: 16})\n",
-      "hukou \t Counter({1: 4515, 2: 2098, 5: 842, 4: 528, 8: 7, 6: 5, 7: 4, 3: 1})\n",
-      "socialize \t Counter({2: 2549, 3: 2488, 4: 1790, 1: 796, 5: 371, -8: 6})\n",
-      "relax \t Counter({4: 3129, 3: 2703, 2: 1280, 5: 602, 1: 269, -8: 17})\n",
-      "learn \t Counter({1: 3599, 2: 2226, 3: 1278, 4: 685, 5: 191, -8: 21})\n",
-      "equity \t Counter({4: 3675, 3: 1799, 2: 1776, 1: 443, 5: 265, -8: 42})\n",
-      "class \t Counter({5: 2769, 4: 1510, 3: 1076, 6: 908, 1: 609, 2: 516, 7: 358, 8: 116, -8: 81, 10: 37, 9: 20})\n",
-      "work_exper \t Counter({1: 2958, 5: 1968, 3: 1242, 4: 1065, 2: 387, 6: 380})\n",
-      "work_status \t Counter({3.0: 1767, 2.0: 471, 5.0: 285, 1.0: 136, 4.0: 88, 8.0: 83, 6.0: 45, 9.0: 32, -8.0: 25, 7.0: 19, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, 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1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1})\n",
-      "family_income \t Counter({30000.0: 648, 50000.0: 625, 20000.0: 617, 100000.0: 510, 60000.0: 445, 40000.0: 438, -2.0: 395, 10000.0: 357, 80000.0: 295, -3.0: 234, 70000.0: 216, 200000.0: 169, 120000.0: 145, 15000.0: 126, 150000.0: 125, 0.0: 122, 5000.0: 117, 24000.0: 106, 90000.0: 97, 25000.0: 92, 36000.0: 90, 35000.0: 84, 8000.0: 81, 12000.0: 80, 3000.0: 74, 6000.0: 73, 4000.0: 67, 2000.0: 67, 48000.0: 57, 72000.0: 50, 300000.0: 48, 45000.0: 47, 7000.0: 40, -1.0: 37, 110000.0: 36, 130000.0: 36, 1000.0: 31, 13000.0: 31, 18000.0: 31, 55000.0: 30, 140000.0: 28, 250000.0: 25, 400000.0: 23, 65000.0: 21, 84000.0: 20, 42000.0: 20, 500000.0: 20, 14000.0: 18, 180000.0: 18, 160000.0: 17, 75000.0: 15, 85000.0: 13, 11000.0: 13, 96000.0: 13, 9000.0: 13, 600000.0: 12, 1000000.0: 12, 1200.0: 12, 66000.0: 12, 26000.0: 12, 54000.0: 11, 23000.0: 10, 22000.0: 9, 78000.0: 8, 38000.0: 8, 14400.0: 8, 17000.0: 8, 32000.0: 8, 1500.0: 8, 4800.0: 8, 170000.0: 7, 28000.0: 7, 52000.0: 7, 2500.0: 7, 16000.0: 7, 108000.0: 7, 3500.0: 7, 800000.0: 7, 44400.0: 6, 26400.0: 6, 144000.0: 6, 46000.0: 6, 45600.0: 6, 52800.0: 6, 240000.0: 5, 56000.0: 5, 7200.0: 5, 38400.0: 5, 2400.0: 5, 132000.0: 5, 7500.0: 5, 3600.0: 5, 700000.0: 5, 19200.0: 5, 800.0: 4, 95000.0: 4, 168000.0: 4, 37200.0: 4, 500.0: 4, 21000.0: 4, 600.0: 4, 1800.0: 4, 19000.0: 4, 28800.0: 4, 3000000.0: 4, 125000.0: 4, 900000.0: 4, 350000.0: 4, 86000.0: 4, 62400.0: 4, 2000000.0: 4, 44000.0: 4, 37000.0: 4, 230000.0: 4, 64000.0: 4, 33600.0: 3, 40800.0: 3, 260000.0: 3, 192000.0: 3, 56400.0: 3, 29000.0: 3, 1300.0: 3, 27000.0: 3, 1560.0: 3, 6500.0: 3, 73200.0: 3, 900.0: 3, 62000.0: 3, 86400.0: 3, 67200.0: 3, 64800.0: 3, 720.0: 3, 8400.0: 3, 21600.0: 3, 110400.0: 3, 42600.0: 3, 77000.0: 3, 320000.0: 3, 80400.0: 3, 9500.0: 3, 102000.0: 3, 34000.0: 3, 1400.0: 3, 16800.0: 3, 79200.0: 3, 33000.0: 3, 15600.0: 2, 63600.0: 2, 57000.0: 2, 31200.0: 2, 2200.0: 2, 5900.0: 2, 85200.0: 2, 4500.0: 2, 145000.0: 2, 70800.0: 2, 5500.0: 2, 53000.0: 2, 4320.0: 2, 1220.0: 2, 135600.0: 2, 55200.0: 2, 210000.0: 2, 57600.0: 2, 106000.0: 2, 75600.0: 2, 88800.0: 2, 87000.0: 2, 13200.0: 2, 10800.0: 2, 94000.0: 2, 6960.0: 2, 24240.0: 2, 63000.0: 2, 9600.0: 2, 5000000.0: 2, 92400.0: 2, 400.0: 2, 1500000.0: 2, 360000.0: 2, 300.0: 2, 32400.0: 2, 112000.0: 2, 27600.0: 2, 220000.0: 2, 88000.0: 2, 32800.0: 2, 12800.0: 2, 216000.0: 2, 67000.0: 2, 1320.0: 2, 2600.0: 2, 76000.0: 2, 1600.0: 1, 16500.0: 1, 21320.0: 1, 91200.0: 1, 74400.0: 1, 72600.0: 1, 54800.0: 1, 1900.0: 1, 6060.0: 1, 41940.0: 1, 948000.0: 1, 33200.0: 1, 10680.0: 1, 101100.0: 1, 73300.0: 1, 116400.0: 1, 22200.0: 1, 58000.0: 1, 20400.0: 1, 1440.0: 1, 51600.0: 1, 1700.0: 1, 3816.0: 1, 64440.0: 1, 7999999.0: 1, 6320.0: 1, 248000.0: 1, 5200.0: 1, 12600.0: 1, 24500.0: 1, 96240.0: 1, 960.0: 1, 126000.0: 1, 1580.0: 1, 98000.0: 1, 4750.0: 1, 25400.0: 1, 13500.0: 1, 840.0: 1, 139200.0: 1, 101700.0: 1, 103200.0: 1, 105600.0: 1, 49000.0: 1, 61200.0: 1, 11400.0: 1, 33800.0: 1, 36980.0: 1, 270000.0: 1, 190000.0: 1, 10500.0: 1, 4560.0: 1, 8888.0: 1, 3150.0: 1, 65040.0: 1, 2960.0: 1, 117600.0: 1, 3300.0: 1, 79000.0: 1, 5820.0: 1, 4860.0: 1, 41300.0: 1, 334000.0: 1, 750000.0: 1, 138000.0: 1, 134400.0: 1, 23400.0: 1, 3516.0: 1, 34800.0: 1, 30200.0: 1, 4080.0: 1, 7800.0: 1, 5100.0: 1, 50600.0: 1, 4700.0: 1, 58200.0: 1, nan: 1, 9150000.0: 1, 40700.0: 1, 94800.0: 1, 77016.0: 1, 27756.0: 1, 5660.0: 1, 1320000.0: 1, 1080.0: 1, 960000.0: 1, 25200.0: 1, 4420.0: 1, 46400.0: 1, 38200.0: 1, 48400.0: 1, 44040.0: 1, 8800.0: 1, 43920.0: 1, 43560.0: 1, 1100.0: 1, 49440.0: 1, 39300.0: 1, 6480.0: 1, 55400.0: 1, 25320.0: 1, 156000.0: 1, 83000.0: 1, 88880.0: 1, 950.0: 1, 5600.0: 1, 480000.0: 1, 3400.0: 1, 13320.0: 1, 93600.0: 1, 181200.0: 1, 204000.0: 1, 134000.0: 1, 117240.0: 1, 81600.0: 1, 61000.0: 1, 2760.0: 1, 40920.0: 1, 550000.0: 1, 152000.0: 1, 450000.0: 1, 165000.0: 1, 8500.0: 1, 1040.0: 1, 2440.0: 1, 280000.0: 1, 2100.0: 1, 163200.0: 1, 46800.0: 1, 133200.0: 1, 10200.0: 1, 82000.0: 1, 1120.0: 1, 90240.0: 1, 39000.0: 1, 2160.0: 1, 16200.0: 1, 43488.0: 1, 9999992.0: 1, 9100.0: 1, 208800.0: 1, 4000000.0: 1, 112400.0: 1, 1680.0: 1, 127200.0: 1, 590000.0: 1, 13440.0: 1, 6240.0: 1, 39600.0: 1, 9910000.0: 1, 58750.0: 1, 198000.0: 1, 9400.0: 1, 38208.0: 1, 15720.0: 1, 450.0: 1, 3800.0: 1, 169200.0: 1, 71000.0: 1, 660.0: 1, 12500.0: 1, 36780.0: 1, 50660.0: 1, 87600.0: 1, 51000.0: 1, 700.0: 1, 76560.0: 1, 74000.0: 1, 3720.0: 1, 85800.0: 1, 77640.0: 1, 76800.0: 1, 9080000.0: 1, 39120.0: 1, 43200.0: 1, 528000.0: 1, 5999.0: 1, 6840.0: 1, 43000.0: 1, 276000.0: 1, 28440.0: 1, 59280.0: 1, 9048000.0: 1, 21140.0: 1, 69000.0: 1, 7920.0: 1, 2700.0: 1, 174000.0: 1, 53280.0: 1, 63240.0: 1, 8640.0: 1, 69600.0: 1, 51200.0: 1, 340000.0: 1, 26640.0: 1})\n",
-      "family_m \t Counter({2: 2666, 3: 2132, 4: 1130, 1: 1015, 5: 640, 6: 249, 7: 91, 8: 36, 9: 13, -3: 11, -1: 9, 11: 4, -2: 2, 50: 1, 13: 1})\n",
-      "family_status \t Counter({3: 4273, 2: 2573, 4: 662, 1: 427, -8: 46, 5: 19})\n",
-      "house \t Counter({1: 6281, 2: 907, 0: 510, 3: 133, -3: 61, -1: 39, 4: 33, -2: 18, 5: 11, 10: 1, 30: 1, 6: 1, 7: 1, 8: 1, 14: 1, 11: 1})\n",
-      "car \t Counter({2: 6627, 1: 1363, -8: 10})\n",
-      "marital \t Counter({3: 6059, 1: 828, 7: 718, 6: 171, 4: 146, 2: 52, 5: 26})\n",
-      "status_peer \t Counter({2: 4892, 3: 2679, 1: 380, -8: 49})\n",
-      "status_3_before \t Counter({2: 4422, 1: 2715, 3: 815, -8: 48})\n",
-      "view \t Counter({4: 3967, 3: 2772, 5: 613, 2: 403, -8: 208, 1: 37})\n",
-      "inc_ability \t Counter({2: 4609, 3: 2092, -8: 965, 4: 217, 1: 117})\n"
-     ]
-    }
-   ],
-   "source": [
-    "from collections import Counter\n",
-    "for name in df.columns:\n",
-    "    print(name,\"\\t\",Counter(df[name]))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 207,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'pandas.core.frame.DataFrame'>\n",
-      "RangeIndex: 8000 entries, 0 to 7999\n",
-      "Data columns (total 42 columns):\n",
-      " #   Column           Non-Null Count  Dtype  \n",
-      "---  ------           --------------  -----  \n",
-      " 0   id               8000 non-null   int64  \n",
-      " 1   happiness        8000 non-null   int64  \n",
-      " 2   survey_type      8000 non-null   int64  \n",
-      " 3   province         8000 non-null   int64  \n",
-      " 4   city             8000 non-null   int64  \n",
-      " 5   county           8000 non-null   int64  \n",
-      " 6   survey_time      8000 non-null   object \n",
-      " 7   gender           8000 non-null   int64  \n",
-      " 8   birth            8000 non-null   int64  \n",
-      " 9   nationality      8000 non-null   int64  \n",
-      " 10  religion         8000 non-null   int64  \n",
-      " 11  religion_freq    8000 non-null   int64  \n",
-      " 12  edu              8000 non-null   int64  \n",
-      " 13  income           8000 non-null   int64  \n",
-      " 14  political        8000 non-null   int64  \n",
-      " 15  floor_area       8000 non-null   float64\n",
-      " 16  height_cm        8000 non-null   int64  \n",
-      " 17  weight_jin       8000 non-null   int64  \n",
-      " 18  health           8000 non-null   int64  \n",
-      " 19  health_problem   8000 non-null   int64  \n",
-      " 20  depression       8000 non-null   int64  \n",
-      " 21  hukou            8000 non-null   int64  \n",
-      " 22  socialize        8000 non-null   int64  \n",
-      " 23  relax            8000 non-null   int64  \n",
-      " 24  learn            8000 non-null   int64  \n",
-      " 25  equity           8000 non-null   int64  \n",
-      " 26  class            8000 non-null   int64  \n",
-      " 27  work_exper       8000 non-null   int64  \n",
-      " 28  work_status      2951 non-null   float64\n",
-      " 29  work_yr          2951 non-null   float64\n",
-      " 30  work_type        2951 non-null   float64\n",
-      " 31  work_manage      2951 non-null   float64\n",
-      " 32  family_income    7999 non-null   float64\n",
-      " 33  family_m         8000 non-null   int64  \n",
-      " 34  family_status    8000 non-null   int64  \n",
-      " 35  house            8000 non-null   int64  \n",
-      " 36  car              8000 non-null   int64  \n",
-      " 37  marital          8000 non-null   int64  \n",
-      " 38  status_peer      8000 non-null   int64  \n",
-      " 39  status_3_before  8000 non-null   int64  \n",
-      " 40  view             8000 non-null   int64  \n",
-      " 41  inc_ability      8000 non-null   int64  \n",
-      "dtypes: float64(6), int64(35), object(1)\n",
-      "memory usage: 2.6+ MB\n"
-     ]
-    }
-   ],
-   "source": [
-    "df.info()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 208,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "ErrValue=[-8,-3,-2,-1]\n",
-    "for name in df.columns :\n",
-    "    for val in ErrValue:\n",
-    "        df[name]=df[name].replace(val,np.nan)\n",
-    "df=df.drop(labels=[\"id\",\"work_status\",\"work_yr\",\"work_type\",\"work_manage\"],axis=1)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 209,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>happiness</th>\n",
-       "      <th>survey_type</th>\n",
-       "      <th>province</th>\n",
-       "      <th>city</th>\n",
-       "      <th>county</th>\n",
-       "      <th>gender</th>\n",
-       "      <th>age</th>\n",
-       "      <th>nationality</th>\n",
-       "      <th>religion</th>\n",
-       "      <th>religion_freq</th>\n",
-       "      <th>...</th>\n",
-       "      <th>family_income</th>\n",
-       "      <th>family_m</th>\n",
-       "      <th>family_status</th>\n",
-       "      <th>house</th>\n",
-       "      <th>car</th>\n",
-       "      <th>marital</th>\n",
-       "      <th>status_peer</th>\n",
-       "      <th>status_3_before</th>\n",
-       "      <th>view</th>\n",
-       "      <th>inc_ability</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>4.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>12</td>\n",
-       "      <td>32</td>\n",
-       "      <td>59</td>\n",
-       "      <td>1</td>\n",
-       "      <td>56</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>60000.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>3.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>4.0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>18</td>\n",
-       "      <td>52</td>\n",
-       "      <td>85</td>\n",
-       "      <td>1</td>\n",
-       "      <td>23</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>40000.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>4.0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>29</td>\n",
-       "      <td>83</td>\n",
-       "      <td>126</td>\n",
-       "      <td>2</td>\n",
-       "      <td>48</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>8000.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>5.0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>10</td>\n",
-       "      <td>28</td>\n",
-       "      <td>51</td>\n",
-       "      <td>2</td>\n",
-       "      <td>72</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>12000.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>7</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>4.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>7</td>\n",
