From 2efdb6d56a16d765205a47df1a80467d23d0a0ac Mon Sep 17 00:00:00 2001
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Date: Sun, 16 Jul 2023 01:17:32 +0000
Subject: [PATCH] =?UTF-8?q?=E4=BD=95=E6=A2=A6=E5=A6=8D=20=20=201=E7=A6=BB?=
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Content-Transfer-Encoding: 8bit
Signed-off-by: 雅罗米尔 <13190705+yaromyr@user.noreply.gitee.com>
---
.../平时作业/波士顿房价,股价.ipynb | 913 ++++++++++++++++++
水稻叶片病害分类/平时作业/离职案例.ipynb | 618 ++++++++++++
2 files changed, 1531 insertions(+)
create mode 100644 水稻叶片病害分类/平时作业/波士顿房价,股价.ipynb
create mode 100644 水稻叶片病害分类/平时作业/离职案例.ipynb
diff --git a/水稻叶片病害分类/平时作业/波士顿房价,股价.ipynb b/水稻叶片病害分类/平时作业/波士顿房价,股价.ipynb
new file mode 100644
index 0000000..9714d75
--- /dev/null
+++ b/水稻叶片病害分类/平时作业/波士顿房价,股价.ipynb
@@ -0,0 +1,913 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import seaborn as sns\n",
+ "import matplotlib.pyplot as plt\n",
+ "import pandas as pd\n",
+ "from sklearn.preprocessing import LabelEncoder\n",
+ "import pandas as pd"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": " CRIM ZN INDUS CHAS NOX RM AGE DIS RAD TAX \\\n0 0.00632 18.0 2.31 0.0 0.538 6.575 65.2 4.0900 1.0 296.0 \n1 0.02731 0.0 7.07 0.0 0.469 6.421 78.9 4.9671 2.0 242.0 \n2 0.02729 0.0 7.07 0.0 0.469 7.185 61.1 4.9671 2.0 242.0 \n3 0.03237 0.0 2.18 0.0 0.458 6.998 45.8 6.0622 3.0 222.0 \n4 0.06905 0.0 2.18 0.0 0.458 7.147 54.2 6.0622 3.0 222.0 \n\n PTRATIO B LSTAT target \n0 15.3 396.90 4.98 24.0 \n1 17.8 396.90 9.14 21.6 \n2 17.8 392.83 4.03 34.7 \n3 18.7 394.63 2.94 33.4 \n4 18.7 396.90 5.33 36.2 ",
+ "text/html": "
\n\n
\n \n \n | \n CRIM | \n ZN | \n INDUS | \n CHAS | \n NOX | \n RM | \n AGE | \n DIS | \n RAD | \n TAX | \n PTRATIO | \n B | \n LSTAT | \n target | \n
\n \n \n \n | 0 | \n 0.00632 | \n 18.0 | \n 2.31 | \n 0.0 | \n 0.538 | \n 6.575 | \n 65.2 | \n 4.0900 | \n 1.0 | \n 296.0 | \n 15.3 | \n 396.90 | \n 4.98 | \n 24.0 | \n
\n \n | 1 | \n 0.02731 | \n 0.0 | \n 7.07 | \n 0.0 | \n 0.469 | \n 6.421 | \n 78.9 | \n 4.9671 | \n 2.0 | \n 242.0 | \n 17.8 | \n 396.90 | \n 9.14 | \n 21.6 | \n
\n \n | 2 | \n 0.02729 | \n 0.0 | \n 7.07 | \n 0.0 | \n 0.469 | \n 7.185 | \n 61.1 | \n 4.9671 | \n 2.0 | \n 242.0 | \n 17.8 | \n 392.83 | \n 4.03 | \n 34.7 | \n
\n \n | 3 | \n 0.03237 | \n 0.0 | \n 2.18 | \n 0.0 | \n 0.458 | \n 6.998 | \n 45.8 | \n 6.0622 | \n 3.0 | \n 222.0 | \n 18.7 | \n 394.63 | \n 2.94 | \n 33.4 | \n
\n \n | 4 | \n 0.06905 | \n 0.0 | \n 2.18 | \n 0.0 | \n 0.458 | \n 7.147 | \n 54.2 | \n 6.0622 | \n 3.0 | \n 222.0 | \n 18.7 | \n 396.90 | \n 5.33 | \n 36.2 | \n
\n \n
\n
"
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "bo=pd.read_csv('boston.csv')\n",
+ "bo.head()"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 506 entries, 0 to 505\n",
+ "Data columns (total 14 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 CRIM 506 non-null float64\n",
+ " 1 ZN 506 non-null float64\n",
+ " 2 INDUS 506 non-null float64\n",
+ " 3 CHAS 506 non-null float64\n",
+ " 4 NOX 506 non-null float64\n",
+ " 5 RM 506 non-null float64\n",
+ " 6 AGE 506 non-null float64\n",
+ " 7 DIS 506 non-null float64\n",
+ " 8 RAD 506 non-null float64\n",
+ " 9 TAX 506 non-null float64\n",
+ " 10 PTRATIO 506 non-null float64\n",
+ " 11 B 506 non-null float64\n",
+ " 12 LSTAT 506 non-null float64\n",
+ " 13 target 506 non-null float64\n",
+ "dtypes: float64(14)\n",
+ "memory usage: 55.5 KB\n"
+ ]
+ }
+ ],
+ "source": [
+ "bo.info()\n",
+ "#无空缺"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": " CRIM ZN INDUS CHAS NOX RM \\\ncount 506.000000 506.000000 506.000000 506.000000 506.000000 506.000000 \nmean 3.613524 11.363636 11.136779 0.069170 0.554695 6.284634 \nstd 8.601545 23.322453 6.860353 0.253994 0.115878 0.702617 \nmin 0.006320 0.000000 0.460000 0.000000 0.385000 3.561000 \n25% 0.082045 0.000000 5.190000 0.000000 0.449000 5.885500 \n50% 0.256510 0.000000 9.690000 0.000000 0.538000 6.208500 \n75% 3.677083 12.500000 18.100000 0.000000 0.624000 6.623500 \nmax 88.976200 100.000000 27.740000 1.000000 0.871000 8.780000 \n\n AGE DIS RAD TAX PTRATIO B \\\ncount 506.000000 506.000000 506.000000 506.000000 506.000000 506.000000 \nmean 68.574901 3.795043 9.549407 408.237154 18.455534 356.674032 \nstd 28.148861 2.105710 8.707259 168.537116 2.164946 91.294864 \nmin 2.900000 1.129600 1.000000 187.000000 12.600000 0.320000 \n25% 45.025000 2.100175 4.000000 279.000000 17.400000 375.377500 \n50% 77.500000 3.207450 5.000000 330.000000 19.050000 391.440000 \n75% 94.075000 5.188425 24.000000 666.000000 20.200000 396.225000 \nmax 100.000000 12.126500 24.000000 711.000000 22.000000 396.900000 \n\n LSTAT target \ncount 506.000000 506.000000 \nmean 12.653063 22.532806 \nstd 7.141062 9.197104 \nmin 1.730000 5.000000 \n25% 6.950000 17.025000 \n50% 11.360000 21.200000 \n75% 16.955000 25.000000 \nmax 37.970000 50.000000 ",
+ "text/html": "\n\n
\n \n \n | \n CRIM | \n ZN | \n INDUS | \n CHAS | \n NOX | \n RM | \n AGE | \n DIS | \n RAD | \n TAX | \n PTRATIO | \n B | \n LSTAT | \n target | \n
\n \n \n \n | count | \n 506.000000 | \n 506.000000 | \n 506.000000 | \n 506.000000 | \n 506.000000 | \n 506.000000 | \n 506.000000 | \n 506.000000 | \n 506.000000 | \n 506.000000 | \n 506.000000 | \n 506.000000 | \n 506.000000 | \n 506.000000 | \n
\n \n | mean | \n 3.613524 | \n 11.363636 | \n 11.136779 | \n 0.069170 | \n 0.554695 | \n 6.284634 | \n 68.574901 | \n 3.795043 | \n 9.549407 | \n 408.237154 | \n 18.455534 | \n 356.674032 | \n 12.653063 | \n 22.532806 | \n
\n \n | std | \n 8.601545 | \n 23.322453 | \n 6.860353 | \n 0.253994 | \n 0.115878 | \n 0.702617 | \n 28.148861 | \n 2.105710 | \n 8.707259 | \n 168.537116 | \n 2.164946 | \n 91.294864 | \n 7.141062 | \n 9.197104 | \n
\n \n | min | \n 0.006320 | \n 0.000000 | \n 0.460000 | \n 0.000000 | \n 0.385000 | \n 3.561000 | \n 2.900000 | \n 1.129600 | \n 1.000000 | \n 187.000000 | \n 12.600000 | \n 0.320000 | \n 1.730000 | \n 5.000000 | \n
\n \n | 25% | \n 0.082045 | \n 0.000000 | \n 5.190000 | \n 0.000000 | \n 0.449000 | \n 5.885500 | \n 45.025000 | \n 2.100175 | \n 4.000000 | \n 279.000000 | \n 17.400000 | \n 375.377500 | \n 6.950000 | \n 17.025000 | \n
\n \n | 50% | \n 0.256510 | \n 0.000000 | \n 9.690000 | \n 0.000000 | \n 0.538000 | \n 6.208500 | \n 77.500000 | \n 3.207450 | \n 5.000000 | \n 330.000000 | \n 19.050000 | \n 391.440000 | \n 11.360000 | \n 21.200000 | \n
\n \n | 75% | \n 3.677083 | \n 12.500000 | \n 18.100000 | \n 0.000000 | \n 0.624000 | \n 6.623500 | \n 94.075000 | \n 5.188425 | \n 24.000000 | \n 666.000000 | \n 20.200000 | \n 396.225000 | \n 16.955000 | \n 25.000000 | \n
\n \n | max | \n 88.976200 | \n 100.000000 | \n 27.740000 | \n 1.000000 | \n 0.871000 | \n 8.780000 | \n 100.000000 | \n 12.126500 | \n 24.000000 | \n 711.000000 | \n 22.000000 | \n 396.900000 | \n 37.970000 | \n 50.000000 | \n
\n \n
\n
"
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "bo.describe()"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": ""
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "text/plain": "",
+ "image/png": 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\n"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(20,10))\n",
+ "sns.heatmap(bo.corr(),annot=True)"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": " CRIM ZN INDUS CHAS NOX RM AGE \\\nCRIM 1.000000 -0.200469 0.406583 -0.055892 0.420972 -0.219247 0.352734 \nZN -0.200469 1.000000 -0.533828 -0.042697 -0.516604 0.311991 -0.569537 \nINDUS 0.406583 -0.533828 1.000000 0.062938 0.763651 -0.391676 0.644779 \nCHAS -0.055892 -0.042697 0.062938 1.000000 0.091203 0.091251 0.086518 \nNOX 0.420972 -0.516604 0.763651 0.091203 1.000000 -0.302188 0.731470 \n\n DIS RAD TAX PTRATIO B LSTAT target \nCRIM -0.379670 0.625505 0.582764 0.289946 -0.385064 0.455621 -0.388305 \nZN 0.664408 -0.311948 -0.314563 -0.391679 0.175520 -0.412995 0.360445 \nINDUS -0.708027 0.595129 0.720760 0.383248 -0.356977 0.603800 -0.483725 \nCHAS -0.099176 -0.007368 -0.035587 -0.121515 0.048788 -0.053929 0.175260 \nNOX -0.769230 0.611441 0.668023 0.188933 -0.380051 0.590879 -0.427321 ",
+ "text/html": "\n\n
\n \n \n | \n CRIM | \n ZN | \n INDUS | \n CHAS | \n NOX | \n RM | \n AGE | \n DIS | \n RAD | \n TAX | \n PTRATIO | \n B | \n LSTAT | \n target | \n
\n \n \n \n | CRIM | \n 1.000000 | \n -0.200469 | \n 0.406583 | \n -0.055892 | \n 0.420972 | \n -0.219247 | \n 0.352734 | \n -0.379670 | \n 0.625505 | \n 0.582764 | \n 0.289946 | \n -0.385064 | \n 0.455621 | \n -0.388305 | \n
\n \n | ZN | \n -0.200469 | \n 1.000000 | \n -0.533828 | \n -0.042697 | \n -0.516604 | \n 0.311991 | \n -0.569537 | \n 0.664408 | \n -0.311948 | \n -0.314563 | \n -0.391679 | \n 0.175520 | \n -0.412995 | \n 0.360445 | \n
\n \n | INDUS | \n 0.406583 | \n -0.533828 | \n 1.000000 | \n 0.062938 | \n 0.763651 | \n -0.391676 | \n 0.644779 | \n -0.708027 | \n 0.595129 | \n 0.720760 | \n 0.383248 | \n -0.356977 | \n 0.603800 | \n -0.483725 | \n
\n \n | CHAS | \n -0.055892 | \n -0.042697 | \n 0.062938 | \n 1.000000 | \n 0.091203 | \n 0.091251 | \n 0.086518 | \n -0.099176 | \n -0.007368 | \n -0.035587 | \n -0.121515 | \n 0.048788 | \n -0.053929 | \n 0.175260 | \n
\n \n | NOX | \n 0.420972 | \n -0.516604 | \n 0.763651 | \n 0.091203 | \n 1.000000 | \n -0.302188 | \n 0.731470 | \n -0.769230 | \n 0.611441 | \n 0.668023 | \n 0.188933 | \n -0.380051 | \n 0.590879 | \n -0.427321 | \n
\n \n
\n
"
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "corr=bo.corr().fillna(0)\n",
+ "corr.head()"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": "",
+ "image/png": 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\n"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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\n"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "show=corr[['target']].sort_values(by='target',ascending=False)\n",
+ "#相关性最高\n",
+ "plt.figure(figsize=(15,5))\n",
+ "plt.bar(show.index[:6],show.target[:6])\n",
+ "plt.show()\n",
+ "#相关性最低\n",
+ "plt.figure(figsize=(15,5))\n",
+ "plt.bar(show.index[-6:],show.target[-6:])\n",
+ "plt.show()"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": ""
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "text/plain": "",
+ "image/png": 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\n"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#线性回归\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "X_train,X_test,y_train,y_test = train_test_split(bo[['CRIM','ZN','INDUS','CHAS','NOX','RM','AGE','DIS','RAD','TAX','PTRATIO','B','LSTAT']],bo.target,test_size=0.3,random_state=0)\n",
+ "\n",
+ "from sklearn.linear_model import LinearRegression\n",
+ "lr = LinearRegression()\n",
+ "lr.fit(X_train,y_train)\n",
+ "y_pred = lr.predict(X_test)\n",
+ "plt.figure(figsize=(10,6))\n",
+ "plt.plot(range(len(y_pred)),y_pred,'g',label=\"predict\")\n",
+ "plt.plot(range(len(y_test)),y_test,'r',label=\"test\")\n",
+ "plt.legend(loc=\"upper right\")"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "MSE: 27.195965766883422\n"
+ ]
+ }
+ ],
+ "source": [
+ "#模型评估\n",
+ "from sklearn.metrics import mean_squared_error\n",
+ "print(\"MSE:\",mean_squared_error(y_test,y_pred))"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "MSE: 27.195965766883212\n"
+ ]
+ }
+ ],
+ "source": [
+ "#标准化数据\n",
+ "from sklearn.preprocessing import StandardScaler\n",
+ "sc=StandardScaler()\n",
+ "X_train,X_test,y_train,y_test = train_test_split(bo[['CRIM','ZN','INDUS','CHAS','NOX','RM','AGE','DIS','RAD','TAX','PTRATIO','B','LSTAT']],bo.target,test_size=0.3,random_state=0)\n",
+ "X_train=sc.fit_transform(X_train)\n",
+ "X_test=sc.transform(X_test)\n",
+ "lr = LinearRegression()\n",
+ "lr.fit(X_train,y_train)\n",
+ "y_pred = lr.predict(X_test)\n",
+ "print(\"MSE:\",mean_squared_error(y_test,y_pred))"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "MSE: 39.316186442618466\n"
+ ]
+ }
+ ],
+ "source": [
+ "#使用相关度较高的几项线性回归\n",
+ "X_train,X_test,y_train,y_test = train_test_split(bo[['RM','ZN','B','DIS']],bo.target,test_size=0.3,random_state=0)\n",
+ "X_train=sc.fit_transform(X_train)\n",
+ "X_test=sc.transform(X_test)\n",
+ "lr = LinearRegression()\n",
+ "lr.fit(X_train,y_train)\n",
+ "y_pred = lr.predict(X_test)\n",
+ "print(\"MSE:\",mean_squared_error(y_test,y_pred))"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "MSE: 46.28876359329964\n"
+ ]
+ }
+ ],
+ "source": [
+ "X_train,X_test,y_train,y_test = train_test_split(bo[['RM','ZN']],bo.target,test_size=0.3,random_state=0)\n",
+ "X_train=sc.fit_transform(X_train)\n",
+ "X_test=sc.transform(X_test)\n",
+ "lr = LinearRegression()\n",
+ "lr.fit(X_train,y_train)\n",
+ "y_pred = lr.predict(X_test)\n",
+ "print(\"MSE:\",mean_squared_error(y_test,y_pred))"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "MSE: 47.03304747975518\n"
+ ]
+ }
+ ],
+ "source": [
+ "X_train,X_test,y_train,y_test = train_test_split(bo[['RM']],bo.target,test_size=0.3,random_state=0)\n",
+ "X_train=sc.fit_transform(X_train)\n",
+ "X_test=sc.transform(X_test)\n",
+ "lr = LinearRegression()\n",
+ "lr.fit(X_train,y_train)\n",
+ "y_pred = lr.predict(X_test)\n",
+ "print(\"MSE:\",mean_squared_error(y_test,y_pred))"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "MSE: 34.14299064390473\n"
+ ]
+ }
+ ],
+ "source": [
+ "#去掉相关度低的几项做线性线性回归\n",
+ "X_train,X_test,y_train,y_test = train_test_split(bo[['CRIM','ZN','INDUS','CHAS','NOX','RM','AGE','DIS','RAD','TAX','PTRATIO','B']],bo.target,test_size=0.3,random_state=0)\n",
+ "X_train=sc.fit_transform(X_train)\n",
+ "X_test=sc.transform(X_test)\n",
+ "lr = LinearRegression()\n",
+ "lr.fit(X_train,y_train)\n",
+ "y_pred = lr.predict(X_test)\n",
+ "print(\"MSE:\",mean_squared_error(y_test,y_pred))"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "outputs": [],
+ "source": [
+ "#原模型效果最好"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": "",
+ "image/png": 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\n"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#多项式拟合\n",
+ "#二次多项式\n",
+ "from sklearn.preprocessing import PolynomialFeatures\n",
+ "quadratic_featurizer = PolynomialFeatures(degree = 2)\n",
+ "x_train_quadratic = quadratic_featurizer.fit_transform(X_train)\n",