-       "      <td>18</td>\n",
-       "      <td>36</td>\n",
-       "      <td>2</td>\n",
-       "      <td>21</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7995</th>\n",
-       "      <td>2.0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>29</td>\n",
-       "      <td>82</td>\n",
-       "      <td>124</td>\n",
-       "      <td>1</td>\n",
-       "      <td>34</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>50000.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7996</th>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>12</td>\n",
-       "      <td>32</td>\n",
-       "      <td>61</td>\n",
-       "      <td>2</td>\n",
-       "      <td>70</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>19200.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>7</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7997</th>\n",
-       "      <td>4.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>16</td>\n",
-       "      <td>46</td>\n",
-       "      <td>78</td>\n",
-       "      <td>2</td>\n",
-       "      <td>48</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7998</th>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>8</td>\n",
-       "      <td>2</td>\n",
-       "      <td>37</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>170000.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7999</th>\n",
-       "      <td>4.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>24</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>48000.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>8000 rows × 36 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "      happiness  survey_type  province  city  county  gender  age  \\\n",
-       "0           4.0            1        12    32      59       1   56   \n",
-       "1           4.0            2        18    52      85       1   23   \n",
-       "2           4.0            2        29    83     126       2   48   \n",
-       "3           5.0            2        10    28      51       2   72   \n",
-       "4           4.0            1         7    18      36       2   21   \n",
-       "...         ...          ...       ...   ...     ...     ...  ...   \n",
-       "7995        2.0            2        29    82     124       1   34   \n",
-       "7996        3.0            1        12    32      61       2   70   \n",
-       "7997        4.0            1        16    46      78       2   48   \n",
-       "7998        3.0            1         1     1       8       2   37   \n",
-       "7999        4.0            1         1     1       3       2   24   \n",
-       "\n",
-       "      nationality  religion  religion_freq  ...  family_income  family_m  \\\n",
-       "0             1.0       1.0            1.0  ...        60000.0       2.0   \n",
-       "1             1.0       1.0            1.0  ...        40000.0       3.0   \n",
-       "2             1.0       0.0            3.0  ...         8000.0       3.0   \n",
-       "3             1.0       1.0            1.0  ...        12000.0       3.0   \n",
-       "4             1.0       1.0            1.0  ...            NaN       4.0   \n",
-       "...           ...       ...            ...  ...            ...       ...   \n",
-       "7995          1.0       1.0            1.0  ...        50000.0       1.0   \n",
-       "7996          1.0       1.0            1.0  ...        19200.0       1.0   \n",
-       "7997          1.0       1.0            1.0  ...            NaN       3.0   \n",
-       "7998          1.0       1.0            1.0  ...       170000.0       1.0   \n",
-       "7999          1.0       1.0            1.0  ...        48000.0       1.0   \n",
-       "\n",
-       "      family_status  house  car  marital  status_peer  status_3_before  view  \\\n",
-       "0               2.0    1.0  2.0        3          3.0              2.0   4.0   \n",
-       "1               4.0    1.0  2.0        1          1.0              1.0   4.0   \n",
-       "2               3.0    1.0  2.0        3          2.0              1.0   4.0   \n",
-       "3               3.0    1.0  1.0        7          2.0              1.0   3.0   \n",
-       "4               3.0    1.0  1.0        1          3.0              2.0   3.0   \n",
-       "...             ...    ...  ...      ...          ...              ...   ...   \n",
-       "7995            3.0    0.0  1.0        3          1.0              2.0   2.0   \n",
-       "7996            2.0    1.0  2.0        7          2.0              1.0   5.0   \n",
-       "7997            2.0    1.0  2.0        3          3.0              1.0   4.0   \n",
-       "7998            3.0    NaN  2.0        1          2.0              1.0   4.0   \n",
-       "7999            3.0    1.0  2.0        1          2.0              2.0   3.0   \n",
-       "\n",
-       "      inc_ability  \n",
-       "0             3.0  \n",
-       "1             2.0  \n",
-       "2             2.0  \n",
-       "3             2.0  \n",
-       "4             NaN  \n",
-       "...           ...  \n",
-       "7995          3.0  \n",
-       "7996          2.0  \n",
-       "7997          NaN  \n",
-       "7998          2.0  \n",
-       "7999          3.0  \n",
-       "\n",
-       "[8000 rows x 36 columns]"
-      ]
-     },
-     "execution_count": 209,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "import datetime\n",
-    "df[\"survey_time\"] = pd.to_datetime(df[\"survey_time\"])\n",
-    "df[\"survey_time\"] = df[\"survey_time\"].dt.year\n",
-    "df[\"age\"]=df[\"survey_time\"]-df[\"birth\"]\n",
-    "df.drop([\"survey_time\",\"birth\"],axis=1,inplace=True)\n",
-    "a=df.pop(\"age\")\n",
-    "df.insert(6,\"age\",a)\n",
-    "# 为了方便起见，把age一列挪到前面。同时把survey_time 和birth这两列就去掉。\n",
-    "df"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 210,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'happiness': 12,\n",
-       " 'nationality': 18,\n",
-       " 'religion': 108,\n",
-       " 'religion_freq': 15,\n",
-       " 'edu': 11,\n",
-       " 'income': 441,\n",
-       " 'political': 41,\n",
-       " 'health': 5,\n",
-       " 'health_problem': 43,\n",
-       " 'depression': 16,\n",
-       " 'socialize': 6,\n",
-       " 'relax': 17,\n",
-       " 'learn': 21,\n",
-       " 'equity': 42,\n",
-       " 'class': 81,\n",
-       " 'family_income': 667,\n",
-       " 'family_m': 22,\n",
-       " 'family_status': 46,\n",
-       " 'house': 118,\n",
-       " 'car': 10,\n",
-       " 'status_peer': 49,\n",
-       " 'status_3_before': 48,\n",
-       " 'view': 208,\n",
-       " 'inc_ability': 965}"
-      ]
-     },
-     "execution_count": 210,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "isnull_dict={}\n",
-    "notnull_list=[]\n",
-    "for name in df.columns:\n",
-    "    if df[name].isnull().sum()>0:\n",
-    "        isnull_dict[name]=df[name].isnull().sum()\n",
-    "    else:\n",
-    "        notnull_list.append(name)\n",
-    "isnull_dict"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 211,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['survey_type',\n",
-       " 'province',\n",
-       " 'city',\n",
-       " 'county',\n",
-       " 'gender',\n",
-       " 'age',\n",
-       " 'floor_area',\n",
-       " 'height_cm',\n",
-       " 'weight_jin',\n",
-       " 'hukou',\n",
-       " 'work_exper',\n",
-       " 'marital']"
-      ]
-     },
-     "execution_count": 211,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "notnull_list"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 212,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Counter({4.0: 4818, 5.0: 1410, 3.0: 1159, 2.0: 497, 1.0: 104, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1})\n",
-      "Counter({1: 4756, 2: 3244})\n",
-      "Counter({21: 434, 18: 429, 31: 424, 6: 414, 10: 409, 1: 396, 12: 394, 4: 385, 15: 378, 16: 352, 22: 352, 19: 349, 5: 349, 27: 296, 2: 280, 29: 278, 13: 277, 9: 262, 17: 224, 7: 213, 24: 204, 11: 195, 26: 191, 28: 172, 23: 136, 8: 70, 3: 70, 30: 67})\n",
-      "Counter({1: 396, 7: 385, 32: 254, 64: 219, 18: 213, 87: 204, 57: 203, 81: 172, 36: 148, 46: 147, 52: 145, 8: 145, 65: 142, 82: 141, 27: 138, 66: 136, 80: 81, 39: 81, 41: 79, 62: 77, 72: 77, 76: 76, 24: 76, 89: 76, 49: 76, 56: 76, 77: 75, 86: 75, 4: 75, 22: 75, 48: 74, 50: 74, 42: 74, 55: 74, 67: 74, 26: 74, 51: 74, 12: 73, 40: 73, 63: 73, 34: 73, 2: 72, 9: 72, 10: 72, 16: 71, 14: 71, 54: 71, 43: 71, 5: 71, 79: 70, 19: 70, 74: 70, 47: 70, 78: 70, 6: 70, 59: 70, 83: 69, 69: 69, 88: 69, 35: 69, 45: 69, 13: 68, 84: 68, 30: 68, 28: 67, 17: 67, 33: 67, 85: 67, 68: 67, 44: 66, 29: 66, 53: 65, 61: 65, 23: 65, 70: 64, 15: 64, 71: 63, 3: 62, 31: 61, 21: 61, 20: 61, 11: 60, 37: 60, 25: 54, 75: 45})\n",
-      "Counter({120: 81, 70: 81, 4: 80, 72: 79, 98: 77, 112: 77, 116: 76, 46: 76, 134: 76, 82: 76, 101: 76, 90: 76, 77: 75, 117: 75, 129: 75, 11: 75, 44: 75, 66: 75, 85: 74, 83: 74, 73: 74, 89: 74, 107: 74, 48: 74, 84: 74, 124: 73, 24: 73, 102: 73, 67: 73, 28: 73, 71: 73, 103: 73, 130: 73, 99: 73, 23: 72, 9: 72, 78: 72, 50: 72, 25: 72, 26: 72, 86: 71, 32: 71, 30: 71, 88: 71, 74: 71, 12: 71, 100: 70, 119: 70, 92: 70, 41: 70, 114: 70, 79: 70, 118: 70, 13: 70, 95: 70, 126: 69, 109: 69, 133: 69, 21: 69, 65: 69, 105: 69, 76: 69, 104: 69, 125: 68, 29: 68, 91: 68, 127: 68, 3: 68, 53: 68, 51: 67, 33: 67, 106: 67, 62: 67, 128: 67, 108: 67, 49: 66, 131: 66, 75: 66, 52: 66, 87: 65, 132: 65, 93: 65, 8: 65, 97: 65, 45: 65, 110: 64, 31: 64, 121: 64, 111: 63, 10: 62, 54: 61, 43: 61, 42: 61, 27: 60, 68: 60, 122: 59, 80: 55, 47: 54, 123: 49, 20: 48, 14: 46, 115: 45, 22: 44, 2: 41, 55: 41, 39: 39, 60: 38, 63: 38, 1: 38, 7: 38, 17: 38, 61: 37, 57: 36, 18: 36, 15: 36, 59: 35, 19: 35, 56: 35, 6: 35, 64: 35, 16: 33, 58: 32, 38: 32, 34: 32, 36: 31, 5: 31, 35: 31, 40: 25, 37: 23, 81: 19})\n",
-      "Counter({2: 4240, 1: 3760})\n",
-      "Counter({50: 199, 52: 197, 47: 196, 45: 195, 60: 187, 51: 181, 46: 175, 48: 174, 58: 168, 40: 168, 49: 167, 62: 167, 61: 166, 42: 162, 63: 161, 65: 159, 66: 153, 53: 152, 57: 146, 59: 145, 55: 139, 43: 139, 64: 137, 70: 133, 25: 131, 67: 129, 41: 128, 44: 127, 37: 124, 30: 122, 33: 122, 35: 121, 68: 119, 39: 118, 38: 116, 28: 115, 29: 112, 56: 111, 27: 109, 36: 108, 26: 106, 54: 105, 69: 102, 71: 99, 34: 97, 22: 90, 23: 89, 31: 88, 32: 86, 73: 86, 24: 86, 21: 82, 75: 80, 74: 76, 72: 75, 18: 74, 20: 73, 78: 66, 77: 64, 19: 61, 76: 58, 80: 57, 79: 56, 82: 53, 81: 44, 85: 35, 83: 26, 84: 25, 87: 21, 86: 18, 88: 11, 89: 10, 90: 9, 93: 6, 91: 4, 92: 2, 94: 2})\n",
-      "Counter({1.0: 7347, 8.0: 289, 4.0: 157, 6.0: 96, 3.0: 69, 2.0: 20, 5.0: 3, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, 7.0: 1, nan: 1, nan: 1})\n",
-      "Counter({1.0: 7042, 0.0: 850, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1})\n",
-      "Counter({1.0: 6887, 3.0: 355, 4.0: 230, 2.0: 187, 6.0: 97, 8.0: 91, 9.0: 53, 5.0: 45, 7.0: 40, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1})\n",
-      "Counter({4.0: 2266, 3.0: 1854, 1.0: 1053, 6.0: 958, 12.0: 493, 10.0: 388, 7.0: 350, 9.0: 187, 11.0: 155, 5.0: 89, 13.0: 79, 2.0: 65, 8.0: 46, 14.0: 6, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1})\n",
-      "Counter({0.0: 1199, 20000.0: 604, 30000.0: 586, 10000.0: 536, 50000.0: 362, 40000.0: 331, 36000.0: 225, 5000.0: 218, 60000.0: 216, 24000.0: 200, 100000.0: 183, 2000.0: 173, 15000.0: 172, 3000.0: 163, 12000.0: 146, 25000.0: 140, 1000.0: 106, 6000.0: 99, 4000.0: 91, 80000.0: 88, 8000.0: 84, 35000.0: 76, 18000.0: 71, 48000.0: 70, 70000.0: 65, 200000.0: 46, 7000.0: 40, 120000.0: 39, 45000.0: 38, 1500.0: 35, 150000.0: 31, 14000.0: 27, 90000.0: 26, 1200.0: 24, 13000.0: 24, 42000.0: 21, 2500.0: 20, 720.0: 20, 600.0: 19, 660.0: 18, 500.0: 18, 800.0: 17, 9000.0: 17, 28000.0: 17, 22000.0: 16, 19200.0: 15, 900.0: 14, 11000.0: 14, 26400.0: 14, 26000.0: 14, 55000.0: 13, 32000.0: 13, 2400.0: 13, 3600.0: 12, 300000.0: 12, 21600.0: 12, 14400.0: 12, 37200.0: 11, 9600.0: 11, 400000.0: 11, 28800.0: 11, 23000.0: 11, 16000.0: 11, 38000.0: 10, 1000000.0: 10, 6500.0: 9, 17000.0: 9, 75000.0: 9, 110000.0: 9, 960.0: 9, 3500.0: 9, 840.0: 9, 39600.0: 8, 44400.0: 8, 700.0: 8, 84000.0: 8, 16800.0: 8, 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-      "Counter({1.0: 6717, 4.0: 829, 2.0: 402, 3.0: 11, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1})\n",
-      "Counter({100.0: 717, 120.0: 536, 80.0: 458, 60.0: 412, 200.0: 403, 90.0: 390, 70.0: 331, 150.0: 279, 50.0: 251, 40.0: 218, 110.0: 201, 300.0: 185, 130.0: 171, 180.0: 116, 140.0: 113, 30.0: 112, 160.0: 107, 75.0: 87, 240.0: 78, 85.0: 69, 65.0: 65, 20.0: 64, 400.0: 62, 45.0: 61, 35.0: 51, 105.0: 49, 220.0: 48, 170.0: 48, 250.0: 43, 260.0: 42, 95.0: 41, 55.0: 39, 78.0: 38, 98.0: 37, 56.0: 36, 15.0: 34, 54.0: 34, 58.0: 33, 72.0: 32, 88.0: 32, 64.0: 31, 84.0: 30, 67.0: 29, 230.0: 29, 270.0: 29, 89.0: 28, 97.0: 28, 108.0: 27, 63.0: 26, 68.0: 26, 57.0: 25, 115.0: 25, 53.0: 25, 42.0: 25, 10.0: 24, 25.0: 23, 96.0: 23, 600.0: 22, 125.0: 22, 48.0: 22, 79.0: 21, 38.0: 21, 87.0: 21, 52.0: 21, 210.0: 20, 36.0: 19, 12.0: 19, 69.0: 19, 77.0: 18, 94.0: 18, 500.0: 18, 360.0: 18, 86.0: 18, 350.0: 18, 102.0: 18, 59.0: 17, 62.0: 17, 99.0: 17, 43.0: 16, 135.0: 16, 18.0: 16, 280.0: 15, 103.0: 15, 73.0: 15, 76.0: 15, 83.0: 14, 190.0: 14, 41.0: 14, 46.0: 14, 49.0: 14, 34.0: 13, 66.0: 13, 93.0: 13, 92.0: 13, 74.0: 12, 113.0: 12, 44.0: 12, 106.0: 12, 104.0: 12, 91.0: 11, 128.0: 11, 450.0: 11, 24.0: 11, 320.0: 11, 107.0: 11, 82.0: 11, 39.0: 11, 117.0: 10, 126.0: 10, 28.0: 10, 13.0: 10, 37.0: 10, 109.0: 9, 17.0: 9, 23.0: 9, 51.0: 9, 118.0: 9, 32.0: 9, 138.0: 8, 145.0: 8, 81.0: 8, 14.0: 8, 137.0: 8, 112.0: 8, 114.0: 8, 27.0: 7, 225.0: 7, 16.0: 7, 26.0: 7, 8.0: 7, 101.0: 7, 61.0: 7, 136.0: 7, 33.0: 7, 132.0: 7, 71.0: 6, 29.0: 6, 116.0: 6, 142.0: 6, 330.0: 6, 47.0: 6, 124.0: 5, 64.6: 5, 119.0: 5, 31.0: 5, 266.0: 4, 134.0: 4, 127.0: 4, 7.0: 4, 62.5: 4, 21.0: 4, 198.0: 4, 144.0: 4, 333.0: 3, 234.0: 3, 154.0: 3, 310.0: 3, 148.0: 3, 82.5: 3, 192.0: 3, 9.0: 3, 700.0: 3, 176.0: 3, 22.0: 3, 139.0: 3, 131.0: 3, 165.0: 3, 216.0: 3, 550.0: 3, 159.0: 3, 168.0: 3, 380.0: 3, 375.0: 3, 175.0: 3, 900.0: 2, 174.0: 2, 52.7: 2, 143.0: 2, 78.8: 2, 68.7: 2, 800.0: 2, 660.0: 2, 149.0: 2, 111.0: 2, 420.0: 2, 147.0: 2, 162.0: 2, 189.0: 2, 98.5: 2, 146.0: 2, 1000.0: 2, 50.9: 2, 53.8: 2, 123.0: 2, 129.0: 2, 56.7: 2, 43.2: 2, 59.5: 2, 222.0: 2, 5.0: 2, 44.6: 2, 215.0: 2, 92.3: 2, 166.0: 2, 390.0: 2, 62.9: 2, 58.7: 2, 440.0: 2, 185.0: 2, 197.0: 2, 340.0: 2, 199.0: 1, 24.2: 1, 208.0: 1, 306.0: 1, 35.7: 1, 68.9: 1, 63.5: 1, 68.3: 1, 98.4: 1, 72.1: 1, 69.7: 1, 49.8: 1, 155.0: 1, 171.0: 1, 25.5: 1, 49.9: 1, 750.0: 1, 245.0: 1, 56.6: 1, 58.6: 1, 67.4: 1, 86.6: 1, 151.0: 1, 38.5: 1, 288.0: 1, 580.0: 1, 54.3: 1, 72.3: 1, 37.9: 1, 26.3: 1, 238.0: 1, 187.0: 1, 640.0: 1, 56.4: 1, 78.4: 1, 79.1: 1, 53.4: 1, 157.0: 1, 460.0: 1, 55.5: 1, 53.5: 1, 47.6: 1, 79.7: 1, 304.0: 1, 977.0: 1, 470.0: 1, 348.0: 1, 196.0: 1, 79.8: 1, 152.0: 1, 233.0: 1, 44.9: 1, 258.0: 1, 56.3: 1, 43.8: 1, 290.0: 1, 161.0: 1, 44.2: 1, 14.6: 1, 52.6: 1, 182.0: 1, 86.7: 1, 496.0: 1, 667.0: 1, 279.0: 1, 361.0: 1, 141.0: 1, 94.3: 1, 64.4: 1, 84.33: 1, 193.0: 1, 133.0: 1, 89.3: 1, 62.7: 1, 43.3: 1, 63.4: 1, 1300.0: 1, 264.0: 1, 33.6: 1, 85.3: 1, 38.9: 1, 256.0: 1, 88.9: 1, 47.7: 1, 402.0: 1, 121.0: 1, 48.8: 1, 204.0: 1, 3.0: 1, 51.4: 1, 73.1: 1, 58.5: 1, 620.0: 1, 85.5: 1, 47.5: 1, 181.0: 1, 167.0: 1, 272.0: 1, 35.3: 1, 36.8: 1, 77.5: 1, 408.0: 1, 83.9: 1, 41.6: 1, 16.8: 1, 76.5: 1, 285.0: 1, 48.6: 1, 74.3: 1, 87.5: 1, 94.6: 1, 83.3: 1, 57.5: 1, 57.4: 1, 53.7: 1, 809.0: 1, 530.0: 1, 71.9: 1, 60.7: 1, 57.2: 1, 56.9: 1, 34.7: 1, 226.0: 1, 78.7: 1, 42.8: 1, 54.4: 1, 66.5: 1, 39.9: 1, 61.5: 1, 57.8: 1, 153.0: 1, 38.2: 1, 49.5: 1, 242.0: 1, 66.2: 1, 69.8: 1, 122.0: 1, 80.5: 1, 19.0: 1, 39.1: 1, 262.0: 1, 178.0: 1, 383.0: 1, 81.5: 1, 69.2: 1, 48.9: 1, 186.0: 1, 444.0: 1, 6.0: 1, 16.2: 1, 60.3: 1, 60.4: 1, 28.8: 1, 24.1: 1, 286.0: 1, 67.8: 1, 42.5: 1, 63.1: 1, 1050.0: 1, 53.9: 1, 61.4: 1, 430.0: 1, 399.0: 1, 79.6: 1, 36.7: 1, 36.5: 1, 255.0: 1, 23.8: 1, 219.0: 1, 65.6: 1, 850.0: 1, 50.3: 1, 73.9: 1, 10.4: 1, 63.6: 1, 59.4: 1, 43.1: 1, 58.8: 1, 97.6: 1, 88.7: 1, 54.8: 1, 67.3: 1, 480.0: 1, 27.2: 1, 81.3: 1, 77.6: 1, 41.7: 1})\n",
-      "Counter({160: 1165, 170: 862, 165: 736, 155: 528, 158: 455, 150: 383, 175: 370, 168: 361, 162: 274, 172: 269, 163: 258, 156: 237, 167: 227, 173: 183, 178: 175, 157: 135, 180: 123, 164: 114, 166: 106, 174: 106, 176: 104, 153: 89, 169: 87, 159: 81, 161: 77, 171: 71, 152: 68, 154: 60, 177: 42, 145: 35, 148: 29, 183: 26, 140: 24, 179: 22, 182: 19, 185: 18, 181: 12, 151: 11, 147: 11, 184: 8, 186: 7, 149: 7, 146: 5, 188: 4, 190: 3, 144: 2, 134: 2, 136: 1, 189: 1, 191: 1, 143: 1, 135: 1, 114: 1, 187: 1, 115: 1, 142: 1})\n",
-      "Counter({120: 1176, 130: 829, 110: 778, 100: 636, 140: 608, 150: 387, 90: 288, 160: 272, 105: 146, 125: 144, 80: 124, 135: 122, 115: 120, 98: 108, 108: 95, 170: 91, 102: 89, 180: 88, 126: 82, 95: 81, 145: 79, 104: 77, 106: 73, 128: 70, 96: 67, 116: 63, 118: 60, 112: 55, 124: 55, 85: 52, 136: 50, 92: 48, 138: 45, 114: 39, 132: 36, 94: 35, 122: 33, 103: 32, 70: 32, 155: 31, 134: 30, 144: 30, 156: 30, 146: 27, 200: 24, 148: 22, 165: 19, 142: 18, 123: 17, 190: 16, 84: 16, 88: 16, 86: 16, 97: 15, 75: 15, 107: 14, 109: 13, 154: 12, 152: 12, 158: 12, 117: 11, 101: 11, 127: 11, 113: 11, 65: 10, 78: 10, 93: 10, 82: 10, 60: 9, 175: 8, 164: 8, 50: 8, 143: 8, 76: 8, 87: 7, 147: 7, 137: 7, 121: 7, 89: 7, 133: 7, 168: 6, 176: 6, 210: 6, 40: 5, 55: 5, 119: 5, 185: 4, 163: 4, 99: 4, 83: 4, 172: 4, 178: 4, 72: 4, 167: 4, 91: 4, 79: 3, 162: 3, 157: 3, 174: 3, 129: 3, 149: 3, 68: 3, 188: 3, 159: 2, 63: 2, 153: 2, 59: 2, 186: 2, 198: 2, 139: 2, 151: 2, 195: 2, 183: 2, 182: 2, 51: 2, 131: 2, 173: 2, 111: 2, 48: 2, 58: 2, 52: 2, 169: 1, 193: 1, 74: 1, 202: 1, 205: 1, 260: 1, 141: 1, 179: 1, 64: 1, 161: 1, 66: 1, 42: 1, 192: 1, 67: 1, 71: 1, 53: 1, 56: 1, 189: 1, 206: 1, 184: 1, 171: 1, 166: 1, 73: 1, 77: 1, 196: 1, 240: 1})\n",
-      "Counter({4.0: 3102, 3.0: 1762, 5.0: 1706, 2.0: 1179, 1.0: 246, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1})\n",
-      "Counter({4.0: 2924, 5.0: 2545, 3.0: 1463, 2.0: 799, 1.0: 226, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1})\n",
-      "Counter({4.0: 3381, 5.0: 2043, 3.0: 1915, 2.0: 554, 1.0: 91, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1})\n",
-      "Counter({1: 4515, 2: 2098, 5: 842, 4: 528, 8: 7, 6: 5, 7: 4, 3: 1})\n",
-      "Counter({2.0: 2549, 3.0: 2488, 4.0: 1790, 1.0: 796, 5.0: 371, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1})\n",
-      "Counter({4.0: 3129, 3.0: 2703, 2.0: 1280, 5.0: 602, 1.0: 269, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1})\n",
-      "Counter({1.0: 3599, 2.0: 2226, 3.0: 1278, 4.0: 685, 5.0: 191, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1})\n",
-      "Counter({4.0: 3675, 3.0: 1799, 2.0: 1776, 1.0: 443, 5.0: 265, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1})\n",
-      "Counter({5.0: 2769, 4.0: 1510, 3.0: 1076, 6.0: 908, 1.0: 609, 2.0: 516, 7.0: 358, 8.0: 116, 10.0: 37, 9.0: 20, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1})\n",
-      "Counter({1: 2958, 5: 1968, 3: 1242, 4: 1065, 2: 387, 6: 380})\n",
-      "Counter({30000.0: 648, 50000.0: 625, 20000.0: 617, 100000.0: 510, 60000.0: 445, 40000.0: 438, 10000.0: 357, 80000.0: 295, 70000.0: 216, 200000.0: 169, 120000.0: 145, 15000.0: 126, 150000.0: 125, 0.0: 122, 5000.0: 117, 24000.0: 106, 90000.0: 97, 25000.0: 92, 36000.0: 90, 35000.0: 84, 8000.0: 81, 12000.0: 80, 3000.0: 74, 6000.0: 73, 4000.0: 67, 2000.0: 67, 48000.0: 57, 72000.0: 50, 300000.0: 48, 45000.0: 47, 7000.0: 40, 110000.0: 36, 130000.0: 36, 1000.0: 31, 13000.0: 31, 18000.0: 31, 55000.0: 30, 140000.0: 28, 250000.0: 25, 400000.0: 23, 65000.0: 21, 84000.0: 20, 42000.0: 20, 500000.0: 20, 14000.0: 18, 180000.0: 18, 160000.0: 17, 75000.0: 15, 85000.0: 13, 11000.0: 13, 96000.0: 13, 9000.0: 13, 600000.0: 12, 1000000.0: 12, 1200.0: 12, 66000.0: 12, 26000.0: 12, 54000.0: 11, 23000.0: 10, 22000.0: 9, 78000.0: 8, 38000.0: 8, 14400.0: 8, 17000.0: 8, 32000.0: 8, 1500.0: 8, 4800.0: 8, 170000.0: 7, 28000.0: 7, 52000.0: 7, 2500.0: 7, 16000.0: 7, 108000.0: 7, 3500.0: 7, 800000.0: 7, 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-      "Counter({2.0: 2666, 3.0: 2132, 4.0: 1130, 1.0: 1015, 5.0: 640, 6.0: 249, 7.0: 91, 8.0: 36, 9.0: 13, 11.0: 4, nan: 1, 50.0: 1, nan: 1, nan: 1, nan: 1, 13.0: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1})\n",
-      "Counter({3.0: 4273, 2.0: 2573, 4.0: 662, 1.0: 427, 5.0: 19, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1})\n",
-      "Counter({1.0: 6281, 2.0: 907, 0.0: 510, 3.0: 133, 4.0: 33, 5.0: 11, 10.0: 1, nan: 1, 30.0: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, 6.0: 1, nan: 1, 7.0: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, 8.0: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, 14.0: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, 11.0: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1})\n",
-      "Counter({2.0: 6627, 1.0: 1363, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1})\n",
-      "Counter({3: 6059, 1: 828, 7: 718, 6: 171, 4: 146, 2: 52, 5: 26})\n",
-      "Counter({2.0: 4892, 3.0: 2679, 1.0: 380, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1})\n",
-      "Counter({2.0: 4422, 1.0: 2715, 3.0: 815, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1})\n",
-      "Counter({4.0: 3967, 3.0: 2772, 5.0: 613, 2.0: 403, 1.0: 37, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1})\n",
-      "Counter({2.0: 4609, 3.0: 2092, 4.0: 217, 1.0: 117, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 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1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1, nan: 1})\n"
-     ]
-    }
-   ],
-   "source": [
-    "from collections import Counter\n",
-    "for name in df.columns:\n",
-    "    print(Counter(df[name]))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 213,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
-      "  warnings.warn(\n",
-      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
-      "  warnings.warn(\n",
-      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
-      "  warnings.warn(\n",
-      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
-      "  warnings.warn(\n",
-      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
-      "  warnings.warn(\n",
-      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
-      "  warnings.warn(\n",
-      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
-      "  warnings.warn(\n",
-      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
-      "  warnings.warn(\n",
-      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
-      "  warnings.warn(\n",
-      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
-      "  warnings.warn(\n",
-      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
-      "  warnings.warn(\n",
-      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
-      "  warnings.warn(\n",
-      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
-      "  warnings.warn(\n",
-      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
-      "  warnings.warn(\n",
-      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
-      "  warnings.warn(\n",
-      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
-      "  warnings.warn(\n",
-      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
-      "  warnings.warn(\n",
-      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
-      "  warnings.warn(\n",
-      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
-      "  warnings.warn(\n",
-      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
-      "  warnings.warn(\n",
-      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
-      "  warnings.warn(\n",
-      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
-      "  warnings.warn(\n",
-      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
-      "  warnings.warn(\n",
-      "c:\\Users\\王瑞恒\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:409: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