+ "X_test_quadratic = quadratic_featurizer.transform(X_test)\n",
+ "regressor_quadratic = LinearRegression()\n",
+ "regressor_quadratic.fit(x_train_quadratic, y_train)\n",
+ "\n",
+ "\n",
+ "plt.plot(range(len(y_test)),y_test,'ks')\n",
+ "plt.plot(range(len(X_test_quadratic)), regressor_quadratic.predict(X_test_quadratic), \"g-\",\n",
+ " label=\"$y = ax^2 + bx + c$\",linewidth=2)\n",
+ "plt.legend()\n",
+ "plt.show()"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "34.14299064390473\n"
+ ]
+ }
+ ],
+ "source": [
+ "#模型评估\n",
+ "from sklearn.metrics import mean_squared_error\n",
+ "print(mean_squared_error(y_test,y_pred))"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": "",
+ "image/png": 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n/XFn//79+OUvf4msrCzcdtttGDFiBAwGA3bt2oXo6OhO0ceePXti8+bNOHz4MK666iqMGzcO77//PhISEjqsf2azGX//+9+xefNmpKWl4cUXX8Tdd9+NuLg4t8OfRIFCHZY4VNd16YTgL9j6ktVqhclkgsViaXJogtraWhw5cgQDBgxAeHi4n3rYdhMnTsSwYcNaHHoluhiB/h6h4GZrtMH4jPOXJRr/2Ai9jvWHYNHS/luNQ3XUIrvdjjNnzuD111/H999/j02bNvm7S0REfuE6r6nR3gh9CINTV8PgRC3asWMHJk6ciMGDB2Pjxo0+O0AiEVGgcR2eaxSNMMDgp96QvzA4UYsmTJgAu52TIImI3FWcqOthjZGIiMgL7ipO1PUwOBEREXmBFScCGJyIiIi8wooTAQxOREREXmHFiQAGJyIiIq+w4kQAgxMREZFXWHEigMHJL3iwdiL3eOgL6sxYcSKAx3HqUAaDATqdDmfOnEGvXr2g0+n83SWiTkEIAZvNhjNnzkCv1yMsLMzfXSJqghUnAhicOlRISAiSk5Nx8uRJHD161N/dIep0IiMj0bdvX+j1LIZT5+NaYVL/6C91HQxOHaxbt2649NJLUV9f7++uEHUqISEhCA0NZSWWOq0mFScO1XVJDE5+EBISgpCQEH93g4iIWqHJHCcO1XVJrIcTERF5wXVojhWnronBiYiIyAucHE4AgxMREZFXeDgCAhiciIiIvMKKEwEMTkRERF5hxYkABiciIiKvsOJEAIMTERGRV1hxIoDBiYiIyCusOBHA4EREROQVVpwIYHAiIiLyCitOBDA4EREReYUVJwIYnIiIiLziWmFy/QkW6hoYnIiIiLzAH/klgMGJiIjIK03mOHGorkticCIiIvICK04EMDgRERF5hRUnAhiciIiIvOI6GZwVp66JwYmIiMgLPBwBAQxOREREXuEBMAlgcCIiIvIKK04EMDgRERF5hRUnAhiciIiIvMKKEwEMTkRERF5hxYkABiciIiKvsOJEAIMTERGRV1hxIoDBiYiIyCusOBHA4EREROQV1wqT65HEqWtgcCIiIvICf+SXAAYnIiIir/BHfglgcCIiIvIKK04EMDgRERF5hRUnAhiciIiIvMKKEwEMTkRERF5hxYkABiciIiKvuB5+gBWnronBiYiIyAs8ACYBDE5ERERe4U+uENABwamkpAR33XUXevbsicjISFxxxRXIz89XrhdCICsrC2azGREREZgwYQIOHjyouY26ujo89NBDiIuLQ1RUFGbMmIGTJ09q2lRUVCAjIwMmkwkmkwkZGRmorKzUtDl+/DhuuukmREVFIS4uDgsXLoTNZtO0KSoqQnp6OiIiIpCUlIQlS5ZACOHbB4WIiAIOK04EtHNwqqiowNixY2EwGPDJJ5/g0KFD+Otf/4ru3bsrbZYvX46VK1di9erV2LNnDxITEzF58mRUVVUpbTIzM7Fp0ybk5ORg586dOH/+PKZPn47GRueLds6cOSgsLMSWLVuwZcsWFBYWIiMjQ7m+sbER06ZNQ3V1NXbu3ImcnBxs2LABjzzyiNLGarVi8uTJMJvN2LNnD1atWoUVK1Zg5cqV7fkwERFRAOC36ggAINrR448/LsaNG9fs9Xa7XSQmJoply5Ypy2pra4XJZBJr164VQghRWVkpDAaDyMnJUdqUlJQIvV4vtmzZIoQQ4tChQwKA2L17t9ImLy9PABDfffedEEKIjz/+WOj1elFSUqK0Wb9+vTAajcJisQghhFizZo0wmUyitrZWaZOdnS3MZrOw2+1erbPFYhEAlNskIqLgkLExQyALyul/3/9ff3eJfMjb/Xe7Vpw++OADpKWl4fbbb0d8fDxGjBiB1157Tbn+yJEjKCsrw5QpU5RlRqMR6enp2LVrFwAgPz8f9fX1mjZmsxkpKSlKm7y8PJhMJowcOVJpM2rUKJhMJk2blJQUmM1mpc3111+Puro6ZegwLy8P6enpMBqNmjanTp3C0aNHffjIEBFRoOFQHQHtPFT3008/4eWXX8all16KTz/9FPPmzcPChQvxr3/9CwBQVlYGAEhISND8X0JCgnJdWVkZwsLCEBsb22Kb+Pj4JvcfHx+vaeN6P7GxsQgLC2uxjXxZbuOqrq4OVqtVcyIiouDjOjTnengC6hpC2/PG7XY70tLSsHTpUgDAiBEjcPDgQbz88suYO3eu0k6n02n+TwjRZJkr1zbu2vuijXBMDG+uP9nZ2fjzn//cYl+JiCjwcY4TAe1ccerduzeGDBmiWXbZZZfh+PHjAIDExEQATas55eXlSqUnMTERNpsNFRUVLbY5ffp0k/s/c+aMpo3r/VRUVKC+vr7FNuXl5QCaVsVkTz75JCwWi3I6ceKE23ZERBTYeORwAto5OI0dOxbff/+9ZtkPP/yAfv36AQAGDBiAxMRE5ObmKtfbbDZs374dY8aMAQCkpqbCYDBo2pSWlqK4uFhpM3r0aFgsFnzzzTdKm6+//hoWi0XTpri4GKWlpUqbrVu3wmg0IjU1VWmzY8cOzSEKtm7dCrPZjP79+7tdR6PRiJiYGM2JiIiCDytOBKB9v1X3zTffiNDQUPHss8+Kw4cPi7fffltERkaKdevWKW2WLVsmTCaT2LhxoygqKhKzZ88WvXv3FlarVWkzb948kZycLLZt2yYKCgrExIkTxfDhw0VDQ4PSZurUqWLYsGEiLy9P5OXliaFDh4rp06cr1zc0NIiUlBQxadIkUVBQILZt2yaSk5PFggULlDaVlZUiISFBzJ49WxQVFYmNGzeKmJgYsWLFCq/Xmd+qIyIKTtPenqb5Vt0tObf4u0vkQ97uv9s1OAkhxObNm0VKSoowGo1i8ODB4tVXX9Vcb7fbxZ/+9CeRmJgojEajuOaaa0RRUZGmTU1NjViwYIHo0aOHiIiIENOnTxfHjx/XtDl37py48847RXR0tIiOjhZ33nmnqKio0LQ5duyYmDZtmoiIiBA9evQQCxYs0Bx6QAghDhw4IMaPHy+MRqNITEwUWVlZXh+KQAgGJyKiYDV13VRNcLrpnZv83SXyIW/33zoheFhsX7JarTCZTLBYLBy2IyIKIlPemoLcn5zTRm689EZ8NOcjP/aIfMnb/Td/q46IiMgLnONEAIMTERGRV/itOgIYnIiIiLziesBLVpy6JgYnIiIiL/AnVwhgcCIiIvJKk6E6Vpy6JAYnIiIiL7DiRACDExERkVdYcSKAwYmIiMgrrhUm18ni1DUwOBEREXmBhyMggMGJiIjIKzwAJgEMTkRERF5hxYkABiciIiKvsOJEAIMTERGRV1hxIoDBiYiIyCusOBHA4EREROQVVpwIYHAiIiLyCitOBDA4EREReYUVJwIYnIiIiLzCihMBDE5ERERecf2JFVacuiYGJyIiIi/wR34JYHAiIiLySpOhOlacuiQGJyIiIi+4Vphch+6oa2BwIiIi8gInhxPA4EREROSREIKTwwkAgxMREZFH7oblWHHqmhiciIiIPHBXXRIQEEL4oTfkTwxOREREHjRXXeJwXdfD4ERERORBcwGJw3VdD4MTERGRB6w4kYzBiYiIyANWnEjG4EREROQBK04kY3AiIiLygBUnkjE4ERERecCKE8kYnIiIiDxgxYlkDE5EREQeNPeDvqw4dT0MTkRERB40O1THilOXw+BERETkQXOVpeYqURS8GJyIiIg84ORwkjE4ERERecDJ4SRjcCIiIvKAFSeSMTgRERF5wIoTyRiciIiIPGDFiWQMTkRERB6w4kQyBiciIiIPWHEiGYMTERGRB6w4kYzBiYiIyANWnEjG4EREROQBK04kY3AiIiLygBUnkjE4ERERecCKE8kYnIiIiDxQBySD3uBczopTl8PgRERE5IFd2JXzhhCD2+XUNTA4EREReaCuLGkqThyq63IYnIiIiDxQB6SwkDDncg7VdTkMTkRERB6oA5ImOLHi1OV0WHDKzs6GTqdDZmamskwIgaysLJjNZkRERGDChAk4ePCg5v/q6urw0EMPIS4uDlFRUZgxYwZOnjypaVNRUYGMjAyYTCaYTCZkZGSgsrJS0+b48eO46aabEBUVhbi4OCxcuBA2m03TpqioCOnp6YiIiEBSUhKWLFkCIYRPHwciIgo8rDiRrEOC0549e/Dqq69i2LBhmuXLly/HypUrsXr1auzZsweJiYmYPHkyqqqqlDaZmZnYtGkTcnJysHPnTpw/fx7Tp09HY6PzxTpnzhwUFhZiy5Yt2LJlCwoLC5GRkaFc39jYiGnTpqG6uho7d+5ETk4ONmzYgEceeURpY7VaMXnyZJjNZuzZswerVq3CihUrsHLlynZ8ZIiIKBCw4kQK0c6qqqrEpZdeKnJzc0V6erp4+OGHhRBC2O12kZiYKJYtW6a0ra2tFSaTSaxdu1YIIURlZaUwGAwiJydHaVNSUiL0er3YsmWLEEKIQ4cOCQBi9+7dSpu8vDwBQHz33XdCCCE+/vhjodfrRUlJidJm/fr1wmg0CovFIoQQYs2aNcJkMona2lqlTXZ2tjCbzcJut3u9vhaLRQBQbpeIiALfPwr+IZAFgSyIoWuGKuff2v+Wv7tGPuLt/rvdK04PPvggpk2bhuuuu06z/MiRIygrK8OUKVOUZUajEenp6di1axcAID8/H/X19Zo2ZrMZKSkpSpu8vDyYTCaMHDlSaTNq1CiYTCZNm5SUFJjNZqXN9ddfj7q6OuTn5ytt0tPTYTQaNW1OnTqFo0ePNrt+dXV1sFqtmhMREQUXVpxI1q7BKScnB/n5+cjOzm5yXVlZGQAgISFBszwhIUG5rqysDGFhYYiNjW2xTXx8fJPbj4+P17RxvZ/Y2FiEhYW12Ea+LLdxJzs7W5lbZTKZ0KdPn2bbEhFRYOIcJ5K1W3A6ceIEHn74Ybz99tsIDw9vtp1Op9NcFkI0WebKtY279r5oIxwTw1vqz5NPPgmLxaKcTpw40WLfiYgo8LDiRLJ2C075+fkoLy9HamoqQkNDERoaiu3bt+Oll15CaGhos9Wc8vJy5brExETYbDZUVFS02Ob06dNN7v/MmTOaNq73U1FRgfr6+hbblJeXA2haFVMzGo2IiYnRnIiIKLiw4kSydgtOkyZNQlFREQoLC5VTWloa7rzzThQWFmLgwIFITExEbm6u8j82mw3bt2/HmDFjAACpqakwGAyaNqWlpSguLlbajB49GhaLBd98843S5uuvv4bFYtG0KS4uRmlpqdJm69atMBqNSE1NVdrs2LFDc4iCrVu3wmw2o3///r5/gIiIKGCw4kSy0Pa64ejoaKSkpGiWRUVFoWfPnsryzMxMLF26FJdeeikuvfRSLF26FJGRkZgzZw4AwGQy4b777sMjjzyCnj17okePHnj00UcxdOhQZbL5ZZddhqlTp+L+++/HK6+8AgD4zW9+g+nTp2PQoEEAgClTpmDIkCHIyMjAc889h59//hmPPvoo7r//fqVCNGfOHPz5z3/GPffcg6eeegqHDx/G0qVL8cc//tHj0CEREQU3VpxI1m7ByRuLFy9GTU0N5s+fj4qKCowcORJbt25FdHS00ub5559HaGgoZs6ciZqaGkyaNAlvvvkmQkJClDZvv/02Fi5cqHz7bsaMGVi9erVyfUhICD766CPMnz8fY8eORUREBObMmYMVK1YobUwmE3Jzc/Hggw8iLS0NsbGxWLRoERYtWtQBjwQREXVmrDiRTCcED43tS1arFSaTCRaLhfOdiIiCRPaX2XjqP08BADKGZeCtA28BAFZMXoFHxjzS0r9SgPB2/83fqiMiIvJAXXEy6A1ul1PXwOBERETkQbNznDhU1+UwOBEREXlgF3blvCGEFaeujMGJiIjIA04OJxmDExERkQc8HAHJGJyIiIg8YMWJZAxOREREHrDiRDIGJyIiIg9YcSIZgxMREZEHrDiRjMGJiIjIA1acSMbgRERE5AErTiRjcCIiIvKAFSeSMTgRERF50GxwYsWpy2FwIiIi8qC5oTr1T7FQ18DgRERE5AErTiRjcCIiIvJAXXEy6A1ul1PXwOBERETkAStOJGNwIiIi8qDZwxGw4tTlMDgRERF5oJ4EbghRDdWx4tTlMDgRERF5wOM4kYzBiYiIyAMeOZxkDE5EREQesOJEMgYnIiIiD1hxIhmDExERkQesOJGMwYmIiMgDVpxIxuBERETkAStOJGNwIiIi8qDZn1xhxanLYXAiIiLyQA5Iep0eIfoQ53JWnLocBiciIiIP5IAUoguBXufcdaqPKE5dA4MTERGRB3LFSa42hehCNMsDhV3Ycab6jL+7EdAYnIiIiDxQV5wAZ4AKpKE6IQTGvD4GiX9NRE5xjr+7E7AYnIiIiDxwrTjJw3WBVHE6ZjmGr0u+hl3YseHbDf7uTsBicCIiIvKgScVJF3gVp5r6GrfnqXUYnIiIiDxoMsdJH3hznGobat2ep9ZhcCIiIvJA/vZcQFecGpxVJgantmNwIiIi8kAOSPLcpkCvOKlDFLUOgxMREZEHzR6OIJAqTvWsOPkCgxMREZEHzR6OIEArTgxObcfgRERE5EEwVJwYnHyDwYmIiMiDYKg4qec18XAEbcfgRERE5AErTiRjcCIiIvIgGCpOrsFJCOHH3gQuBiciIiIPmqs4ycd3CgTq4TkBAVujzY+9CVwMTkRERB4Ew4/8ug7PcbiubRiciIiIPGh2jlMADdW5HvSSwaltGJyIiIhaIIRo+pMrrDh1WQxORERELVDPY5IDk/zTK4FUcXINSvzZlbZhcCIiImqBOhy5/sivXdgD5ttpHKrzDQYnIiKiFqiH45Q5To6/QOB8s45Ddb7B4ERERNSClipOrtd3Zq5HC2dwahsGJyIioha4m+OkrjgFygTxJnOc+LMrbcLgRERE1AJ1MJInhQdixYlDdb7B4ERERNQCt0N1AVhx4uRw32BwIiIiaoHbyeFBUHHi4Qjapl2DU3Z2Nq666ipER0cjPj4et9xyC77//ntNGyEEsrKyYDabERERgQkTJuDgwYOaNnV1dXjooYcQFxeHqKgozJgxAydPntS0qaioQEZGBkwmE0wmEzIyMlBZWalpc/z4cdx0002IiopCXFwcFi5cCJtN+1s9RUVFSE9PR0REBJKSkrBkyZKA+aopERH5XtBUnDg53CfaNTht374dDz74IHbv3o3c3Fw0NDRgypQpqK6uVtosX74cK1euxOrVq7Fnzx4kJiZi8uTJqKqqUtpkZmZi06ZNyMnJwc6dO3H+/HlMnz4djY3OF+ucOXNQWFiILVu2YMuWLSgsLERGRoZyfWNjI6ZNm4bq6mrs3LkTOTk52LBhAx555BGljdVqxeTJk2E2m7Fnzx6sWrUKK1aswMqVK9vzYSIiok4sWCtODE5tJDpQeXm5ACC2b98uhBDCbreLxMREsWzZMqVNbW2tMJlMYu3atUIIISorK4XBYBA5OTlKm5KSEqHX68WWLVuEEEIcOnRIABC7d+9W2uTl5QkA4rvvvhNCCPHxxx8LvV4vSkpKlDbr168XRqNRWCwWIYQQa9asESaTSdTW1iptsrOzhdlsFna73at1tFgsAoBym0REFNiOVBwRyIJAFsQd790hhBDi1ndvVZaVWEs83ELnEL00WukzsiCe3fGsv7vUqXi7/+7QOU4WiwUA0KNHDwDAkSNHUFZWhilTpihtjEYj0tPTsWvXLgBAfn4+6uvrNW3MZjNSUlKUNnl5eTCZTBg5cqTSZtSoUTCZTJo2KSkpMJvNSpvrr78edXV1yM/PV9qkp6fDaDRq2pw6dQpHjx51u051dXWwWq2aExERBQ+PFadAGapzmdPEwxG0TYcFJyEEFi1ahHHjxiElJQUAUFZWBgBISEjQtE1ISFCuKysrQ1hYGGJjY1tsEx8f3+Q+4+PjNW1c7yc2NhZhYWEttpEvy21cZWdnK/OqTCYT+vTp4+GRICKiQOJxjlMADNU12BvQYG/QLONQXdt0WHBasGABDhw4gPXr1ze5TqfTaS4LIZosc+Xaxl17X7QRjonhzfXnySefhMViUU4nTpxosd9ERBRYgqHi5C4kMTi1TYcEp4ceeggffPABPv/8cyQnJyvLExMTATSt5pSXlyuVnsTERNhsNlRUVLTY5vTp003u98yZM5o2rvdTUVGB+vr6FtuUl5cDaFoVkxmNRsTExGhOREQUPIKh4uQuJPFwBG3TrsFJCIEFCxZg48aN+M9//oMBAwZorh8wYAASExORm5urLLPZbNi+fTvGjBkDAEhNTYXBYNC0KS0tRXFxsdJm9OjRsFgs+Oabb5Q2X3/9NSwWi6ZNcXExSktLlTZbt26F0WhEamqq0mbHjh2aQxRs3boVZrMZ/fv399GjQtQx6hvr/d0FoqCgqTg5gpN8BHHX6zsrVpx8p12D04MPPoh169bhnXfeQXR0NMrKylBWVoaaGinl6nQ6ZGZmYunSpdi0aROKi4txzz33IDIyEnPmzAEAmEwm3HfffXjkkUfw2WefYd++fbjrrrswdOhQXHfddQCAyy67DFOnTsX999+P3bt3Y/fu3bj//vsxffp0DBo0CAAwZcoUDBkyBBkZGdi3bx8+++wzPProo7j//vuVKtGcOXNgNBpxzz33oLi4GJs2bcLSpUuxaNEij0OHRJ3JMzueQXR2NJbtXObvrhAFPE3FKUAPR+BuIjiDU9u0a3B6+eWXYbFYMGHCBPTu3Vs5vfvuu0qbxYsXIzMzE/Pnz0daWhpKSkqwdetWREdHK22ef/553HLLLZg5cybGjh2LyMhIbN68GSEhzhfu22+/jaFDh2LKlCmYMmUKhg0bhrfeeku5PiQkBB999BHCw8MxduxYzJw5E7fccgtWrFihtDGZTMjNzcXJkyeRlpaG+fPnY9GiRVi0aFF7PkxEPrdmzxrUNdZhzZ41/u4KUcBzV3HiHKeuK7Q9b1x4ccRtnU6HrKwsZGVlNdsmPDwcq1atwqpVq5pt06NHD6xbt67F++rbty8+/PDDFtsMHToUO3bsaLENUWdXWVsJALDUWfzbEaIg4LbixDlOXRZ/q44oyDTYG5QN4nnbef5kENFFCoaKk7uQxIpT2zA4EQWZ87bzynm7sONC/QU/9oYo8NmFXTkfTBUnBqe2YXAiCjJVdVXay7aqZloSkTfcHo4g0CpObiaH88jhbcPgRBRkXIOSa5AiotZRByP5MASsOHVdDE5EQcY1KKmH7oio9TwejiAAKk4MTr7D4EQUZJpUnDhUR3RR3E4OD7CKEyeH+w6DE1GQaTLHiUN1RBfFU8VJPXm8s+LhCHyHwYkoyLDiRORbHitOATBU19yRw3m4ktZjcCIKMqw4EflWMPzkSnPDcrZGm9vl1DwGJ6Igw4oTkW8FQ8VJHZwiQiPcLifvMDgRBRlWnIh8KxgqTur5TLERsW6Xk3cYnIiCjGuFiYcjILo47ipO8vGcXK/vrNSVpe7h3d0uJ+8wOBEFGQ7VEflWMPzIr6biFO6sODE4tR6DE1GQ4U+uEPlWMPzIb3MVJ/7sSusxOBEFGf7kCpFvBUPFSR2c1HOcWHFqPQYnoiBjrbNqLrPiRHRxgqHipK4scaju4jA4EQUZfquOyLeCreLEyeEXh8GJKMhwcjiRbwVFxckxOTxEF4JuYd2aLCfvMTgRBRlWnIh8S/1bdIFecYowRPAAmBeJwYkoiAgheBwnIh9TByP5+E2BVnGSA1J4aDjCQ8ObLCfvMTgRBZG6xjo02Bs0y87bzvOHPIkugqefXFFXpDoreXJ4RGiEJjjxcAStx+BEFETcDcsJCFTXV/uhN0TBIRh+ckVdcYowcKjuYjA4EQWR5iaCc54TUdsF04/8cqju4jE4EQWR5gISv1lH1HaBXnESQijfnoswRDA4XSQGJ6IgwooTke8FesXJ1mhTzrtWnHg4gtZjcCIKIq2pOP1w7gc899VzOGE50d7dIgpogV5xUoejiFAejuBihfq7A0TkO+qA1D28OyprKwG4PyTB7e/djgOnD+Dzo5/j4zs/7qguEgUcdxUn+bAErtd3RupwxDlOF48VJ6Igoq44maPNbpcDUun+wOkDAICC0oKO6RxRgAr0n1xhcPItBieiIKKuOPXu1tvtcgA4ff60cv7MhTOd/hMzkT8F+k+uqI/V5Do5nHOcWo/BiSiIeFtxKj1fqpy3CzvKq8vbv3NEASqoKk4hPI7TxWJwIgoi6sqSJji5VJzKzpe1eJmInAK+4tTQfMWJwan1GJyIgojXFaeqUs1lBiei5gVVxSk0HMYQo3KZP7nSegxOREHE24qTeqjO3WUicgr0ipNrcArRh8CgNzS5jrzD4EQURJqbHO56OAJWnIi8F+gVJ83kcMcxnOR5TgxOrcfgRBREmh2q81BxYnAiap5d2JXz7ipO6us7I9eKk/ovg1PrMTgRBRE5IOmgQ0K3BOfyFr5V5+4yETmpK0rygS8D6SdXXCeHA87gxMMRtB6DE1EQkQNSt7BuiAiNUD4VN6k4caiOyGuaOU4B+JMr7ipO8pAdK06tx+BEFETkgBRtjIZOp0O0MVparqo42YUdp6tPa/7PNUgRkZNmjpO7H/kNwODEobq2Y3AiCiJyQIoOi9b8VVeczl44iwZ7g+b/WHEiap7HilNnH6pzMzlcHZyEEH7pV6BicCIKEkII5dtzcqXJXcXJXXWpur7a7Q8BE1FwV5wAoK6xrsP7FMgYnIiCRHV9NQSkT46uFafq+mrlmz/NVZc4XEfkXqBXnNTBSZ4czp9daTsGJ6Igoa4qyZWmbmHdlGXVtmoA2m/QyWV7gMN1RM1xV3GSv13nen1npP7mnLuKE4NT6zA4EQUJ9TwmpeLkCFDq69WVpeGJw5XzDE7UFRWXF+Ohjx/C7pO7m23jtuIUQIcj8DRU19E/uyKEaDLPMpAwOBEFCU3FyWWoTn29uuI0InGEcr65Yzlx4igFs19/8Gus3rMaM9+b2exr3e0cpwA6HIHmOE4uk8OBjq04nbedxxWvXIGEFQk4cPpAh92vLzE4BThrnRWnqk75uxvUCWgqTkY3wcnWcnByV3F6+rOnEfdcHN7a/9ZF9a24vBgr81YipzgHhWWFuFB/4aJuj8gXztvOY8+pPQCAE9YT+KniJ7ftgrHipB6m78jgtPn7zThw+gB+rvkZa/eu7bD79aVQf3eA2u70+dMYsmYIKmoq8J+7/4MJ/Sf4u0vkR24rTkY3FSfVUN2I3s0Hp8raSmTvzIaAwMrdK5ExPKNN/aqpr8F1/7pOc+yoiNAIvPWrt3DbkNvadJtEvlBQWqD5uZTdJ3fjFz1+0aRdoFec3E0O91fF6asTXynnWxoe7cxYcQpgG7/diJ9rfoaAwN8L/u7v7pCftbbi1D28O/p3769c7zpUl3ciT/mW3nHL8Tb3a/fJ3U0OuFnTUIPlu5a3+TaJfGFPyR7N5eZ25IFecVLPYXI3x+lC/QVkbMpA/xf6Y9eJXe3aF/XtHzh9QPnSSiBhcApg245sU85/duQzzkXp4jxVnM7bzkMIoVScenfrjR4RPRCqlwrPrhWnncd3Kud/rvm5zRNIvzz+pXL+jsvvQFJ0EgBg76m9qKipaNNtEvmCPEwnyzuZ57ZdMFWcjCFGANrgtP3Ydqw7sA7HLMfw+//8vt36cd52HvtP71cuN4pG5Jfmt9v9tRcGpwDVaG/E50c+Vy6XnS/DoTOH/Ngj8jePFae6KljrrMpE0d7RvaHX6ZHYLRFA0+CkDjwA2jyXTn072ZOyMfPymQCkn3754ugXbbpNIl/4puQbzeX9p/e7nX+nrii5+5Ff9XBfZyS/58NDw6HT6QBo5zht/mGzcv6Lo1+02zHdvin5psljlXfCfVjtzBicAtS+sn2oqNV+Wt/207ZmWlNX4K7ipD6OU5WtSjMc17tbbwBQglN5dbmyg6hrqGuyUzlpPdnqPtU31iul+eSYZPTv3h/XDbxOub61r9n6xvqALO1T53P2wlkcqTyiWdZgb0BBaUGTtnJFSa/TK8EjEA+Aqa4yqc8XlhUq5wUE3jv0Xrv0w90w4O6SwJvnxOAUoD776bMmy9RDd9T1uK04uUwOV3+SdA1OdmHHmQtnAEjDaK4/w1BSVdLqPu0r26d8gh/fdzx0Oh2u6XeNMjzYmtdsTX0Nxv5jLEzLTPj3oX+3ui9Eaur5TXGRccp5d/Oc5CqJOiwF0gEwPQUnVznFOe3SD/XEcIPeAMAxlzLAppkwOAUo9Q4n0hAJQCqx1jfW+6tL5Gcej+Nkq9IMx/WOloKTHKAA53Cden6TrMTqPjg12BuarUZ9ecw5TDe+73gAUhVsdPJoAMAP537weuL53wv+jj2n9qBRNOJ3n/4OtkabV/9H5I56ftMDqQ8o590FJ7mipB6e0+l0Snjq7BUneX6ienhO/ZMrrvJO5uFo5VGf9sEu7MqwXHxUPK4dcC0A4HT1aRyzHPPpfbU3Ho6gEzt+/DjOnj0LACgtLUVlZaV0/kwpvrB8AQCI1cUiuSEZRSjCedt5zF86HykxKQCAqqoqREdHd6rzIkpgQ80GhDWEYWbMTBh0hk7Tt0A/n9eQB0ijCPjH2n+gV2gvlAlnUMoryMNPhc7j1BTuLMQznz2DY6HOjdbL617GEMMQ/KPyH3D14Y4PUfd5neY+u3XrhtXnV+PHxh+RakjF7MjZqDlfo7T5e6Xz256HthzCi7teBAAYLAZleeaLmUg3pbe4fhXWCrwoXlT+56T1JOb+dS5SbCmIjo7GiYYTOFZ9DKNjRiNEF9JpnhOe77zn3z3/LhSFgBFG1KEO277bhmeeeUbTvrShFNABjQ2NyMrKQmioY9dpB6ADSk+X4sUXX2xTX6K6RWFz7WYU1BVgRuQMpIal+nxdrResAIAL1gtKP380/ghXSUhCCaQPSA+89ABuNN3osz6UNpbCUmcBACTYElD/k/ND/uKXFmOsaaxXtxMXJ1UHu3fvjt69pQ99cXFx6Nu3b5P1aS86EWg1sg6wZs0aPPfccygtLcXll1+OF154AePHj/fqf61WK0wmEywWC2JiYtrch+PHj2PQoEGorXVzfI0BAO52nN8H4BiAWxyXPwewvc132770kPrdz3F5N4At/utO0JkD4JeO88sBXADQHUCmY1kxAAuAsY7LbwI4CiANwHTHsvcB7AewGEAEgEYA8ofsQwD+n8t99gPwv6rL/3W0sUEKcY8BiHT05TkA8tamD4D7HOcPANjoYd2uBDDDZdnPAFYD6A/gTkc/vbkt8iwWQDWk51Gmh/T6+hlAuY/upweA0ZBehwd9dJveehRAN0ivzeUA5gIY