-      "  warnings.warn(\n"
-     ]
-    }
-   ],
-   "source": [
-    "from sklearn.ensemble import RandomForestRegressor\n",
-    "df_copy = df[notnull_list].copy()\n",
-    "for col in list(isnull_dict.keys()):\n",
-    "    df_copy = df[notnull_list].copy()\n",
-    "    df_copy=pd.concat([df[col],df_copy],axis=1)\n",
-    "    df_copy_notnull = df_copy.loc[df_copy[col].notnull()]\n",
-    "    df_copy_isnull = df_copy.loc[df_copy[col].isnull()]\n",
-    "    x = df_copy_notnull.iloc[:, 1:]\n",
-    "    y = df_copy_notnull.values[:, 0]\n",
-    "    x_test = df_copy_isnull.values[:, 1:]\n",
-    "    rfr = RandomForestRegressor(n_estimators=1000, n_jobs=-1)\n",
-    "    rfr.fit(x, y)\n",
-    "    y_pred = rfr.predict(x_test).astype(int)\n",
-    "    df.loc[df[col].isnull(), col] = y_pred\n",
-    " \n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 214,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Counter({4.0: 4819, 5.0: 1410, 3.0: 1169, 2.0: 498, 1.0: 104})\n",
-      "Counter({1: 4756, 2: 3244})\n",
-      "Counter({21: 434, 18: 429, 31: 424, 6: 414, 10: 409, 1: 396, 12: 394, 4: 385, 15: 378, 16: 352, 22: 352, 19: 349, 5: 349, 27: 296, 2: 280, 29: 278, 13: 277, 9: 262, 17: 224, 7: 213, 24: 204, 11: 195, 26: 191, 28: 172, 23: 136, 8: 70, 3: 70, 30: 67})\n",
-      "Counter({1: 396, 7: 385, 32: 254, 64: 219, 18: 213, 87: 204, 57: 203, 81: 172, 36: 148, 46: 147, 52: 145, 8: 145, 65: 142, 82: 141, 27: 138, 66: 136, 80: 81, 39: 81, 41: 79, 62: 77, 72: 77, 76: 76, 24: 76, 89: 76, 49: 76, 56: 76, 77: 75, 86: 75, 4: 75, 22: 75, 48: 74, 50: 74, 42: 74, 55: 74, 67: 74, 26: 74, 51: 74, 12: 73, 40: 73, 63: 73, 34: 73, 2: 72, 9: 72, 10: 72, 16: 71, 14: 71, 54: 71, 43: 71, 5: 71, 79: 70, 19: 70, 74: 70, 47: 70, 78: 70, 6: 70, 59: 70, 83: 69, 69: 69, 88: 69, 35: 69, 45: 69, 13: 68, 84: 68, 30: 68, 28: 67, 17: 67, 33: 67, 85: 67, 68: 67, 44: 66, 29: 66, 53: 65, 61: 65, 23: 65, 70: 64, 15: 64, 71: 63, 3: 62, 31: 61, 21: 61, 20: 61, 11: 60, 37: 60, 25: 54, 75: 45})\n",
-      "Counter({120: 81, 70: 81, 4: 80, 72: 79, 98: 77, 112: 77, 116: 76, 46: 76, 134: 76, 82: 76, 101: 76, 90: 76, 77: 75, 117: 75, 129: 75, 11: 75, 44: 75, 66: 75, 85: 74, 83: 74, 73: 74, 89: 74, 107: 74, 48: 74, 84: 74, 124: 73, 24: 73, 102: 73, 67: 73, 28: 73, 71: 73, 103: 73, 130: 73, 99: 73, 23: 72, 9: 72, 78: 72, 50: 72, 25: 72, 26: 72, 86: 71, 32: 71, 30: 71, 88: 71, 74: 71, 12: 71, 100: 70, 119: 70, 92: 70, 41: 70, 114: 70, 79: 70, 118: 70, 13: 70, 95: 70, 126: 69, 109: 69, 133: 69, 21: 69, 65: 69, 105: 69, 76: 69, 104: 69, 125: 68, 29: 68, 91: 68, 127: 68, 3: 68, 53: 68, 51: 67, 33: 67, 106: 67, 62: 67, 128: 67, 108: 67, 49: 66, 131: 66, 75: 66, 52: 66, 87: 65, 132: 65, 93: 65, 8: 65, 97: 65, 45: 65, 110: 64, 31: 64, 121: 64, 111: 63, 10: 62, 54: 61, 43: 61, 42: 61, 27: 60, 68: 60, 122: 59, 80: 55, 47: 54, 123: 49, 20: 48, 14: 46, 115: 45, 22: 44, 2: 41, 55: 41, 39: 39, 60: 38, 63: 38, 1: 38, 7: 38, 17: 38, 61: 37, 57: 36, 18: 36, 15: 36, 59: 35, 19: 35, 56: 35, 6: 35, 64: 35, 16: 33, 58: 32, 38: 32, 34: 32, 36: 31, 5: 31, 35: 31, 40: 25, 37: 23, 81: 19})\n",
-      "Counter({2: 4240, 1: 3760})\n",
-      "Counter({50: 199, 52: 197, 47: 196, 45: 195, 60: 187, 51: 181, 46: 175, 48: 174, 58: 168, 40: 168, 49: 167, 62: 167, 61: 166, 42: 162, 63: 161, 65: 159, 66: 153, 53: 152, 57: 146, 59: 145, 55: 139, 43: 139, 64: 137, 70: 133, 25: 131, 67: 129, 41: 128, 44: 127, 37: 124, 30: 122, 33: 122, 35: 121, 68: 119, 39: 118, 38: 116, 28: 115, 29: 112, 56: 111, 27: 109, 36: 108, 26: 106, 54: 105, 69: 102, 71: 99, 34: 97, 22: 90, 23: 89, 31: 88, 32: 86, 73: 86, 24: 86, 21: 82, 75: 80, 74: 76, 72: 75, 18: 74, 20: 73, 78: 66, 77: 64, 19: 61, 76: 58, 80: 57, 79: 56, 82: 53, 81: 44, 85: 35, 83: 26, 84: 25, 87: 21, 86: 18, 88: 11, 89: 10, 90: 9, 93: 6, 91: 4, 92: 2, 94: 2})\n",
-      "Counter({1.0: 7361, 8.0: 289, 4.0: 158, 6.0: 97, 3.0: 69, 2.0: 20, 5.0: 5, 7.0: 1})\n",
-      "Counter({1.0: 7042, 0.0: 958})\n",
-      "Counter({1.0: 6900, 3.0: 355, 4.0: 230, 2.0: 189, 6.0: 97, 8.0: 91, 9.0: 53, 5.0: 45, 7.0: 40})\n",
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617787.0: 1, 83688.0: 1, 51000.0: 1, 700.0: 1, 60157.0: 1, 37596.0: 1, 57853.0: 1, 76560.0: 1, 35150.0: 1, 94319.0: 1, 80730.0: 1, 39355.0: 1, 61712.0: 1, 68672.0: 1, 82965.0: 1, 74000.0: 1, 48643.0: 1, 55541.0: 1, 62791.0: 1, 18988.0: 1, 13807.0: 1, 3720.0: 1, 13046.0: 1, 68344.0: 1, 474372.0: 1, 138471.0: 1, 55646.0: 1, 89272.0: 1, 68910.0: 1, 199970.0: 1, 26489.0: 1, 38802.0: 1, 85289.0: 1, 62832.0: 1, 47976.0: 1, 142886.0: 1, 76563.0: 1, 81714.0: 1, 92952.0: 1, 56573.0: 1, 37335.0: 1, 25280.0: 1, 79405.0: 1, 85800.0: 1, 69899.0: 1, 77640.0: 1, 113930.0: 1, 302262.0: 1, 150192.0: 1, 61197.0: 1, 76800.0: 1, 92906.0: 1, 143804.0: 1, 6351.0: 1, 449050.0: 1, 105631.0: 1, 9080000.0: 1, 93336.0: 1, 93120.0: 1, 19793.0: 1, 73664.0: 1, 73041.0: 1, 103046.0: 1, 47435.0: 1, 46577.0: 1, 39120.0: 1, 26294.0: 1, 431178.0: 1, 43200.0: 1, 93225.0: 1, 90090.0: 1, 528000.0: 1, 92079.0: 1, 24943.0: 1, 20820.0: 1, 60779.0: 1, 69447.0: 1, 5999.0: 1, 6840.0: 1, 43000.0: 1, 34732.0: 1, 33867.0: 1, 108338.0: 1, 89004.0: 1, 276000.0: 1, 13719.0: 1, 157112.0: 1, 28440.0: 1, 59280.0: 1, 29721.0: 1, 9048000.0: 1, 21227.0: 1, 21140.0: 1, 69674.0: 1, 57659.0: 1, 53260.0: 1, 81672.0: 1, 67624.0: 1, 61067.0: 1, 69000.0: 1, 7920.0: 1, 131017.0: 1, 103460.0: 1, 51024.0: 1, 2700.0: 1, 216625.0: 1, 50629.0: 1, 8170.0: 1, 50858.0: 1, 43878.0: 1, 22471.0: 1, 174000.0: 1, 111402.0: 1, 32348.0: 1, 141182.0: 1, 103491.0: 1, 113203.0: 1, 33791.0: 1, 44430.0: 1, 53280.0: 1, 42385.0: 1, 57803.0: 1, 163300.0: 1, 125494.0: 1, 79904.0: 1, 79272.0: 1, 39404.0: 1, 50066.0: 1, 134600.0: 1, 63240.0: 1, 8640.0: 1, 67485.0: 1, 69600.0: 1, 55858.0: 1, 48083.0: 1, 55671.0: 1, 51200.0: 1, 171481.0: 1, 83342.0: 1, 43029.0: 1, 18222.0: 1, 41201.0: 1, 318762.0: 1, 48667.0: 1, 340000.0: 1, 26640.0: 1, 97709.0: 1, 55967.0: 1, 100556.0: 1, 88760.0: 1, 20055.0: 1, 66929.0: 1})\n",
-      "Counter({2.0: 2672, 3.0: 2139, 4.0: 1131, 1.0: 1023, 5.0: 640, 6.0: 249, 7.0: 91, 8.0: 36, 9.0: 13, 11.0: 4, 50.0: 1, 13.0: 1})\n",
-      "Counter({3.0: 4279, 2.0: 2613, 4.0: 662, 1.0: 427, 5.0: 19})\n",
-      "Counter({1.0: 6364, 2.0: 908, 0.0: 544, 3.0: 133, 4.0: 33, 5.0: 11, 10.0: 1, 30.0: 1, 6.0: 1, 7.0: 1, 8.0: 1, 14.0: 1, 11.0: 1})\n",
-      "Counter({2.0: 6627, 1.0: 1373})\n",
-      "Counter({3: 6059, 1: 828, 7: 718, 6: 171, 4: 146, 2: 52, 5: 26})\n",
-      "Counter({2.0: 4936, 3.0: 2679, 1.0: 385})\n",
-      "Counter({2.0: 4430, 1.0: 2755, 3.0: 815})\n",
-      "Counter({4.0: 3973, 3.0: 2966, 5.0: 613, 2.0: 411, 1.0: 37})\n",
-      "Counter({2.0: 5570, 3.0: 2092, 4.0: 217, 1.0: 121})\n"
-     ]
-    }
-   ],
-   "source": [
-    "from collections import Counter\n",
-    "for name in df.columns:\n",
-    "    print(Counter(df[name]))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 215,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<AxesSubplot: >"
-      ]
-     },
-     "execution_count": 215,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "df[\"income\"].hist(bins=100,range=(-10,300000))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 216,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<AxesSubplot: >"
-      ]
-     },
-     "execution_count": 216,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "df[\"family_income\"].hist(bins=100,range=(-10,1000000))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 217,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[]"
-      ]
-     },
-     "execution_count": 217,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ErrValue=[-8,-3,-2,-1]\n",
-    "for name in df.columns :\n",
-    "    for val in ErrValue:\n",
-    "        df[name]=df[name].replace(val,np.nan)\n",
-    "isnull_dict={}\n",
-    "notnull_list=[]\n",
-    "for name in df.columns:\n",
-    "    if df[name].isnull().sum()>0:\n",
-    "        isnull_dict[name]=df[name].isnull().sum()\n",
-    "    else:\n",
-    "        notnull_list.append(name)\n",
-    "list(isnull_dict)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 218,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>happiness</th>\n",
-       "      <th>survey_type</th>\n",
-       "      <th>province</th>\n",
-       "      <th>city</th>\n",
-       "      <th>county</th>\n",
-       "      <th>gender</th>\n",
-       "      <th>age</th>\n",
-       "      <th>nationality</th>\n",
-       "      <th>religion</th>\n",
-       "      <th>religion_freq</th>\n",
-       "      <th>...</th>\n",
-       "      <th>family_income</th>\n",
-       "      <th>family_m</th>\n",
-       "      <th>family_status</th>\n",
-       "      <th>house</th>\n",
-       "      <th>car</th>\n",
-       "      <th>marital</th>\n",
-       "      <th>status_peer</th>\n",
-       "      <th>status_3_before</th>\n",
-       "      <th>view</th>\n",
-       "      <th>inc_ability</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>4.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>12</td>\n",
-       "      <td>32</td>\n",
-       "      <td>59</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>3.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>4.0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>18</td>\n",
-       "      <td>52</td>\n",
-       "      <td>85</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>4.0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>29</td>\n",
-       "      <td>83</td>\n",
-       "      <td>126</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>5.0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>10</td>\n",
-       "      <td>28</td>\n",
-       "      <td>51</td>\n",
-       "      <td>2</td>\n",
-       "      <td>5</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>7</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>4.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>7</td>\n",
-       "      <td>18</td>\n",
-       "      <td>36</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7995</th>\n",
-       "      <td>2.0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>29</td>\n",
-       "      <td>82</td>\n",
-       "      <td>124</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7996</th>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>12</td>\n",
-       "      <td>32</td>\n",
-       "      <td>61</td>\n",
-       "      <td>2</td>\n",
-       "      <td>5</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>7</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7997</th>\n",
-       "      <td>4.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>16</td>\n",
-       "      <td>46</td>\n",
-       "      <td>78</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7998</th>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>8</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7999</th>\n",
-       "      <td>4.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>8000 rows × 36 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "      happiness  survey_type  province  city  county  gender  age  \\\n",
-       "0           4.0            1        12    32      59       1    4   \n",
-       "1           4.0            2        18    52      85       1    1   \n",
-       "2           4.0            2        29    83     126       2    3   \n",
-       "3           5.0            2        10    28      51       2    5   \n",
-       "4           4.0            1         7    18      36       2    1   \n",
-       "...         ...          ...       ...   ...     ...     ...  ...   \n",
-       "7995        2.0            2        29    82     124       1    2   \n",
-       "7996        3.0            1        12    32      61       2    5   \n",
-       "7997        4.0            1        16    46      78       2    3   \n",
-       "7998        3.0            1         1     1       8       2    2   \n",
-       "7999        4.0            1         1     1       3       2    1   \n",
-       "\n",
-       "      nationality  religion  religion_freq  ...  family_income  family_m  \\\n",