6LhuJQCrqu2DAHoBqAOQrVr+NAADgDIAbT2W4w0ARjrONwB4DcDp5pu3yR8gvT9OAXjVseyXkLYZMjuAvwP4jeNyKYBXfNgH9Xt4K6R1zHBcvsh9QXh4OL7//vuLDk/e7r85VOfi3XffRWZmJp5++mns27cP48ePxw033IDjx9t+HJu2OHv2rPvQBEjBSfYTAPX8xoHovCbAGZoAYBSAS/3TlTbTQdrYh/m7I24YVedtLn8Bqc/RqsvnXf7CcX0vSKEJANQfSt1tR0a4XL4E0g4oEkCc4y8AHIczNAFACaSdEOD5NasHME51+Zzjbw8A1wCYCWe4GwbpdUVtNwbAQkjB4nLHsghIz+ssAPMAXO2D++kP4H4AVwH4H0hh2pd0kALJ/XAGE5kJUmgCpDABAOrR5mQ3twVI4UJNuFzfWpNc+hYK4DZIYcxX9HC+P9Q/D+f6U3GnHCd5RL43gJ4+7If6+T2huh/X69qgtrZWGZ3pCByqc7Fy5Urcd999+PWvfw0AeOGFF/Dpp5/i5ZdfRnZ2tof/7iDqHc0RSDu+s5B2VMmQdpCdbfrHQADuina3AHgZ2p13ezMCSIX0GB2D9Ng1V3c1QAoTPQAMAnAZpA2uDVJ1Yw+a/3QYBSDB8b9VkD6VWlrRzwRHP89BCshnIIWXfgDiIX3yP+b4qwcgz/VshHOjqJ7fHQbtO16eEqV+7LsBUH9oOwLA7FiuDl2A9DjKO9ZaSI9hBKTX4P0AflC1df3cYYdUZRjkuO14aKsYcQCSAFQ6ruvhWP4jgJ1wVlwnoKkpkB7ro26ucycM0o6lPX7nVOe4fR2kx8idCEjPq9HRTg/p9WWF9Nx05JjA5ZAeP0Dq9+2QPqgNhPM50AO4EdJztAXaMKFzLNdBer0KSO+hQZBCdR2kSoYBwFQ4d+g6ADdDqtr44rdfe0Latsg75CRIFbRi1WWZvAN3DU7qo7vIJQbX58Lucj0gvQ+7Q3pdC0ebBkjvU/kLoUmQ3ttXqv7PAinQxUN6Dj5yv2qtFqI6r35sXafDyqP4xXA+PncA+ALAt9CuewSk10OE43bqIb1W1VU6V/Jz0QDpNdAA6TXSC0AipG2Tt8+9/Hj76SgQDE4qNpsN+fn5eOKJJzTLp0yZgl273B9Nta6uDnV1zr2T1drSK8cHkiHtyABphy3v9I5A2mCFQPqk2AjpRdXcSX5Dn4X0BtV+gUoif2JLhHNnLG8UujvOyxv6ekg74ipIOyz1IYCiANwK56eyXEg750GO6+6Gc+dvdCyLhPTmeg/OHdoAAL9ynC+BtKE7DO0OdxiAayFttOQ+/xfAJ451NEIqD6s/UdZA2qkZHCe5nzo0/8kvDNIQVxqAAgAfqK4bCGknYHLzfzWOPoU4TvLzUA9pg/W54/q+kIaf1FWkWjjDEVyWh8G5MVGH5kY4h9t6q9atHs7nXB2c4qH9lHkc0mMqBycdnBvQFDgfnwMA9gK4C1IIiIX2k7S7uZ8/QXoNAFLlUX4e+0J6jtw99jsct3UC2k+pZZDeA6MhPQ4zIb0O7XCGSvmxPAtpg60H8AvH7eghvZ8OA6iA9Jrv7VhvneNU43g8jkB6jgZCek3KlTihOgHSYy6/R+DoSw2kx16+zXC0XL20Q9qhnoUUoO2O+4uB9J75GM7nOwHSkGs1pOFSeafSHVIAsgDYAOn14E4fON9fammq8+rX4NWQdnpbID12sZCGYgao2pZBehzVr2NX9ZCe6zhIQfgzAFc47jcSztf19wC2wbm+Vzr6cAzAfyC9nnWQXgPXounrZwak11g5nNtQwH1wuhzSY/4DpNejXDltruIUBaka1x/u36OyC47+d3dZ/hGk19UDjn5fBel5zIfzA47atZDWX952WCEFHHcDI+rHoaWKkzo4TYD0nMVDei9ZHP0OgRSWmptXfg7Sh5sfHH/lxycW0vMLOEMTID3mvRy3ex+kbYzRcX29y1+d6r7DIU0rKGymH+2MwUnl7NmzaGxsREJCgmZ5QkICysqa/gAqAGRnZ+PPf/5z+3euJ6Sy7hDVMvXvUf4I6c0GtG4YyQzpzexufPlSSJ8KvREK6QUdD2lndBrOisMIOMvihwHsgjQ367dwDg31cnObAyHtQP/puN3ZcK5bDKTqz2QARZCqEKOgHTqSNxhXQPoE9R6kT8quZfiWNgSu6iHttOXKHiBtwHLhDHjj4T40yffVnLGQHruvIc17cH0em9sguy4/43K5FtKGXb3zUle+1MFJPQxsg7SRs0La+ekhPY/yhlz9WO+DtEP6O6QdiHrHJN+OK/Xr91rH7Z6FFBjdhaZjcAawHY52cPzfO46/vSBVNiKhfa+oJTWzPMFxak6M4/qrWmjTEj2k56G1/xPrOLkOa/eF9Kl/HaT30VzV7feH8/EdCmmdkyBVDorc3I8J0vMm7xEKIA3b3ABnxaIUwHpI78ubHMsHQHof/+C4T/VrNtyxrCXfQArcv3Hc9xjHerp7Hq523PcHkEK5XO1MBDAYUnBIhfb9fQ7Sa2qQo293QNpWXqFqIw/VXYCzcm9C0zl1QNMPmHIwiHT0wZNIOEMYIAWCXEiVa0D6gCff7wRIQ9E/Qdo+yyNRPQCku9xuHKTXw/+DttILaLet6qqnOjjZIG3XAOl99Bakbb/8WDa3PXPV03G6GlKI+wjSdmemqo36Q9RJOLcjvVXLDfC8TfZ2m90OGJzckA9wJhNCNFkme/LJJ7Fo0SLlstVqRZ8+Ph6sHwngemjLwWch7WBl3zsu94ezCuTpJD/7V0GanFfpcr+90bxqSBsauXplhLTxlm+zP5xvYPXQzxZH+wuQPv3OQdOAUANpoxwGaQd8N7TzitQTlgFpxzDU5TbOQHocYhz/1wvAfNX1FwDkwblD0cH5ycbxTRmlL3IlTa5w2Rzr+z9w7sxi4AxO3R1/6yHtFM5B2vAkwrkRkyuCcuXBBOmxS4RUrZL9F9KG/heO685BqqScctyWPGxXDen5O+e4T7V8SGFO57jPKkiVLVmD4/9c5zMcdrRXF1Gj4Qwo8ka1DM5gZAXwD8c6yM/JMbgvqZ+BNCH4cse63wrpsZWf5yOQArj8SfUTl77tgPTcbVX1cQOAe+B+x6t+vNXOQtohmt1cd17V925oOivUDulxF9BWKnWQnuNaSK8L9aflUDh3uHWQQqzV0U6uWBkhvaZMkF77zVVs5OpcDLShLKKZ85fBfXC6WvX/PwH40LFuZZB24D/DWe0phFSVuxXOHeovnTeFSkivhz6QHrNaSMNe8v2aIb1+jkEK3ID0hZZJkB5f9XNXDelxjICzKnWvm/6boH3fCEjv788d5++Dc86O+nWurtrDsd7T4P6D3HlI1TC1GmiD0HlIHyDk51TAWUmPc9xuFKR1L4IUZNVhpgDS+svVWj2kDwIzIL2vAO0HghrV7YdCCoYboZ1on6I6f1h1Xh0Cj0FbiTwJ6UPQLyBtO8xwjlbYIL0efnasr1ypj4f0nMvb5r6QKmhCtawC0r5G9h2k511+DM9Des5DHSeD6q9wrK98anqA9w7D4KQSFxeHkJCQJtWl8vLyJlUomdFohNHYUh3aB0rg3GBXQfpktQ/anZGAdsfijYmQPtGEOM67fhspVnX+XUgbAhukDaO7w0VFQvo2FqAdRpF3sNVwTuwFpACwHNInUzmA2SC9gXtB2gFGQVu9+BHSp95YSBuUcdDuMGyQNn4HHJd7QKpUuX7qWgfnJ822qIP0vKiD02lIO0h5LtDPAD718vbiIQWxeNWy7yF9gmyEtBNw9T2kSpsn/wHwFZyPrzv/hvQp3A7p8bHCOcdDPVQQA+lxU1ebXA+03AApwByFVJFo6VueGyBtAF2rpccgVZFaOizZf9wsq4E0Zy4Kzg8IAtI62SBt8XpCej3oHfcjV98iIe0oIiA9l2VoOkesL6SwGur436Nofu6SL3Vz9FsH6bmJgDQsGgH3E2sNzZy/BO7nkqg/JG2Cc9tyEtJ7xdUxAKsgDaddA+eObw+kCor8OusG6TlR75S1B+uWfAUpEMj9KIP0Ieuo43IPSMON6n7WOO7rckjPm+wsgP+Ds4ICSO+j38AZIuUAqP1VIen+/gZpm3OF4+9pSMNX7j4AbIEUOssgvR9LcPFz0j6B9H6/AtL7IgrS664XpA8bl6vavgLp9fArSB9UQiBNLrdDCmV6Vft6Rx9lVkgfsgZA2qe48yO0XxDxxAjpNTYR0utV/UHjR0jbGfVcwmoAL0LanlfA/ZSRTojBSSUsLAypqanIzc3Fr37lHOzPzc3FzTff3MJ/trOTkN7k5yCldV8d4/IrOOcRDIU0hKbOjOrg9CM8Tzi/AGflojekN3F3ODeq7o6R2AD3E8PPQCoX3w3nxu44gBw4JxWegVRNGQ1p43UO0gZTHc5+hvTJ6XZIb2gbpB3yxYQmmboSI89ziYTzXdWa6W7lkL4mPBnSBvMgpDJ3c/NRWsvTBqkU7ofTgKbrqYM07wmQngt3FQxAem7yPdyvHdJ6noNUVdVB2vl4Ck2eNPerLA2QdoTuJvRfQPPrAkivnf86Th3tPJq+T/4FaXhOfn+oK7HNBacwSCFDvQMFnFWe83A/p8adBkjbo32QKllnoP2mlHx73rADeBvSe7kc0gcfdQD5GcDrkN4faZBC0fuQPsQVQAryIyAFnx1oGgwrIG1PRkN6nReg5cArf8PMk8PQVnF8pRJSmKmBNFwKSOu3F87wWALnKMFGSK/PVDgn7/8XUsiXt7/fo+k2/EMf97sO0rbrO0jDrtdAev3tglSxdFd5roN2vxMAGJxcLFq0CBkZGUhLS8Po0aPx6quv4vjx45g3b16H9iMuLg7h4eHOQxK83w53UgdpIzMV0g5rEqSNl0wOTufh/bf0TkAKTqGQ3uBxLte1Rhmkjd0NkDYQH6LpztQGqaLRUlWjDtJ69YW0g/bVN/jcBafoZq73RgOkT5utrRy2N9ehung456z9F775NtpuSMG4N6Tw0tm+FdoZlUIKTzdBeg6+h7TDBJoPToA0F0cdnLrBWbVty/GD6uCbSbrnIVWQmiO/P7ai6QeKfXAO+zXnFKQKZyA5ACkshgIYDu37Qj0cJwBshvRcDoL0Ph0F7fa3GB2nEVI1bw+kEYXK9r278PBw5cCYHYEHwHRjzZo1WL58OUpLS5GSkoLnn38e11xzjVf/66sDYALNHzn87NmzPjuybIW1Ai+Jl1AhpB8MXthtIQaGDsTP1p+xxL4EAJCMZDza/VGvbvOruq/wXo30A5E3h9+MkroS7BXSpJt79fdiWMywi+5zZzlfFVmF5VXLAQBXh12NOZFzsMe6B2/bpfR5re5a3Gy6ucP609DQoBzR2N35tt72j9Yfscq+CgAwXDccl4Rfgg010h7olvBbMCF8Qqd5Trry+ZPhJ/FKtXTEwqnhUzE1fCqqqqqwXrcehxqc362P0kXhMd1j6B7THQBQYC3Av+z/AgCM1Y3F7abb/b4une18e723vDn/uuV1FAmpFBqKUDQ4ymmL9IvQN6avpv3pxtNYVrUMAgJGGCEgYIMN4QjH4/rHERsT6/fH8mLPt+eRw73df7Pi5Mb8+fMxf/58zw3bWd++fTvkMPLJBcm4f/P9AIDY1Fg8POFhfH/2eyz5mxScxqeMx8O3PezVbU08PRHvrZWCU8iAENSeqwXKpR/HfOnxlxAV1tqvFXVeP9f8jOXLpeBkSjbh4YyH8fKel/H2x1JwunP6nbjvyvtauomAYK2zYtUyKTj16NcD+ki9Mv/pD3P/gCt7X9nCf1NH2XFsB155UwpOw64chocnS+/Zz/75GQ4ddQanalGN9LnpmNB/AgDgua+ek4ZRAPzm5t9g7vC5HdpvalnKTym47q3rAEAJTVcnXY2//vqvbtuf3XwWrxW8hjrV+PzsK2Yj6+asdu9rV8EjhxOu6eesphWXS/Xcnyqc3xUfGOv94ciH9Bqi/LDs9qPbcbBcqicPTxweVKEJAGLDY5UfzSypKtH8BYCkmOa+9x5YYowx6BYmjc2VVJXgy+PSjNrosGgMTxjuz66Rivxj3wBwof6C2/OyTd9uUs4fKD+gnB+WMKxJW/KvawdciwHdB2iWzRwys5nWQNaELM2P+QLA7JTZ7dK3rorBifCL2F8gPFQ6GJC74OT6pm1JiD4Eo5Kl37w4V3MOwjHDc3TyaF91t9PQ6XRIjpG+MnjSelLzF4ByXTBIipZC4OFzh1F2XprJObbvWM2vxZN/eQpOBr0BBr004en979+HPEvjwGkpOIXoQnBZ3GUd1V3ykl6nx70jtMdg+J8h/9Nse3O0Gb8b9TvlcnxUPK4dcG279a8rYnAihOhDMKSXdHCQwz8fRm1DbZsrToD7kBSMwQlwVpWsdVZY66xBG5zkdRGqrzpd09e7eX/UMTTBqaFpcOoe3h0TB0wEABy3HMfeU3tha7Th2zPfAgAGxw2GMbSdD61CbXLPFfcgRCd9SBmVPAr9uvdrsf3isYuVD7wPj3wYoXrOyvElPpoEAEiJT0FBaQHswo7vzn6HI5XOg620NjiN6TOmybLRfYIzOKnDUYm1RAlOUYYomIzeHm6383M37Di+33g/9ISa46niFGmIxP8M+R98+qN0cLG3i95GeGg46u3SV1U5TNd5JcckY92t67Dpu01YMmGJx/amcBP23L8HP1X8hDRzmsf21DqsOBEAIKWX8/CyxeXFSsUpVB/a6srJyOSR0KkOwRwfFd+q4b5AkhztfGxOWk8qwSkpJqnZo80HInmoTmYMMeIqc1t/e4Tag7fBKSxEOsro+uL1KCh1Hr2Uwalzm5UyC+/+z7sYFDfIc2MAPSN74qqkq4JqO9RZMDgRAKniJCs6XaQEp36mfq2ex9I9vLsy9AdIw3TB+uZVV2IOnTmE6nrpyIvBNEwHNF2fUcmjOKzTyagnBFfbnEcAVQen7uHdcdMvbwIAlFeX4/ndzyvtGJyIvMPgRAC0wWn7se2oskmHD27tMJ1MPVwXrPObAG2g+Lrka7fLg4FrxWl8Xw7TdTYh+hAYQ6QwK4el+sZ6NNilr7DLFam7ht2l/M/+0/uV8wxORN5hcCIA0o4+xigd8EsdANo6xHbbZbcBkIb6Zgxy9zPjwaHZ4BQdZMHJZY6T+hAW1HnI4UgOTuohO/m6Gy65AbHhsZr/iw2PbRKOicg9BicCIH21Xl11krW14nT9Jdcj77487HtgHy7rFbxfcVbvbNTfRAyWYzjJ1AExRBcStJP9A503wckYasTMy7XHARqWMCxoh9OJfI3BiRTqCeKytgYnQJoH4y6MBZP4qHi3X/UNtqG6+Kh4dA/vDkCa/C8fEJM6F2+CE6AdrgM4TEfUGgxOpBiaMLTJsgGxwfltOF8J0YfAHG1usjzYgpNep8c/b/knZqfMxt9u/Ju/u0PN8DY4je0zFv2791cuMzgReY/BiRS+HKrrStzNDQm24AQAMwbNwDu3vYMrEq/wd1eoGXI4qmusQ6O9sdngpNPpcO8VzqNRj+0ztuM6SRTgeABMUlze63LNZZPR1GQSKTXlGpIMegPiIuP81BvqytThqKahRjk8hut1APD4uMcRYYjAwNiBQT0PkcjXGJxI0SuqFxKiEnC6+jQAaZiOE0Y9cw1OSTFJ0OtYzKWO53oQzOYqTgAQFhKGR8c82mF9IwoW3LqThnq4jsN03nEdqgvGYToKDC0FpyhDlD+6RBR0GJxIQxOcujM4eaNJxYnHwyE/UYcjTxUnImobBifSGJE4Qjnv7W8idXWuwYkVJ/KX1gzVEVHbcI4TadyRcge2/LgFtkYbZqfM9nd3AoLrwS4ZnMhfGJyI2h+DE2mEh4Zj/W3r/d2NgOJ6HCcGJ/IXBiei9sehOqKLFBYShoSoBOUy5ziRv6jDUbWtmsGJqB0wOBH5gHq4jhUn8hdWnIjaH4MTkQ9c0/caANIhHNz9BAtRR2BwImp/nONE5ANLJy3FuL7jcHXS1QjRh/i7O9RFMTgRtT8GJyIfiDBE4LYht/m7G9TFMTgRtT8O1RERBQkGJ6L2x+BERBQkWgpOEYYIf3SJKOgwOBERBYnmglNYSBhC9ZyZQeQLDE5EREFCE5wanMGJw3REvsPgREQUJJqrODE4EfkOgxMRUZBgcCJqfwxORERBgsGJqP0xOBERBYmwkDDoddJm/bztPGoaagAwOBH5EoMTEVGQ0Ol0Skg6d+GcspzBich3GJyIiIKIHJLOXDjTZBkRXTwGJyKiICKHJB41nKh9MDgREQWRKEOUV8uIqG0YnIiIgoi76hIrTkS+w+BERBREGJyI2heDExFREGFwImpfDE5EREGEwYmofTE4EREFEQYnovbF4EREFEQYnIjaF4MTEVEQYXAial8MTkREQYTBiah9MTgREQURBiei9sXgREQURBiciNoXgxMRURBhcCJqXwxORERBhMGJqH0xOBERBREGJ6L2xeBERBREGJyI2heDExFREGFwImpfDE5EREHENSTpoIMxxOin3hAFHwYnIqIg4hqcIg2R0Ol0fuoNUfBhcCIiCiLughMR+U67BaejR4/ivvvuw4ABAxAREYFf/OIX+NOf/gSbzaZpd/z4cdx0002IiopCXFwcFi5c2KRNUVER0tPTERERgaSkJCxZsgRCCE2b7du3IzU1FeHh4Rg4cCDWrl3bpE8bNmzAkCFDYDQaMWTIEGzatKlJmzVr1mDAgAEIDw9HamoqvvzySx88GkREHYPBiah9tVtw+u6772C32/HKK6/g4MGDeP7557F27Vo89dRTSpvGxkZMmzYN1dXV2LlzJ3JycrBhwwY88sgjShur1YrJkyfDbDZjz549WLVqFVasWIGVK1cqbY4cOYIbb7wR48ePx759+/DUU09h4cKF2LBhg9ImLy8Pd9xxBzIyMrB//35kZGRg5syZ+Prrr5U27777LjIzM/H0009j3759GD9+PG644QYcP368vR4mIiKfYnAiameiAy1fvlwMGDBAufzxxx8LvV4vSkpKlGXr168XRqNRWCwWIYQQa9asESaTSdTW1iptsrOzhdlsFna7XQghxOLFi8XgwYM19/XAAw+IUaNGKZdnzpwppk6dqmlz/fXXi1mzZimXr776ajFv3jxNm8GDB4snnnjC63W0WCwCgNJ/IqKO1GhvFMiCckp7Nc3fXSIKCN7uvzt0jpPFYkGPHj2Uy3l5eUhJSYHZbFaWXX/99airq0N+fr7SJj09HUajUdPm1KlTOHr0qNJmypQpmvu6/vrrsXfvXtTX17fYZteuXQAAm82G/Pz8Jm2mTJmitHGnrq4OVqtVcyIi8he9To/w0HDlMitORL7VYcHpxx9/xKpVqzBv3jxlWVlZGRISEjTtYmNjERYWhrKysmbbyJc9tWloaMDZs2dbbCPfxtmzZ9HY2NhiG3eys7NhMpmUU58+fVp+IIiI2pk6LDE4EflWq4NTVlYWdDpdi6e9e/dq/ufUqVOYOnUqbr/9dvz617/WXOfua7JCCM1y1zbCMTHcF21cl3nTRu3JJ5+ExWJRTidOnGi2LRFRR2BwImo/oa39hwULFmDWrFkttunfv79y/tSpU7j22msxevRovPrqq5p2iYmJmsnZAFBRUYH6+nql8pOYmNik4lNeXg4AHtuEhoaiZ8+eLbaRbyMuLg4hISEttnHHaDRqhhGJiPyNwYmo/bS64hQXF4fBgwe3eAoPl8bXS0pKMGHCBFx55ZV44403oNdr72706NEoLi5GaWmpsmzr1q0wGo1ITU1V2uzYsUNziIKtW7fCbDYrAW306NHIzc3V3PbWrVuRlpYGg8HQYpsxY8YAAMLCwpCamtqkTW5urtKGiCgQaIJTKIMTkU+11+z0kpIScckll4iJEyeKkydPitLSUuUka2hoECkpKWLSpEmioKBAbNu2TSQnJ4sFCxYobSorK0VCQoKYPXu2KCoqEhs3bhQxMTFixYoVSpuffvpJREZGit/97nfi0KFD4vXXXxcGg0H8+9//Vtp89dVXIiQkRCxbtkx8++23YtmyZSI0NFTs3r1baZOTkyMMBoN4/fXXxaFDh0RmZqaIiooSR48e9Xq9+a06IvK3Ma+PUb5Vl/lJpr+7QxQQvN1/t1tweuONNwQAtye1Y8eOiWnTpomIiAjRo0cPsWDBAs2hB4QQ4sCBA2L8+PHCaDSKxMREkZWVpRyKQPbFF1+IESNGiLCwMNG/f3/x8ssvN+nTe++9JwYNGiQMBoMYPHiw2LBhQ5M2f/vb30S/fv1EWFiYuPLKK8X27dtbtd4MTkTkb9f96zolOD217Sl/d4coIHi7/9YJ4XIIbrooVqsVJpMJFosFMTEx/u4OEXVBN+fcjA++/wAA8My1z+Dpa572c4+IOj9v99/8rToioiDDyeFE7YfBiYgoyKgnhDM4EfkWgxMRUZBhxYmo/TA4EREFGQYnovbD4EREFGR6RfVye56ILl6rjxxORESd29zhc/HF0S+Q2C0R4/qO83d3iIIKgxMRUZCJj4rHh3M+9Hc3iIISh+qIiIiIvMTgREREROQlBiciIiIiLzE4EREREXmJwYmIiIjISwxORERERF5icCIiIiLyEoMTERERkZcYnIiIiIi8xOBERERE5CUGJyIiIiIvMTgREREReYnBiYiIiMhLof7uQLARQgAArFarn3tCRERE3pL32/J+vDkMTj5WVVUFAOjTp4+fe0JEREStVVVVBZPJ1Oz1OuEpWlGr2O12nDp1CtHR0dDpdD67XavVij59+uDEiROIiYnx2e12Vlzf4NWV1hXg+gazrrSuQPCvrxACVVVVMJvN0Oubn8nEipOP6fV6JCcnt9vtx8TEBOULtjlc3+DVldYV4PoGs660rkBwr29LlSYZJ4cTEREReYnBiYiIiMhLDE4Bwmg04k9/+hOMRqO/u9IhuL7BqyutK8D1DWZdaV2Brre+zeHkcCIiIiIvseJERERE5CUGJyIiIiIvMTgREREReYnBiYiIiMhLDE4BYs2aNRgwYADCw8ORmpqKL7/80t9dumjZ2dm46qqrEB0djfj4eNxyyy34/vvvNW2EEMjKyoLZbEZERAQmTJiAgwcP+qnHvpOdnQ2dTofMzExlWbCta0lJCe666y707NkTkZGRuOKKK5Cfn69cH0zr29DQgN///vcYMGAAIiIiMHDgQCxZsgR2u11pE8jru2PHDtx0000wm83Q6XR4//33Ndd7s251dXV46KGHEBcXh6ioKMyYMQMnT57swLXwXkvrW19fj8cffxxDhw5FVFQUzGYz5s6di1OnTmluI1DW19Nzq/bAAw9Ap9PhhRde0CwPlHX1FQanAPDuu+8iMzMTTz/9NPbt24fx48fjhhtuwPHjx/3dtYuyfft2PPjgg9i9ezdyc3PR0NCAKVOmoLq6WmmzfPlyrFy5EqtXr8aePXuQmJiIyZMnK78JGIj27NmDV199FcOGDdMsD6Z1raiowNixY2EwGPDJJ5/g0KFD+Otf/4ru3bsrbYJpff/yl79g7dq1WL16Nb799lssX74czz33HFatWqW0CeT1ra6uxvDhw7F69Wq313uzbpmZmdi0aRNycnKwc+dOnD9/HtOnT0djY2NHrYbXWlrfCxcuoKCgAH/4wx9QUFCAjRs34ocffsCMGTM07QJlfT09t7L3338fX3/9Ncxmc5PrAmVdfUZQp3f11VeLefPmaZYNHjxYPPHEE37qUfsoLy8XAMT27duFEELY7XaRmJgoli1bprSpra0VJpNJrF271l/dvChVVVXi0ksvFbm5uSI9PV08/PDDQojgW9fHH39cjBs3rtnrg219p02bJu69917NsltvvVXcddddQojgWl8AYtOmTcplb9atsrJSGAwGkZOTo7QpKSkRer1ebNmypcP63hau6+vON998IwCIY8eOCSECd32bW9eTJ0+KpKQkUVxcLPr16yeef/555bpAXdeLwYpTJ2ez2ZCfn48pU6Zolk+ZMgW7du3yU6/ah8ViAQD06NEDAHDkyBGUlZVp1t1oNCI9PT1g1/3BBx/EtGnTcN1112mWB9u6fvDBB0hLS8Ptt9+O+Ph4jBgxAq+99ppyfbCt77hx4/DZZ5/hhx9+AADs378fO3fuxI033ggg+NZXzZt1y8/PR319vaaN2WxGSkpKwK8/IG27dDqdUlENpvW12+3IyMjAY489hssvv7zJ9cG0rt7ij/x2cmfPnkVjYyMSEhI0yxMSElBWVuanXvmeEAKLFi3CuHHjkJKSAgDK+rlb92PHjnV4Hy9WTk4O8vPzsXfv3ibXBdu6/vTTT3j55ZexaNEiPPXUU/jmm2+wcOFCGI1GzJ07N+jW9/HHH4fFYsHgwYMREhKCxsZGPPvss5g9ezaA4Ht+1bxZt7KyMoSFhSE2NrZJm0DfjtXW1uKJJ57AnDlzlB++Dab1/ctf/oLQ0FAsXLjQ7fXBtK7eYnAKEDqdTnNZCNFkWSBbsGABDhw4gJ07dza5LhjW/cSJE3j44YexdetWhIeHN9suGNYVkD6lpqWlYenSpQCAESNG4ODBg3j55Zcxd+5cpV2wrO+7776LdevW4Z133sHll1+OwsJCZGZmwmw24+6771baBcv6utOWdQv09a+vr8esWbNgt9uxZs0aj+0DbX3z8/Px4osvoqCgoNX9DrR1bQ0O1XVycXFxCAkJaZLcy8vLm3zCC1QPPfQQPvjgA3z++edITk5WlicmJgJAUKx7fn4+ysvLkZqaitDQUISGhmL79u146aWXEBoaqqxPMKwrAPTu3RtDhgzRLLvsssuULzQE03MLAI899hieeOIJzJo1C0OHDkVGRgZ+97vfITs7G0Dwra+aN+uWmJgIm82GioqKZtsEmvr6esycORNHjhxBbm6uUm0Cgmd9v/zyS5SXl6Nv377KduvYsWN45JFH0L9/fwDBs66tweDUyYWFhSE1NRW5ubma5bm5uRgzZoyfeuUbQggsWLAAGzduxH/+8x8MGDBAc/2AAQOQmJioWXebzYbt27cH3LpPmjQJRUVFKCwsVE5paWm48847UVhYiIEDBwbNugLA2LFjmxxa4ocffkC/fv0ABNdzC0jftNLrtZvTkJAQ5XAEwba+at6sW2pqKgwGg6ZNaWkpiouLA3L95dB0+PBhbNu2DT179tRcHyzrm5GRgQMHDmi2W2azGY899hg+/fRTAMGzrq3ip0np1Ao5OTnCYDCI119/XRw6dEhkZmaKqKgocfToUX937aL89re/FSaTSXzxxReitLRUOV24cEFps2zZMmEymcTGjRtFUVGRmD17tujdu7ewWq1+7LlvqL9VJ0Rwres333wjQkNDxbPPPisOHz4s3n77bREZGSnWrVuntAmm9b377rtFUlKS+PDDD8WRI0fExo0bRVxcnFi8eLHSJpDXt6qqSuzbt0/s27dPABArV64U+/btU75F5s26zZs3TyQnJ4tt27aJgoICMXHiRDF8+HDR0NDgr9VqVkvrW19fL2bMmCGSk5NFYWGhZttVV1en3EagrK+n59aV67fqhAicdfUVBqcA8be//U3069dPhIWFiSuvvFL5yn4gA+D29MYbbyht7Ha7+NOf/iQSExOF0WgU11xzjSgqKvJfp33INTgF27pu3rxZpKSkCKPRKAYPHixeffVVzfXBtL5Wq1U8/PDDom/fviI8PFwMHDhQPP3005odaSCv7+eff+72vXr33XcLIbxbt5qaGrFgwQLRo0cPERERIaZPny6OHz/uh7XxrKX1PXLkSLPbrs8//1y5jUBZX0/PrSt3wSlQ1tVXdEII0RGVLSIiIqJAxzlORERERF5icCIiIiLyEoMTERERkZcYnIiIiIi8xOBERERE5CUGJyIiIiIvMTgREREReYnBiYiIiMhLDE5EREREXmJwIiIiIvISgxMRERGRlxiciIiIiLz0/wMP6CO8d1q0PQAAAABJRU5ErkJggg==\n"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#三次多项式\n",
+ "from sklearn.preprocessing import PolynomialFeatures\n",