-       "0             1.0       1.0            1.0  ...              2       2.0   \n",
-       "1             1.0       1.0            1.0  ...              2       3.0   \n",
-       "2             1.0       0.0            3.0  ...              1       3.0   \n",
-       "3             1.0       1.0            1.0  ...              1       3.0   \n",
-       "4             1.0       1.0            1.0  ...              2       4.0   \n",
-       "...           ...       ...            ...  ...            ...       ...   \n",
-       "7995          1.0       1.0            1.0  ...              2       1.0   \n",
-       "7996          1.0       1.0            1.0  ...              1       1.0   \n",
-       "7997          1.0       1.0            1.0  ...              2       3.0   \n",
-       "7998          1.0       1.0            1.0  ...              3       1.0   \n",
-       "7999          1.0       1.0            1.0  ...              2       1.0   \n",
-       "\n",
-       "      family_status  house  car  marital  status_peer  status_3_before  view  \\\n",
-       "0               2.0    1.0  2.0        3          3.0              2.0   4.0   \n",
-       "1               4.0    1.0  2.0        1          1.0              1.0   4.0   \n",
-       "2               3.0    1.0  2.0        3          2.0              1.0   4.0   \n",
-       "3               3.0    1.0  1.0        7          2.0              1.0   3.0   \n",
-       "4               3.0    1.0  1.0        1          3.0              2.0   3.0   \n",
-       "...             ...    ...  ...      ...          ...              ...   ...   \n",
-       "7995            3.0    0.0  1.0        3          1.0              2.0   2.0   \n",
-       "7996            2.0    1.0  2.0        7          2.0              1.0   5.0   \n",
-       "7997            2.0    1.0  2.0        3          3.0              1.0   4.0   \n",
-       "7998            3.0    1.0  2.0        1          2.0              1.0   4.0   \n",
-       "7999            3.0    1.0  2.0        1          2.0              2.0   3.0   \n",
-       "\n",
-       "      inc_ability  \n",
-       "0             3.0  \n",
-       "1             2.0  \n",
-       "2             2.0  \n",
-       "3             2.0  \n",
-       "4             2.0  \n",
-       "...           ...  \n",
-       "7995          3.0  \n",
-       "7996          2.0  \n",
-       "7997          2.0  \n",
-       "7998          2.0  \n",
-       "7999          3.0  \n",
-       "\n",
-       "[8000 rows x 36 columns]"
-      ]
-     },
-     "execution_count": 218,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "def age_cut(x):\n",
-    "    if x<=25:\n",
-    "        return 1\n",
-    "    elif  25<x<=40:\n",
-    "        return 2\n",
-    "    elif  40<x<=55:\n",
-    "        return 3\n",
-    "    elif  55<x<=65:\n",
-    "        return 4\n",
-    "    elif  x>65:\n",
-    "        return 5\n",
-    " \n",
-    "df[\"age\"]=df[\"age\"].map(age_cut)\n",
-    "def income_cut(x):\n",
-    "    if x<0:\n",
-    "        return 0\n",
-    "    elif  0<=x<=1200:\n",
-    "        return 1\n",
-    "    elif  1200<x<=15000:\n",
-    "        return 2\n",
-    "    elif  15000<x<=30000:\n",
-    "        return 3\n",
-    "    elif  30000<x<=50000:\n",
-    "        return 4\n",
-    "    elif  50000<x:\n",
-    "        return 5\n",
-    " \n",
-    "df[\"income\"]=df[\"income\"].map(income_cut)\n",
-    "\n",
-    "def family_income_cut(x):\n",
-    "    if x<=0:\n",
-    "        return 0\n",
-    "    elif  0<x<=20000:\n",
-    "        return 1\n",
-    "    elif  20000<x<=150000:\n",
-    "        return 2\n",
-    "    elif  150000<x<=400000:\n",
-    "        return 3\n",
-    "    elif  400000<x<=700000:\n",
-    "        return 4\n",
-    "    elif  700000<x:\n",
-    "        return 5\n",
-    " \n",
-    "df[\"family_income\"]=df[\"family_income\"].map(family_income_cut)\n",
-    "df"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 219,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2600x1500 with 9 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2600x1500 with 9 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "import matplotlib.pyplot as plt\n",
-    "import seaborn as sns\n",
-    "plt.figure(figsize=(26,15))\n",
-    "\n",
-    "name=[\"age\",\"gender\",\"religion\",\"edu\",\"income\",\"political\",\"health\",\"health_problem\",\"depression\"]\n",
-    "colors=[\"Reds\",\"Greens\",\"Blues\"]\n",
-    "for i in range(len(name)):\n",
-    "    plt.subplot(3,3,i+1)\n",
-    "    plt.title(f\"{name[i]} plot\")\n",
-    "    plot = sns.countplot(data=df, x=name[i],hue='happiness',palette=colors[i%len(colors)])\n",
-    "    plt.subplots_adjust(hspace=0.6)\n",
-    "\n",
-    "plt.show()\n",
-    "plt.figure(figsize=(26,15))\n",
-    "for i in range(len(name)):\n",
-    "    plt.subplot(3,3,i+1)\n",
-    "    plt.title(f\"{name[i]} plot\")\n",
-    "    plot = sns.countplot(data=df, x='happiness',hue=name[i],palette=colors[i%len(colors)])\n",
-    "    plt.subplots_adjust(hspace=0.6)\n",
-    "\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 220,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2600x1800 with 15 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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85z//wY4dO/C3v/0Nx48f73RbGT+IiHqX9mJQRkYGBgwYgM8//xzPP/88vLy88OOPP3b6PMbGxnfd1jtjkEQiwX333dehfb29vfHDDz/gypUrYtnhw4dhYWGBBx54QCxjDCIi6pqmz1K1Wi3GE0dHR7z11ls4d+4cbGxs0L9/f41nkIKCAtTU1IjrUqlU45eqf/zxB/797393ui3tfZb/5S9/wY8//ojY2FgMHz4cY8aM6fQ5+FxERKS/Ro0aBQD45ptvxLKzZ8/C19dXHIG7Pf/6179QV1eHAwcOYNGiRfDx8Wn2HJSUlIQff/wRTz/9NN577z188skn+O6771BYWAgA+PTTT7Fr1y7MmDEDb775Jn744QfU1dXh008/7VR/+BxEhkaq6wYQ9YS8vDycOHECy5cvh0wmw8cff4x+/frB1tYWALBmzRo899xzGDx4MPz9/bF161ZcunQJy5cvB3DrV0Jbt27FrFmz8PLLL+PixYvYtGkTIiMjO9wGuVyO/fv3409/+hNKSkqwevVqAN374b1w4UKUl5fjzTffRF5enliuUCjQr18/xMbGwtPTE/Pnz0doaChKSkrw0ksvYe3atZ06z9tvvw0XFxc4Ojpi2bJlGDduHHx8fDq0b3BwMJKSkjBz5kwkJCTgt99+w0svvYTw8HAoFApxuwEDBmDQoEF45513EBoaih9//BHe3t7w8PDoVFuJiHq7+Ph4TJo0Ca+88goCAwPx7bff4tVXX8Unn3zSof0dHBwgkUiwa9cuSKVSHDx4EG+88QaAWzFKKpXi/PnzePnll/Haa68hJCQEe/fuxbPPPov8/HzIZLIOt5Xxg4iod2kvBsnlcly6dAkff/wxrKyssGnTJuTk5GDIkCFab+srr7wCKysrNDY24pVXXsGTTz6Je++9t0P7Nj0Pzpw5E7GxsTh16hTWrVuHFStWwMLCQtzOw8MD1tbWeOONN/DYY48hPz8fs2fPhqOjY091i4ioVxgyZAj+8pe/YNGiRaitrYWTkxMSExNx6tQpvPvuuwCA6OhorFmzBsOGDcPQoUPxf//3fxqJbF5eXli9ejV+/vln2Nvb47nnnutSW9r7LL///vsxduxYfPDBB1i3bl2XzsHnIiIi/TVs2DA8+eSTWLp0KW7evImBAwdi7dq1cHNz05g+vC1yuRwNDQ1IS0vD0KFDsW3bNvzjH//QmIbhp59+wkcffYTXX38dDg4O2LZtG0xNTcXpJa5evYolS5ZAIpFg6NCh+Oabb3D9+vVOP0vxOYgMjkDUC/3yyy9CcHCw0L9/f8Hc3Fzw8fERjh07prHNtm3bBDc3N8HU1FR46KGHhBMnTmjUFxYWCn/6058EMzMzYfDgwcKaNWuE69evNzvXM888IzzzzDPNyo8dOyaMHj1akMlkwtChQ4UPP/xQkMvlwqpVq5ptO3jwYGHbtm2t9qe1cwwePFgA0Gy5/ViHDh0SvL29BVNTU8HV1VV44403Wj3PncrLywUAwqZNm4T7779fkMlkwuOPPy6cPXu21W3Ly8ub1V28eFH485//LFhYWAj33HOP8PLLLwsNDQ3NtsvJyRFGjRolmJiYCM7OzkJ+fn6H20pE1FtkZWUJ7X1F+8c//iE88MADgkwmE+6///5WY0hr8SUlJUUYNGiQIJPJhEceeUR4//33BQBCVlaWIAiCMHnyZGHUqFHCjRs3BEEQhF9//VWws7MTXnnllQ71gfGDiMiwrVq1SvD392+xrq0YVFdXJwQHBwvW1taCg4OD8PzzzwuRkZHCfffdJ35+txfn/P39mz0ztfY81JKm47///vvCoEGDBHNzc+HJJ58Ufv/991a3bcmZM2eESZMmCTKZTHB2dhbefPPNFrf74osvBHd3d0EqlQpDhgwRLl682KF2EhH1dX/88Yfw4osvCvfcc49gZWUlTJ48WSguLhbrGxoahCVLlgh2dnaCg4OD8Oabb2o831y9elWMOQMHDhRee+01IT4+vsX41d57t/Y+y99++23ByMhI+OWXXzrVRz4XEREZhqtXrwpLliwR5HK5YGdnJ8yYMUP4+eefm23X2mf1jRs3hMWLFwsODg6CtbW18OSTTwpxcXGCra2tcOXKFUEQBKGmpkaYP3++4OTkJMhkMsHT01PIzMzUOE5SUpLg7u4umJmZCYMGDRLWrl3b4T7wOYgMlUQQOLEIEbXs7NmzUCgU+P777zWGkyMiImoL4wcREenKkSNHEBAQgMrKSsjlcl03h4iIupGrqytWr16NefPmaeV8P/30E3799Vds2rQJKpUKe/fu7dT+fC4iIiJt4XMQGSpO/UBEREREREREREREdJuTJ08iJCQE7u7u+Oc//6nr5hARERH1OhxRgYiIiIiIiIiIiIiIiIiIiLTGSNcNICIiIiIiIiIiIiIiIiIior6DiQpERERERERERERERERERESkNUxUICIiIiIiIiIiIiIiIiIiIq1hogIRERERERERERERERERERFpjVTXDdC1xsZGXLx4EdbW1pBIJLpuDhFRryUIAmpra+Hk5AQjI+bJAYxBRETawPjTMsYgIqKexxjUMsYgIqKexxjUMsYgIqKe15kY1OcTFS5evAgXFxddN4OIqM+oqKjAwIEDdd0MvcAYRESkPYw/mhiDiIi0hzFIE2MQEZH2MAZpYgwiItKejsSgPp+oYG1tDeDWxbKxsdFxa4iIei+VSgUXFxfxc5cYg4iItIHxp2WMQUREPY8xqGWMQUREPY8xqGWMQUREPa8zMajPJyo0De9jY2PDwEREpAW6HlYtMzMTS5Yswfnz5zFixAjs3LkTw4cPR1FREcLDw1FaWoqIiAgkJSWJbc3OzkZkZCQqKyuxYsUKLF26VDze7t27sWzZMjQ0NGD9+vUICQnpcFsYg4iItEfX8UffMAYREWkPY5AmxiAiIu1hDNLEGEREpD0diUGcnIiIiPqMsrIyhIeHY926dbhw4QKGDh2KiIgIqNVqTJ8+HWPGjEFubi6Ki4uRnp4OAKisrIRSqURISAhycnKQkZGBrKwsAEBRURHCwsIQFxeHr776CvHx8SgpKdFhD4mIiIiIiIiIiIiIiPQfExWIiKjPOH36NNatW4ennnoKjo6OWLBgAfLz87F3717U1NQgOTkZbm5uSEhIQFpaGgAgIyMDTk5OiIuLg7u7O+Lj48W61NRUBAQEICIiAiNHjsTixYuxfft2XXaRiIiIiIiIiIiIiIhI7zFRgYiI+oygoCDMnz9fXC8pKYG7uzsKCgrg4+MDCwsLAICnpyeKi4sBAAUFBQgICBCHKRo3bhzy8vLEuscee0w83u11LVGr1VCpVBoLERERERERERERERFRXyPVdQOIiAyJIAi4ceMGbt68qeum6B1jY2NIpVKDmfvu+vXrWL9+PZYuXYrS0lIoFAqxTiKRwNjYGNXV1VCpVPDw8BDrbGxscPHiRQCASqXS2O/2upYkJiZizZo1PdAbIuprGI80GVoMIiIyZDdv3kRDQ4Oum6E3TExMYGxsrOtmEBH1CYxBmhiDegbvs47jPUhEd4uJCkREHXT9+nVcunQJ9fX1um6K3rKwsMC9994LU1NTXTelXatWrYKlpSUiIiKwcuVKyGQyjXozMzPU19dDKpVq1DWVA2izriWxsbFYunSpuK5SqeDi4tJdXSKiPoLxqGWGFIOIiAxVXV0dfvnlFwiCoOum6A2JRIKBAwfCyspK100hIurVGIOaYwzqfrzPOof3IBHdLSYqEBF1QGNjI8rLy2FsbAwnJyeYmpryV5u3EQQB169fR2VlJcrLy+Hu7g4jI/2dXejw4cPYvHkzjh8/DhMTEzg4OKCoqEhjm9raWpiamsLBwQGVlZXNygG0WdcSmUzWLCGCiKgzGI+aM6QYlJmZiSVLluD8+fMYMWIEdu7cieHDh6OoqAjh4eEoLS1FREQEkpKSxP+u2dnZiIyMRGVlJVasWKGR8LZ7924sW7YMDQ0NWL9+PUJCQnTVNSLqA27evIlffvkFFhYWuOeee/p8/AFuxaDKykr88ssvcHd35y8KiYh6CGNQc4xB3Y/3WefwHiSi7sBEBSKiDrh+/ToaGxvh4uICCwsLXTdHL5mbm8PExATnzp3D9evXYWZmpusmtai8vBwhISHYvHmzOKWDt7c3UlJSNLZRq9VwcHCAt7c3duzYIdbl5+fD2dlZ3C8nJwfPPfdcszoiop7AeNQyQ4hBZWVlCA8Px9atW+Hv748XX3wREREROHz4MKZPn47AwEDs2rULUVFRSE9PR3h4OCorK6FUKrFs2TKEhIQgODgYo0ePRkBAAIqKihAWFobNmzdj/PjxmDVrFh588EEMGzZM110lol6qoaEBgiDgnnvugbm5ua6bozfuuecenD17Fg0NDXr9gr61ZLmoqChs2rRJ3M7NzQ2lpaUA0OVEOiKi7sYY1DJDiUGGgvdZ5/EeJKK7pZ8/NSIi0lP6+gtNfaHv1+fq1asICgrCjBkzMHPmTNTV1aGurg6+vr5QqVTYtm0bACAhIQETJ06EsbExlEoljh07hoMHD6KhoQFJSUkIDAwEAMyePRu7du1CYWEh6urqsHHjRrGOiKgn6fvnrS7o+zU5ffo01q1bh6eeegqOjo5YsGAB8vPzsXfvXtTU1CA5ORlubm5ISEhAWloaACAjIwNOTk6Ii4uDu7s74uPjxbrU1FQEBAQgIiICI0eOxOLFi7F9+3ZddpGI+gj+ulCTIVyPpmS5devW4cKFCxg6dCgiIiIAALm5udizZw+qq6tRXV2N/Px8AIBarcb06dMxZswY5Obmori4GOnp6QAgJtKFhIQgJycHGRkZyMrK0lX3iKgPMYTPXG3i9egZvK4dx2tFRHdLv9/mERERdaP9+/ejuLgYKSkpsLa2FpcLFy4gNTUVixcvhlwuR2ZmJt544w0AgFwux4YNGzB16lQ4OjqipKQEK1euBAB4eXkhOjoaY8eOhbOzM4yNjbFw4UJddpGIiPRUUFAQ5s+fL66XlJTA3d0dBQUF8PHxEUfI8PT0RHFxMQCgoKAAAQEB4sufcePGIS8vT6x77LHHxOPdXtcStVoNlUqlsRARUd/QWrLcjRs3cOrUKfj5+cHOzg52dnawtrYGgC4n0hEREREREXUUp34gIoN0cXl4h7d1WretB1tChmTGjBkQBKHFOldXV5SVlSEvLw8+Pj7o16+fWBcZGYnAwECcOXMGvr6+sLKyEuvWrl2LsLAwXLhwAf7+/jA1Ne3xfhCR4Zj0t7kd3vbA4o96sCWkT65fv47169dj6dKlKC0thUKhEOskEgmMjY1RXV0NlUolTlMEADY2Nrh48SIAQKVSaex3e11LEhMTsWbNmh7oDRHd6adLHU8Ecr/XpgdbQnRLUFCQxnpTslxhYSEaGxsxatQo8Xnmvffew6BBgzqdSLd8+fJWz69Wq6FWq8V1JssR9X65j/t3eNux+7N7sCVERGToko+ub7F86aPLtNwS6gkcUYGISE8dOXIErq6u3bpfV4/ZVwwYMADTpk3TSFJoolAoMGXKFI0khSYeHh6YNGkSkxSIqM9gPLk7q1atgqWlJSIiIiCVSiGTyTTqzczMUF9f36yuqRxAm3UtiY2NRU1NjbhUVFR0c6+IiDrv7NmzHDJYy5qS5SIjI1FcXIxhw4Zh+/btOHnyJKRSqTj6z50JcXcm0nU2Wc7W1lZcXFxceq6DRERawmci6k78TkREfRVHVCAi0lOPPvooTp48qffHJCIioo47fPgwNm/ejOPHj8PExAQODg4oKirS2Ka2thampqZwcHBAZWVls3IAbda1RCaTNUuIICKivuf2ZDkTExOEhYWJdVu2bIFCoYBKpepyIl1LYmNjsXTpUnFdpVIxWYGIDF5b79hcXV2Rnp6OCRMmaLdRREREBoYjKhAR6SmpVAobm+4dCrYnjklEREQdU15ejpCQEGzevFmc0sHb2xs5OTka26jVajg4ODSry8/Ph7Ozc4v73V5HRETUkqZkuR07dsDExKRZff/+/dHY2IhLly41S4gDOpZI1xKZTAYbGxuNhYjI0PEdGxER0d1jogIRUTc4ePAgPDw8YGFhgYcffhilpaUAgK+//hqjRo2Cvb09QkNDceXKFXGfQ4cOwdPTE9bW1pgyZQp++eUXjWO2NoRcZmYmhg0bBktLS/zpT39qc4jNO7V0zDNnzkAikWgs8+bNE+v37duHkSNHws7ODhERERpzixIRkWGbN28eVq9ejY8++gjDhg3Du+++CwD4/vvvMX78eNja2mLWrFmoqanp0PFai1EFBQWwtLTEuXPnAADPPPMMQkJCeqZTeurq1asICgrCjBkzMHPmTNTV1aGurg6+vr5QqVTYtm0bACAhIQETJ06EsbExlEoljh07hoMHD6KhoQFJSUkIDAwEAMyePRu7du1CYWEh6urqsHHjRrGOiMiQtRWD2noWmjBhAtLT05GcnIzBgwfj3//+NwCIv2hNSUmBo6MjHB0d8emnn2q9X7rWUrJcTEwMduzYIW6Tk5MDIyMjuLi4dDmRjohIH7UWW9599104OzvD1dUV0dHR4juzO0dDaGlY/pbesU2ePBkSiQTnzp1DQEAAJBIJ1q1bBwB47bXXMG3aNHHb0tJSmJmZdfhZiwxffn4+HnroIVhZWeGRRx7BqVOn2t3n2LFjGD16NCwsLDBu3DgUFxeLda29jwaAnTt3QqFQwNLSEoGBgaiqquqRPhER3S0mKhARdYO5c+ciPDwcJSUl8PDwQFxcHCoqKjB16lQsWrQIeXl5qKurExMAysvLMX36dPz1r39FcXExbGxssHjx4nbPU11djTlz5iA2NhalpaXo378/Xn/99btq+9ChQ1FdXY3q6mqcPn0a/fr1w5NPPgng1kPTjBkzEB0dje+//x7fffcd3nzzzbs6HxER6ZevvvoKf/vb3/DWW29BqVTiypUrmDJlCqZMmYKTJ09CpVJh2bJl7R6nrRjl5eWF5557DvHx8SgqKkJmZibWr1/f013TK/v370dxcTFSUlJgbW0tLhcuXEBqaioWL14MuVyOzMxMvPHGGwAAuVyODRs2YOrUqXB0dERJSQlWrlwJ4NY1jY6OxtixY+Hs7AxjY2MsXLhQl10kIrprbcWgjjwL/f3vf8eBAwfw97//HePHjxfLi4qK8Omnn+LYsWMIDw/HX//6V212S+daS5bz9PTEypUrcejQIezfvx+RkZF4+umnYWFhAT8/vy4l0hER6ZvWYktubi6WLFmCv//97/jyyy/FBLe78c9//hPV1dVwcXHBF198gerqaixZsgQA8NRTT+HQoUNQqVQAgH/9618IDAyEra3tXZ+X9F9NTQ0mT56MadOmoaSkBN7e3hrTL7WksbERf/7znzFr1iz8/PPP8PPzw0svvSTWt/Q+Grg10tEzzzyDxMREnDp1ClKptM89fxOR4ZDqugFERE1+37VR103oMnNzczQ0NMDBwQHvvfcebty4gfXr1+Phhx/G888/D+BWlvbAgQPx3//+Fzt37oSvry+effZZAMD69evxww8/tHseKysrnDt3Dra2tsjNzcUff/yB33777a7abmRkBDs7O9y8eRNPPPEEnnvuOTHD+x//+AdGjRqFiIgIAMDChQvx/vvvi38kISIiw1dWVoaffvpJfEGWkZEBExMTrFq1ChKJBC+99BKefvrpdo/TXox67bXXMHz4cJw6dQpxcXFwcnLqsT7poxkzZkAQhBbrXF1dUVZWhry8PPj4+KBfv35iXWRkJAIDA3HmzBn4+vrCyspKrFu7di3CwsJw4cIF+Pv7tznsNhGRIdizZ0+rMagjz0J1dXXIzs5u9nn4xx9/4IMPPkD//v3x7LPPiglhfUVTslxTwlyT8vJyzJkzB7Nnz4axsTHmzp2LhIQEALeGNE9NTUVISAhiYmJgZGSEI0eOANBMpLOysoKdnR3S09N10DMiova1FlucnJwwefJkBAUFAbg1ykzTZ2BXWVpaArj1rq3p87HJsGHDcP/99+PLL79EaGgoPvvsMyxatOiuzmcoqqqq4O3tjaysLLi6uiI9PR3h4eHNttu2bRvmzZsHpVKJL774Qiz/05/+hIMHDwIAsrOzERkZicrKSqxYsQJLly7VWj/uxp49e2Bvby++U121ahUeeuihdvfLz8+Hvb09Tp48iStXrqCkpESsa+l9NHArhkulUly/fh333nsvPv/8czQ2NvZMx4iI7hITFYiIusFHH32E1atXIykpCV5eXtiwYQMqKiowZMgQcRtnZ2fIZDKcP3++Wd3AgQMxcODAds8jCAKWL1+Ozz//HMOHD4e1tTVu3rzZLX2Ii4vDzZs3sXbtWrHsl19+QX5+vvhgdePGDY0/kBARkeF75plnNH7F88svv6CyshL29vYAbv2Ko7a2FteuXYOZmVmrx2kvRtna2uKpp57Cli1bxJdM9D8DBgzQGAr2dgqFAgqFosU6Dw8PcQhvIiJD11YMMjIyavdZKDIyssWkreHDh6N///4A0CeTutpKlktMTERiYmKLdUqlskuJdERE+qS12PLbb79pJE8PHjy41WPU19d3S1ueeuopfPrpp/jTn/6EgoICKJXKbjmuPquqqkJQUBDOnj0rloWGhuKJJ54Q1+vq6jB69Gj4+voCAHJzc1FYWCi+KzUxMQEAVFZWQqlUYtmyZQgJCUFwcDBGjx6NgIAArfWnqyoqKjSe6ezt7TFnzpw29zEyMsKGDRuQlpaGIUOGwMXFReO7T0vvox988EGYm5tj165dSEpKwosvvohHH30UmzZt0ngXTUSkLzj1AxHRXaqvr8eNGzdw4MABVFVV4dFHH8W8efMwaNAg/Pzzz+J2Fy9ehFqtxuDBg+Hi4qLxBf3HH3/E6NGj281u3bFjB44fP45z587h6NGjmD59erf04d///jfS0tKwa9cuSKX/y2EbOHAgpk+fjh9++AE//PADCgoKcODAgW45JxER6YemX/00GThwIMaMGaPx2Z+fny++HGpNezHq/Pnz+PDDD/HII4/gtdde6/Z+EBGR4WsrBnXkWejOmNbExsamp5veazUl0t2epNBEoVBgypQpTFIgIr3WWmy55557UFFRIW53+zs8iUSi8Y4uLy+vU+c0MjJqMUFszpw52LdvH3bu3InJkyf3ic/P4OBghIaGapSZmprCzs5OXD788EPMnDkTbm5uuHDhAgRBwIgRI8T6pviekZEBJycnxMXFwd3dHfHx8UhLS2vz/Gq1GiqVSmPRhTvfBdfV1WHEiBH473//2+o+R44cQWpqKoqLi/Hdd9/hueeeE+taex8NAL///jscHR1x9OhR/Prrr5DL5X1u2isiMhxMVCAiuks3btxAYGAgMjIy8Ntvv0EQBNy4cQNhYWH49ttvkZKSgvLycixYsABPPPEEHB0dERISgq+//hrp6emoqKjA66+/jv79+8PIqO2P5draWgiCgN9//x179+7Fa6+91uovYzqqoqICTz/9NDZt2gRLS0tcuXJF/NIeHByMb775Bj/99BNkMhk2bdrU4tBsRETUe0ybNg3nz5/Hd999B3Nzc+zevRuTJ09uN960F6MWLVqEiIgIbN++HampqR2a8oiIiPqWtmJQTzwLERFR79dabFEqlThw4AA+//xzFBUVYf369eI+zs7OKC4uhkqlQmVlJZKSkjp1Tjc3N+zfvx+XLl3CoUOHNMqHDRuG1atXt/tr+t4iJSUFUVFRrdZfu3YN77zzDlasWAEA+O6773Dz5k0MHDgQlpaWCA4ORnV1NQCgoKAAAQEBkEgkAIBx48a1m0SSmJgIW1tbcXFxcemmnnXOtGnT8PvvvyMxMRG//PILXn/9ddy8eROOjo6t7lNbWwsAuHLlCo4dO4alS5eK331aex8NAL/99hsmTJiAffv24ffffxe3JyLSR0xUICK6SzY2Nvjoo4/w+uuvw83NDV988QW2bt0KFxcX7NmzB5s3b8bo0aNhYWGBbdu2Abj1y5PMzEwkJyfjgQcewJUrV8S6tjzzzDNwdXXF8OHDsWbNGrzwwgs4ffo0rl271uX2Hzp0CJcvX8acOXNgb28Pe3t7cQhpNzc3fPjhh1i6dCnuu+8+nDx5Ejt37uzyuYiISP/Z2dnh888/x/r16zFkyBB88skn+PzzzzVG3GlJWzFq9+7d+P777xEXF4eBAwfi//7v//DCCy9wnkwiItLQVgzqiWchIiLq/VqLLd7e3ti4cSMWLFiAiRMnYtasWeI+jz32GB5//HGMHDkS06ZNE/+I3lFvvvkm9uzZg0GDBmH16tUadXPmzMGNGzdanfatt2ltCrsmO3bswPjx4+Hq6goAOHPmDLy8vLBnzx4cP34c5eXliI2NBQCoVCqN49nY2ODixYttHj82NhY1NTXicvsoGtpka2uLffv2iVNYHT9+HP/617/EpIuWTJ48GZMnT8aDDz6IyMhIPP/887h48SJ+/fXXVt9HA8D999+P9evXY8GCBXBzc0NJSQnefPNNbXWViKhTJEIfTz9XqVSwtbVFTU0NhwIk0rHfd23s8LbXfsjv8LZO69pPAGj3fNeuoby8HAqFos35ufu6tq4TP2+b4zUh6v0m/W1uh7c9sPijdrdhPGpda9eGn7Ut43Uh6jk/Xer4kMLu9xrO/3+MQS3jM1Dn8boQ9X65j/t3eNux+7Pb3UYbMejIkSOYN2+exvD83a20tBQ7d+7EmTNnkJGRcdfHM6QYJJFIUF5eLiYkNBk3bhxWr16NqVOntrjf119/jVmzZqGqqgpz5szBI488Io7QcPPmTZiZmaGhoaHD7WjruvC7TufxmpE2JB9d32L50keXabkl1FGdiUFt/yyKiIiIiIiIiIiIiIiI7sqoUaPQv39/fPnll7puil4oLS1FaWkpJk2a1Oo2/fv3x+XLl6FWq+Hg4IDKykqxrra2FqamptpoKhER9RBO/UBERERERERERERERH3WhAkTenQ0BQCoq6vDzz//LE652td9/PHHCAoKgomJiVg2Z84cHD16VFzPycmBo6MjZDIZvL29kZOTI9bl5+fD2dlZq20mIqLuxUQFIiIiIiIiIiIiIiIi0pp9+/ZhwoQJGmUjR47EkiVLcPToUXz22WeIjY3FggULAABKpRLHjh3DwYMH0dDQgKSkJAQGBuqg5URE1F049QMRERERERERERERERFpxdWrV3HixAm89957GuUvv/wyysvLMXnyZFhbW2PhwoVYsWIFAEAul2PDhg2YOnUqrKysYGdnh/T0dB20noiIuovORlSoqqqCQqFodTilyZMnawSZ7OxsDB8+HHK5HMnJyRrb7t69G4MHD4aTkxN27tzZg60mIiIiIiIiIiIiIiKijhIEAa6uruK6ubk51Go17r//fo3tTExMkJaWhrq6Oly6dAnx8fGQSv/3e9vIyEiUlJQgIyMDJ0+ehKOjo7a6QEREPUAniQpVVVUICgpqNUkhIyMDX331lbheWVkJpVKJkJAQ5OTkICMjA1lZWQCAoqIihIWFIS4uDl999RXi4+NRUlKijW4QERERERERERERERGRligUCkyZMgVWVla6bgoREd0lnSQqBAcHIzQ0tMW633//HcuWLcOwYcPEsoyMDDg5OSEuLg7u7u6Ij49HWloaACA1NRUBAQGIiIjAyJEjsXjxYmzfvl0r/SAiIiIiIiIiIiIiIiIiIqLOkba/SfdLSUmBQqFAdHR0s7ply5Zh5syZuHr1qlhWUFCAgIAASCQSAMC4ceOwfPlysW7KlCnituPGjcOrr77a6rnVajXUarW4rlKp7ro/RERXz3yv1fOZ3++t1fMREZF++7n6R62eb4j9UK2ej4iI9NdPl7T7XsX9Xhutno+IiPQX38eRNlTV/6rV88ktOJ0FEfUdOhlRQaFQtFielZWFQ4cOISkpSaNcpVJp7GNjY4OLFy+2W9eSxMRE2NraiouLi8vddIWIyGBUVVVBoVC0Ou3OnbKzszF8+HDI5XIkJyf3bOOIiKjXYxwiIiJdYQwiIiJdYQwibeB9RkSGSieJCi25du0aXnjhBbz77ruwtrbWqJNKpZDJZOK6mZkZ6uvr261rSWxsLGpqasSloqKim3tCRKR/qqqqEBQU1OEvq5WVlVAqlQgJCUFOTg4yMjKQlZXVs43Uoju/vKenp0MikTRb0tPTAQBKpVKjfOLEieKx+MWeiKh9jENERKQrjEFERKQrjEGkDbzPiMiQ6U2iwmuvvQZvb29MmzatWZ2DgwMqKyvF9draWpiamrZb1xKZTAYbGxuNhYiotwsODkZoaGiHt8/IyICTkxPi4uLg7u6O+Ph4pKWl9WALtaelL++hoaGorq4Wl4qKCsjlcvj6+gIAcnNzUVhYKNZnZmYC4Bd7IqKOYhwiIiJdYQwiIiJdYQwibeB9RkSGTG8SFXbs2IHMzEzY2dnBzs4OO3bswMKFC7Fw4UJ4e3sjJydH3DY/Px/Ozs4A0GYdERHdkpKSgqioqA5vX1BQgICAAEgkEgDAuHHjkJeX11PN06qWvrybmpqK8cfOzg4ffvghZs6cCTc3N1y4cAGCIGDEiBFivaWlJQB+sSci6ijGISIi0hXGICIi0hXGINIG3mdEZMj0JlHhm2++QVFREX744Qf88MMPUCqVePXVV/Hqq69CqVTi2LFjOHjwIBoaGpCUlITAwEAAwOzZs7Fr1y4UFhairq4OGzduFOuIiOgWhULRqe1VKpXGPjY2Nrh48WJ3N0sn2vvyfu3aNbzzzjtYsWIFAOC7777DzZs3MXDgQFhaWiI4OBjV1dUAOv/FXq1WQ6VSaSxERH0B4xAREekKYxAREekKYxBpA+8zIjJkepOoMHDgQLi6uoqLlZUV5HK5uGzYsAFTp06Fo6MjSkpKsHLlSgCAl5cXoqOjMXbsWDg7O8PY2BgLFy7UcW+IiAybVCqFTCYT183MzFBfX6/DFnWf9r6879ixA+PHj4erqysA4MyZM/Dy8sKePXtw/PhxlJeXIzY2FkDnv9gnJibC1tZWXFxcXO6+Q0REvVBvjkNERKTfGIOIiEhXGINIG3ifEZE+0WmigiAI4h+C7pSeno558+aJ65GRkSgpKUFGRgZOnjwJR0dHsW7t2rXIz8/H7t278e2338Lc3LyHW05E1Ls5ODigsrJSXK+trYWpqakOW6Q9W7duRWRkpLgeGxuLAwcOwMvLCyNHjsSbb76J3bt3A+j8F/vY2FjU1NSIS0VFRc91hIjIgPXlOERERLrFGERERLrCGETawPuMiPSJ3oyo0BEKhQJTpkyBlZVVszoPDw9MmjSJH6hERN3A29sbOTk54np+fj6cnZ112CLtKC0tRWlpKSZNmtTqNv3798fly5ehVqs7/cVeJpPBxsZGYyEiouZ6cxyqqqqCQqHA2bNnAdxK0JZIJM2W9PR0AIBSqdQonzhxonis7OxsDB8+HHK5HMnJyTroDRFR79ObYxAREek3xiDSBt5nRKRPDCpRgYiIupdKpUJDQ0OzcqVSiWPHjuHgwYNoaGhAUlISAgMDddBC7fr4448RFBQEExMTsWzOnDk4evSouJ6TkwNHR0fIZDJ+sSciukt9LQ5VVVUhKChITFIAgNDQUFRXV4tLRUUF5HI5fH19AQC5ubkoLCwU6zMzMwEAlZWVUCqVCAkJQU5ODjIyMpCVlaWLbhERGaS+FoOIiEh/MAaRNvA+IyJDINV1A4iIegPz+7113YQu8fT0xNtvv40nnnhCo1wul2PDhg2YOnUqrKysYGdnJ/6yszfbt2+fxrRDADBy5EgsWbIEGzZsQFVVFWJjY7FgwQIAt77YL1q0CAcPHoS/vz+/2BORzgyxH6rrJnRJX4tDwcHBCA0NxYkTJ8QyU1NTjdF4tmzZgpkzZ8LNzQ0XLlyAIAgYMWJEs2NlZGTAyckJcXFxkEgkiI+PR1paGgICArTSFyKiJu73GuYoYX0tBhER9UZ8H0faILdwbH8jPcT7jIgMARMViIj6EEEQNNZv/0XnnSIjIxEYGIgzZ87A19e3xWl3epOrV6/ixIkTeO+99zTKX375ZZSXl2Py5MmwtrbGwoULsWLFCgD8Yk9E1Fl9PQ6lpKRAoVAgOjq6xfpr167hnXfeERMZvvvuO9y8eRMDBw5EdXU1pk+fjnfffRf29vYoKChAQEAAJBIJAGDcuHFYvnx5q+dWq9VQq9Xiukql6saeERHpv74eg4iISHcYg0gbeJ8RkSFiogIREbVKoVBAoVDouhk94s4v7+bm5hp/wGliYmKCtLQ0pKWltXgcfrEnIuo5vS0OtdeXHTt2YPz48XB1dQUAnDlzBl5eXnjrrbdgZGSEiIgIxMbGYuvWrVCpVPDw8BD3tbGxwcWLF1s9dmJiItasWdMt/SAi6gt6WwwiIiLDwRhE2sD7jIj0gZGuG0BERGToFAoFpkyZwiQFIiK6K1u3bkVkZKS4HhsbiwMHDsDLywsjR47Em2++id27dwMApFIpZDKZuK2ZmRnq6+tbPXZsbCxqamrEpaKiouc6QkRERERERERE1A6OqEBERERERKRjpaWlKC0txaRJk1rdpn///rh8+TLUajUcHBxQWVkp1tXW1sLU1LTVfWUymUZiAxERERERERERkS5xRAUiIiIiIiId+/jjjxEUFAQTExOxbM6cOTh69Ki4npOTA0dHR8hkMnh7eyMnJ0esy8/Ph7Ozs1bbTERERERERERE1FVMVCAiIiIiItKxffv2YcKECRplI0eOxJIlS3D06FF89tlniI2NxYIFCwAASqUSx44dw8GDB9HQ0ICkpCQEBgbqoOVERERERERERESdx6kfiIiIiIiIdOjq1as4ceIE3nvvPY3yl19+GeXl5Zg8eTKsra2xcOFCrFixAgAgl8uxYcMGTJ06FVZWVrCzs0N6eroOWk9ERERERERERNR5TFQgIiIiIuqE+AOrdd0EMnCCIGism5ubQ61WN9vOxMQEaWlpSEtLa/E4kZGRCAwMxJkzZ+Dr6wsrK6seaS8REREREREREVF3Y6ICEVE3+H3XRq2ezyE4SqvnIyIi/fblmX9p9XxB98/U6vmodQqFAgqFQtfNIKI+7Mv8cq2eL2g0P/OIiOgWvo8jbfjp8mmtns+933Ctno+ISJeMdN0AIiLqeZmZmRgyZAikUilGjRqF06fb/4KdnZ2N4cOHQy6XIzk5WQutJCKi3oyxiIiIdIUxiIiIdIHx55aqqiooFAqcPXtWLIuKioJEIhGX++67T6wrKiqCt7c37O3tERMTozEiXW+8Pt2B9xoRGSomKhAR9XJlZWUIDw/HunXrcOHCBQwdOhQRERFt7lNZWQmlUomQkBDk5OQgIyMDWVlZWmoxERH1NoxFRESkK4xBRESkC4w/t1RVVSEoKEgjSQEAcnNzsWfPHlRXV6O6uhr5+fkAALVajenTp2PMmDHIzc1FcXEx0tPTAfTO69MdeK8RkSFjogIRUS93+vRprFu3Dk899RQcHR2xYMEC8ct/azIyMuDk5IS4uDi4u7sjPj6+1fmxiYiI2sNYREREusIYREREusD4c0twcDBCQ0M1ym7cuIFTp07Bz88PdnZ2sLOzg7W1NQBg7969qKmpQXJyMtzc3JCQkCBeg954fboD7zUiMmRMVCAi6uWCgoIwf/58cb2kpATu7u5t7lNQUICAgABIJBIAwLhx45CXl9ej7SQiot6LsYiIiHSFMYiIiHSB8eeWlJQUREVFaZQVFhaisbERo0aNgrm5OSZPnozz588DuHUNfHx8YGFhAQDw9PREcXGxWNfZ66NWq6FSqTSW3ob3GhEZMiYqEBH1IdevX8f69esRGRnZ5nYqlQoKhUJct7GxwcWLF3u6eURE1AcwFhERka4wBhERkS705fhze3+aFBcXY9iwYdi+fTtOnjwJqVQq/qH9zmsgkUhgbGyM6urqLl2fxMRE2NraiouLi0s39Uw/9eV7jYgMk1TXDSAiIu1ZtWoVLC0t252nTCqVQiaTietmZmaor6/v6eYREVEfwFhERES6whhERES6wPijKSwsDGFhYeL6li1boFAooFKpml0D4H/XoSvXJzY2FkuXLhXXVSpVr05W4L1GRIaGiQpERH3E4cOHsXnzZhw/fhwmJiZtbuvg4IDKykpxvba2Fqampj3dRCIi6uUYi4iISFcYg4iISBcYf9rXv39/NDY24tKlS3BwcEBRUZFGfdN16Mr1kclkzRIfeivea0RkiDj1AxFRH1BeXo6QkBBs3rwZHh4e7W7v7e2NnJwccT0/Px/Ozs492UQiIurlGIuIiEhXGIOAzMxMDBkyBFKpFKNGjcLp06cBAEVFRfD29oa9vT1iYmIgCIK4T3Z2NoYPHw65XI7k5GSN4+3evRuDBw+Gk5MTdu7cqdW+EBEZCsaflsXExGDHjh3iek5ODoyMjODi4tLsGpSXl0OtVsPBwaHPXJ+u4L1GRIaKiQpERL3c1atXERQUhBkzZmDmzJmoq6tDXV0dBEGASqVCQ0NDs32USiWOHTuGgwcPoqGhAUlJSQgMDNRB64mIqDdgLCIiIl1hDALKysoQHh6OdevW4cKFCxg6dCgiIiKgVqsxffp0jBkzBrm5uSguLkZ6ejoAoLKyEkqlEiEhIcjJyUFGRgaysrIA3EpuCAsLQ1xcHL766ivEx8ejpKREhz0kItI/jD+t8/LywsqVK3Ho0CHs378fkZGRePrpp2FhYQE/Pz+oVCps27YNAJCQkICJEyfC2Ni4z1yfzuK9RkSGTGdTP1RVVcHb2xtZWVlwdXUFcCu7e8mSJTh//jxGjBiBnTt3Yvjw4QBuPQSFh4ejtLQUERERSEpKgkQiAXArwzsyMhKVlZVYsWKFxpxDRETa4BAcpesmtGr//v0oLi5GcXExUlJSxPLy8nJMmDABb7/9Np544gmNfeRyOTZs2ICpU6fCysoKdnZ24gsrIiLSP0H3z9R1E9rEWERE1HsFjVbougltYgwCTp8+jXXr1uGpp54CACxYsADTpk3D3r17UVNTg+TkZFhYWCAhIQGLFi1CeHg4MjIy4OTkhLi4OEgkEsTHxyMtLQ0BAQFITU1FQECAOP/14sWLsX37drz++uu67CYR9UF8H2eY5s6di1OnTmH27NkwNjbG3LlzkZCQAACQSqVITU1FSEgIYmJiYGRkhCNHjgDQ3fVx7ze8x89xN3ivEZEh00miQlVVFYKCgnD27FmxrCm7e+vWrfD398eLL76IiIgIHDt2TMzwDgwMxK5duxAVFYX09HSEh4eLGd7Lli1DSEgIgoODMXr0aAQEBOiia0REemfGjBkaw3fe7vbP4TtFRkYiMDAQZ86cga+vL6ysrHqohURE1NsxFhERka4wBgFBQUEa6yUlJXB3d0dBQQF8fHxgYWEBAPD09ERxcTEAoKCgAAEBAeKPhMaNG4fly5eLdVOmTBGPN27cOLz66qutnl+tVkOtVovrKpWqezpGRKTHGH803XktEhMTkZiY2OK2SqUSZWVlyMvLg4+PD/r16yfW9dbrczd4rxGRIdNJokJwcDBCQ0Nx4sQJsay17G4AXc7wJiKiu6NQKKBQ6PcvpIiIqHdjLCIiIl3pjTHo+vXrWL9+PZYuXYrS0lKN/kkkEhgbG6O6uhoqlUpjjmsbGxtcvHgRwK1Eg9v3u72uJYmJiVizZk0P9IaIqHfqjfGnswYMGCD+fehOvD7dh9eSiHTNSBcnTUlJQVSU5rBMQUFBmD9/vrjelN0NoNMZ3nl5ea2eW61WQ6VSaSxERERERERERES93apVq2BpaYmIiAhIpVLIZDKNejMzM9TX1zerayoH0GZdS2JjY1FTUyMuFRUV3dwrIiIiIiIyRDpJVGgvQ6spuzsyMhJA80ztOzO8O5vFbWtrKy4uLi532RsiIiIiIiIiIiL9dvjwYWzevBk7duyAiYkJHBwcUFlZqbFNbW0tTE1Nm9U1lQNos64lMpkMNjY2GgsREREREZFOEhXac3t2N9A8UxvoWIZ3S5jFTUREVVVVUCgUGvO0RUVFQSKRiMt9990n1hUVFcHb2xv29vaIiYnRmPctOzsbw4cPh1wuR3Jysja7QURERERE1CHl5eUICQnB5s2bxSkdvL29kZOTo7GNWq2Gg4NDs7r8/Hw4Ozu3uN/tdURERERERB2ld4kKd2Z3A80ztYGOZXi3hFncRER9W1VVFYKCgjSSFAAgNzcXe/bsQXV1Naqrq5Gfnw/g1pRB06dPx5gxY5Cbm4vi4mKkp6cDACorK6FUKhESEoKcnBxkZGQgKytLyz0iIiIiIiJq3dWrVxEUFIQZM2Zg5syZqKurQ11dHXx9faFSqbBt2zYAQEJCAiZOnAhjY2MolUocO3YMBw8eRENDA5KSkhAYGAgAmD17Nnbt2oXCwkLU1dVh48aNYh0REREREVFH6VWiQkvZ3UDXM7yJiIjuFBwcjNDQUI2yGzdu4NSpU/Dz84OdnR3s7OxgbW0NANi7dy9qamqQnJwMNzc3JCQkIC0tDQCQkZEBJycnxMXFwd3dHfHx8WIdERERERGRPti/fz+Ki4uRkpICa2trcblw4QJSU1OxePFiyOVyZGZm4o033gAAyOVybNiwAVOnToWjoyNKSkqwcuVKAICXlxeio6MxduxYODs7w9jYGAsXLtRlF4mIiIiIyADpTaJCa9ndgiDAz8+vSxneREREd0pJSUFUVJRGWWFhIRobGzFq1CiYm5tj8uTJOH/+PACgoKAAPj4+sLCwAAB4enqiuLhYrAsICIBEIgEAjBs3Dnl5ea2eW61WQ6VSaSxEREREREQ9acaMGRAEodni6uoKpVKJsrIyfPDBBzh9+rTGD4ciIyNRUlKCjIwMnDx5Eo6OjmLd2rVrkZ+fj927d+Pbb7+Fubm5LrpGREREREQGTKrrBjRpyu5uyvBuUl5eDldXV6SmpiIkJAQxMTEwMjLCkSNHAGhmeFtZWcHOzk4ckpuICAByH/fv8LZj92d36RwXl4d3ab+uclq3rdP7XLlyBSUlJRg6dCjs7e17oFWGQaFQNCsrLi7GsGHDsGnTJsjlcixZsgTz58/Hvn37oFKpNPaRSCQwNjZGdXU1VCqVxos8GxsbXLx4sdVzJyYmYs2aNd3bISIiAPEHVmv1fK9O6tr5GIuIiHqf2E9OaPV8iU+O79J+jEGtGzBgAKZNm9ZinUKhaPEZCgA8PDw0noeIiLTNEN7HAYxBhu7b80e0er6HB03o0n68z4jIEOl0RIWm7G2g7exuAF3O8CYiIuCTTz6Bq6srIiIiMHDgQHzyySft7pOdnY3hw4dDLpcjOTlZC63UnbCwMOTm5uKhhx6Cu7s7tmzZggMHDkClUkEqlUImk2lsb2Zmhvr6+mZ1TeWtiY2NRU1NjbhUVFT0WJ+IiPQNY9EtVVVVUCgUOHv2rFgWFRUFiUQiLvfdd59YV1RUBG9vb9jb2yMmJgaCIIh1vfH6EBH1BMYgIiLSFcYg0gbeZ0RkqPRm6oeOaMrw7tevX7M6hUKBKVOmwMrKSgctIyLSXzU1NVi4cCG+/vprFBYWYvPmzYiJiWlzn8rKSiiVSoSEhCAnJwcZGRnIysrSUot1r3///mhsbMSlS5fg4OCAyspKjfra2lqYmpo2q2sqb41MJoONjY3GQkTUFzAW3VJVVYWgoCCNJAUAyM3NxZ49e1BdXY3q6mrk5+cDuDVl0PTp0zFmzBjk5uaiuLhYHD2uN14fIqKewBhERES6whhE2sD7jIgMmUElKhARUeepVCq8/fbb8PT0BAA8+OCDuHz5cpv7ZGRkwMnJCXFxcXB3d0d8fDzS0tK00VydiImJwY4dO8T1nJwcGBkZwcXFBd7e3sjJyRHrysvLoVar4eDg0KwuPz8fzs7OWm07EZEhYCy6JTg4GKGhoRplN27cwKlTp+Dn5wc7OzvY2dnB2toaALB3717U1NQgOTkZbm5uSEhIEK9BZ6+PWq2GSqXSWIiI+gLGICIi0hXGINIG3mdEZMiYqEBE1Mu5uLggLCwMANDQ0IANGzZg5syZbe5TUFCAgIAASCQSAMC4ceOQl5fX423VFS8vL6xcuRKHDh3C/v37ERkZiaeffhoWFhbw8/ODSqXCtm235iFMSEjAxIkTYWxsDKVSiWPHjuHgwYNoaGhAUlISAgMDddwbIiL9w1h0S0pKCqKiojTKCgsL0djYiFGjRsHc3ByTJ0/G+fPnAdy6Bj4+PrCwsAAAeHp6ori4WKzrzPVJTEyEra2tuLi4uPREF4mI9A5jEBER6QpjEGkD7zMiMmRSXTeAiIi0o6CgAI899hhMTU1x+vTpNrdVqVTw8PAQ121sbHDx4sWebqLOzJ07F6dOncLs2bNhbGyMuXPnIiEhAQAglUqRmpqKkJAQxMTEwMjICEeOHAEAyOVybNiwAVOnToWVlRXs7OzEIbmJiKi5vh6LFApFs7Li4mIMGzYMmzZtglwux5IlSzB//nzs27cPKpVKYx+JRAJjY2NUV1d3+vrExsZi6dKl4rpKpWKyAhH1KX09BhERke4wBpE28D4jIkPEERWIiPoIT09P7N+/H+7u7oiIiGhzW6lUCplMJq6bmZmhvr6+p5uoVYIgwNXVVVxPTEzElStXcPnyZbzzzjuwtLQU65RKJcrKyvDBBx/g9OnTGl/kIyMjUVJSgoyMDJw8eRKOjo7a7AYRkUFhLGouLCwMubm5eOihh+Du7o4tW7bgwIEDUKlUza4B8L/r0NnrI5PJYGNjo7EQEfUljEFERKQrjEGkDbzPiMgQcUQFIqI+QiKRYMyYMfjggw/g5uaGK1euwM7OrsVtHRwcUFlZKa7X1tbC1NRUSy3VTwMGDMC0adNarFMoFC3+SpaIiDQxFrWvf//+aGxsxKVLl+Dg4ICioiKN+qbr0FevDxFRVzEGERGRrjAGkTbwPiMiQ8QRFYiIerns7GzExMSI66amppBIJDAyaj0EeHt7IycnR1zPz8+Hs7Nzj7aTiIh6L8ai1sXExGDHjh3iek5ODoyMjODi4tLsGpSXl0OtVsPBwaHPXB8iorvFGERERLrCGETawPuMiAwZExWIiHq5oUOH4r333sN7772HiooKrFixAo8//jhsbGygUqnQ0NDQbB+lUoljx47h4MGDaGhoQFJSEgIDA3XQeiIi6g0Yi1rn5eWFlStX4tChQ9i/fz8iIyPx9NNPw8LCAn5+flCpVNi2bRsAICEhARMnToSxsXGfuT5ERHeLMYiIiHSFMYi0gfcZERkyTv1ARNQNnNZt03UTWnXvvfdi9+7d+Otf/4qXXnoJgYGB+PDDDwHcmrvs7bffxhNPPKGxj1wux4YNGzB16lRYWVnBzs4O6enp2m88ERF1yKuTVuu6CW1iLGrd3LlzcerUKcyePRvGxsaYO3cuEhISANyaNzQ1NRUhISGIiYmBkZERjhw5AqDvXB8i0n+JT47XdRPaxBhERNR76fP7OIAxqLd4eNAEXTehTbzPiMiQMVGBiKgPmDRpEk6dOtWs/OzZs63uExkZicDAQJw5cwa+vr6wsrLqwRYSEVFvx1j0P4IgaKwnJiYiMTGxxW2VSiXKysqQl5cHHx8f9OvXT6zrrdeHqC/5Mr+8U9sHjVb0UEt6N8YgIiLSFcYg0gbeZ0RkqJioQERErVIoFFAo+DKUiIh0h7EIGDBgAKZNm9ZiHa8PEVHP4WcsERHpCmMQaQPvMyLSNSNdN4CIiIiIiIiIiIiIiIiIiIj6DiYqEBERERERERERERERERERkdYwUYGIiIiIiIiIiIiIiIiIiIi0hokKRERERERERERERERE1O2qqqqgUChw9uxZsSwzMxNDhgyBVCrFqFGjcPr0abEuKioKEolEXO677z6xrqioCN7e3rC3t0dMTAwEQdBmV4iIqJsxUYGIiIiIiIiIiIiIiIi6VVVVFYKCgjSSFMrKyhAeHo5169bhwoULGDp0KCIiIsT63Nxc7NmzB9XV1aiurkZ+fj4AQK1WY/r06RgzZgxyc3NRXFyM9PR0LfeIiIi6ExMViIiIiIiIiIiIiIiIqFsFBwcjNDRUo+z06dNYt24dnnrqKTg6OmLBggViMsKNGzdw6tQp+Pn5wc7ODnZ2drC2tgYA7N27FzU1NUhOToabmxsSEhKQlpam9T4REVH3keq6AUREvUHu4/5aPd/Y/dlaPR8REem3SX+bq9XzHVj8kVbPR0RE+mvK2s+0er69rzyh1fMREZH+4vs4/ZeSkgKFQoHo6GixLCgoSGObkpISuLu7AwAKCwvR2NiIUaNG4cKFC/D398d7772HQYMGoaCgAD4+PrCwsAAAeHp6ori4uM3zq9VqqNVqcV2lUnW6D58U7ez0PnfjyREhWj0fEZEucUQFIqI+ZvLkyR0aFm337t0YPHgwnJycsHOndr+QExFR78U4REREusIYREREutJXY5BCoWiz/vr161i/fj0iIyMBAMXFxRg2bBi2b9+OkydPQiqVYv78+QBuJRncfjyJRAJjY2NUV1e3evzExETY2tqKi4uLSzf0Sn/11fuMiAwXExWIiPqQjIwMfPXVV+1uV1RUhLCwMMTFxeGrr75CfHw8SkpKtNBCIiLqzRiHiIhIVxiDiIhIVxiDWrdq1SpYWloiIiICABAWFobc3Fw89NBDcHd3x5YtW3DgwAGoVCpIpVLIZDKN/c3MzFBfX9/q8WNjY1FTUyMuFRUVPdofXeJ9RkSGiIkKRER9xO+//45ly5Zh2LBh7W6bmpqKgIAAREREYOTIkVi8eDG2b9+uhVYSEVFvxThERES6whhERES6whjUusOHD2Pz5s3YsWMHTExMWtymf//+aGxsxKVLl+Dg4IDKykqN+traWpiamrZ6DplMBhsbG42lN+J9RkSGSmeJClVVVVAoFDh79qxYVlRUBG9vb9jb2yMmJgaCIIh12dnZGD58OORyOZKTkzWOxWFqiIjat2zZMsycORM+Pj7tbltQUIDHHntMXB83bhzy8vJ6snlERNTLMQ4REZGuMAYREZGuMAa1rLy8HCEhIdi8eTM8PDzE8piYGOzYsUNcz8nJgZGREVxcXODt7Y2cnByNY6jVajg4OGi17fqI9xkRGSqdJCpUVVUhKChII0lBrVZj+vTpGDNmDHJzc1FcXCzOpVNZWQmlUomQkBDk5OQgIyMDWVlZADhMDRFRR2RlZeHQoUNISkrq0PZ3zvlmY2ODixcv9lTziIiol2McIiIiXWEMIiIiXWEMatnVq1cRFBSEGTNmYObMmairq0NdXR0EQYCXlxdWrlyJQ4cOYf/+/YiMjMTTTz8NCwsL+Pn5QaVSYdu2bQCAhIQETJw4EcbGxjrukW7xPiMiQ6aTRIXg4GCEhoZqlO3duxc1NTVITk6Gm5sbEhISkJaWBuDW3DpOTk6Ii4uDu7s74uPjxToOU0NE1LZr167hhRdewLvvvgtra+sO7XPnnG/tzfdGRETUGsYhIiLSFcYgIiLSFcag1u3fvx/FxcVISUmBtbW1uJw7dw5z587FnDlzMHv2bISEhGDy5Mn429/+BuDW9UlNTcXixYshl8uRmZmJN954Q8e90S3eZ0Rk6KS6OGlKSgoUCgWio6PFsoKCAvj4+MDCwgIA4OnpieLiYrEuICAAEokEwK2haJYvXy7WTZkyRTzOuHHj8Oqrr7Z6brVaDbVaLa6rVKru6xgRkR567bXX4O3tjWnTpnV4nzvnfGtvvjciIqLWMA4REZGuMAYREZGuMAZpun2a7xkzZmis3ykxMRGJiYkt1imVSpSVlSEvLw8+Pj7o169ft7fVkPA+IyJDp5MRFW4fVqbJncPNSCQSGBsbo7q6us2haDo7TE1iYiJsbW3FxcXFpTu6RESkt3bs2IHMzEzY2dnBzs4OO3bswMKFC7Fw4cJW97lzzrf8/Hw4Oztro7laUVVVBYVCoTEFUWZmJoYMGQKpVIpRo0bh9OnTYl1UVBQkEom43HfffWJdUVERvL29YW9vj5iYmDYftIiI+iLGISIi0hXGICIi0hXGoJ4zYMAATJs2rc8nKQC8z4jI8OlkRIWW3DncDPC/IWfaGoqms8PUxMbGYunSpeK6SqVisgIR9WrffPMNbty4Ia6/9NJL8PHxwbx583DlyhVYW1s3m8tt9uzZeOSRRxAdHQ2FQoGNGzdi7ty52m56j6iqqkJQUJBGkkJZWRnCw8OxdetW+Pv748UXX0RERASOHTsGAMjNzcWePXvw8MMPA4B4vdRqNaZPn47AwEDs2rULUVFRSE9PR3h4uNb7RUSkrxiHiIhIVxiDiIhIVxiDSBt4nxGRodObRAUHBwcUFRVplDUNOdPWUDSdHaZGJpM1S4ggIrpbY/dn67oJrRo4cKDGupWVFeRyOeRyOSQSCfLz8zFq1CiNbby8vBAdHY2xY8fCzMwM7u7ubWbiGpLg4GCEhobixIkTYtnp06exbt06PPXUUwCABQsWiEOm3bhxA6dOnYKfnx+srKw0jrV3717U1NQgOTkZFhYWSEhIwKJFi5ioQERad2DxR7puQqsYh4iIere9rzyh6ya0ijGIiKh34/s40oYnR4Tougmt4n1GRIZObxIVvL29kZKSIq6Xl5dDrVbDwcEB3t7e2LFjh1h3+1A0TcPUPPfcc83qiIioufT0dPHfbU1TsHbtWoSFheHChQvw9/fvNXOVpaSkQKFQIDo6WiwLCgrS2KakpATu7u4AgMLCQjQ2NmLUqFHitXjvvfcwaNAgFBQUwMfHBxYWFgAAT09PFBcXt3putVoNtVotrqtUqu7sGhGRQejrcYiIiHSHMYiIiHSFMYi0gfcZERkaI103oImfnx9UKhW2bdsGAEhISMDEiRNhbGwMpVKJY8eO4eDBg2hoaEBSUhICAwMB3BqmZteuXSgsLERdXR02btwo1hER0d3x8PDApEmTetWXVYVC0Wb99evXsX79ekRGRgIAiouLMWzYMGzfvh0nT56EVCrF/PnzAdxKNLj9eBKJBMbGxqiurm7x2ImJibC1tRUXTj1ERNS23hiHqqqqoFAoNKYgyszMxJAhQyCVSjFq1CicPn1arIuKioJEIhGX++67T6wrKiqCt7c37O3tERMT0+aLKCIi6pzeGIOIiMgwMAaRNvA+IyJ9oDeJClKpFKmpqVi8eDHkcjkyMzPxxhtvAADkcjk2bNiAqVOnwtHRESUlJVi5ciUAzWFqnJ2dYWxszGFqiIioy1atWgVLS0tEREQAAMLCwpCbm4uHHnoI7u7u2LJlCw4cOACVSgWpVNpsOiEzMzPU19e3eOzY2FjU1NSIS0VFRY/3h4iI9EdVVRWCgoI0khTKysoQHh6OdevW4cKFCxg6dKgYgwAgNzcXe/bsQXV1Naqrq5Gfnw/g1ig906dPx5gxY5Cbm4vi4mKNX88QERERERERERHpM51O/XDnL36USiXKysqQl5cHHx8f9OvXT6yLjIxEYGAgzpw5A19fX415wjlMDRERdYfDhw9j8+bNOH78OExMTFrcpn///mhsbMSlS5fg4OCAoqIijfra2tpW45BMJmuW2EBERH1HcHAwQkNDceLECbHs9OnTWLduHZ566ikAwIIFCzBt2jQAwI0bN3Dq1Cn4+flpPP8AwN69e1FTU4Pk5GRYWFggISEBixYtQnh4uPY6RERERERERERE1EU6TVRoyYABA8QXc3dSKBStDtnt4eEBDw+PnmwaERH1YuXl5QgJCcHmzZs14klMTAxGjx6N0NBQAEBOTg6MjIzg4uICb29vpKSkaBxDrVbDwcFB6+0nIiL9l5KSAoVCgejoaLEsKChIY5uSkhK4u7sDAAoLC9HY2IhRo0aJSdnvvfceBg0ahIKCAvj4+MDCwgIA4OnpieLi4lbPrVaroVarxXWVStWdXSMiIiIiIiIiIuoUvZn6gYiISFeuXr2KoKAgzJgxAzNnzkRdXR3q6uogCAK8vLywcuVKHDp0CPv370dkZCSefvppWFhYwM/PDyqVCtu2bQMAJCQkYOLEiTA2NtZxj4iISB+1lnTd5Pr161i/fj0iIyMBAMXFxRg2bBi2b9+OkydPQiqVYv78+QBuJRrcfjyJRAJjY2NUV1e3eOzExETY2tqKi4uLSzf1ioiIiIiIiIiIqPP0bkQFIiIibdu/fz+Ki4tRXFzcbISEuXPn4tSpU5g9ezaMjY0xd+5cJCQkAACkUilSU1MREhKCmJgYGBkZ4ciRIzrqBRERGbpVq1bB0tISERERAICwsDCEhYWJ9Vu2bIFCoYBKpYJUKm02nZCZmRnq6+thb2/f7NixsbFYunSpuK5SqZisQEREREREREREOsNEBSIi6pMEQRD/PWPGDI31OyUmJiIxMbHFOqVSibKyMuTl5cHHxwf9+vXr9rYSEVHvd/jwYWzevBnHjx+HiYlJi9v0798fjY2NuHTpEhwcHFBUVKRRX1tbC1NT0xb3lclkzRIbiIiIiIiIiIiIdIWJCkRE3eD9YQ9o9XzPlpzS6vmobQMGDMC0adN03Qwi6sOcFvpo9XwXtxzX6vl6u/LycoSEhGDz5s3w8PAQy2NiYjB69GiEhoYCAHJycmBkZAQXFxd4e3s3GwVIrVbDwcFB6+0nor7Nbe5GrZ6v7KMorZ6vN6mqqoK3tzeysrLg6uoKAIiKisKmTZvEbdzc3FBaWgoAKCoqQnh4OEpLSxEREYGkpCRIJBIAQHZ2NiIjI1FZWYkVK1ZojNpDRKQtfB9H2pB8dL1Wz7f00WVaPR8RkS4Z6boBRETU86KioiCRSMTlvvvua3ef7OxsDB8+HHK5HMnJyVpoJRER9VaMQ627evUqgoKCMGPGDMycORN1dXWoq6uDIAjw8vLCypUrcejQIezfvx+RkZF4+umnYWFhAT8/P6hUKmzbtg0AkJCQgIkTJ8LY2FjHPSIi0i+MQbdUVVUhKCgIZ8+e1SjPzc3Fnj17UF1djerqauTn5wMA1Go1pk+fjjFjxiA3NxfFxcVIT08HAFRWVkKpVCIkJAQ5OTnIyMhAVlaWlntERKT/GINIG3ifEZEhY6ICEVEf0NrLp9bwxRMREXUnxqHW7d+/H8XFxUhJSYG1tbW4nDt3DnPnzsWcOXMwe/ZshISEYPLkyfjb3/4GAJBKpUhNTcXixYshl8uRmZmJN954Q8e9ISLSP4xBtwQHB4sj9DS5ceMGTp06BT8/P9jZ2cHOzg7W1tYAgL1796KmpgbJyclwc3NDQkIC0tLSAAAZGRlwcnJCXFwc3N3dER8fL9a1RK1WQ6VSaSxERH0BYxBpA+8zIjJkTFQgIurl2nr51JrOvngiIiJqDeNQc4IgiENuz5gxA4IgNFua6hMTE3HlyhVcvnwZ77zzDiwtLcXjKJVKlJWV4YMPPsDp06c1po0gIiLGoNulpKQgKkpz2ozCwkI0NjZi1KhRMDc3x+TJk3H+/HkAQEFBAXx8fGBhYQEA8PT0RHFxsVgXEBAgTgMxbtw45OXltXruxMRE2NraiouLi0tPdJGISK8wBpE28D4jIkPHRAUiol6urZdPrensiyciIqLWMA71rAEDBmDatGno16+frptCRKR3GIP+R6FQNCsrLi7GsGHDsH37dpw8eRJSqRTz588HAKhUKo19JBIJjI2NUV1d3azOxsYGFy9ebPXcsbGxqKmpEZeKiopu7BkRkX5iDCJt4H1GRIaOiQpERL1cWy+fWtPZF09EREStYRwiIiJdYQxqW1hYGHJzc/HQQw/B3d0dW7ZswYEDB6BSqSCVSiGTyTS2NzMzQ319fbO6pvLWyGQy2NjYaCxERL0dYxBpA+8zIjJ00u46kCAIaGxshLGxcXcdkoiIukFYWBjCwsLE9S1btkChUEClUrX6gqizL550ifGHiEi/9eY4xBhERKTfGIM6p3///mhsbMSlS5fg4OCAoqIijfra2lqYmprCwcEBlZWVzcqJiOh/GINIG3rzfUZEfUOXRlRYuHAh1Gq1Rtnhw4cxfPjwbmkUERH1nNtfPrVGX188Mf4QERk+Q41DjEFERIaPMUhTTEwMduzYIa7n5OTAyMgILi4u8Pb2Rk5OjlhXXl4OtVoNBweHZnX5+flwdna+q7YQEfV2jEGkDYZ6nxFR39WlRIW///3vzYLTAw88gHPnznVLo4iIqPu09fKpNfr64onxh4jI8PSWOMQYRERkeBiD2ubl5YWVK1fi0KFD2L9/PyIjI/H000/DwsICfn5+UKlU2LZtGwAgISEBEydOhLGxMZRKJY4dO4aDBw+ioaEBSUlJCAwMvKu2EBH1NoxBpA295T4jor6rU1M/fPjhhwBuDe2zY8cOWFhYiOuHDx/G2LFju7+FRER0V5pePjk6OuLmzZt48cUXxZdPKpUK5ubmMDEx0dhHqVRi0aJFOHjwIPz9/XX+4onxh4jIcBl6HGIMIiIyXIxBbZs7dy5OnTqF2bNnw9jYGHPnzkVCQgKAW8NCp6amIiQkBDExMTAyMsKRI0cAAHK5HBs2bMDUqVNhZWUFOzs7pKen31VbiIh6G8Yg0gZDv8+IiDqVqNCURS2RSJCRkQGp9NbuRkZGcHNzw86dO7u/hUREBuDZklO6bkKr2nr55OnpibfffhtPPPGExj769uKJ8YeIqG0XtxzXdRNaZehxiDGIiKhtZR9F6boJrWIMak4QBI31xMREJCYmtritUqlEWVkZ8vLy4OPjg379+ol1kZGRCAwMxJkzZ+Dr6wsrK6tOt4WI6G7xfVzP4XPQ/yx9dJmum9AqQ7/PiIgkwp1PKB1gZGSEK1euwMbGpifapFUqlQq2traoqanpFf0hMmS/79rY4W2v/ZDf4W0v/ufnDm87dn92y+e7dg3l5eVQKBQwMzPr8PEMXXl5eadePLV1nbrj87Y3xR+AMYjIUMUfWN3hbXNKSju87YHFH7W7TV+LR52JQ61dm+76rGUMIqKO+umSqsPblvz3cqeOHTRa0dnmdBvGoJb19DMQwBhERIYn93H/Dm/b2ru42zEGtcyQYlBVVRW8vb2RlZUFV1dXAEBRURHCw8NRWlqKiIgIJCUlQSKRAACys7MRGRmJyspKrFixAkuXLhWPtXv3bixbtgwNDQ1Yv349QkJCOtyOtq4L77PO62vXjHQj+ej6Fsv1OYmor+tMDDLqygleeOEFyGSyLjWOiIgMh0KhwJQpU/Tm1zGMP0REfYs+xSHGICKivoUxiIiIdKW3xaCqqioEBQXh7NmzYplarcb06dMxZswY5Obmori4WPxVf2VlJZRKJUJCQpCTk4OMjAxkZWUBuJXcEBYWhri4OHz11VeIj49HSUnJXbWvr9Kn+4yI+q5OTf3Q5N1338X169dRUVHRbMi4QYMGdUvDiIiI7sT4Q0REusIYREREusIYREREutIdMSg4OBihoaE4ceKEWLZ3717U1NQgOTkZFhYWSEhIwKJFixAeHo6MjAw4OTkhLi4OEokE8fHxSEtLQ0BAAFJTUxEQEICIiAgAwOLFi7F9+3a8/vrr3ddpIiLSmi4lKmzZsgXLli3D9evXNYKTRCLBzZs3u61xREREt2P8ISIiXWEMIiIiXWEMIiIiXemOGJSSkgKFQoHo6GixrKCgAD4+PrCwsAAAeHp6ori4WKwLCAgQp4EYN24cli9fLtZNmTJFPM64cePw6quvtnputVoNtVotrqtUHZ+ii4iIel6Xpn6Ii4vDW2+9hWvXrqGxsVFc+HBERL3dnZnDpKmnrw/jDxHRLYxHzTEGERFpB2OQJm1cD8YgIqJbGIM0GUoMUigUzcpUKpVGuUQigbGxMaqrq5vV2djY4OLFiy3ud3tdSxITE2FraysuLi4uHW43ERH1vC4lKlhbW+Oxxx6DiYlJd7eHiEgvNX3e1dfX67gl+q3p+vRUfGD8IaK+jvGodYxBREQ9y9jYGABw/fp1HbdEvzRdj6br0xMYg4ior2MMapkhxyCpVAqZTKZRZmZmhvr6+mZ1TeUt7Xd7XUtiY2NRU1MjLhUVFd3aDyIiujtdmvph06ZNmD9/PrZu3YoHHnigWxuUmpqKNWvW4PLlyxg3bhzef/99DBkyBEVFRQgPD0dpaSkiIiKQlJQkDv2TnZ2NyMhIVFZWYsWKFVi6dGm3tomIyNjYGHZ2dvjtt98AABYWFuJnEN3K4K6vr8dvv/0GOzu7HntA6sn4Q0RkCBiPmmMMIiLSDqlUCgsLC1RWVsLExARGRl367Uuv0tjYiMrKSlhYWEAq7dIrtg5hDCKivo4xqDlDj0EODg4oKirSKKutrYWpqSkcHBxQWVnZrLxpv9bqWiKTyZolRBARkf7oUgSLiorC5cuX4enpCXt7e9jY2Ih1P//8c5cbU1ZWhldffRWZmZmQy+VYs2YN5s2bhwMHDmD69OkIDAzErl27EBUVhfT0dISHh6OyshJKpRLLli1DSEgIgoODMXr0aAQEBHS5HURELRkwYAAAiH8coubs7OzE69QTeir+EBEZEsajljEGERH1LIlEgnvvvRfl5eU4d+6crpujN4yMjDBo0KAeTRxkDCKivo4xqGWGHIO8vb2RkpIirpeXl0OtVsPBwQHe3t7YsWOHWJefnw9nZ2dxv5ycHDz33HPN6oiIyPB0KVEhPT29m5txS35+Pnx8fPDggw8CAJ599lk8+eST2Lt3L2pqapCcnAwLCwskJCRg0aJFCA8PR0ZGBpycnBAXFweJRIL4+HikpaUxUYGIul3TQ1H//v3R0NCg6+boHRMTkx4dag7oufhDRGRIGI+aYwwiItIOU1NTuLu7c+jt25iamvb4L3sZg4iIGINaYsgxyM/PDyqVCtu2bUN4eDgSEhIwceJEGBsbQ6lUYtGiRTh48CD8/f2RlJSEwMBAAMDs2bPxyCOPIDo6GgqFAhs3bsTcuXN7pI1NojL/r0ePf6eNM5K0ej4iIl3qUqKCQqHo7nYAADw8PHD48GH88MMPUCgU2LJlCyZNmoSCggL4+PjAwsICAODp6Yni4mIAQEFBAQICAsSswXHjxmH58uWtnkOtVkOtVovrKpWqR/pCRL2XsbFxj/8xhFrWXfGnqqoK3t7eyMrKgqurKwB0eYqh3bt3Y9myZWhoaMD69esREhLSLW0kImoP45F29dQzEBGRoTEyMoKZmZmum9GnMAYREd3CGKR9PRWDpFIpUlNTERISgpiYGBgZGeHIkSMAALlcjg0bNmDq1KmwsrKCnZ2dmDDh5eWF6OhojB07FmZmZnB3d8fChQt7pI2G6OWXX0ZxcTG++OKLdrfllOqkjz4p2qnrJpCWdSlRwdXVFRKJBIIgAIDG0EI3b97scmM8PDzw5z//GaNHjwZwKwieOHEC69at0wiIEokExsbGqK6uhkqlgoeHh1hnY2ODixcvtnqOxMRErFmzpsttJCIi3emO+FNVVYWgoCCcPXtWLFOr1V2aYqioqAhhYWHYvHkzxo8fj1mzZuHBBx/EsGHDurXfRESkez31DERERNQexiAiItKV7oxBTcdoolQqUVZWhry8PPj4+KBfv35iXWRkJAIDA3HmzBn4+vrCyspKrFu7di3CwsJw4cIF+Pv7w9TUtCtd63VOnjyJLVu2oKCgoN1tOaU6EemLLo0L1NjYiJs3b6KxsRF//PEHjhw5ggkTJuCzzz67q8Z89913+OKLL3D8+HFcuXIFISEhmDp1KqRSKWQymca2ZmZmqK+vb1bXVN6a2NhY1NTUiEtFRcVdtZmIiLSnO+JPcHAwQkNDNcpun2LIzc0NCQkJSEtLAwCNKYbc3d3FKYYAIDU1FQEBAYiIiMDIkSOxePFibN++vdv6S0RE+qOnnoGIiIjawxhERES60tMxaMCAAZg2bZpGkkIThUKBKVOmaCQpNPHw8MCkSZOYpPD/NTY2Yv78+ViyZAmGDBnS7vZtve8kItKmu57AyNzcHL6+vvjiiy/ueqSCnTt3Ijg4GOPHj4etrS1ef/11lJWVwcHBAZWVlRrb1tbWwtTUtFldU3lrZDIZbGxsNBYiIjI8XY0/KSkpiIqK0ijr7BRDeXl5Yt1jjz0mHuf2upao1WqoVCqNhYiIDE93PgMRERF1BmMQERHpCmOQ/tq6dSsKCwvh6uqKzz//HNevX29z+7bedxIRadNdJyo0uXz5Mn799de7OkZjYyN+++03cb22tlYcNSEnJ0csLy8vh1qthoODA7y9vTXq8vPz4ezsfFftICIiw9HZ+NPS3HoqlarNKYZur7t9iqG26lqSmJgIW1tbcXFxcelwu4mISP905RmoqqoKCoVCYwqioqIieHt7w97eHjExMRpDomZnZ2P48OGQy+VITk7WONbu3bsxePBgODk5YedOzuNIRNSXdMd7OCIioq5gDNIvdXV1WLVqFYYMGYJz585hw4YNePTRR3H16tVW9+nsO00iop4i7cpOCoVCYy6ixsZGXLp0CdHR0XfVGF9fXzzzzDN48MEH4ejoiNTUVAwYMABRUVF44403sG3bNoSHhyMhIQETJ06EsbExlEolFi1ahIMHD8Lf3x9JSUkIDAy8q3YQEZF+6qn409Uphroy/dDSpUvFdZVKxWQFIiID0R0xqKqqCkFBQRpJCmq1GtOnT0dgYCB27dqFqKgopKenIzw8vM15Q4uKihAWFobNmzdj/PjxmDVrFh588EEMGzasO7tNRER6oKeeg4iIiNrDGKT/Pv30U/zxxx/IysqCXC7HjRs3MHLkSGzfvh3z589vcZ/OvtMkIuopXUpUSE9P11iXSCRwdnaGm5vbXTVm9uzZOH36NN5++21cunQJI0aMwL/+9S+YmJggNTUVISEhiImJgZGREY4cOQIAkMvl2LBhA6ZOnQorKyvY2dk1ax8REfUOPRV/HBwcUFRUpFHWkSmGujL90J0JEUREZBi6IwYFBwcjNDQUJ06cEMv27t2LmpoaJCcnw8LCAgkJCVi0aBHCw8M15g2VSCTivKEBAQFITU1FQEAAIiIiAACLFy/G9u3b8frrr7d4brVaDbVaLa5z+iEiIsPRU89BRERE7WEM0n+//PILfHx8IJfLAdxKQvD09ERpaWmr+3T2nSYRUU/p0tQP/v7+8Pf3h7m5OSorK2Fubt4tgUkikSAuLg7nzp3D9evX8Z///AejR48GACiVSpSVleGDDz7A6dOn4eHhIe4XGRmJkpISZGRk4OTJk3B0dLzrthARkf7pqfhz5zRCHZ1iiNMPERH1Hd0Rg1JSUhAVFaVRVlBQAB8fH1hYWAAAPD09UVxcLNa1Nm9oQUEBHnvsMfE47c0pyumHiIgMV089BxEREbWHMUj/DRw4sNk0D+fOnWvzHSXfaRKRvuhSosKFCxcwduxYTJw4EXFxcZg4cSK8vb17fA6bAQMGYNq0aejXr1+zOoVCgSlTpsDKyqpH20BERLrTU/HHz88PKpUK27ZtA4BmUwwdO3YMBw8eRENDg8YUQ7Nnz8auXbtQWFiIuro6bNy4kdMPERH1Ut0Rg26fA7TJnXODSiQSGBsbo7q6us15Qzs7p2hsbCxqamrEpaKiosPtJiIi3dLVezgiIiLGIP03bdo0FBcXY+vWrfjll1+wceNGFBQUYNasWVCpVGhoaGi2T1vvO4mItKlLUz+88MILGDt2LI4dOwaZTAa1Wo2oqCg8//zz2LNnT3e3kYiICEDPxR+pVNqlKYa8vLwQHR2NsWPHwszMDO7u7li4cGE39JSIiPRNT8agO6cFapoftK15Qzs7pyinHyIiMlx8D0dERLrCGARsnJGk6ya0qV+/fvj3v/+Nl156CUuXLsW9996Ljz/+GC4uLnB1dcXbb7+NJ554QmMfTqlORPqiS4kKR48eRWFhofiiSyaT4ZVXXoGnp2e3No6IiOh23Rl/BEHQWG+aYigvLw8+Pj4ao/dERkYiMDAQZ86cga+vr8boPWvXrkVYWBguXLgAf39/zudGRNRL9dQzkIODA4qKijTKmuYHbWveUM4pSkTUd/A9HBER6QpjkGF45JFHNKZyaHL27NlW92nrfScRkbZ0aeqHkSNH4oMPPtAo++CDDzBixIhuaRQREVFLejr+dHWKIQ8PD0yaNIl/ICIi6sV6KgbdOTdoeXk51Go1HBwc2pw3lHOKEhH1HXwPR0REusIY1LtxSnUi0rUujajw7rvvIjAwEBkZGVAoFPj5559RW1uL/fv3d3f7iIiIRIw/RESkKz0Vg/z8/KBSqbBt2zaEh4cjISEBEydOhLGxMZRKJRYtWoSDBw/C399fY97Q2bNn45FHHkF0dDQUCgU2btyIuXPndkdXiYhIz/A5iIiIdIUxiIiIelKXEhVGjBiBH3/8EV988QUqKiowb948TJs2DZaWlt3dPiIiIhHjDxER6UpPxSCpVIrU1FSEhIQgJiYGRkZGOHLkCIC25w318vJCdHQ0xo4dCzMzM7i7u2PhwoV32UsiItJHfA4iIiJdYQwiIqKe1KWpH4qLi+Hr6wtjY2PExMTgtddew/jx4/Hjjz92d/uIiIhEjD9ERKQr3RmDBEGAq6uruK5UKlFWVoYPPvgAp0+fhoeHh1gXGRmJkpISZGRk4OTJk3B0dBTr1q5di/z8fOzevRvffvstzM3N76qPRESkn/gcREREusIYREREPalLiQovvPAC/P398fjjjwMAjh8/jqCgIERGRnZr44iIiG7H+ENERLrS0zFowIABmDZtGvr169esrq15Qz08PDBp0iSYmpp2SzuIiEj/8DmIiIh0hTGIiIh6Upemfvjhhx/w8ccfw9bWFgBgaWmJF198UeOXP0RERN2N8YeIiHSFMYiIiHSFMYiIiHSFMYiIiHpSl0ZUGDlypDg3apOPPvoIDzzwQHe0iYiIqEWMP0REpCuMQUREpCuMQUREpCuMQURE1JO6NKLC5s2bMWXKFGzfvh0KhQJnz57F77//jn379nV3+4iIiESMP0REpCuMQUREpCuMQUREpCuMQcD01Ge1er4vIt7X6vmIiHSpS4kKo0ePxo8//og9e/agoqICc+fOxbRp02BjY9Pd7SMiIhIx/hARka4wBhERka4wBhERka4wBum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TmTJl9M033+iFF17QqFGjNG/ePKt4+vbtq3//+98aOXKkQkND7bqGGzZs2KDffvtNK1as0EMPPaTBgwdr1apVdh8fFxenJ598Uo8++qi+/vprValSRWFhYTp8+LAkafXq1dq1a5d69OihHj16aNeuXdq1a5datGiRpzgBIK9atGhh/syRpNmzZ2vXrl1avXq1uc2iRYs0atQovfjii1q/fr3atm2rhx56SOnp6eY2K1eu1CeffKKjR48qOjpa77//vsqXL291g5Nfjz32mNavX6/z58+bt3322Wfq37+/vLwKblavkydPqm/fvnrqqae0bNkynTp1Si+99JKk6/M2duvWTZs3b9bcuXO1YMECJSQk6NFHHzUff6vPe+nWffXss89q+fLleu+997Ro0SLt379fffr0ydN1kLcAFEfFKaedOHFCqampevPNN/XVV19p4cKFWrp0qfbt26f169fbHcuECRP00ksvadGiRTpy5IgiIiJkGIZdx166dEn333+/EhMTtXTpUsXGxurDDz/UkCFDJEk9e/bUrl27zPln1apV2rVrlz788EO74wMARylOOeM///mPnnzySfXu3VvffvutevXqpf79++vUqVOS7Pu3/QsvvKAVK1Zo9uzZWrFihf788089/fTTkqSqVauaj6lSpYrGjRtn0bf2eu2117Ry5Up98MEH+uyzz5SSkqLBgwfn6TW4DwKAvHnsscdkMpn01VdfqV27dnrmmWd07tw5SfZ9x3Urzz77rPbu3atPP/1U8+fP13/+8x+NHTvWvP+NN97Q1KlTNXHiRK1YsULp6enq1KlTnorxEhMTtWnTJn3++eeKiYnR+PHj9d5779l9/K2epX344YfatWuXnn76aTVv3tz82d+zZ0+7zwFYMYBC7N133zXq169vJCUlGffee6/RtWtXIyEhwWjVqpUxadIkwzAMo3379ka7du0sjmvfvr3RsWNH8/q4ceMMScbw4cNtnqdWrVrGxx9/bAwYMMCoUqWKkZycnKc44+LijBIlShi//fabeduLL75o1KxZ06Jd//79jY4dOxq9evUyunfvbhXDfffdZ15PS0szSpcubbz55puGYRjG+PHjjQoVKhiZmZnmNr179zbat29vXp8/f74hyejTp49x7dq1PF2DYRjGE088YZQtW9ZIS0szb2vfvr3RqVMnm22feOIJq+21atUyHnvsMfP6lStXjLp16xqDBg2y63gAcAZJxubNm622f//998by5cvN6zt37jQkGT/99JORlJRkSDK2b99uGIZh1KxZ05yLHn/8cavPtFt9zm3evNmw9U+1ixcvGqVLlzZmz55tGIZhJCYmGpKM+Pj4vF1kLue4kRe/+OIL87YpU6YY9erVMwzDMDZs2GBIMn744Qfz/o0bNxoPPfSQcfnyZcMwcv+8t6evkpKSDJPJZHz55Zfm11i5cqUhyfjll1/suj7yFgAU7Zw2f/58o3Tp0saVK1eMX375xSrm+fPn3/I1blzrxIkTzds2bdpkSDK2bdtms21SUpLF9o8//tjw8PAw/vvf/1psM5lMFm1zOh4A3EVRzhmGYRhffvmlIck4cuSIYRjX/22/evVqq+/5covxs88+M1+rYVy/T/Lx8bFqV6tWLZt5aP78+UatWrUstt18zREREcY999xjXj927JixcePGW12eRfzcBwF5d+nSJSMxMdG4dOlSgb/25s2brf7uFwWO7DNnuZHHevbsad72+++/W9wP3Oozcdy4cUaHDh0sXvfmz/vGjRsbkZGR5vUDBw6Y88mlS5eMUqVKGdOmTTPvT0hIMCQZmzZtsus6xo0bZ3h4eFjcazz++OPm7/JubntzvIZh37O03I4H8oMRFVCotWzZUseOHdOePXtUv3591a9fX/v27dOhQ4fMIyrs3r1b9913n8VxnTp1sqpmDgoK0qRJk3I811tvvaWNGzcqOTnZamjrW9m3b5+ysrJUqVIl83A406dP18mTJ3XlyhVzu+nTpyshIUEbNmzQrFmzrF7n3nvvNf+5TJkyuvPOO3X06FHzOZKTk+Xt7W0+x1dffaWff/7Z4jVKliypGTNmyMMjf3/9GzdurDJlypjXQ0NDzTHcSnJysk6cOGHx/6NEiRLq0KFDnqvLAcAV2rVrJ29vbz399NNq2LCh2rZtK0nKyMgwt6lataqk68Pf/f3PBeXG0NZLliyRdP1XRI0aNVLTpk0L7BySVKVKFYvRCypUqKCsrCxJ13+J5OnpqTZt2pj333///Vq2bJm8vb3t/rzPra/2798vwzDUp08fc17r1auXJFnlttyQtwDAtqKS04KCglSiRAlzXPmN8+/3WjdGnbM3X+zevVs1atRQSEiIeVunTp1kGIZ2796dpzgAwB0VlZzRqVMnhYSEqH379nr88cc1d+5ctW7dWkFBQXa/Rq9evXTgwAE9/PDDql69usaMGaNLly7l9XIs3Dwsd3R0tPbs2aPQ0FCNGDFCBw8eVFhYWJ5ek/sgAMib5557zvznChUqSLo+wnZ+PxNv/mwfMmSIPvvsM3Xo0EFjxozR77//bs6nP//8sy5fvqwRI0aYvwNr0qSJeZ+9qlWrZjHdRGhoqI4fP273qAz2PksDChKFCijUmjVrJsMw9MUXX+jOO+9U/fr19c033yg9Pd1cqGDkMFznzdvvuusulS5dOsdzpaam6vvvv9eDDz6oESNG5DnW6tWrKz4+3mr5+/B058+fV0ZGhq5cuWIeVii3mLOzsy0KDlq1amX1+jcPd1qlShXVqFEjz/HbG0NejrV3HwC4i1GjRikyMlIBAQF644039Ouvv7okjscee0w//PCDTp8+rc8//1xPPPFEgZ+jbt26Oe6z9Zl9+fJlbdu2TSkpKQX6eb9u3Tqr3Pb3AolbIW8BgG3FKafZ4++f6ze+VCRfAMB1RSVnlClTRgkJCfrwww9VqVIlTZ06VXfeeadOnDhh1/HXrl1Thw4d9Pbbb6t58+aaN2+exRQZ+XVj6okbevbsqf/+9796+umnlZycrEceeUQPP/xwnl6T+yAAyJucvgfL72fizZ/tzz77rA4ePKiHHnpIP//8sx544AGNHDnSos3HH39s9R1YXqZAtfXZbzKZbvvzn89+OBKFCijUfHx81LBhQ33xxRfmERW++OILBQcHKzAwUNL1qrHNmzdbHLdp0ybzr2Ts9cYbb+iOO+7QpEmTtGnTJn3zzTd2H3v33Xfr999/V/Xq1dW0aVM1bdpU58+f17Rp08zVbNnZ2XryySfVo0cPPfbYY3ryySfNv1y9YevWreY/p6am6vDhw+Zf7dx99906efKkGjRoYD7Hf//7X82ePTtP13kre/fuVWpqqnn9p59+svjlUG4qVqyomjVrWvz/uHr1qr7//nur/x+lSpXK0/xLAOAM8+bN04gRI/TOO++ob9++SklJcUkc999/vypXrqxXXnlF//3vfzVgwIACP4enp2eO+5o1a6Zr165px44d5m07duxQu3bt9Ouvv+bp8z4nd911lyQpMzPTnNcqVaqkf/7zn3Z/kSiRtwAgJ8Upp9nj7/daP/30kyTZnS9CQ0N16tQpHTt2zLxt06ZNMplM5gJ66XqukES+AFDoFJWc8eWXX2rp0qXq1auX3nnnHe3du1cXL17Ul19+adEup3/bHzhwQD/99JPmzp2rsWPHKjw8XCdPnrR5rpxew8vLy2IkCkn6/PPPLdbHjBmjixcvavDgwVq4cKFmzpypL7/8Mk/9zn0Q4J5WrVqlWrVqKTAwUO+9956k658t//d//6eyZcuqW7du5mKwLVu2WPw6Xro+Us3x48clSRs3blTDhg3l6+urtm3bWoyasm7dOjVq1EgBAQGKjo5WZmamU66vMMvpezB7PhNv/mzPzs7WF198YV7PyMjQCy+8oLJly+r555/XF198oX/84x+aO3euJKlevXry9vZWenq6+TuwBg0aaPr06dq3b5/d13D69GmL98FPP/2kOnXq2F2oYO+zND77UZAoVECh17JlS125csU8osKVK1csvgx6/fXXtW3bNg0dOlSbNm3S0KFD9cMPP2j8+PF5Ok+JEiUkSXfccYeefPJJjRo1yu4P4/79+6tmzZrq3bu31q5dq5UrVyo6OloXLlxQyZIlJUnvvvuu9u/frxkzZmjKlCn69ddf9dZbb1m8zo4dOzR69Ght3LhRAwYMkKenp5588klJ0vPPP6/MzEz169dP3333nZYsWaKhQ4fme4qHnFy+fFn9+vXTxo0b9dJLL+nf//63hg8fbvfxEyZM0KeffqrXX39d3333nSIjI3X27FmNGTPGol3r1q21ceNGrVu3Tps2bdKcOXMK9DoAID+CgoK0fv16ff/995ozZ47uv/9+Sc5/4ODh4aH+/ftrwYIFeuCBB1S5cmWnnr9Tp05q3bq1nnjiCS1fvlxr1qzRCy+8oHvvvddcYGDv531O6tSpo8cee0zDhg3TokWLtHnzZj3xxBPavHmz1Y16bshbAGAbOc3SjBkzNGfOHK1atUpDhw5Vq1at7B7Bp1+/frrjjjvUu3dvff311/r444/14osvKioqSsHBweZ2lStXVs2aNfXuu+9qx44dWrBggRITEx11SQBQYIpKzrh06ZJefPFFxcXF6d///rdmzZqlK1euqE6dOhbtcvq3fWBgoEwmk5YuXaoffvhB48aN0wsvvCDJui9at26thQsXatu2bVq9erXWrFkj6fqUDMnJyVqxYoUyMzM1efJkq2mC9uzZo+eee07ffvuttmzZos8//1zly5dX2bJl7b5W7oMA9/PHH3/o7bff1jfffKOJEydq5MiRunjxojp37qwHHnhA+/btU40aNdSrVy+raQNsGThwoKKionTkyBE1bNhQr732mqTr05f16tVLw4cP165du7Rz50698847jr68Iu1Wn4lNmjTR3r17tWvXLv3555+KiYmxmD7c19dXa9asUUxMjDZt2qT169dr7dq15vzj4+Ojl15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-      "text/plain": [
-       "<Figure size 2600x1400 with 15 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.figure(figsize=(26,18))\n",
-    "\n",
-    "name=[\"socialize\",\"relax\",\"learn\",\"equity\",\"class\",\"work_exper\",\"family_income\",\"family_m\",\"family_status\",\"house\",\"car\",\"marital\",\"status_peer\",\"view\",\"inc_ability\"]\n",
-    "colors=[\"Reds\",\"Greens\",\"Blues\"]\n",
-    "for i in range(len(name)):\n",
-    "    plt.subplot(3,5,i+1)\n",
-    "    plt.title(f\"{name[i]} plot\")\n",
-    "    plot = sns.countplot(data=df, x=name[i],hue='happiness',palette=colors[i%len(colors)])\n",
-    "    plt.subplots_adjust(hspace=0.6)\n",
-    "plt.figure(figsize=(26,14))\n",
-    "for i in range(len(name)):\n",
-    "    plt.subplot(3,5,i+1)\n",
-    "    plt.title(f\"{name[i]} plot\")\n",
-    "    plot = sns.countplot(data=df, x='happiness',hue=name[i],palette=colors[i%len(colors)])\n",
-    "    plt.subplots_adjust(hspace=0.6)\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 221,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Counter({4.0: 4819, 5.0: 1410, 3.0: 1169, 2.0: 498, 1.0: 104})\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1200x500 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "import matplotlib.pyplot as plt\n",
-    "print(Counter(df[\"happiness\"]))\n",
-    "f,ax=plt.subplots(1,2,figsize=(12,5))\n",
-    "df[\"happiness\"].value_counts().plot.pie(ax=ax[0],autopct=\"%1.1f%%\")\n",
-    "ax[0].set_title(\"Proportion\")\n",
-    "import seaborn as sns\n",
-    "df[\"happiness\"].value_counts().plot(ax=ax[1],kind=\"bar\")\n",
-    "ax[1].set_title(\"Count\")\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 222,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, '相关系数热力图')"
-      ]
-     },
-     "execution_count": 222,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 2000x2000 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.rcParams['font.sans-serif']=['SimHei']  #用来正常显示中文标签\n",
-    "plt.rcParams['axes.unicode_minus']=False   #用来正常显示负\n",
-    "sns.heatmap(df[[\"happiness\",\"age\",\"survey_type\",\"gender\",\"religion\",\"edu\",\"income\",\"political\",\"health\",\"health_problem\",\"depression\"\n",
-    "                 ,\"socialize\",\"relax\",\"learn\",\"equity\",\"class\",\"work_exper\",\"family_income\",\"family_m\",\"family_status\",\"house\",\"car\",\"marital\",\"status_peer\",\"view\",\"inc_ability\"]].corr()\n",
-    "                 ,annot=True,linewidths=0.2)\n",
-    "fig=plt.gcf()\n",
-    "fig.set_size_inches(20,20)\n",
-    "plt.title(\"相关系数热力图\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 223,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Counter({4: 1547, 1: 686, 3: 2436, 5: 1619, 2: 1712})"
-      ]
-     },
-     "execution_count": 223,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "Counter(df[\"age\"])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 225,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "df.to_csv(\"Processddata.csv\")"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.7"
-  },
-  "orig_nbformat": 4
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}