+ "quadratic_featurizer = PolynomialFeatures(degree = 3)\n",
+ "x_train_quadratic = quadratic_featurizer.fit_transform(X_train)\n",
+ "X_test_quadratic = quadratic_featurizer.transform(X_test)\n",
+ "regressor_quadratic = LinearRegression()\n",
+ "regressor_quadratic.fit(x_train_quadratic, y_train)\n",
+ "\n",
+ "\n",
+ "plt.plot(range(len(y_test)),y_test,'ks')\n",
+ "plt.plot(range(len(X_test_quadratic)), regressor_quadratic.predict(X_test_quadratic), \"g-\",\n",
+ " label=\"$y = ax^3 + bx^2 + cx+d$\",linewidth=2)\n",
+ "plt.legend()\n",
+ "plt.show()"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "34.14299064390473\n"
+ ]
+ }
+ ],
+ "source": [
+ "#模型评估\n",
+ "from sklearn.metrics import mean_squared_error\n",
+ "print(mean_squared_error(y_test,y_pred))"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": "",
+ "image/png": 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\n"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "34.14299064390473\n"
+ ]
+ }
+ ],
+ "source": [
+ "#四次多项式\n",
+ "from sklearn.preprocessing import PolynomialFeatures\n",
+ "quadratic_featurizer = PolynomialFeatures(degree = 4)\n",
+ "x_train_quadratic = quadratic_featurizer.fit_transform(X_train)\n",
+ "X_test_quadratic = quadratic_featurizer.transform(X_test)\n",
+ "regressor_quadratic = LinearRegression()\n",
+ "regressor_quadratic.fit(x_train_quadratic, y_train)\n",
+ "\n",
+ "\n",
+ "plt.plot(range(len(y_test)),y_test,'ks')\n",
+ "plt.plot(range(len(X_test_quadratic)), regressor_quadratic.predict(X_test_quadratic), \"g-\",\n",
+ " label=\"$y = ax^4 + bx^3 + cx^2+dx+e$\",linewidth=2)\n",
+ "plt.legend()\n",
+ "plt.show()"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "34.14299064390473\n"
+ ]
+ }
+ ],
+ "source": [
+ "#模型评估\n",
+ "from sklearn.metrics import mean_squared_error\n",
+ "print(mean_squared_error(y_test,y_pred))"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": "",
+ "image/png": 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\n"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#五次多项式\n",
+ "from sklearn.preprocessing import PolynomialFeatures\n",
+ "quadratic_featurizer = PolynomialFeatures(degree = 5)\n",
+ "x_train_quadratic = quadratic_featurizer.fit_transform(X_train)\n",
+ "X_test_quadratic = quadratic_featurizer.transform(X_test)\n",
+ "regressor_quadratic = LinearRegression()\n",
+ "regressor_quadratic.fit(x_train_quadratic, y_train)\n",
+ "\n",
+ "\n",
+ "plt.plot(range(len(y_test)),y_test,'ks')\n",
+ "plt.plot(range(len(X_test_quadratic)), regressor_quadratic.predict(X_test_quadratic), \"g-\",\n",
+ " label=\"$y = ax^5 + bx^4 + cx^3+dx^2+ex+f$\",linewidth=2)\n",
+ "plt.legend()\n",
+ "plt.show()"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "34.14299064390473\n"
+ ]
+ }
+ ],
+ "source": [
+ "#模型评估\n",
+ "from sklearn.metrics import mean_squared_error\n",
+ "print(mean_squared_error(y_test,y_pred))"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "outputs": [],
+ "source": [
+ "#二次多项式拟合最优"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "outputs": [],
+ "source": [
+ "#股价预测"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": " Unnamed: 0 Open High Low Close Volume\n0 2015-08-03 09:30:00 1214500 1215800 1214500 1214900 1028608\n1 2015-08-03 09:30:01 1214600 1215000 1214600 1215000 1236\n2 2015-08-03 09:30:02 1215000 1215000 1214600 1215000 3314\n3 2015-08-03 09:30:03 1215000 1215000 1214500 1215000 6396\n4 2015-08-03 09:30:04 1214900 1215000 1214600 1214800 2226",
+ "text/html": "\n\n
\n \n \n | \n Unnamed: 0 | \n Open | \n High | \n Low | \n Close | \n Volume | \n
\n \n \n \n | 0 | \n 2015-08-03 09:30:00 | \n 1214500 | \n 1215800 | \n 1214500 | \n 1214900 | \n 1028608 | \n
\n \n | 1 | \n 2015-08-03 09:30:01 | \n 1214600 | \n 1215000 | \n 1214600 | \n 1215000 | \n 1236 | \n
\n \n | 2 | \n 2015-08-03 09:30:02 | \n 1215000 | \n 1215000 | \n 1214600 | \n 1215000 | \n 3314 | \n
\n \n | 3 | \n 2015-08-03 09:30:03 | \n 1215000 | \n 1215000 | \n 1214500 | \n 1215000 | \n 6396 | \n
\n \n | 4 | \n 2015-08-03 09:30:04 | \n 1214900 | \n 1215000 | \n 1214600 | \n 1214800 | \n 2226 | \n
\n \n
\n
"
+ },
+ "execution_count": 45,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "app=pd.read_csv('aapl-trading-hour.csv')\n",
+ "app.head()"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 20528 entries, 0 to 20527\n",
+ "Data columns (total 6 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 Unnamed: 0 20528 non-null object\n",
+ " 1 Open 20528 non-null int64 \n",
+ " 2 High 20528 non-null int64 \n",
+ " 3 Low 20528 non-null int64 \n",
+ " 4 Close 20528 non-null int64 \n",
+ " 5 Volume 20528 non-null int64 \n",
+ "dtypes: int64(5), object(1)\n",
+ "memory usage: 962.4+ KB\n"
+ ]
+ }
+ ],
+ "source": [
+ "app.info()"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": " Open High Low Close Volume\n0 1214500 1215800 1214500 1214900 1028608\n1 1214600 1215000 1214600 1215000 1236\n2 1215000 1215000 1214600 1215000 3314\n3 1215000 1215000 1214500 1215000 6396\n4 1214900 1215000 1214600 1214800 2226",
+ "text/html": "\n\n
\n \n \n | \n Open | \n High | \n Low | \n Close | \n Volume | \n
\n \n \n \n | 0 | \n 1214500 | \n 1215800 | \n 1214500 | \n 1214900 | \n 1028608 | \n
\n \n | 1 | \n 1214600 | \n 1215000 | \n 1214600 | \n 1215000 | \n 1236 | \n
\n \n | 2 | \n 1215000 | \n 1215000 | \n 1214600 | \n 1215000 | \n 3314 | \n
\n \n | 3 | \n 1215000 | \n 1215000 | \n 1214500 | \n 1215000 | \n 6396 | \n
\n \n | 4 | \n 1214900 | \n 1215000 | \n 1214600 | \n 1214800 | \n 2226 | \n
\n \n
\n
"
+ },
+ "execution_count": 29,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#去除时间项\n",
+ "app.drop(['Unnamed: 0'],axis=1,inplace=True)\n",
+ "app.head()"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": "",
+ "image/png": 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\n"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#股价实时变化\n",
+ "plt.plot(range(len(app.Open)),app.Open,'r-')\n",
+ "plt.show()"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": "",
+ "image/png": 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\n"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#股价变化率\n",
+ "(app.Close.diff()/app.Close).plot()\n",
+ "plt.show()"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 54,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": "",
+ "image/png": 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\n"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#线性回归\n",
+ "xtrain=app.iloc[:int(app.shape[0]*0.7),1:4]\n",
+ "xtest=app.iloc[int(app.shape[0]*0.7):,1:4]\n",
+ "ytrain=app.iloc[:int(app.shape[0]*0.7),4]\n",
+ "ytest=app.iloc[int(app.shape[0]*0.7):,4]\n",
+ "from sklearn.linear_model import LinearRegression\n",
+ "li=LinearRegression()\n",
+ "li.fit(xtrain,ytrain)\n",
+ "ypre=li.predict(xtest)\n",
+ "plt.plot(range(len(ytest)),ytest,'ks')\n",
+ "plt.plot(range(len(ypre)),ypre,'g--')\n",
+ "plt.show()"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "outputs": [],
+ "source": [
+ "#效果较好"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 2
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython2",
+ "version": "2.7.6"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
\ No newline at end of file
diff --git a/水稻叶片病害分类/平时作业/离职案例.ipynb b/水稻叶片病害分类/平时作业/离职案例.ipynb
new file mode 100644
index 0000000..1cc4539
--- /dev/null
+++ b/水稻叶片病害分类/平时作业/离职案例.ipynb
@@ -0,0 +1,618 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import seaborn as sns\n",
+ "import matplotlib.pyplot as plt\n",
+ "import pandas as pd\n",
+ "from sklearn.preprocessing import LabelEncoder"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": " Age Attrition BusinessTravel Department DistanceFromHome \\\n0 51 No Travel_Rarely Sales 6 \n1 31 Yes Travel_Frequently Research & Development 10 \n2 32 No Travel_Frequently Research & Development 17 \n3 38 No Non-Travel Research & Development 2 \n4 32 No Travel_Rarely Research & Development 10 \n\n Education EducationField EmployeeCount EmployeeID Gender ... \\\n0 2 Life Sciences 1 1 Female ... \n1 1 Life Sciences 1 2 Female ... \n2 4 Other 1 3 Male ... \n3 5 Life Sciences 1 4 Male ... \n4 1 Medical 1 5 Male ... \n\n NumCompaniesWorked Over18 PercentSalaryHike StandardHours \\\n0 1.0 Y 11 8 \n1 0.0 Y 23 8 \n2 1.0 Y 15 8 \n3 3.0 Y 11 8 \n4 4.0 Y 12 8 \n\n StockOptionLevel TotalWorkingYears TrainingTimesLastYear YearsAtCompany \\\n0 0 1.0 6 1 \n1 1 6.0 3 5 \n2 3 5.0 2 5 \n3 3 13.0 5 8 \n4 2 9.0 2 6 \n\n YearsSinceLastPromotion YearsWithCurrManager \n0 0 0 \n1 1 4 \n2 0 3 \n3 7 5 \n4 0 4 \n\n[5 rows x 24 columns]",
+ "text/html": "\n\n
\n \n \n | \n Age | \n Attrition | \n BusinessTravel | \n Department | \n DistanceFromHome | \n Education | \n EducationField | \n EmployeeCount | \n EmployeeID | \n Gender | \n ... | \n NumCompaniesWorked | \n Over18 | \n PercentSalaryHike | \n StandardHours | \n StockOptionLevel | \n TotalWorkingYears | \n TrainingTimesLastYear | \n YearsAtCompany | \n YearsSinceLastPromotion | \n YearsWithCurrManager | \n
\n \n \n \n | 0 | \n 51 | \n No | \n Travel_Rarely | \n Sales | \n 6 | \n 2 | \n Life Sciences | \n 1 | \n 1 | \n Female | \n ... | \n 1.0 | \n Y | \n 11 | \n 8 | \n 0 | \n 1.0 | \n 6 | \n 1 | \n 0 | \n 0 | \n
\n \n | 1 | \n 31 | \n Yes | \n Travel_Frequently | \n Research & Development | \n 10 | \n 1 | \n Life Sciences | \n 1 | \n 2 | \n Female | \n ... | \n 0.0 | \n Y | \n 23 | \n 8 | \n 1 | \n 6.0 | \n 3 | \n 5 | \n 1 | \n 4 | \n
\n \n | 2 | \n 32 | \n No | \n Travel_Frequently | \n Research & Development | \n 17 | \n 4 | \n Other | \n 1 | \n 3 | \n Male | \n ... | \n 1.0 | \n Y | \n 15 | \n 8 | \n 3 | \n 5.0 | \n 2 | \n 5 | \n 0 | \n 3 | \n
\n \n | 3 | \n 38 | \n No | \n Non-Travel | \n Research & Development | \n 2 | \n 5 | \n Life Sciences | \n 1 | \n 4 | \n Male | \n ... | \n 3.0 | \n Y | \n 11 | \n 8 | \n 3 | \n 13.0 | \n 5 | \n 8 | \n 7 | \n 5 | \n
\n \n | 4 | \n 32 | \n No | \n Travel_Rarely | \n Research & Development | \n 10 | \n 1 | \n Medical | \n 1 | \n 5 | \n Male | \n ... | \n 4.0 | \n Y | \n 12 | \n 8 | \n 2 | \n 9.0 | \n 2 | \n 6 | \n 0 | \n 4 | \n
\n \n
\n
5 rows × 24 columns
\n
"
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data=pd.read_csv('quit_dataset.csv')\n",
+ "data.head()"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 4410 entries, 0 to 4409\n",
+ "Data columns (total 24 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 Age 4410 non-null int64 \n",
+ " 1 Attrition 4410 non-null object \n",
+ " 2 BusinessTravel 4410 non-null object \n",
+ " 3 Department 4410 non-null object \n",
+ " 4 DistanceFromHome 4410 non-null int64 \n",
+ " 5 Education 4410 non-null int64 \n",
+ " 6 EducationField 4410 non-null object \n",
+ " 7 EmployeeCount 4410 non-null int64 \n",
+ " 8 EmployeeID 4410 non-null int64 \n",
+ " 9 Gender 4410 non-null object \n",
+ " 10 JobLevel 4410 non-null int64 \n",
+ " 11 JobRole 4410 non-null object \n",
+ " 12 MaritalStatus 4410 non-null object \n",
+ " 13 MonthlyIncome 4410 non-null int64 \n",
+ " 14 NumCompaniesWorked 4391 non-null float64\n",
+ " 15 Over18 4410 non-null object \n",
+ " 16 PercentSalaryHike 4410 non-null int64 \n",
+ " 17 StandardHours 4410 non-null int64 \n",
+ " 18 StockOptionLevel 4410 non-null int64 \n",
+ " 19 TotalWorkingYears 4401 non-null float64\n",
+ " 20 TrainingTimesLastYear 4410 non-null int64 \n",
+ " 21 YearsAtCompany 4410 non-null int64 \n",
+ " 22 YearsSinceLastPromotion 4410 non-null int64 \n",
+ " 23 YearsWithCurrManager 4410 non-null int64 \n",
+ "dtypes: float64(2), int64(14), object(8)\n",
+ "memory usage: 827.0+ KB\n"
+ ]
+ }
+ ],
+ "source": [
+ "data.info()"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": " Age Attrition BusinessTravel Department DistanceFromHome Education \\\n0 51 0 2 2 6 2 \n1 31 1 1 1 10 1 \n2 32 0 1 1 17 4 \n3 38 0 0 1 2 5 \n4 32 0 2 1 10 1 \n\n EducationField EmployeeCount EmployeeID Gender ... NumCompaniesWorked \\\n0 1 1 1 0 ... 1.0 \n1 1 1 2 0 ... 0.0 \n2 4 1 3 1 ... 1.0 \n3 1 1 4 1 ... 3.0 \n4 3 1 5 1 ... 4.0 \n\n Over18 PercentSalaryHike StandardHours StockOptionLevel \\\n0 0 11 8 0 \n1 0 23 8 1 \n2 0 15 8 3 \n3 0 11 8 3 \n4 0 12 8 2 \n\n TotalWorkingYears TrainingTimesLastYear YearsAtCompany \\\n0 1.0 6 1 \n1 6.0 3 5 \n2 5.0 2 5 \n3 13.0 5 8 \n4 9.0 2 6 \n\n YearsSinceLastPromotion YearsWithCurrManager \n0 0 0 \n1 1 4 \n2 0 3 \n3 7 5 \n4 0 4 \n\n[5 rows x 24 columns]",
+ "text/html": "\n\n
\n \n \n | \n Age | \n Attrition | \n BusinessTravel | \n Department | \n DistanceFromHome | \n Education | \n EducationField | \n EmployeeCount | \n EmployeeID | \n Gender | \n ... | \n NumCompaniesWorked | \n Over18 | \n PercentSalaryHike | \n StandardHours | \n StockOptionLevel | \n TotalWorkingYears | \n TrainingTimesLastYear | \n YearsAtCompany | \n YearsSinceLastPromotion | \n YearsWithCurrManager | \n
\n \n \n \n | 0 | \n 51 | \n 0 | \n 2 | \n 2 | \n 6 | \n 2 | \n 1 | \n 1 | \n 1 | \n 0 | \n ... | \n 1.0 | \n 0 | \n 11 | \n 8 | \n 0 | \n 1.0 | \n 6 | \n 1 | \n 0 | \n 0 | \n
\n \n | 1 | \n 31 | \n 1 | \n 1 | \n 1 | \n 10 | \n 1 | \n 1 | \n 1 | \n 2 | \n 0 | \n ... | \n 0.0 | \n 0 | \n 23 | \n 8 | \n 1 | \n 6.0 | \n 3 | \n 5 | \n 1 | \n 4 | \n
\n \n | 2 | \n 32 | \n 0 | \n 1 | \n 1 | \n 17 | \n 4 | \n 4 | \n 1 | \n 3 | \n 1 | \n ... | \n 1.0 | \n 0 | \n 15 | \n 8 | \n 3 | \n 5.0 | \n 2 | \n 5 | \n 0 | \n 3 | \n
\n \n | 3 | \n 38 | \n 0 | \n 0 | \n 1 | \n 2 | \n 5 | \n 1 | \n 1 | \n 4 | \n 1 | \n ... | \n 3.0 | \n 0 | \n 11 | \n 8 | \n 3 | \n 13.0 | \n 5 | \n 8 | \n 7 | \n 5 | \n
\n \n | 4 | \n 32 | \n 0 | \n 2 | \n 1 | \n 10 | \n 1 | \n 3 | \n 1 | \n 5 | \n 1 | \n ... | \n 4.0 | \n 0 | \n 12 | \n 8 | \n 2 | \n 9.0 | \n 2 | \n 6 | \n 0 | \n 4 | \n
\n \n
\n
5 rows × 24 columns
\n
"
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#将所有数据转化为数字\n",
+ "maps={}\n",
+ "for col in data:\n",
+ " dtype=data[col].dtype\n",
+ " if dtype==\"object\":\n",
+ " unique=data[col].unique()\n",
+ " le = LabelEncoder()\n",
+ " le = le.fit(unique)\n",
+ " maps[col]=le\n",
+ " data[col]=le.transform(data[col])\n",
+ "data.head()\n"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": ""
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "text/plain": "",
+ "image/png": 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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(20,10))\n",
+ "sns.heatmap(data.corr(),annot=True)\n",
+ "#可以看出离职与MaritalStatus有显著关系"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": " Age Attrition BusinessTravel Department \\\nAge 1.000000 -0.159205 0.024751 -0.010846 \nAttrition -0.159205 1.000000 0.000074 -0.048206 \nBusinessTravel 0.024751 0.000074 1.000000 -0.010982 \nDepartment -0.010846 -0.048206 -0.010982 1.000000 \nDistanceFromHome 0.006963 -0.009730 0.024616 0.012134 \n\n DistanceFromHome Education EducationField EmployeeCount \\\nAge 0.006963 -0.035706 0.043194 0.0 \nAttrition -0.009730 -0.015111 -0.057940 0.0 \nBusinessTravel 0.024616 0.002755 -0.015462 0.0 \nDepartment 0.012134 -0.004597 0.013720 0.0 \nDistanceFromHome 1.000000 -0.008638 -0.024665 0.0 \n\n EmployeeID Gender ... NumCompaniesWorked Over18 \\\nAge 0.008649 -0.039352 ... 0.299243 0.0 \nAttrition -0.004729 0.018125 ... 0.042345 0.0 \nBusinessTravel -0.002590 -0.039243 ... 0.022401 0.0 \nDepartment -0.003455 0.003158 ... -0.003954 0.0 \nDistanceFromHome -0.001097 -0.044173 ... -0.013843 0.0 \n\n PercentSalaryHike StandardHours StockOptionLevel \\\nAge -0.033137 0.0 -0.031753 \nAttrition 0.032533 0.0 -0.006839 \nBusinessTravel -0.031054 0.0 0.003683 \nDepartment -0.007840 0.0 0.010512 \nDistanceFromHome 0.038125 0.0 0.011169 \n\n TotalWorkingYears TrainingTimesLastYear YearsAtCompany \\\nAge 0.680661 -0.027308 0.311309 \nAttrition -0.170338 -0.049431 -0.134392 \nBusinessTravel 0.033997 -0.041888 -0.014575 \nDepartment -0.019839 0.012866 0.010078 \nDistanceFromHome 0.009374 -0.009001 0.031684 \n\n YearsSinceLastPromotion YearsWithCurrManager \nAge 0.216513 0.202089 \nAttrition -0.033019 -0.156199 \nBusinessTravel -0.032591 -0.022636 \nDepartment 0.014845 0.018016 \nDistanceFromHome 0.002290 0.021584 \n\n[5 rows x 24 columns]",
+ "text/html": "\n\n
\n \n \n | \n Age | \n Attrition | \n BusinessTravel | \n Department | \n DistanceFromHome | \n Education | \n EducationField | \n EmployeeCount | \n EmployeeID | \n Gender | \n ... | \n NumCompaniesWorked | \n Over18 | \n PercentSalaryHike | \n StandardHours | \n StockOptionLevel | \n TotalWorkingYears | \n TrainingTimesLastYear | \n YearsAtCompany | \n YearsSinceLastPromotion | \n YearsWithCurrManager | \n
\n \n \n \n | Age | \n 1.000000 | \n -0.159205 | \n 0.024751 | \n -0.010846 | \n 0.006963 | \n -0.035706 | \n 0.043194 | \n 0.0 | \n 0.008649 | \n -0.039352 | \n ... | \n 0.299243 | \n 0.0 | \n -0.033137 | \n 0.0 | \n -0.031753 | \n 0.680661 | \n -0.027308 | \n 0.311309 | \n 0.216513 | \n 0.202089 | \n
\n \n | Attrition | \n -0.159205 | \n 1.000000 | \n 0.000074 | \n -0.048206 | \n -0.009730 | \n -0.015111 | \n -0.057940 | \n 0.0 | \n -0.004729 | \n 0.018125 | \n ... | \n 0.042345 | \n 0.0 | \n 0.032533 | \n 0.0 | \n -0.006839 | \n -0.170338 | \n -0.049431 | \n -0.134392 | \n -0.033019 | \n -0.156199 | \n
\n \n | BusinessTravel | \n 0.024751 | \n 0.000074 | \n 1.000000 | \n -0.010982 | \n 0.024616 | \n 0.002755 | \n -0.015462 | \n 0.0 | \n -0.002590 | \n -0.039243 | \n ... | \n 0.022401 | \n 0.0 | \n -0.031054 | \n 0.0 | \n 0.003683 | \n 0.033997 | \n -0.041888 | \n -0.014575 | \n -0.032591 | \n -0.022636 | \n
\n \n | Department | \n -0.010846 | \n -0.048206 | \n -0.010982 | \n 1.000000 | \n 0.012134 | \n -0.004597 | \n 0.013720 | \n 0.0 | \n -0.003455 | \n 0.003158 | \n ... | \n -0.003954 | \n 0.0 | \n -0.007840 | \n 0.0 | \n 0.010512 | \n -0.019839 | \n 0.012866 | \n 0.010078 | \n 0.014845 | \n 0.018016 | \n
\n \n | DistanceFromHome | \n 0.006963 | \n -0.009730 | \n 0.024616 | \n 0.012134 | \n 1.000000 | \n -0.008638 | \n -0.024665 | \n 0.0 | \n -0.001097 | \n -0.044173 | \n ... | \n -0.013843 | \n 0.0 | \n 0.038125 | \n 0.0 | \n 0.011169 | \n 0.009374 | \n -0.009001 | \n 0.031684 | \n 0.002290 | \n 0.021584 | \n
\n \n
\n
5 rows × 24 columns
\n
"
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "corr=data.corr().fillna(0)\n",
+ "corr.head()"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": "",
+ "image/png": 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\n"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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\n"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "show=corr[['Attrition']].sort_values(by='Attrition',ascending=False)\n",
+ "#相关性最高\n",
+ "plt.figure(figsize=(15,5))\n",
+ "plt.bar(show.index[:6],show.Attrition[:6])\n",
+ "plt.show()\n",
+ "#相关性最低\n",
+ "plt.figure(figsize=(15,5))\n",
+ "plt.bar(show.index[-6:],show.Attrition[-6:])\n",
+ "plt.show()"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": "",
+ "image/png": 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\n"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#绘制TotalWorkingYears与离职的关系图\n",
+ "quitone=data[data['Attrition']==1]\n",
+ "notquitone=data[data['Attrition']==0]\n",
+ "sortquit=quitone.TotalWorkingYears.value_counts().sort_index()\n",
+ "sortnotquit=notquitone.TotalWorkingYears.value_counts().sort_index()\n",
+ "newdf=pd.DataFrame({\n",
+ " \"quit\":sortquit,\n",
+ " \"not_quit\":sortnotquit})\n",
+ "newdf=newdf.fillna(0)\n",
+ "index=newdf.index\n",
+ "plt.figure(figsize=(10,8))\n",
+ "bar_width = 0.35\n",
+ "rects1 = plt.bar(index, newdf.quit.values, bar_width, color='#0072BC', label=\"Attrition\")\n",
+ "rects2 = plt.bar(index + bar_width, newdf.not_quit,bar_width, color='#ED1C24', label=\"Non-Attrition\")\n",
+ "plt.xticks(index + bar_width, index,rotation=60)\n",
+ "plt.legend()\n",
+ "plt.show()"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": "",
+ "image/png": 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yevVq+fLLLyUsLMzh9bCwMAkICHC4UkNmZqZs3rzZuhpEu3btxMvLy2GexMRE2b17t9MrRohc/N5QjRo1HB4AAABARfL00087nNbWtm1bee+99+Sdd96R5s2by5NPPilPPfWUw6lxxbVs2TKpVq2adO/ePd9r0dHR4uvrK2+99ZbUq1dPpk+fLo899pjUrVtXxo4dKyIXr9rm4eEhTZs2ldq1a8uRI0eK/N6jRo2Sa6+9ViIiIqR27dry3Xff5ZunXr168umnn8pPP/0krVq1kvvvv1/uuece+fe//13iZXYnmzo78dCFMWPGyMqVK+XDDz+Ua6+91ppes2ZNqVKliohc/MLXzJkzZfHixdK4cWOZMWOGbNq0Sfbt2ye+vr4iIvLAAw/Ixx9/LEuWLBE/Pz+ZNGmSnDx5UrZt21akQ4CpqalSs2ZNSUlJIQgB+FtydfO+4txkzx19AEB5u3DhgsTHx0tYWJhUrly5vMtBBVXQdlKcbFCs7/zMnz9fRC7emCivxYsXWwl28uTJkp6eLmPGjJHTp09Lx44d5YsvvrCCj4jInDlzxNPTUwYPHizp6enSvXt3WbJkSZHPfQQAAACA4irWkZ+KgiM/AP7uOPIDABdx5AdF4a4jP+X/rSMAAAAAuAwIPwAAAACMQPgBAAAAYATCDwAAAMrd3/Br6LiM3LV9EH4AAABQbuxX+83MzCznSlCR2beP0l4duliXugYAAADcydPTU6pWrSrHjx8XLy8vqVSJffNwlJubK8ePH5eqVauKp2fp4gvhBwAAAOXGZrNJYGCgxMfHy+HDh8u7HFRQlSpVkgYNGojNZitVP4QfAAAAlCtvb29p3Lgxp77BJW9vb7ccFST8AAAAoNxVqlSJm5yizHFSJQAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEz/IuAABQPk4FN3Y63S8h7jJXAgDA5cGRHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBGKHX6+/vpr6d+/vwQFBYnNZpMPPvjA4XWbzeb08fzzz1vzREVF5Xt96NChpV4YAAAAAHCl2OHn3Llz0qpVK5k3b57T1xMTEx0eixYtEpvNJrfccovDfKNGjXKY7/XXXy/ZEgAAAABAEXgWt0FMTIzExMS4fD0gIMDh+YcffijR0dFyzTXXOEyvWrVqvnkBAAAAoKyU6Xd+/vrrL/nkk0/knnvuyffaihUrxN/fX5o1ayaTJk2Ss2fPlmUpAAAAAAxX7CM/xbF06VLx9fWVQYMGOUwfNmyYhIWFSUBAgOzevVumTJkiO3bskPXr1zvtJyMjQzIyMqznqampZVk2AAAAgCtQmYafRYsWybBhw6Ry5coO00eNGmX9v3nz5tK4cWOJiIiQX375Rdq2bZuvn5kzZ8r06dPLslQAAAAAV7gyO+3tm2++kX379sm9995b6Lxt27YVLy8viYuLc/r6lClTJCUlxXokJCS4u1wAAAAAV7gyO/KzcOFCadeunbRq1arQeffs2SNZWVkSGBjo9HUfHx/x8fFxd4kAAAAADFLs8JOWlib79++3nsfHx8v27dvFz89PGjRoICIXv5Pz/vvvy6xZs/K1P3DggKxYsUL69Okj/v7+8ttvv8nEiROlTZs2EhkZWYpFAQAAAADXih1+fv75Z4mOjraeT5gwQURERowYIUuWLBERkXfeeUdUVW677bZ87b29vWXjxo3y0ksvSVpamgQHB0vfvn1l2rRp4uHhUcLFAAAAAICC2VRVy7uI4kpNTZWaNWtKSkqK1KhRo7zLAYBiOxXc2Ol0vwTn330siz7cUQMAAOWtONmgTO/zAwAAAAAVBeEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYwbO8CwAAmOtUcGOn0/0S4i5zJQAAE3DkBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBE8y7sAAADK06ngxk6n+yXEXeZKAABljSM/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARuMkpgMvKHTeU5KaUAACgJDjyAwAAAMAIhB8AAAAARiD8AAAAADBCscPP119/Lf3795egoCCx2WzywQcfOLw+cuRIsdlsDo9OnTo5zJORkSHjxo0Tf39/qVatmgwYMED+/PPPUi0IAAAAABSk2OHn3Llz0qpVK5k3b57LeXr37i2JiYnW49NPP3V4ffz48bJmzRp555135Ntvv5W0tDTp16+f5OTkFH8JAAAAAKAIin21t5iYGImJiSlwHh8fHwkICHD6WkpKiixcuFDeeust6dGjh4iILF++XIKDg2XDhg1y0003FbckAAAAAChUmXznZ9OmTVKnTh0JDw+XUaNGSXJysvXatm3bJCsrS3r16mVNCwoKkubNm8uWLVvKohwAAAAAcP99fmJiYuTWW2+VkJAQiY+PlyeeeEK6desm27ZtEx8fH0lKShJvb2+56qqrHNrVrVtXkpKSnPaZkZEhGRkZ1vPU1FR3lw0AAADgCuf28DNkyBDr/82bN5eIiAgJCQmRTz75RAYNGuSynaqKzWZz+trMmTNl+vTp7i4VQAlcCTcYvRKWAQAAFF+ZX+o6MDBQQkJCJC7u4oeKgIAAyczMlNOnTzvMl5ycLHXr1nXax5QpUyQlJcV6JCQklHXZAAAAAK4wZR5+Tp48KQkJCRIYGCgiIu3atRMvLy9Zv369NU9iYqLs3r1bunTp4rQPHx8fqVGjhsMDAAAAAIqj2Ke9paWlyf79+63n8fHxsn37dvHz8xM/Pz+JjY2VW265RQIDA+XQoUPy+OOPi7+/v9x8880iIlKzZk255557ZOLEiXL11VeLn5+fTJo0SVq0aGFd/Q0AAAAA3K3Y4efnn3+W6Oho6/mECRNERGTEiBEyf/582bVrlyxbtkzOnDkjgYGBEh0dLe+++674+vpabebMmSOenp4yePBgSU9Pl+7du8uSJUvEw8PDDYsEAAAAAPkVO/xERUWJqrp8fd26dYX2UblyZZk7d67MnTu3uG8PAAAAACVS5t/5AQAAAICKgPADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMIJneRcAAH9Hp4IbO53ulxB3mSsBAABFxZEfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAI3OQU+BvhxpoAAAAlx5EfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIH7/AAASox7T7kH6xEALg+O/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAjFDj9ff/219O/fX4KCgsRms8kHH3xgvZaVlSWPPvqotGjRQqpVqyZBQUFy5513yrFjxxz6iIqKEpvN5vAYOnRoqRcGAAAAAFwpdvg5d+6ctGrVSubNm5fvtfPnz8svv/wiTzzxhPzyyy+yevVq+eOPP2TAgAH55h01apQkJiZaj9dff71kSwAAAAAAReBZ3AYxMTESExPj9LWaNWvK+vXrHabNnTtXOnToIEeOHJEGDRpY06tWrSoBAQHFfXsAAAAAKJEy/85PSkqK2Gw2qVWrlsP0FStWiL+/vzRr1kwmTZokZ8+eddlHRkaGpKamOjwAAAAAoDiKfeSnOC5cuCCPPfaY3H777VKjRg1r+rBhwyQsLEwCAgJk9+7dMmXKFNmxY0e+o0Z2M2fOlOnTp5dlqQAAAACucGUWfrKysmTo0KGSm5srr776qsNro0aNsv7fvHlzady4sURERMgvv/wibdu2zdfXlClTZMKECdbz1NRUCQ4OLqvSAQAAAFyByiT8ZGVlyeDBgyU+Pl6+/PJLh6M+zrRt21a8vLwkLi7Oafjx8fERHx+fsigVAAAAgCHcHn7swScuLk6++uorufrqqwtts2fPHsnKypLAwEB3lwMAAAAAIlKC8JOWlib79++3nsfHx8v27dvFz89PgoKC5J///Kf88ssv8vHHH0tOTo4kJSWJiIifn594e3vLgQMHZMWKFdKnTx/x9/eX3377TSZOnCht2rSRyMhI9y0ZAAAAAORR7PDz888/S3R0tPXc/l2cESNGSGxsrKxdu1ZERFq3bu3Q7quvvpKoqCjx9vaWjRs3yksvvSRpaWkSHBwsffv2lWnTpomHh0cpFgUAAAAAXCt2+ImKihJVdfl6Qa+JiAQHB8vmzZuL+7YAAAAAUCplfp8fAAAAAKgICD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADCCZ3kXAAAArgynghs7ne6XEHeZKwEA5zjyAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAInuVdAAAApXEquLHT6X4JcZe5EgBARceRHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARvAs7wIAXD6nghs7ne6XEHeZKwGuLPxuAcDfQ7GP/Hz99dfSv39/CQoKEpvNJh988IHD66oqsbGxEhQUJFWqVJGoqCjZs2ePwzwZGRkybtw48ff3l2rVqsmAAQPkzz//LNWCAAAAAEBBih1+zp07J61atZJ58+Y5ff25556T2bNny7x582Tr1q0SEBAgPXv2lLNnz1rzjB8/XtasWSPvvPOOfPvtt5KWlib9+vWTnJycki8JAAAAABSg2Ke9xcTESExMjNPXVFVefPFFmTp1qgwaNEhERJYuXSp169aVlStXyujRoyUlJUUWLlwob731lvTo0UNERJYvXy7BwcGyYcMGuemmm0qxOAAAAADgnFsveBAfHy9JSUnSq1cva5qPj4/ceOONsmXLFhER2bZtm2RlZTnMExQUJM2bN7fmuVRGRoakpqY6PAAAAACgONwafpKSkkREpG7dug7T69ata72WlJQk3t7ectVVV7mc51IzZ86UmjVrWo/g4GB3lg0AAADAAGVyqWubzebwXFXzTbtUQfNMmTJFUlJSrEdCQoLbagUAAABgBreGn4CAABGRfEdwkpOTraNBAQEBkpmZKadPn3Y5z6V8fHykRo0aDg8AAAAAKA63hp+wsDAJCAiQ9evXW9MyMzNl8+bN0qVLFxERadeunXh5eTnMk5iYKLt377bmAQAAAAB3K/bV3tLS0mT//v3W8/j4eNm+fbv4+flJgwYNZPz48TJjxgxp3LixNG7cWGbMmCFVq1aV22+/XUREatasKffcc49MnDhRrr76avHz85NJkyZJixYtrKu/AQAAAIC7FTv8/PzzzxIdHW09nzBhgoiIjBgxQpYsWSKTJ0+W9PR0GTNmjJw+fVo6duwoX3zxhfj6+lpt5syZI56enjJ48GBJT0+X7t27y5IlS8TDw8MNiwQAAAAA+RU7/ERFRYmqunzdZrNJbGysxMbGupyncuXKMnfuXJk7d25x3x4AAAAASqRMrvYGAAAAABUN4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGMGzvAsAAACldyq4sdPpfglxl7kSAKi4OPIDAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiBm5wCAIAKgRu1AihrHPkBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjOBZ3gUApjgV3NjpdL+EuMtcCQDkxxgFwAQc+QEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACG4PP6GhoWKz2fI9HnzwQRERGTlyZL7XOnXq5O4yAAAAAMCBp7s73Lp1q+Tk5FjPd+/eLT179pRbb73Vmta7d29ZvHix9dzb29vdZQAAAACAA7eHn9q1azs8/89//iMNGzaUG2+80Zrm4+MjAQEB7n5rAAAAAHCpTL/zk5mZKcuXL5e7775bbDabNX3Tpk1Sp04dCQ8Pl1GjRklycnKB/WRkZEhqaqrDAwAAAACKw+1HfvL64IMP5MyZMzJy5EhrWkxMjNx6660SEhIi8fHx8sQTT0i3bt1k27Zt4uPj47SfmTNnyvTp08uyVAAAgArhVHBjp9P9EuIucyXAladMw8/ChQslJiZGgoKCrGlDhgyx/t+8eXOJiIiQkJAQ+eSTT2TQoEFO+5kyZYpMmDDBep6amirBwcFlVzgAAACAK06ZhZ/Dhw/Lhg0bZPXq1QXOFxgYKCEhIRIX53pvho+Pj8ujQgAAAABQFGX2nZ/FixdLnTp1pG/fvgXOd/LkSUlISJDAwMCyKgUAAAAAyib85ObmyuLFi2XEiBHi6fn/B5fS0tJk0qRJ8v3338uhQ4dk06ZN0r9/f/H395ebb765LEoBAAAAABEpo9PeNmzYIEeOHJG7777bYbqHh4fs2rVLli1bJmfOnJHAwECJjo6Wd999V3x9fcuiFAAAAAAQkTIKP7169RJVzTe9SpUqsm7durJ4SwAAAAAoUJne5wcAAAAAKgrCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABjBs7wLAAAAuJKcCm7sdLpfQtxlrgTApTjyAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgZucAgCAKwY3GAVQEI78AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAjc5wcoIu4dAQAA8PfGkR8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAjc5BRG4AalAACYh7//uBRHfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAI3CTUwBO2SZudDr9pGE1AADKBzcoRVngyA8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBHcHn5iY2PFZrM5PAICAqzXVVViY2MlKChIqlSpIlFRUbJnzx53lwEAAAAADsrkPj/NmjWTDRs2WM89PDys/z/33HMye/ZsWbJkiYSHh8szzzwjPXv2lH379omvr29ZlAMAAFAkV8q9ZSrCclSEGoBLlclpb56enhIQEGA9ateuLSIXj/q8+OKLMnXqVBk0aJA0b95cli5dKufPn5eVK1eWRSkAAAAAICJlFH7i4uIkKChIwsLCZOjQoXLw4EEREYmPj5ekpCTp1auXNa+Pj4/ceOONsmXLFpf9ZWRkSGpqqsMDAAAAAIrD7eGnY8eOsmzZMlm3bp28+eabkpSUJF26dJGTJ09KUlKSiIjUrVvXoU3dunWt15yZOXOm1KxZ03oEBwe7u2wAAAAAVzi3h5+YmBi55ZZbpEWLFtKjRw/55JNPRERk6dKl1jw2m82hjarmm5bXlClTJCUlxXokJCS4u2wAAAAAV7gyv9R1tWrVpEWLFhIXF2dd9e3SozzJycn5jgbl5ePjIzVq1HB4AAAAAEBxlHn4ycjIkL1790pgYKCEhYVJQECArF+/3no9MzNTNm/eLF26dCnrUgAAAAAYzO2Xup40aZL0799fGjRoIMnJyfLMM89IamqqjBgxQmw2m4wfP15mzJghjRs3lsaNG8uMGTOkatWqcvvtt7u7FAAAAACwuD38/Pnnn3LbbbfJiRMnpHbt2tKpUyf54YcfJCQkREREJk+eLOnp6TJmzBg5ffq0dOzYUb744gvu8QMAAACgTLk9/LzzzjsFvm6z2SQ2NlZiY2Pd/dYAAAAA4FKZf+cHAAAAACoCwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBHcfp8fAAAA/L2dCm7sdLpfQtxlrgRwL478AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABG4CanwBXKNnFjvmkny6EOAACAioIjPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARPMu7AOBKZJu4Md+0k+VQB0rP2c9ShJ8nAAB/Rxz5AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMwE1OUeZOBTd2Ot0vIe4yVwITccNZAEBJ8RnmysORHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACNzkFH8L3GQMJnN2o1YRbtYKACgaPkf9P478AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAjc5wdAmXF2fxoT703DegAAlBT36HEvjvwAAAAAMILbw8/MmTOlffv24uvrK3Xq1JGBAwfKvn37HOYZOXKk2Gw2h0enTp3cXQoAAAAAWNwefjZv3iwPPvig/PDDD7J+/XrJzs6WXr16yblz5xzm6927tyQmJlqPTz/91N2lAAAAAIDF7d/5+fzzzx2eL168WOrUqSPbtm2Trl27WtN9fHwkICDA3W8PAAAAAE6V+Xd+UlJSRETEz8/PYfqmTZukTp06Eh4eLqNGjZLk5GSXfWRkZEhqaqrDAwAAAACKo0zDj6rKhAkT5Prrr5fmzZtb02NiYmTFihXy5ZdfyqxZs2Tr1q3SrVs3ycjIcNrPzJkzpWbNmtYjODi4LMsGAAAAcAUq00tdjx07Vnbu3Cnffvutw/QhQ4ZY/2/evLlERERISEiIfPLJJzJo0KB8/UyZMkUmTJhgPU9NTSUAAQAAACiWMgs/48aNk7Vr18rXX38t9evXL3DewMBACQkJkbg459cr9/HxER8fn7IoEwAAAIAh3B5+VFXGjRsna9askU2bNklYWFihbU6ePCkJCQkSGBjo7nIAAAAAQETK4Ds/Dz74oCxfvlxWrlwpvr6+kpSUJElJSZKeni4iImlpaTJp0iT5/vvv5dChQ7Jp0ybp37+/+Pv7y8033+zucgAAAABARMrgyM/8+fNFRCQqKsph+uLFi2XkyJHi4eEhu3btkmXLlsmZM2ckMDBQoqOj5d133xVfX193lwMAAAAAIlJGp70VpEqVKrJu3Tp3vy0AAAAAFKjM7/MDAAAAABUB4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACO4/WpvuPKcCm7sdLpfQtxlrqRobBM35pt2shzqAAAAQMXCkR8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfv8VBDO7k0jIqKzupeqj9K2FzHvHjmsB1yJSnv/q4rwe0EN7sP90ACYiiM/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARuMnpFe5UcGOn0/0S4srk/bhxHoCKjDEKFQ3bJPKqqNvD5f48WZY48gMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjcJ8fN3F6Xfb37nc679/xmuiXi7P1KFIxrnEPAHCfino/E8DdrqR75FwJOPIDAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiBm5xWcNwYy0zc7BUACsY46T5Xwg1n3bE9XAnrAYXjyA8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYARucgoAuCy4geBFpV0PFeHmnhWhBnfgZ3Hl1AAUFUd+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADBCuYafV199VcLCwqRy5crSrl07+eabb8qzHAAAAABXsHILP++++66MHz9epk6dKr/++qvccMMNEhMTI0eOHCmvkgAAAABcwcot/MyePVvuueceuffee6VJkyby4osvSnBwsMyfP7+8SgIAAABwBfMsjzfNzMyUbdu2yWOPPeYwvVevXrJly5Z882dkZEhGRob1PCUlRUREUlNTy7bQ4sg4l29Sam6u01k9ndXtpL07+qAGaqAGaqAGaqAGaqjwNZS2fUVYDy787Woog/ZlzZ4JVLXwmbUcHD16VEVEv/vuO4fpzz77rIaHh+ebf9q0aSoiPHjw4MGDBw8ePHjw4OH0kZCQUGgOKZcjP3Y2m83huarmmyYiMmXKFJkwYYL1PDc3V06dOiVXX3210/krmtTUVAkODpaEhASpUaNGufRBDdRADdRADdRADdRADdRQ3jWUBVWVs2fPSlBQUKHzlkv48ff3Fw8PD0lKSnKYnpycLHXr1s03v4+Pj/j4+DhMq1WrVlmWWCZq1KhR6g2ltH1QAzVQAzVQAzVQAzVQAzWUdw3uVrNmzSLNVy4XPPD29pZ27drJ+vXrHaavX79eunTpUh4lAQAAALjCldtpbxMmTJA77rhDIiIipHPnzvLGG2/IkSNH5P777y+vkgAAAABcwcot/AwZMkROnjwpTz31lCQmJkrz5s3l008/lZCQkPIqqcz4+PjItGnT8p26dzn7oAZqoAZqoAZqoAZqoAZqKO8ayptNtSjXhAMAAACAv7dyu8kpAAAAAFxOhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AGKqbwvkJiSklKu7w8ABWGMBFCREX4us5L+UcjNzS1V+7x9lLfSroOSyMnJkbS0tFLVcP78eTl48KDYbLYS1ZCeni7ffvutnD9/vkTtRUTOnj0rjz/+uPXHvaTLcezYMTl9+nSJ67Arzc/EHdt0abnjd6K09Zf3B8XSys7OltTUVLf1544xzl3jZHmOmSVZhtLWW9pxsrRjpEjpx0l3jJEi7hsnS7s9MU66p315u5LHyb+jcrvJqSlSU1MlMTFRsrKy5NprrxUvL69i95GTkyMeHh7WvyIXN9qi/IH56quv5JNPPpE9e/ZImzZtpGnTpnLzzTdLtWrViv3+JbVz505Zv3697N+/X+677z5p06ZNsftYv369rFq1Svbt2ydjx46VW265RUSKvh6mTZsmmZmZMnjwYGnTpo21PLm5uVKpUtH2AQwfPlwCAwPllVdeKXb9IiL333+/nD59WubOnVvim/mOGjVK3nvvPTl37py8/vrrxb7J2Ouvvy4rVqyQpKQkGTBggDz99NNSpUqVYvXxzTffyGeffSa7d++WVq1aSatWraRv377F6ic7O1s8PT2tf0WK/rN0J/vPvjjbQV7nzp2zfpeKW39CQoIEBgaWavk//PBD6d27d4lvNve///1PmjVrJo0aNXIYm4pTy7PPPis1a9aU8ePHl6gGd4yRIu4ZJ3fv3i1t27bNN04W1k9px0iR0o+TpR0jRVyPk/blK6yv0o6RIoWPk4X9rpZ2jBQpfJwsrIZLx8iWLVtKv379rD6K+jNhnGSctKtI42RpPk9WGIoys2fPHh00aJBWrlxZO3furKtXr843T25ursv2hw4d0lmzZmnTpk01JiZGJ0+erOvXry/y+//4449au3Zt7devnw4dOlQ7deqkHTt21L59++oHH3xQpD527typ9913n+7du7fI75vXL7/8oi1atNDWrVtrhw4d1Gaz6Wuvvaaqqjk5OUXqY+vWrdqgQQMdOnSoDho0SG02m+7atavINRw7dkx9fHy0Xr162r17d33ttdf0999/V1XVv/76q0h9bNmyRStVqqQHDx60pu3atUuPHj2qR48eLbT9Tz/9pNWqVbPqPnLkiL722mv65ptvOt0uXNXg4+Ojc+fO1SZNmujs2bOt1wrajux+/PFHveqqq/SFF17Qp59+WqtUqaLr16/X9PR0PXLkSJFq+PHHHzUoKEiHDRumd955pwYEBGi1atW0f//+unbt2kLbHzx4UJ999lkNDw/XHj166MSJE4vULq+MjIxizX+pxMREXbRokUZHR+tDDz2kqampxe7j4MGD+uSTT2pQUJD279+/yOvPbvv27dqhQwd99dVXdf/+/cV+f9WL24Ovr68mJSWVqP1PP/2k/v7+umbNGs3KynI6T2Hb1Y8//qg2m00rVaqkb731VrFrKO0YqVr+42Rpx0jV0o+TpR0jVUs/TpZ2jFR1PU4uWLCgSONkacdI1dKPk6UdI1UZJ+0YJy+6EsbJiobwU4batWund911l3722Wd6xx13aIcOHfT06dN68ODBIv1h6tSpk8bExOhzzz2nd955p/r4+GhgYKDec889umfPnkLbR0ZG6oQJEzQ7O1tVVZOSknTBggX6j3/8QyMjI3XBggWqWvAvTZcuXdRms6mfn59OmzZNjx8/XsSlv6hdu3b6yCOPaHJysqqqxsbGaseOHYv8h0hVtW3btvrYY49ZA89tt92mL7/8st500006fPhwfemll/TcuXMu22dmZuqoUaN0zJgxet9992lgYKDeeuut+umnn2pQUJAuXry40BqaNm2qjz32mKqqfv/993rHHXdo9erVtWrVqnrzzTdbg5Gr5brvvvt02LBhqqr60UcfaefOnfXqq6/W9u3ba6tWrXTkyJHWOnKlSZMmOnnyZFVVHTNmjPr4+BRr0LnhhhusZVBVfeKJJ3TMmDHaqFEj7dKli95yyy36xx9/FNhHly5d9PHHH7eeb9u2TRs0aKA33nijXn/99bpu3TpVdb0eOnbsqF27dtXY2Fi95557tGfPntquXTu9++67dceOHUVajltvvVWffPLJYm+Ldn379tUOHTro0KFDNTw8XK+55hrdt29fsfro2rWr3nTTTfr8889r06ZNtX///taH1FOnThXa/oknnlCbzabNmjXTQYMG6fvvv68nT55UVdUffvihSDU0adJE//Wvf6nqxW384MGD+vnnn+uOHTuK9Ic+IiJCJ0yYoKqqycnJumzZMp00aZL++9//1m+//bZINTRt2lTHjh2rkydP1oiICP3tt99UtegfNEs7RqqW/zhZ2jFStfTjZGnHSNXCx8lFixYV2L60Y6Rq6cfJ0o6RqoWPk4MGDSpwnCztGKnKOGnHOHnRlTBOVjSEnzLywQcfaGhoqJ49e1ZVL+6FiYyM1B49emhoaKi2bNlSn376aU1PT3faftWqVRoWFma1V1WdOHGitmjRQrt27ap33HGHnjlzxuX7Hz9+XCMjI/WNN95QVccNcs+ePXrHHXdoYGBggQPpDz/8oK1atdJPP/1UX3rpJfXz89OGDRvqihUrHOo+fPiwrl27Nt8eynXr1um1117rsNfv0KFDGhgY6LAX6/z585qYmOi0ho8//lgbNWqkSUlJ1jK0bNlSW7RooQ8++KAOGDBAGzRooB9++KHL5VBV/fzzz7V3796qqvrpp59qdHS0Xn311VqzZk398MMPC/xg8P7776vNZtOEhARVVe3QoYPedtttumbNGv3iiy80KipKAwMDCxyEZs6cqffdd5+qqrZu3VqfeuopPX36tCYkJOgrr7yirVq1KjCEzZ8/XwMDA/X8+fPWtPvuu0+bNm2qW7duVVW1BiVnDh8+rBEREQ7rqU2bNtqtWzedO3euvvbaa9q5c2frg4Mz+/fv19atW+s333yjqmptA/369dOZM2dqjx49NDw83OWHk7Vr12pgYKDDH729e/fqs88+q1FRUTpw4EDrj4Ir//vf/9Rms2mNGjWsbfHChQv55nO1t3zZsmVav359PXbsmKqqnjhxQtu0aaPz5s1T1aIN3EuXLtX69etbf4R//vln7du3r957773aokULHTp0aKF71H755Rft06ePrl69WqOjozU0NFQff/xxvffeezUsLMz6WbqqZ8GCBRoQEGA9f+ihh7Rhw4bq6emp9erV09GjR2tcXJzL99+xY4c2bdrU+jBz4403aqdOnbRly5bao0cPbd26tb755psFLsOCBQu0du3amp2drb/99puGh4dr27ZtrXVbmNKOkarlP06WdoxULf046a4xUrXk46Q7xkjV0o2TpR0jVUs/TpZ2jFRlnMyLcfLKGCcrIsJPGXn++ec1OjraOlT83nvvqZeXl65cuVK/+OILjY2N1YYNG+ovv/zitP2TTz6pt9xyi2ZnZ1sb7Pvvv6/9+vXTt99+W6tXr27tXXI1gN15553avXt3a6O+dOBv3769tUfDma+++krHjx9vDbRJSUk6ZswY9fT01OjoaP3uu+80MzNTe/Tooffff3++9nPnztUbbrjBOmXCXufAgQN14sSJ1nwDBw7UadOmOa1h3rx5OnXqVGsdrFq1Sj09PR32VHTt2lVHjhzpcjnyvo/9w0R2dra156N9+/b6+OOPuzwkP3XqVA0PD9dhw4Zp//79tW3btnr69GmHecLCwvSJJ55w+d6LFy/Wa6+9VlevXq3dunXLt+fwrrvu0r59+7r84xwQEGD94bHv3d2xY4c2a9ZMo6KiHAY1V/r27avDhg3TdevW6Zw5c7RKlSoOp6g88sgj2qFDB5d75LKysrRjx476/PPPW9P++OMP9fDwsD5wBAcH6/vvv++0/ZIlS7Rly5ZO//B/9tln2qhRIx0wYECBf1jvvPNOHTt2rB44cEDHjh3rsC3a5eTk6IIFC5x+QIiOjrZOhbG/zzPPPKPt2rVzmPbrr7+6/KAXGRnpcDrNypUr1cvLSydNmqQvv/yyRkREaOfOnfNtI3nl5ORonz59rD+cr7/+ujZu3Fi9vLz01ltv1b179xa4HurXr69DhgxR1Yu/ZxEREfr6669renq6vvHGG1q3bl0dNGiQ5ubmOu3n9OnT2qJFC92/f7+uXLlS27RpY23/v/76qz744IPaqlUrlzslVFWrV6+uS5YssZ7HxcVpixYtdMyYMdY2WtApW6UdI1XLf5ws7RipWvpx0p1jpP19ijtOPv7446UeI1VLN066Y4xULd04WdoxUpVxMi/GyStjnKyICD9l5Msvv9SQkBCdM2eOLlq0SK+++mp99tlnrdePHTumzZo1c7nXYOXKlRoaGmrtNVG9uAfKvnG9/PLL2rZtW6dt7b/EH3/8sdaqVUvvvvtuTUlJcXhNVXXKlCnar18/l+ex2vdUXOrXX3/Vnj17qre3t0ZFRanNZtM///wz33wnT57UV155Jd/0efPmaadOnVRVdfPmzQ57DC+VmZnpUMOaNWv0f//7n/Waquq0adP09ttvd7kc9l/mOXPmaIcOHVRVdfjw4RoVFaUnTpzQhx56SBs0aOByz8eFCxf0nXfe0VtvvVXDwsJ0/vz51mtZWVmanZ1t/bFxNRCfPXtWe/Xqpb169dKQkBBdsWKFw+srV67ULl26uNx74+oPzN69e/W6667TYcOGufwjYq9pwYIFGh4ertddd50OGjRIu3Xr5rA38P3339dWrVo5/ZBg72PSpEnq6empDz/8sD755JNav359feihh6xl7N69u8Mf/rx+++03rVevni5btsyalvdn9t1332m9evU0Pj7eafvTp0/ryy+/rAsXLrSm2bdFDw8Pvffee/Xw4cP6/vvvq4+Pj544ccKh/ZEjR7Rbt246Z84ch+m//vqr1q9f3/p+w1dffaXVq1d3uj3Ex8fr+PHjHU53CAoK0qefftrazrZu3ap16tQpdO/sTz/95PAh5rbbbtN69eppgwYNtGvXrrpo0SKn29PevXu1e/fuev311+stt9yitWrVyncO+OrVq9Xf3z/fOrC7cOGC9uzZUydOnKhTpkzRqVOnOrx++PBhbdiwoX755ZdO27/77rvatGlT63lubq7m5OToK6+8oj4+Pg5jnStffvmlNmjQoMRjpOrF35uQkJASjZN2a9euLfE4mZWVpbt37843vahjpOrFvapz587NN72o4+SFCxccaijJGJl33pKMk+np6bpy5cpSjZGqqikpKSUeJ9PS0pz2WZQx0i43N1dff/31Eo+TqqoTJkwo8RipenGcrF+/fonHyZMnT+rLL7/scJpiccbJQ4cOabdu3fTFF190mF6ccfLAgQM6fvx4h7BVnHEy7zZS0nFyz5492r17d73hhhtKNE7m5OTohQsXtFevXiUeJ99++223jJOl+SypWrrPk3al/TxZ0RB+ykBubq6ePHlSR44cqdddd50OHz5c27Vrp8uXL7fmyczM1DZt2ljnSV7qzz//1JYtW2pQUJDee++9Gh0drfXq1bP2Hq1du1bbtWunhw4dKrCWdevWaXBwsNarV08XLlyoJ0+e1NTUVD1+/Li2bt063y9zQct0qbfeekttNluRfoHz7k34/ffftU6dOnrs2DFt3769Pvzww0WqQfXiH4FLa+nUqZPOnDmz0LrPnTunt9xyi86aNUu9vb31q6++sl5zdRpC3vZHjx7VJUuW5DvXODc3Vzt27Oiwlysv+7Lv3r1bO3XqpDabTdu2bavvv/++Hj58WOPi4rR169b66KOPOm3v6miQvd833nhD/f39832od+bAgQO6d+9e3b17t7Zo0UIPHDigqqqpqanavn17lzXk9frrr2uzZs20U6dODufGZ2dna9u2bZ1+kFO9uP7vv/9+rV69usOHI7ujR49qWFiYfv755y7f+8yZM9aHnLzrZdWqVdqoUSOtXbu2VqtWzeU2tXXrVmuZ8/5sW7Zsqe+9956qXvyj8OCDD7qs4eTJk9bv4V9//aVLlizRCxcuaG5urmZnZ+vBgwe1Xbt2unHjRpd9qF5cH126dNH33ntP9+3bZ+2t//3337Vr16768ssvu2x79OhRnTdvnl5//fX6j3/8wzqFwr4H88cff9SWLVvqtm3bXPaxevVqDQkJ0SZNmmi7du0cfgcyMjK0devW+vbbb7tsb18Hl+4pnD17toaEhOjKlSutmpw5efKk3nvvvXrttdfqsGHDij1Gql4cJ9u0aaOBgYHFGifT09MdTjP7/PPPtX79+kUeJ9PT0/MFEft6yLu8BY2R58+fz3cUJe82Xdg46ay9avHGyEvXg+rFD+j//Oc/9YUXXih0nDx//rwePnzYev7nn3/qokWLijVGXlrDzp07tWPHjmqz2bRNmzaFjpPnz593CAJ5l92+PgsbI9PT0x3CaVxcnP7222+6Z88ebd68eaHj5KXtX3vtNW3atKl27ty5WGOk6sVx4d5771VfX99SjZP2UJL397M446T9VK/SjJP2oxXJycklGiezsrL0/PnzGhkZWeJx8sUXX9QbbrhBBw4cWKJx8r333tPQ0NASj5P2HZeX/k4WdZw8ceJEqT5LqqomJCSU6POkPazZrV+/3i2fJysCwk8Zs59P+vDDD+vYsWNV9eKevvnz52vdunULbHv8+HF98skntV27djp16lSHX9BXXnlFr7vuOqft7Huk7BvtwYMH9V//+pdWrVpVQ0NDtVOnThoeHq4dO3Z0+d5FOUVgxowZWqNGjWK1z8rK0gsXLugNN9ygnTt31quuuqrINdgHB/u/586d01dffdXleszb3t7mpZdeUpvNZp1XnpOTU+AhZ3sfeQemvPOfO3dOX3nlFa1du3aB7e1tsrOzrZrr1q2roaGhGhoaap1nX9hyuDJ16lRt3LhxkWrIzc3VlJQU7dy5s4aGhuqdd96pXbp0sU5pKGoNea/+c+bMGX3uuefU398/33wZGRkaHx9v/RF46qmn1MfHRzt27KifffaZJiYm6v79+3XOnDku1+OFCxf04MGDeurUqXx7luw/m8zMTO3WrZuGhIS4bH/mzBmH9vYPR3fddZeOGzdOV69e7XKbdlXDpeH0zTff1EaNGjldD4cOHdK//vrL2su+fPlyHThwoLZo0UKHDRtW6Ln06enpeuDAAWtd7tq1S9esWePwPQfViwHV2fhgr8G+p3PFihUaHBysNptN77rrLv3iiy9069at+vTTT7v8vTp//rweOHBAk5KSHNaDfftKSkrSQYMGaUBAgNPz6e3bg33vvX2e8ePHWx+mChsjMzIy9ODBg5qenq6JiYkO4+TPP/9szedqnBwxYoT26dNHly9fbh0NSEhI0AceeEBr1aql9evXL3CctLdfuXKlw++B/edqXxcFjZGu+rCv03PnzhU4Trpqn3d7LGyMtPfx9ttvO/Tx/PPPq81m07vvvttaHmfjpLP1qKoOR2YKGyPzLkfePl588UUNDg5Wf3//AsdJV8tw6ThR0BjpajmOHz+uN954o9avX7/AcTJv+7w15N3TXtAYqXrxw3DeU+mmT5+uPj4+2r59+yKPk7NmzXJ4T7u8p3UVNE66am9fl0UZJ131Yf/dsHM1Ts6ePTvfEbrly5frgAEDtHnz5kUaJ1944QWHozn2cfLSMyhcjZOX1rB8+fJij5PPP/+8njhxIl+t9nVZ2Dg5e/Zsh/VoPwX0X//6V5HHybx9nDhxQp944glt27atTpkypUjj5Ny5c3X9+vUOR/cOHz6sDz74oFapUqXInycrIsKPG506dcrl1UM++ugjtdls2rFjR23Tpo1ed911+c77Lai9XW5urv78889au3btfF/8/OOPP3TatGnaoEED7dmzp8MhZ9WLe6lfeOEFnT59uq5atcrpXsPC+rBLS0vTf/7zn8Wuwe7uu+9Wm81mnZ5R3D5yc3N1xowZ2rhxY2tPVFHanz59WhcuXFjolw2LWsP06dO1Xr16+s477xS7/YoVK/Tdd9/VzZs3Oz1/vCh95P3Aeen58YW1z8jI0PHjx2vnzp31P//5j9PTd/L20aNHD5c/z48++kj/8Y9/5Pt57tixQ0eOHKne3t7aqlUr3bBhg6pevBrUrbfeqh4eHnrdddepn5+ftm7d2un2kLcPV3sKc3JyND4+XitVquRwfnVR27/99tsaGhqqlStXdnr6QFH6sJ8CFRwcnO/3wlX7tLQ07dWrlzZs2NA6ncTVkb68fbRu3dpal5fWsGvXLq1Xr16BNbRp08Zqn5iYqJMnT1ZfX19t1KiRenl5aY8ePfSjjz4qsIaIiAiXe22zsrK0RYsW+b5k72p7UL149MVms2lERITLMfLSPtq2bevyZ+FqnDx58qSGhYVpy5YttWvXrjpu3Dj94osvVPXi9n706FGdNWuWy3GyoPZxcXHWhxtXY2Rhfezfv9/6oOhqnCxqDa7GSFd92I8m/PTTTzp//vwCv8vgrP1nn32WrwZXY6SrPj799FNVvfjBLjs7W1euXOlynCzKerB/+HQ2Rrrqw35FtuTkZE1LS9OHH37Y5ThZ0Hr4448/rPXgaoxUvbhH3WazaXJyskPItF81z8PDQ5s0aVLgOJm3D1cKGieL0r6wcbIofRQ0Trpqf/bsWe3fv3+Rxsmi1uBqnHTV3r6TpXr16tb3jlyNk0WpwV6Hs3Eyb/tLw9NXX31VpHGyqOvB1Tj55Zdfaq1atXTDhg0OwdkuOTlZ//vf/xb4ebIiI/y4UXR0tA4aNEi/++67fHtiVS+ee3zvvffqY4895nAqgbP2rr7jceTIEX366ad19OjR+V7r0qWL3nTTTfrss89qv3791NfXV7/++ut88xV2aeu8fdSoUcO6ck1eOTk5TvdWFLX9vn37XJ5iVdQ+jh49qmvWrCl2+7x/XAq6fG1RakhISNB33323SO3tP4uinhNb1BpK0j5vDZfukSuoD19fX6c1pKenO71cZuvWrfWOO+7QTz75RAcMGKBdunTRtLQ0TU5O1n379mlycrIuWrRIP/roI5dX3XHWR2pqqiYnJzvcW+Xzzz/XoUOHlqh9fHy82mw2bd++fYlr2L17t/bs2VMHDRpUpPanT5/W48eP69KlS3X79u1O37ewPs6cOeNQw86dO/X666/Xfv36Fdq+c+fOeubMGT158qR1Kt+mTZt069atLi+PW9Sfhao6vSyuq/YnTpzQkydPWnsVp0yZops3by60hv79+2uXLl301KlTevz4cev7A8nJyfrMM8/omDFj8rXPzc3Vxx9/XO+44w6dPXu2RkREaFRUlM6YMaNI99dx1j46Otpqbz+lKTs72+U2XVgf9lN5fv/9d6fjZFHbJyQkOB0jC+vDy8vL4TsfzsbJoq6Hw4cPOx0jC+rj2WefdfhZuFLUGkrSx6U1uLpvTmHt7TWcP3/e5SWFr7nmGuuUoTNnzug333yj8+bN05UrV+rOnTs1MTFR33jjjQLHybx9pKSk6DfffKMvv/yyrlixwmF8cTVOFqV9XFxcgeNkUfrYvn27y3HSWfs5c+boypUr9c033yzwS/0F9fHiiy861LBt2zaX4+Sl7b/++mt98cUX9Z133tHExEQ9e/asbtiwocBxsijrwf475WycdNX+7bff1mPHjml8fLyOHj26wHHS2TY1e/ZsXblypVXD0aNHXY6TrVu31n//+99WjbGxsdq3b1/t37+/w2l3f5dLW1+K8OMmy5cv12rVquk111yj1apV08mTJ+vevXuL/EG3OO2zsrKcHr695pprHE5P6tOnjz7yyCOq+v9/yAs6xauwPi497ayk7Qu63GhR+3C1HIW1L+xSp5ejhsLaF6eP0rYvaPss7XK89tpr2qhRI2tb/euvv7RLly7as2dP63B5YTd8c9ZHZGSk9YXoLl266KuvvqqqF/cOXnp6XnHa288pL0kN9nPzd+3ale/obUHtr7nmGo2OjtZXXnmlwJ9pcWr49ddf8+2xd/Wz6NWrlzZo0EA7dOhQ6P2uiroui7M92Ns3aNBAO3bs6PAl76L2YV+OS9fDiRMnXJ4yumfPHo2MjNRTp07prl27dOLEiRoYGKi1atXSF154weXFCYrSfvbs2UW6qWdhfbi6CExR2xe2DK76CAgI0Bo1auicOXMKPUJeVjXY+5g1a1apfxZFuaRwYTUUtle7NOthzpw5GhoaqqoXx9Rbb71VQ0JC9Oqrr9bw8HDt2bOnfv/99wW+v6s+/P39NTw8XG+66SbrstJnz57Nd3GIwtr37t3bav/+++87HSeL08euXbvy3Ti3oPZNmjTRAQMGWEf1Sroe8tbgbJws6GfRqFEj7d69e6H39inOz6K47Rs1aqQ9evTQLVu2uG09nDx5Mt84+fvvv2u7du10586dmpubq61atdL+/fvr7bffrnfddZfWr19fH374YT1//jzhx3T33Xefjh8/XlUvfrmyZs2aGhoaqq+++qr1hzArK0sfffRRp0m9KO1zcnL00Ucfzbfh5+bmau/eva0vk9o/0C5btkzDwsLyfeHR2UBenD5Wr17t8CXX8qhh1apV1KAXfxaX9lHa9iXpw9l6iI6Odth7vGDBAq1ataq+/vrr+tlnn+ldd92loaGhDpeRLU4fn3/+ud51113asGFD6wvJJWkfFhbmtH1x+rjmmmtKVMOnn35qtS/teihpDfafRVhYmFt+Fs76KGoNISEhZfazuNTo0aOtL8Cnp6erl5eXtm/fXjt27Kj/+Mc/9Ndffy1V+4K+RF2UPgYMGFDonu6yrqEirAd31FBY+8tRg7P1kJOTo/Xr19du3bqpqupzzz2nkZGR1umHGzZs0M6dO2ubNm00JSXF6QfNovYRERFhXaWrJO3btm3r8oqoxanBWR+FtV+/fn2By3A5asi7HtxRQ2l+Fm3atNEzZ86Uanto166dy5+n/XS877//XletWqWdOnWy5k1KStJXXnlFw8LCinyD1YqI8OMGWVlZunbtWuuqHaoXN8CxY8eqzWbT66+/Xj/77DN99dVX1cvLK99GX9r2aWlpOmTIkHxX8zl69KjWq1fPCluffPKJenl5Od0bWto+qIEaLm3/8ssvO1z1KSAgQGfNmmU9j4uL04YNGxb4vbLS9EEN1OCMPbivWbPG2jt68803a+/evTUzM1Pnz5+vvXr1cnnqcWnbF7WPnj17lqqGgtpfrvVQEWpwx8+irGpISUnRSZMmaWRkpDZt2lSrVaumn3zyicM83333ndauXdvlpa1L2wc1UENe9kBlv6fW5MmT9YEHHnCY58yZM9qhQweHz6x/N4QfN8nNzbW+O5H33OADBw5o9+7d1dvbW202m06fPr1M2mdnZ1tXN8m7N6BXr17W3vvrrrtOp0yZ4nIZStsHNVBDXpdu099995112mF2drYeO3ZM27Zta33BuSz6oAZqKMioUaN09OjRWrlyZf3xxx+t6QV9WHZne2qghtzcXP3111/1nnvu0eHDhztcbjg7O1v37t2rzZs3L/B0q9L2QQ3UcKm4uDjt2LGjhoSEaEhIiMP9mDIzM7VFixaFnqZckRF+ykhOTo7D9ykGDx7s8tLUZdHe/mF16tSpetttt+mCBQtcXh6zrPqgBmooyOzZszU8PLzE7d3RBzWYXcOaNWvU29vbut/Jpfe1KOv21EANdhkZGbp9+/Z8F1aYPXu2NmnS5LL0QQ3UkNeZM2d02LBharPZNDIyUmfPnq3vvvuujh492uml0v9OCD9lLCcnR3///Xe12WxOLzda1u2/+eYbrVWrltpsNqeXQ7wcfVADNeSVlZWl33zzjQYFBTm9ZOvl6IMaqMHuhx9+cHqp+cvVnhqowZnMzEzdtGmT1q1bt8S/F6XtgxqoQfXilYp79OihrVq10sqVK+udd95Z4KnFfweEn8tgx44d1hWyLnf7lJQUrVmzpnbp0qXE71/aPqiBGvI6evSoDho0yOnl2i9XH9RADUBF9ueff2rv3r11xIgR5dYHNVBDXidOnNDExMQCb4/xd2FTVRWUudzcXKlUqVK5tM/MzJTU1FTx9/cv8fuXtg9qoIa8cnJyJDMzU6pUqVLiGkrbBzVQA1CRZWdnS0ZGhlSrVq3c+qAGargSEX4AAAAAGKHkhyIAAAAA4G+E8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGOH/APggCpYCiH0IAAAAAElFTkSuQmCC\n"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#绘制Age与离职的关系图\n",
+ "quitone=data[data['Attrition']==1]\n",
+ "notquitone=data[data['Attrition']==0]\n",
+ "sortquit=quitone.Age.value_counts().sort_index()\n",
+ "sortnotquit=notquitone.Age.value_counts().sort_index()\n",
+ "newdf=pd.DataFrame({\n",
+ " \"quit\":sortquit,\n",
+ " \"not_quit\":sortnotquit})\n",
+ "newdf=newdf.fillna(0)\n",
+ "index=newdf.index\n",
+ "plt.figure(figsize=(10,8))\n",
+ "bar_width = 0.35\n",
+ "rects1 = plt.bar(index, newdf.quit.values, bar_width, color='#0072BC', label=\"Attrition\")\n",
+ "rects2 = plt.bar(index + bar_width, newdf.not_quit,bar_width, color='#ED1C24', label=\"Non-Attrition\")\n",
+ "plt.xticks(index + bar_width, index,rotation=60)\n",
+ "plt.legend()\n",
+ "plt.show()"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": "",
+ "image/png": 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\n"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#绘制YearWithCurrManager与离职的关系\n",
+ "quitone=data[data['Attrition']==1]\n",
+ "notquitone=data[data['Attrition']==0]\n",
+ "sortquit=quitone.YearsWithCurrManager.value_counts().sort_index()\n",
+ "sortnotquit=notquitone.YearsWithCurrManager.value_counts().sort_index()\n",
+ "newdf=pd.DataFrame({\n",
+ " \"quit\":sortquit,\n",
+ " \"not_quit\":sortnotquit})\n",
+ "newdf=newdf.fillna(0)\n",
+ "index=newdf.index\n",
+ "plt.figure(figsize=(10,8))\n",
+ "bar_width = 0.35\n",
+ "rects1 = plt.bar(index, newdf.quit.values, bar_width, color='#0072BC', label=\"Attrition\")\n",
+ "rects2 = plt.bar(index + bar_width, newdf.not_quit,bar_width, color='#ED1C24', label=\"Non-Attrition\")\n",
+ "plt.xticks(index + bar_width, index,rotation=60)\n",
+ "plt.legend()\n",
+ "plt.show()"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": "",
+ "image/png": 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\n"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#绘制YearsAtCompany与离职的关系\n",
+ "quitone=data[data['Attrition']==1]\n",
+ "notquitone=data[data['Attrition']==0]\n",
+ "sortquit=quitone.YearsAtCompany.value_counts().sort_index()\n",
+ "sortnotquit=notquitone.YearsAtCompany.value_counts().sort_index()\n",
+ "newdf=pd.DataFrame({\n",
+ " \"quit\":sortquit,\n",
+ " \"not_quit\":sortnotquit})\n",
+ "newdf=newdf.fillna(0)\n",
+ "index=newdf.index\n",
+ "plt.figure(figsize=(10,8))\n",
+ "bar_width = 0.35\n",
+ "rects1 = plt.bar(index, newdf.quit.values, bar_width, color='#0072BC', label=\"Attrition\")\n",
+ "rects2 = plt.bar(index + bar_width, newdf.not_quit,bar_width, color='#ED1C24', label=\"Non-Attrition\")\n",
+ "plt.xticks(index + bar_width, index,rotation=60)\n",
+ "plt.legend()\n",
+ "plt.show()"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": "",
+ "image/png": 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\n"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": "",
+ "image/png": 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\n"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#绘制MaritalStatus与离职的饼图\n",
+ "unique=data['MaritalStatus'].unique()\n",
+ "unique = maps['MaritalStatus'].inverse_transform(unique)\n",
+ "marital_dict=dict(zip(unique,[i for i in range(len(unique))]))\n",
+ "plt.figure(figsize=(10,5))\n",
+ "quit_pie=pd.DataFrame(quitone['MaritalStatus'].value_counts())\n",
+ "quit_pie.index=quit_pie.index.map(dict(zip(marital_dict.values(),marital_dict.keys())))\n",
+ "quit_pie['MaritalStatus'].plot(kind=\"pie\")\n",
+ "plt.show()\n",
+ "plt.figure(figsize=(10,5))\n",
+ "not_quit_pie=pd.DataFrame(notquitone['MaritalStatus'].value_counts())\n",
+ "not_quit_pie.index=not_quit_pie.index.map(dict(zip(marital_dict.values(),marital_dict.keys())))\n",
+ "not_quit_pie['MaritalStatus'].plot(kind=\"pie\")\n",
+ "plt.show()"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": "",
+ "image/png": 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\n"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": "",
+ "image/png": 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1q69Rq9Wtnm8wGFBezuEzJ5YFfpkNaB17+jejb8AKGiYkduxScS0+3EU9uDrLIYvWTQzDNPtvlmVbHGvv/NaOd8nxL4DsA9xdT8A8S47i48iTfMcgxGK+OHAdJ3Iq+Y4hKA5ZtHx9fSEWi1vcVZWWlra4m7rJ39+/1fMlEgl8fHy4CVZ+Ddj1T26uZScmlX6OJM86vmMQYhEmFpi3/gzqtQa+owiGQxYtqVSKxMRE7Nq1q9nxXbt2YfDgwa2+Jjk5ucX5O3fuRFJSEpycnLoeymQENqUChqauX8uOMLoGfKmgYUJiv/Irm/DvLRf5jiEYDlm0AGDevHn48ssv8dVXXyEjIwNz585FXl4eUlNTAQALFy7E9OnTb52fmpqK3NxczJs3DxkZGfjqq6+wcuVKzJ8/n5tAhxcDBbSwtjVe6jQsjjjNdwxCLGZ9egF2Xmz9eTppTsJ3AL5MmzYNFRUV+Pe//43i4mLExsZi27ZtCAsLAwAUFxc3W7MVHh6Obdu2Ye7cuVi6dCkCAwOxZMkSTJ06teth1BeAfe92/Tp27N6yZfjW80OcqqEpwsQ+Lfz5PPqFKeDrJuM7ik1z2HVaNsNkBL4YAahplXx7qv0HIz7HsZcCEPs2qW8gPnk4ge8YNs1hhwdtxrHPqWB1kJf6CD6KPMV3DEIsZsvZItoNvh1UtPhUWwTsfZvvFIIyuWw5+nnW8x2DEIt5/ZcL0BpoU922UNHi0/ZXAB1N5+4MRlePlYpv+Y5BiMVklzdg2T5qGtkWKlp8uf47cOkXvlMIkkJ9GB9G0mxCYr8+23cduRUNfMewSVS0+GDUA78t4DuFoE0pW0bDhMRu6QwmvPlrRvsnOiAqWnw4ugwopz3HuoLR1eNLxSq+YxBiMbsuleDA1TK+Y9icDk95VygUHd5jr7KS9tJqU30psKQfPcviyE+BL2N+VjzfMQixiCiVG7a/MBQSMd1f3NThxcWLFy++9e8VFRV48803MXbsWCQnJwO40bpjx44deP311zkPaVf2v0cFi0NTK5Zhjcd/cabWje8ohHDuWmk9vk3LxdNDwvmOYjPMWlw8depUjBw5En/9a/OFnp9++il2796NTZs2cZXPvlTlAJ8kASaO+285uIqAYUjMTuU7BiEW4eXihEML7oKbzGE3MGrGrHvOHTt2YNy4cS2Ojx07Frt37+5yKLv1+1tUsCzAp/gA3o84w3cMQiyiulGPrw5l8x3DZphVtHx8fLBx48YWxzdt2sRdmw57o74AXPiJ7xR264GK5ejjQbMJiX368mAWaproAy9g5oa5//rXv/D0009j3759t55pHT16FNu3b8eXX37JaUC7seffAEuttS2F0dbi64DvkFj7DN9RCOFcrcaAlQezMG9MNN9ReGf2hrnHjh3DkiVLkJGRAZZl0atXL8yZMwcDBw7kOqPw5aYBX7ccTiXcWxf4ChZk9eE7BiGcc5NJcPDlkVC4SvmOwiva5d0aVo4F8o/yncIhsDIP3Gv6L87XufIdhRDOpQ6PxCvje/Idg1dmT/6/fv06/v73v+ORRx5BaWkpAGD79u24eJE6cDaTtY8KlhUx2lp847uG7xiEWMSqtByU12v5jsErs4rW/v37ERcXh2PHjmHDhg2or7/xAPzcuXP45z//yWlAwTu0mO8EDseneD/ejTjPdwxCONeoM2K5g2+ma1bReuWVV/Dmm29i165dkEr/N746cuRIpKWlcRZO8IrPAll7+U7hkKZVfIbe7rThKLE/a47lorRWw3cM3phVtM6fP48pU6a0OK5UKlFRUdHlUHbj8Md8J3BYjLYG3yi/5zsGIZzT6E340oHXbZlVtLy8vFBcXNzi+OnTpxEUFNTlUHahKge4uInvFA5NWbQXb9MwIbFD607ko0nnmI0izSpajzzyCBYsWAC1Wg2GYWAymXD48GHMnz8f06dP5zqjMB35FGAd85vKljxMw4TEDtU06bHxdCHfMXhh1pR3vV6PJ554Aj/88ANYloVEIoHRaMQjjzyCb775BmKx2BJZhaOhAlgcC+gb+U5CAJQFjkT/rFl8xyCEU9F+7tgxdxjfMayuS+u0srKycOrUKZhMJiQkJKB79+5oamqCs7MzlxmFZ9+7wL53+E5B/uS7wFfxWlYs3zEI4dT3MwdicJQv3zGsyqzhweeeew4AEBERgQceeAAPPvggunfvjoaGBowfP57TgIJjNADpX/Odgtzm4crP0NON7nyJffnmSA7fEazOrKK1c+dO/P3vf292rKGhAePGjYPR6ODPca5uB+rVfKcgtxFpqrFKtZbvGIRwas/lUuRXOtaHMbOL1tdff42PPvoIAFBXV4e7774bDMNg+/btnAYUnFPf8p2AtEFVtAeLwmnHFmI/jCYWa47m8h3Dqsx+pnXhwgWMGDECr7/+On744QfIZDL8+uuvcHV14D3fagqAxXG0m7sNM8kVmGB4H5frXfiOQggnPJ2dcHThKDhLHWMCnNl7D8bGxmLr1q147bXX4OLigt9++82xCxYAnFpNBcvGiTRVNExI7EpNkx6bzjjO9PcO32klJCSAYZgWx3Nzc6FSqZrNGDx16hR3CYXCZAQW9wFqC/hOQjrg24C/45/ZvfiOQQgn+ndT4MfUwXzHsIoON4GcPHmyBWPYgcxdVLAE5PHqz/Cd6/u42uDgyzOIXUjPrUJhdROCvOz/+7nTz7SMRiMOHTqEPn36QKFQWCqX8Kx9BLjyK98pSCeoA+/GoKwn+Y5BCCdeGd8TqcMj+Y5hcZ1+piUWizF27FhUV1dbII5AaWqAa7v4TkE6yb9oF94Iz+A7BiGc+OVMEd8RrMKsiRhxcXHIysriOotwXf4VMOr4TkHMML16Kbq7NvEdg5AuyyiuRWZJHd8xLM6sovXWW29h/vz52Lp1K4qLi1FbW9vsl8O5uJHvBMRMoqZKrPb/ge8YhHBi81n7v9sya52WSPS/WvfnGYUsy4JhGMfaFaOpGng/CjDp+U5CumBlwOtYlB3DdwxCuiTMxwX7XxrJdwyL6vDswT/bu5e68d5y+VcqWHbgyerP8IPre8ik2YREwHIrGnEmvxrxIV58R7EYs4rW8OHDuc4hXDQ0aBdETRVYHbQOg64/wXcUQrrklzOFdl20zN7Gqbq6GitXrkRGRgYYhkGvXr3w1FNPwdPTk+uMtqupCni/O91p2ZGV/v/AopyefMcgxGwqdxmOvTqq1c0g7IFZEzHS09MRGRmJjz76CJWVlSgvL8eHH36IyMhIx9oN48pvVLDszJM1nyHShWYTEuEqrdPiUrH9Togz605r6NChiIqKwooVKyCR3BhhNBgMmDlzJrKysnDgwAHOg9qk9TOAS5v4TkE4VhQ0DoOvT+c7BiFmWzCuJ54dYZ8Ljc2+01qwYMGtggUAEokEL7/8MtLT0zkLZ9NMJiB7P98piAUEFm7Ha92u8B2DELMduFrGdwSLMatoeXh4IC8vr8Xx/Px8uLu7dzmUIBSdvvFMi9ilp2uXIsJFw3cMQsxyMrcKjToD3zEswqyiNW3aNDz99NNYt24d8vPzUVBQgB9++AEzZ87Eww8/zHVG23R9D98JiAWJGsuxOmA93zEIMYvOaMLRrAq+Y1iEWVPeP/jgAzAMg+nTp8NguFHNnZyc8Oyzz+Ldd9/lNKDNuv473wmIhQUVbser3Qbh7ZwefEchpNMOXC3HXT39+I7BuU5NxNi9ezdSUlJu9c5qbGzE9evXwbIsoqKi4OLiIN1gtXXAf7oBJvu8/Sb/Y3LxxV1N7yGnSc53FEI6JcLXFb/PH8F3DM516k5rzJgxkEqlGDBgAEaOHIm77roLycnJkEqllspnm7IPUMFyEKLGcqwJ+glDrj/GdxRCOiWrvAH5lY0I8bavm4lOPdPKz8/HihUr0KNHD6xZswYjR46El5cXRo0ahTfffBOHDx++NVxo12ho0KEEF27DgrBMvmMQ0mkHM8v5jsA5s3fEAG4Usb1792Lfvn3Yt28fcnNz4eLigro6O98e/7PBQOlFvlMQKzK5KHFX039omJAIyoQ4f3z2aCLfMThl1kSMm0JCQpCSkgKtVgutVouKigr73+FdWw+UUeNARyNqLMOa4A0Ycu1RvqMQ0mFn82v4jsC5Tk95z8rKwldffYXHH38cwcHB6NevH37++WfExsbit99+Q1WVna9dKjoNsCa+UxAeBBf8ipdpmJAISGF1E8rrtXzH4FSn7rTCwsJQW1uLIUOGYNiwYXj++eeRmJgIsVhsqXy2p+AE3wkIj56pX4ofnN9FHg0TEoE4X1CDkT1VfMfgTKfutLTaGxWbYRiIxWKIxeJmDSEdQuFJvhMQHokbSvFd0M98xyCkw84WVPMdgVOdqjhqtRppaWmYMGECjh07hnvuuQcKhQITJ07EBx98gBMnTsBksvOhswIH2VuRtCmkYCvmh13jOwYhHXK+wL6ea3Vp9iAAZGRk3JpBuGPHDjAMg+rqao7i2ZiaAuCj3nynIDbA6KrC8Ib/oEAj4zsKIXekdJfhxGuj+Y7BmS6N7ZWUlODcuXM4d+4czp49i7q6ultDiHaJnmeRP4gbSvF9MA0TEttXVqdFcY399IjrVNEqLS3F+vXrMXv2bMTExCAwMBAzZszApUuX8NBDD+H333+337ssACg+x3cCYkNCC7bgb2HX+Y5BSLvsaep7p2YP+vv7w8nJCUlJSZg6dSpGjBjRbC9Cu1d+le8ExMbMrv8U6+Tv0jAhsWnnC6sxLtaf7xic6FTR+u233zBkyBC4urpaKo9tK6PGgKQ5cUMJvgveiOHXHuI7CiFtOmdHkzE6NTw4duxYuLq6oqmpCY2NjbeO5+bmYvHixdixYwfnAW2GUQ9UZfOdgtigsILNmBuaxXcMQtqUXd7AdwTOmDUR47777sOqVasAANXV1Rg4cCD++9//YvLkyVi2bBmnAW1GxXXa2Z206a8NnyJIbseTkIigFddooDfax3Iks4rWqVOnMHToUADATz/9BD8/P+Tm5mLVqlVYsmQJpwFtBj3PIncgblDju+BNfMcgpFVGE4vCKvuYQWhW0WpsbIS7uzsAYOfOnbj//vshEokwaNAg5ObmchrQZpTT8yxyZ90KfsELNExIbFRuZWP7JwmAWUUrKioKmzZtQn5+Pnbs2IExY8YAuDEl3sPDg9OANqOM7rRI++Y0LqVhQmKT8irs47mWWUXrH//4B+bPn49u3bphwIABSE5OBnDjrishIYHTgDajgnb3Ju0T1xdjTfAvfMcgpIXcCvu40zJ7Gye1Wo3i4mL07dv31qa5x48fh4eHB3r27MlpSJvwXiTQaH9dQIll/Ff1Fj7JC+c7BiG33N3LDyumJ/Edo8vM3sbJ398f7u7u2LVrF5qabjzg69+/v30WLIMWaKzgOwURkBcblyJAruM7BiG35DvyM62KigqMGjUKPXr0wIQJE1BcXAwAmDlzJv72t79xGtAm1BYC6NK+wsTBiOuL8B0NExIbkufIRWvu3LlwcnJCXl4eXFxcbh2fNm0atm/fzlk4W1HbUIpsZSQaZW58RyECElGwEX8NyeE7BiEAgEadEaV1Gr5jdFmntnG6aefOndixYweCg4ObHe/evbtdTnk/bKjCy256wM0brpJgKGVeUEncoBJJoWQZqAwGKHVN8Gusg7K+AqpaNZyMNDREgLlNn+In2dtQa6V8RyEEpbVaqNyF3XXbrKLV0NDQ7A7rpvLycshk9rdxaKWm8ta/Nxga0WBoRE5rJ0oAeAGMVwC8pB5QSj2hlLhAxThBZQJUeh2U2kaoGmugqi+DT10ZRKx9rFInrRPXF+G7kM0Yde0BvqMQgtomPd8RusysojVs2DCsWrUKixYtAgAwDAOTyYT3338fI0eO5DSgLaho6twkDBYsqnQ1qNLVoNXVXTIAMhnEvmHwkXlBJfWAUuQMFcRQmVgo9VqoNPVQNlTDr64Uno1VXPw2CE8iC37GsyFJWJbfje8oxMFVO2rRev/99zFixAikp6dDp9Ph5ZdfxsWLF1FZWYnDhw9znZF3f77T4pKRNaJUU4FSTRtF0QWAiztkYl/4yrzg5+QOpUgGJSuCymiESqeFqqkOyoZKqGpL4KKzj8WD9uhvmqXYKHuLhgkJr2octWj16tUL586dw7JlyyAWi9HQ0ID7778fzz33HAICArjOyLuKtoqKlWiNWhQ2lqAQJS2/KALgDsDdB25OoVBKvaCSuEIlkkFpAlQGA1S6JiibaqCqr4SyRg0nk/C/cYVGUleINaFbMDpzKt9RiANz2KIF3Fin9a9//YvLLDbLUndaXKvXN6Be34BWG6hIAHgxYLwCoZB5Qin1gFLsAj/GCUoToNTroNI2QtVYDVVdGbzry+l5G8ei8jf8MUwYxncU4qCqGx2oaJ07dw6xsbEQiUQ4d+7Obef79OnT5WC2pLJJGEWrI1iwqNRWo1JbjVa3AJYBkMkhUXaDj9wLKicPKMVyKCGGn5GFUnfjeZuqsRrKWjU8m+ynuZw1/E3zKTbI3kap1onvKMQBOdSdVnx8PNRqNVQqFeLj48EwDFrbAYphGBiNRk5D8k3ngNPXDawBJU3lKGlqY+sqFwAunpCLVfCVKaBycrsxJMmK4Gc0QqnTQNlUB9Ufz9ucdfaxsLGrJHWF+C50C+7OvJ/vKMQB1TQJ/2dZh4tWdnY2lErlrX93JEbWvoowlzRGLQoa1Sho7Yu3nrf5wt3JDUqp543ixjjdWt+m0jRC2VQLVX0FfGtLHOJ5W/f8n/B/wUn4oiCU7yjEwTjUnVZYWFir/+4ITPRsp8vq9PWo09ej1W5TTgAUIjCKG8/bVFJPqMQuUDISqIwslAY9/DQNUDZWQ1lXBp/6cjAC31brZe2n2Ch9C2U6GiYk1uNQz7Rud/XqVezbtw+lpaUwmZr/UP/HP/7R5WC2hO60rOPPz9sut3aCHIDcGRK/8D+GJN2hFMmhggQqkxFKnQ4qTR1UDVVQ1pbCQ2O7z9skdQX4LmwrxmRO4TsKcSD1WgPfEbrMrKK1YsUKPPvss/D19YW/vz8Yhrn1NYZh7K5o0Z2WbTGYDFA3lUHdVNb6Ca4AXD3hLPaDUqaA8o/nbSpWBKXBANUfz9v8GiqgrC2BXM9PG/Ibw4SJNExIrMZoEvYIBWBmP62wsDDMnj0bCxYssEQmmzPguwFoMvDzg41YnruTG1SyG+vblIwTVKY/nrdpG/9Y33bjeZvExP2nVINHCJKr36RhQmIVQV7OOPzKXXzH6BKz7rSqqqrwl7/8hessNovutOzbzedt11v7ohMAhRgi72AopJ5QST3+97zNxN7YT1LTAFVDDZR1pfBuqOjU8zZJbT7WhP2KsZmTOfrdENI2e7jTMqto/eUvf8HOnTuRmprKdR6bRM+0iIk1oUJbhQptFTJaO8EZgLMLnESe8JV5QenkDj+xM5SsCEqjCao/9pNUNVRCWVsKd03trZf2yP8RTwclYmVhiLV+O8RBGc1rVG9TzCpaUVFReP3113H06FHExcXByan50MacOXM4CWcr6E6LdJTepEdxUxmK7/i8zQvOkgCoZF5QStygFMmQXJmNZwYGosjdE8XwAcu0/nJCusJFLOY7QpeZ9UwrPDy87QsyDLKyWp3YLFhx38bxHYHYKTEYLLqeAJ/G/mAjQ9DgXwiJ6gLyndyQJ0nANTYMGVo35GnpgxPpOqVUgvMpsXzH6BKz7rQcaXGx0URDg8QyovW+eGOXF8Rnj+P6I4+hqaIYCfqeuFoZgAbteQyLPYAhpkMwmRqhkQSj2HkEcsV9kWkKwkWNM8r0VMhI55jVqt7GmL1Oy1GYQD8YCPeerozFuB+ywNaoYZJIUVwlhckYgD0532Bi99nw9XDDnsPpkEgeQEJCDdyZw5DXrUE41mDEH9eol/ZEoXwYckW9cdUYgEtNTqgx0vcraZuIEf64s1nDgwBQUFCAzZs3Iy8vDzpd8/2sPvzwQ07C2QKtUYukNUl8xyB2wpOV4z+nouG98+StY40DJuCoyz0AAG/VAUib9BgoG496DwP2yC6grKocEgkQn6CDl9cJaLWtD7+zYFAtS0ShPAXZTE9cMSiR0SSCxg5mjBFuhMilOJHci+8YXWLWndaePXtw7733Ijw8HFeuXEFsbCxycnLAsiz69evHdUZe0SQMwpXhTWH46yYd2JyTzY5Xhw/GzVZpIqeeyLmyBmED+sC/LBD3SPsgLSQPVwqvIf2EFEAKevcejMCgi9BoTje7DgMWCm06FNp0xAKYBMDESFEhT0GBdCCymChc1itwtQkwUB1zSK5i4Q8QmnWnNWDAAIwbNw7//ve/4e7ujrNnz0KlUuHRRx/FuHHj8Oyzz1oiKy9YlkW/1f1gYIW//QnhB8MCr+clIO6ns2B1LXfZPv3A56gqv/H9xYhNMDV9CW1DPR5IWQBx0Y1zrkbV4FDRqWZbpoWGMejRPQc6/RGwnfj+NDDuKHUZjjynJGSx4cjQeSBbYxL4bo6kI5I8XLA1sQffMbrErKLl7u6OM2fOIDIyEgqFAocOHULv3r1x9uxZ3HfffcjJybFAVP6MWDeC9+7FRJjCDF54a78/pMcvtPp1Q3B3HIh6sdkx38ATKLh4EO5uPrgnIhVs3Y2CVBaow27NSTQ0Nm/z4uPDIK5PGYCDMBrrzcqpE6tuTPSQJOCaKRQZWhcU6WiUwd6MULjjh/hIvmN0iVnDg66urtBqtQCAwMBAXL9+Hb179wYAlJe30X9JwBRyBRUt0mmP1MRgyrpCsBWtFywAqIsfD9xWZ4zG7gAOoq6+Amea9qGvaAhgApRFUkxxH4i9yssoLCu+dX5FBYt9e33h7HI/EhLq4Sw/Ap1e3amsUmMpwurXIwzrMeyPY41O4SiSj0CuOA6ZpkBcbJKh0kCFTMhcJcIfHjSraA0aNAiHDx9Gr169cM899+Bvf/sbzp8/j59//hmDBg3iOiPvvGRefEcgAiJnJXj/Qhz8fk1vtVHqn5V79GhRtCpLPOHm7Yv6ynJczjyM0OTeUKgVN65dJ8KYxhicjlDgTP6lZq9ramRx5LArRKK7ER9vgI/PSWi0V83+fbjosxGlz0YUgFF/HKuR9UWRbAiyRTG4avDDJY0YDUYaWBQKNztYXGxW0frwww9RX3/jb9obb7yB+vp6rFu3DlFRUfjoo484DWgLFHIF3xGIQAzQBmH+FhGQeaLdc1mpHOoKMXDbsgoGDLyDElBfuQsAsOvol/jLoFfAqG+sGRQbGSRlBkAZ4YG9pekwGJo/zzKZgFOnJAAGIjp6AELDLkOjOQlw8NTKU3sWntqziAEwAYAJYlQ7D0KBdBCuM9G4ovfBlSYGOjvYLsgeuTnqRAxHsyhtEdZfXc93DGLjXiqMx4AfL4Bt0nTo/IbBk3FMenerX/PwqUfptS9u/be3dxDGBMwA29h8sXuN0oBdzBlU1965d1hQkAg9Y/Kg1x8Gy1q25bqRcUaZ8zAUSPvjOhuJy3pPXGtiacWjDXghzA8LIwL4jtElXSq76enpWL16NdasWYOTJ0+2/wKB8pJ78R2B2DB/oxu+Odgb/Veld7hgAUB16MA2v1Zb4QYv//9toFtZWYjLzEngtrWhnmUS3FubiIiAO3cTLyw0Yc/uYJw7+zBEzERIJJ4dztlZYrYJ/o07kFT9JqbVPIl/Nt6Pr5hZ+I/rd3jOMwNjPRoRKhP+J34h8pB0fXiwrq4OL774IsLCwuDs7IzBgwfjxIk7jyzs378fiYmJkMvliIiIwPLly81+f7OGBwsKCvDwww/j8OHD8PLyAgBUV1dj8ODBWLt2LUJC7Gu3am+5N98RiI2aUtcDj/xYBrbkbKdfq9Z5A2h7qrqHqi+q1fm3/vvMhR0ITukB1yKXZudJNQxG5kRCFaXA0fwzd3zP6moT9u9XQCa7Fwn9muDqmgadrrDT2TvLyVSJ4PqfEYyfMfiPY7Q1lfUppV3fBGnmzJm4cOECVq9ejcDAQKxZswajR4/GpUuXEBQU1OL87OxsTJgwAbNmzcKaNWtw+PBhzJ49G0qlElOnTu30+5s1PDhmzBjU1tbi22+/RXR0NADgypUreOqpp+Dq6oqdO3d2Oogt+zXrV7xy8BW+YxAbImXFePtqX4RuSr/xEKmT9OGxOBh25/WMzu4aVOUvA/70V1QsluKBfi8B5a0Xu+JQDfbUnIRG27E7PoYB+vQxQOV3FhrNpfZfYGG0NZVlresbieHe7ma/vqmpCe7u7vjll19wzz333DoeHx+PiRMn4s0332zxmgULFmDz5s3IyPhfU5/U1FScPXsWaWlpnc5gVtk9ePAgjhw5cqtgAUB0dDQ++eQTpKSkmHNJm6aQ0UQM8j9xOhVe2+4K0cXjZl+jts8Y4M6PodBUJ4cytAfKcq/cOmY06nAgfz2Gez4AtpV1VAF5ckxWDMLv3hdQWtn+8hOWBc6elQBIRFRUIsLDM6HRHsftk0OsxU13GdG6y4gGMAa0NRXXVF280zIYDDAajZDL5c2OOzs749ChQ62+Ji0tDWPGjGl2bOzYsVi5ciX0en2L1lbtMet3EBoaCr1e3+K4wWBo9fZQ6Gj2ILnpudI+GLHuCtj6oi5dp9wlst2iBQDOnrEArjQ7VqzORE7AFYTpurf6GrcqMe6p74OjYfnIKMjscKZr14Br17rD378HevUugtF4CCZTx5/RWUJ7W1NdZ6JwWeeNTA1LW1N1gErauQJxO3d3dyQnJ2PRokWIiYmBn58f1q5di2PHjqF799a/H9VqNfz8/Jod8/Pzg8FgQHl5OQICOjcxxKyi9d577+H555/H0qVLkZiYCIZhkJ6ejhdeeAEffPCBOZe0aVS0iI/JBf85EQWP3091eeK4ydkNJeUidORupqo8ECKxBCZj8+HAo6d/hv+Qv0FW2PpfYbGeQcq1UKiiPHHwtu2f2qNWs1CrA+Du8SAS4msglhyEwVDZ4ddbmojVQdm0F8qmvUj44xhtTdU+ZxEDHw6eaa1evRpPPfUUgoKCIBaL0a9fPzzyyCM4depUm69hbttd/uZTqduPd4RZz7QUCgUaGxthMBggkdz4Q7j5766urs3Oray0nW92c2kMGvT/rj/fMQhPxjZGYOaGerAFXbu7uql+2IM4Lhre4fMVvr+jOPNMi+MyuSum9JoLtqrlqMefVQTosUt3CvUN5m3x5OQEJCRo4OF5HFptrlnX4MONralG/rE1VYjDb00V7ixF2iDudnhvaGhAbW0tAgICMG3aNNTX1+PXX39tcd6wYcOQkJCAjz/++NaxjRs34sEHH0RjY6N1hgcXL15szssESy6Rw9XJFQ36Br6jECsSg8G/sxLQfcMpsAbuNkyuCkoCits/7yaJLAbAmRbHtZoGHC3fgoGy8Xfctt2n2AmT3ZKwT3UVBaWdL7x6PXD8uBzAUMTGDUFAwHloNOc6fR1ru7E11TqEYV2rW1Nd/WNrqioH2ZoqQCbl9Hqurq5wdXVFVVUVduzYgffee6/V85KTk7Fly5Zmx3bu3ImkpKROFyyAFhd32LSt03Cpgv/ZVcQ6uht88K/d3pCczmj/5E46MfkL1FXf+e7oz8QSI3R1X0CvaWr168MHPA7/ssB2r2MSszgdUYLT+Rc7/N5tCQ9nEBl1HTrtUbAQdndvR9ma6iF/byyOCe3ydXbs2AGWZREdHY1r167hpZdegkwmw6FDh+Dk5ISFCxeisLAQq1atAnBjyntsbCyeeeYZzJo1C2lpaUhNTcXatWvNmvLepQHO0tJSlJaWthgv79OnT1cua5OivKKoaDmIpypiMX59Nthq7guWrntipwoWABgNYqjC41GY0fr04P3HVzdrY9IWkZFBYqY/lOHu2Ft+stXJVB2Vnc0iOzsCSmUUYmPVYNmDMJoa23+hDWpra6p8aTKymR64bCdbU0W6yDi5Tk1NDRYuXIiCggJ4e3tj6tSpeOutt27dNRUXFyMvL+/W+eHh4di2bRvmzp2LpUuXIjAwEEuWLDGrYAFm3mmdPHkSM2bMQEZGRosNQRmGgdEo7E9erfnmwjf478n/8h2DWJC7SYb3zsTAZ0e6xd6jfMoCnKvq/Kdd74AKFF36ts2v397GpD21SgN2ic6hqqaq01la4+rKID6hFjLZYej1ZZxc05bYw9ZU38SGY5zScjuhWItZd1pPPvkkevTogZUrV8LPz8+sGSBCE6WI4jsCsaChmlDM2WQAm225ggUAZbJuMGcNVKXaG84eXmiqrW7167e3MWmPR5kEk+QJOByQhevFOZ3Oc7uGBhaHD7lDIhmH+HgdvBTp0Gqvd/m6tuLm1lT+jTuQ9McxvcgbJS4jkCfph2tsGDK0bsjT2m4Zi3Ll5k6Lb2Y3gTx9+jSiohznB7m6QY27f2p9c1MibK/nJaDPj613FeaSyc0LBwa+DZOZz0uUQaeRf2HvHc8Zk/x/t9qYdATLsLgUVYWjBWfabaPSWb16sQgKvgiN5jSn17VlGkkwiv7YmuqaKRgXNXKb2JpKwgDZw/rCSST8GwyzitbkyZPx+OOPmz0mKVSD1w5Gna6O7xiEI6FGL7y1zx+yNroKc63ursdwwpRs9us9lbUoufrlHc9hGFGzNiYdpQ7RYk/dSTS1MdmjK0JCGfTokQu9/ghY1vznaEJlC1tTRbnIcGhgjFXf01LMKlrl5eWYMWMGBgwYgNjY2BbTFu+9917OAtqS6b9Nx+lSx/nUaM8equmJB9YXwVRuvXWEuQ//F9eL5e2feAdSyVrUlt15vnxbbUza0+Blwu+uF1FSUdqViHfIxaBPn3KAOQij0XE//LFgUC1PQqEsBdlMtFW2phrn64Fv4iIsdn1rMuuZ1pEjR3Do0CH89ttvLb5mrxMxgBszCKloCZucleA/F+MQsDUdJivPBlM3uOFOu7p3hJd/33aLVmVlIS4HnkQ0E9+pvo+u1SJMaIjF8bBCXCy40v4LOqmyksW+fT6QyyejX79GOLscgU7XiQVrdoIBC4XmBBSaEy22psqXDkQW0x2XdQpOt6aKdOnahyVbYlbRmjNnDh5//HG8/vrrLfaUsmdRXo7zDM8e9dcG4qWtYuBq+12FuabtNRgNtV1foNxQH96h89pqY9IesZ5B8rVgqCI9cEB9yiIfQDUa4MgRF4hEo9E33gBf31PQaLgvkkLy562p+v1xjMutqXq7OXMZl1dmT8Q4c+YMIiMjLZHJZp1Qn8BTO57iOwYxw/zieAxcdxFsE/fPbDqibOprOF/R/gLgjnB13YSKgqx2z2uvjUl7KgP02KU/jbp6yw/l9ejBIizsCjTadHTq9tDB3Nia6i7kSuI7tTXVwQE90d3VPu62zCpaM2bMwNChQzFz5kxLZLJZVZoqDFs3rP0Tic3wN7rh3SPd4HLoDK85Lk5bjpISbu5aVCFZyDu3qUPnBvh3b7ONSUdoXU3Y75uJvJICs17fWYGBDGJiCqA3HALLWnY2p724uTVVjrgPMk0BLbamchWLkDk0DiI7WZpk1vBgjx49sHDhQhw6dAhxcXEtJmLMmTOHk3C2RiFXwFvujUqN8DcBdgT31nXH4z9WgC05w2sOo0KFsjLuZovVVIaAEYnAdmDn9vbamLRH1iDC6KYeOBupwMn882ZdozOKilgUFQXB0/Mh9I2vhFh8CAZDtcXfV8hc9NmI0mcjCsDoP479eWsqkSzIbgoWYOadVnh42+PqDMMgK6v9oQuhmrljJo6pj/Edg9yBhBXhncx4hG06CdjApKDau59Euj6p/RM7wdN7J0qud3yq/uQ7tDHpqILwRvxecRI6C69n+zOZjEFCQiNc3Y5Cp7PO3Z69CQ15Gt27v8p3DM6Y9V2cnZ3NdQ7BiPaOpqJlw2L1fvj7dleILpjfVZhrlco+ADddTW6RuvYG0PGi9Vv68g61MbmT4GwXTPYZjN0uZ1FZzc32T+3RalkcPeoMhhmJuD5G+PmdhUbT9Q1/HYmHZzzfETgl6uoFWJblfCW9LUv0S+Q7AmnD7LI++OfnNRBduMp3lFtYhkFxbedm8HVEVYk/JNKOt5q42cYEkq4NE3lUiDGpKgE9Aq275odlgXNnxdi1sx+KCh+HXJYMDn58OQRPj3i+I3DK7P/rq1atQlxcHJydneHs7Iw+ffpg9erVXGazSYl+iRAx9JfFlihMzlhxrA9GfHkKbJ15jQ4tRdtnOJrquevFdZNBJ4YqvG+nXpOTdxZqRWGX39tJy2BodjekhPTjZd/R69eBXbuicPXKY3Byuhsikf1M5+aaVKqCXM7NrFVbYdZP3w8//BDPPvssJkyYgPXr12PdunUYN24cUlNT8dFHH3Gd0aZ4yjzRQ9GD7xjkD2MaIvDF9+7w/L3tVt98qulhudmmjKRnp1+z//hqGDn4GcawDGIyFZjkkwIXZ+7vJDuipITF73v8cTL9LwB7H5ycfHjJYcsUXgP4jsA5sydi/Otf/8L06dObHf/222/xxhtv2P0zr/8c/w/WZKzhO4ZDE4PBG1kJiN5wCuCwqzDXzj+4HGWllpkMwohMMGm+hLahc3eXnW1j0p5GTxP2ul9CcXkJJ9czl0QCJPTTwtPzOLTaHF6z2IqYnu8gMPBBvmNwyqw7reLiYgwePLjF8cGDB6O42DLbsixbtgx9+vSBh4cHPDw8kJyc3Oo2Un+2f/9+JCYmQi6XIyIiAsuXL+ckywB/+/v0IiTd9T5YvT0K0euO23TBMvoGobzMcrMXWZMIym792j/xNjfbmHD1SMilRoRx6t7oE9L5Oz8uGQzAieMy7N41BFWVj0Iu79zwqT3y9h7CdwTOmfVtGxUVhfXr17c4vm7dOnTvbt56kPYEBwfj3XffRXp6OtLT03HXXXfhvvvuw8WLrc8kys7OxoQJEzB06FCcPn0ar776KubMmYMNGzZ0OUuiPz3X4ssTVb3x9pcaSE5z31WYa/VJ98DSc5SMRvO2FruceRhVKu5mAIoNDAZkBmFU0ECIxWLOrmseBhcuiLBrZx/k502HTDYUDNO16f5C5OwcZnfPswAzhwc3bNiAadOmYfTo0UhJSQHDMDh06BD27NmD9evXY8qUKZbI2oK3tzfef/99PP300y2+tmDBAmzevBkZGf/74ZaamoqzZ88iLa31tuWd8dDWh3CxgqbeWou7SYb/nI2B73bLNmnkUtYjHyOnyLI/LFmwcGJWo76yvNOvNbeNSXuq/PTYZTqD2rpaTq/bFb6+DOLiSsHiIIzGBr7jWEVQ0CPoGb2I7xicM+t2YerUqTh27Bh8fX2xadMm/Pzzz/D19cXx48etUrCMRiN++OEHNDQ0IDm59f5EaWlpGDNmTLNjY8eORXp6OvT6rvf0SQlK6fI1SMcM0YRg5Y8+gipYrEiM4mrLd4plwMA7KMGs17KsCbuvfAvGhds7I0WJEyY3JCLMP4TT63ZFeTmLvXuVOH5sKkzGKXByUvEdyeK8Ffb5M8rsj4GJiYlYs8a6kxHOnz+P5ORkaDQauLm5YePGjejVq1er56rV6hY70Pv5+cFgMKC8vBwBAQFdyjIkaAi+OPdFl65B2vdafgLifzwHVqvlO0qnaBJGQdvJflbmamo0f82UuW1M2iNtFGFUXnecj1TgRP457i7cRY2NLA4fdoNYPBbx8Xp4e6dDo73GdywLEEGhML/hqC3r1J1WUVER5s+fj9ralrf9NTU1eOmll1BSYrkZRNHR0Thz5gyOHj2KZ599FjNmzMClS5faPP/2NSQ3R0K5WFvSx7cPPKQeXb4OaV2wwROr98ag75oTgitYAFATab0H4HWVrlAEhJr9+jMXdqAhoJHDRDeITAz6Ziox3m8wpJ1YCG0NRiNw8qQTdu1KRnnZY5DL7WvTAHf33nBy8uQ7hkV0qmh9+OGHqK2thYdHyx/Wnp6eqKurw4cffshZuNtJpVJERUUhKSkJ77zzDvr27YuPP/641XP9/f2hVqubHSstLYVEIoGPT9fXc4hFYgwKGNTl65CWptX0xOKvAdlRy2/QaiklrHX7zLmr+nTp9b8d/Rzwtczzt6BcZ9zvNBi+CttcR5WRwWDXzl7Izp4OqXQEGMap/RfZOB+f4XxHsJhOFa3t27e3WJv1Z9OnT8fWrVu7HKqjWJaFto1P4cnJydi1a1ezYzt37kRSUlKLXenNNSTI/qaT8knGirH4YgKmLrsIU3kF33HMZgwIR4WZPazMVVcVCnRhBMFo1OFA/nowUsvMinWrEGNiRV9EB9luD76CfBZ7dofg/LlHIBJNgFgs3JEUlXJM+ycJVKe+Q7OzsxEa2vYwRHBwMHJycrqaqVWvvvoqDh48iJycHJw/fx6vvfYa9u3bh0cffRQAsHDhwmYFNTU1Fbm5uZg3bx4yMjLw1VdfYeXKlZg/fz5nmYYEDQED+9nyn09J2kCs2hiEwM0nYPF54hZW22+C1fsYNtXJoQzr2k4txepM5LhYroOwRMdg6PVuGBqSyMv2Tx1VVWXC/n0+OJo2GQbDVEilwpo2LpcHw929N98xLKZTRcvZ2fmORSknJwfOzpbZB6ykpASPP/44oqOjMWrUKBw7dgzbt2/H3XffDeDGgue8vLxb54eHh2Pbtm3Yt28f4uPjsWjRIixZsgRTp07lLJPSRYm+SlrA2FXzivtiwbIyMFfso6VNhSc/i2ydPeK6fI2jp3+GNsiyd4nRmV64z3sIXF342f6pozQaFmlHXPD7nrtQX/cw5HJ+F093lNJ3dPsn3YHBYMDf//53hIeHw9nZGREREfj3v/8NUzv92yy1mcPtOrVO65577kFgYCBWrFjR6tdnzpyJoqIibNu2jbOAtm79lfVYdNT+1kJYg8rkiv+khcP1wBm+o3DGJJHiyOgl0Gms38dLKjegoewzGLu4S4hM7trlNiYd0eRhxF7PyygqU7d/so3o3h3o1u0KNNoTsPrtdAf16/cDFF79zX79W2+9hY8++gjffvstevfujfT0dDz55JN488038cILL7T6muzsbMTGxmLWrFl45plncPjwYcyePRtr167l9EYB6GTR2rt3L+6++268+OKLeOmll25NKS8pKcF7772Hjz/+GDt37sRdd93FaUhbVqurxch1I6EzUWvwzphYH4UZP1WBLeZ3vzquNQ6chKPO43h7f4XvXhRnnu7ydbqF9sVA2XjAYNkfzEYxi1MRapzNb3sWsC0KCGAQ06sQRuMhmEy2M7tVJvVDSsohMF3YsWfixInw8/PDypUrbx2bOnUqXFxc2uzkYenNHP6sU7+zkSNHYunSpfj0008RGBgIhUIBb29vBAYGYunSpfjkk08cqmABgIfUA8ND7HemDtckrAjvXe2H6Z9l2l3BAoDqbvzOKBXLYji5DldtTNojNjLonxmA0YGDIJEIZ6ul4mIWv+8JxJnTD4HBJEgkCr4jAQCUqrFdKlgAMGTIEOzZswdXr97oS3f27FkcOnQIEyZMaPM1lt7M4c86/V3yzDPPYOLEiVi/fj2uXbsGlmXRo0cPPPDAAwgODuY0nFDcG3kvduXuav9EB9dbp8LrO90gOm87XYW5pjb4AuBvE9+qEiWc5M7Qa5q6fK39x1fjgZQFEHPcdbk13bJcMVmVgl04g5raGsu/IUdqakw4cMALUulEJPTTwN3tKLS6fN7y+Knu6fI1FixYgJqaGvTs2RNisRhGoxFvvfUWHn744TZfY+nNHP7MrI82QUFBmDt3LmchhG5I0BB4y71RqankO4rNerasD+5adxVsnRV+AvJEHxqN6gp+d503GsTwC49HQQY3QzI7zn7JaRuTO/EqleA+5344GJCF7OJci78fl3Q64NhRORhmBGLjjPD3PweN5oJVM8jlwfD07Poi6XXr1mHNmjX4/vvv0bt3b5w5cwYvvvgiAgMDMWPGjDZfZ8nNHP7M7PvxwsJCHD58GKWlpS1mlcyZM6fLwYREIpJgfPh4fJfxHd9RbI7C5Iz/pHeH155TNvrYmjt1fccDdXynAExMDwDcFK2bbUz6ioYAd548xglpkwh35UTiQpQXjuWftfwbcoxlgfPnxDh/LgEREf0QEXkNOu0xsLD8xJyAgAc4KRAvvfQSXnnlFTz00EMAgLi4OOTm5uKdd95ps2hZejOHPzOraH399ddITU2FVCqFj49Psz8ohmEcrmgBwKTISVS0bjO6MRzP/NwINt82uwpzrdy9u00UrUq1N1w8vNBYW83J9S5nHkZocm8o1NZ5bsOwDOIyfeEbloLd1eltbiBg67KyWGRlRUKl6o7Y2GIYTYdgMnG/XdYNIgQGcDNLr7GxESJR8+diYrH4jlPek5OTsWXLlmbHuN7M4Sazntj94x//wD/+8Q/U1NQgJycH2dnZt35lZdnHWpvO6u3TG1Fe5vU2sjcMC/w7ux/+b2k22HzLP8y3BazMGepyG+mxxjLwCe18c8g72XX0S7D+1u2TFZArx/2iZKi8fa36vlwrLTXh99/9cDL9AYCdDCcn7n8/3t4pnPXOmjRpEt566y38+uuvyMnJwcaNG/Hhhx826+DBx2YON5n1t6yxsREPPfRQi2rs6CZGTOQ7Au8iDd5Ys6sHev5g212FudaYNB4GnRXGzzpIp+N2uyRLtTFpj2uVGPeU9UFMsGWay1pTfT2LgwfdcWD/eDQ1PQiZLJyzawcGTuPsWp988gkeeOABzJ49GzExMZg/fz6eeeYZLFr0v/WofGzmcJNZTSBffvlleHt745VXXuE8kJCVNJRgzIYxMLG288PLmmZU9cbEdblgq6r5jmJ1BQ+9i6tqd75jNCNzWoua0mJOrxkfOxbRjfG8rKvNjKrBwaJT7e7MIBwsevdmERh0ERrNGbOv4uTkjSEphyES2dZO+pZiVtEyGo2YOHEimpqaEBcX12LM0pI7vdu6WTtn4WjxUb5jWJUbK8V/zvWGctsJvqPwJn3K56itsq07S1VIBvLO/cb5dSemPA/XIn62YCoP1GG39hTqG+yr+3BYGIPuPXKg0x0By3bu+ygk5Cn06P6ahZLZHrMmYrz99tvYsWMHoqOjAaDFRAxHdm/kvQ5VtFI0IXjhFxOQ5bgFSxfZx+YKFgA01HazyHV/O/o5Huj3EmDlnewBwLdIisluA7BPdQUFpfazfCI3l0Vubhh8fLqhT58ysDgIo7G+Q68NDPiLhdPZFrPutBQKBT766CM88cQTFogkbBqDBmM3jHWINVuv5icgQYBdhblWcd98nK3h7vkEl1zdfkFF/nXOrxvg3x3DPR8Ay9NzPJOYxemIEpzOv8jL+1uaswuDhIQ6yOVHoNe3vXOMl2d/JCb+YMVk/DNrJoVMJkNKSgrXWeyCXCLHYzGP8R3DooKMHli1rxfiBdpVmGtlLua3u7c0V0XXd35vjaXbmLRHZGSQmOmPMQGDOJ9SbQuaGlkcOeyGfXvHoKHhIchlrbedCQl90srJ+GdW0XrhhRfwySefcJ3FbjzU8yG4ObnxHcMi/lIbjcVfiyBPO8d3FJtgcvVASbntDonXVIaAsdAsX2u0MWlPaLYrpsgHQ+HpxWsOSzGZgFMnnbBr10CUlT4GuTzp1tec5aFQ+t7NYzp+mDU8OGXKFPz+++/w8fFB7969W3zS+fnnnzkLKFSLTy7Gygsr2z9RIGSsGO9m9EWQHTRp5FL98IdwnBnKd4w78vTehZLr5y1ybWu1MWmPTs7icGAWrhfl8JrDGoKCGPSMyUdY6DCEhrbdSd5emfURzMvLC/fffz+GDx8OX19feHp6NvtFgMd6PQaZWMZ3DE4k6gKwalMwgn45TgXrNpWBXd/rzdKkLr0sdm2tpgHHKrYCEn7vNqUaBiOyI5AckmD3k8EKC1kcPhQFPz/u1mYJidnbOJE783X2xeSoyVh3ZR3fUbpkrrovBq/LANtoqe1nhE3d6AmA37uM9lSV+EMilcGgs8zzx+zcMwgdEAf/Mn7b0jMsg96Z3vANHYxdtSeh0Wh4zWNJ/fv3h0xmHx+KO4u2tLCgJ2OfhIQRTo+gP1MZ3fDVkTgkf32SClYbdNH9UV9j2wULAAx6MVThfSz6HvuPr4aR35p1i1+eHFOQDD8fFd9RLEIikWDgwIF8x+CNWT9Rw8PD73gL7qj7D94uyC0I48PHY0vWlvZPtiH31EfhiZ+qwBZ3vQOuPavpPQoQyMoGRtITgGXX0lmzjUl7XKtFmNAQi2NhBbhUcJXvOJyKj4+Hm5t9TvTqCLOK1osvvtjsv/V6PU6fPo3t27fjpZde4iKX3Xg67mlszdoKVgCNOSSsCG9ej0fEzyfBGi3fSkHoyqRhsEq/Dg5Uqn0gd3OHpt5y29Bbu41Je8R6BoOvhUAV6YkDxSftYvsnsVjs8MuNzCpaL7zwQqvHly5divT09C4FsjeRXpEYETICe/P38h3ljnrplXh9pwfE5+y3qzCXTO7eKC2z/Q8iN7EmEZRhCci/eMCi72PtNiYdEXXdA94BQ7BLdwp1DR3bZcJWJSYmQqGwnT9bPnD6TGv8+PHYsGEDl5e0C7PiZvEd4Y6eKY/Dvz6vh/gcf4tFhaZhwESYjMIpWgBgMFqndQ4fbUza413shPs0/RHqF8R3FLM5OTlh2LBhfMfgHadF66effoK3tzeXl7QLcco4DPS3vQenniY5vkjvi1ErToOts4HuhQJS6deX7widVlniCTdvpcXfh682Ju2RN4gwOj8aiaGxfEcxy6BBgxz6WdZNZg0PJiQ0XwvBsizUajXKysrw2WefcRbOnszqMwvH1Mf4jnHLXY3d8OzGJrB5J/mOIkjFdW4A+J9w0BkMGHgHJ6C+cqfF36uyshCXA08imonnpY1JW0QmBglX/eAb7o7fy9Oh19v+7E8AkMvlGDx4MN8xbIJZReu+++5rVrREIhGUSiVGjBiBnj17chbOngwMGIjhwcOxv2A/rzkYFngjpx9iNpwGK5C/sLZGGzsEjTYwQ84cTQ3W29j3zIUdCE7pwVsbkzsJyXbBFN8U7HY9i8rqKr7jtCslJQXOzs58x7AJZm3jRMyTX5uPyb9Mhs6k4+X9IwwKLNqrglO6fe6MbS2lU/+OCxUBfMcwm7P8J1QV57V/IgfEYilvbUw6Qi9jcSQoB5lFtrtMx83NDXPmzIFU6hhNHtvTqWdaIpEIYrH4jr8kEmEuprWGEI8QzOg9g5f3fry6F/7zpZ4KFgdKJcF8R+gSd6X1nscZjTocyF8PRmqb+xg4aRkMy+6GlJB+Nrv907Bhw6hg/UmnKszGjRvb/NqRI0fwySefgG7c7mxWn1nYkrUF6ga1Vd7PxeSE9y7EQvXrCVt6tCBYRm8/lJUJew1bXXUowDBW20eyWJ2JnIArCNN1t8r7dRbDMojJVMAnJAW76k+iqamJ70i3eHt7IzHR9ve3tKYuDw9evnwZCxcuxJYtW/Doo49i0aJFCA0N5SqfXdqesx0v7bf8IuxkTTDmbmaB67kWfy9HUTvmaaTr+vEdo8vcPbehLOeyVd9z8pC/QVZo2yMxjZ4m/O5+CerythsvWtOjjz6K7t1ts9jzxex79qKiIsyaNQt9+vSBwWDA6dOn8e2331LB6oBx3cZhgP8Ai77HKwUJmLdMTQWLYxW+wpwufTtnD+v/Pn5LXw5GYdsNG11qRBin7o24YP4nlEVHR1PBakWni1ZNTQ0WLFiAqKgoXLx4EXv27MGWLVsQF2eZDqn26pUBr1hkM92bXYX7rT4B1o53ueYDyzAorrG9mXDmqC4LhNjKz59tpY1JeyQGBgOvBeGuoAEQi/lZayaRSDBu3Dhe3tvWdapovffee4iIiMDWrVuxdu1aHDlyBEOH2nYDPFvVXdEd03py2w9nal00Fn9DXYUtRRt/FzQNtjkLrrN0GglUEZbd+b012blnoFYUWv19zRFx3R2T3VLg4e5h9fdOSUlx+O2a2tKpZ1oikQjOzs4YPXr0HT+BUOfijqnV1WLSxkmo1HRtq3AZK8Y7GX0QvOXkjf7cxCLUf3kDl8osv6OEtfgGqVFw4Xte3vuBlAUQF/Hy1p2mdWFxQJWJXHW+Vd7P29sbs2fPppnYbejUndb06dPx4IMPwtvbu0W3Yupc3HkeUg+80K/1zYc7Kl7nj1W/BCP4lxNUsCyslBHu2qzWVJaoIHXmZ7hzx9kvwbgL44eyrJHBqLzuSAqxziOQiRMndqlgvfHGG2AYptkvf3//O75m//79SExMhFwuR0REBJYvX272+1tap/5kvvnmGwvFcFxToqbgxys/4kLFhU6/9kV1X6Ssvwy2ocECycifGVWhKC+zj6HBm0wGEZTd4lGYccTq721rbUzaIzIxiM9UQRk2GHuq0qHTWWaDgLi4OERERHT5Or1798bu3btv/fedRsays7MxYcIEzJo1C2vWrMHhw4cxe/ZsKJVKTJ06tctZuGabK/4cCMMweHXgqxAxHf9f4WtyxVdH4jD465NUsKykPnGCTe2hxxUWPXh778uZh1Glsv0tlP4sKNcZUySD4ePF/cbgLi4uGDt2LCfXkkgk8Pf3v/VLqWx7WHv58uUIDQ3F4sWLERMTg5kzZ+Kpp57CBx98wEkWrlHRsgFxyrgO75QxviESy1Y7w20/dRW2pnJFDN8RLKJSrYCLJ38P/G2xjUl73CvFmFgVj+igSE6vO2nSJM52cc/MzERgYCDCw8Px0EMP3bGbfFpaGsaMGdPs2NixY5GebpsbClPRshHPxz+PaEV0m18Xg8E71/rhyc+ugy2yzm4a5AZWLIG6SsZ3DAth4BOSwNu722obk/Y4aRkMvd4NQ0ISOdn+KT4+HjEx3HwwGjhwIFatWoUdO3ZgxYoVUKvVGDx4MCoqKlo9X61Ww8/Pr9kxPz8/GAwGlJeXc5KJS1S0bIST2AnvDH0HUlHLPcZ66n2xZlsEIn88Dhjs67mKEGj63Q1tk7C3broTnZbbO4bOqqwsxGXmJGDby7da1TPTC/d6D4FLFya0eHp6croma/z48Zg6dSri4uIwevRo/PrrrwCAb7/9ts3X3F54b04qt8X9GKlo2ZDuiu6Y029Os2OzKuKw6ItGiM9SV2G+VIfbdx+jmnJ3eKoCec1w5sIONAQ08prBXMpCKaYYByBQeecZeq1hGAZTpkyBXC63QLIbXF1dERcXh8zMzFa/7u/vD7W6+ehNaWkpJBIJfHx8LJbLXFS0bMz0XtMx0H8gPFk5Pj/ZF3d/cRpsbS3fsRxaiUnFdwSL8/TnvxPzb0c/B3yFMQ3+ds61Yowt6oW+IZ0b4hs0aBC6detmmVB/0Gq1yMjIQEBA60s2kpOTsWvXrmbHdu7ciaSkJDg52d62W1S0bAzDMHhzyJv4clsIFDupqzDfDIERqLTRXlBcqq+1XnPItth6G5P2iI0M+mcGYnTgwA6ts1KpVBg1ahTnOebPn4/9+/cjOzsbx44dwwMPPIDa2lrMmHFjstfChQsxffr0W+enpqYiNzcX8+bNQ0ZGBr766iusXLkS8+fP5zwbF4T53WHn/F39EfTMc3zHIADq+k3gO4JVNNbI4RPC77Mt4I82Ji7CHgrvluWGya4p8PRoe6MFsViM+++/3yK7XhQUFODhhx9GdHQ07r//fkilUhw9ehRhYWEAgOLiYuTl/a8JaHh4OLZt24Z9+/YhPj4eixYtwpIlS2xyjRZAnYttmvqtt1G1ejXfMRxa5iOfIL/IMT7bqUKzkXe27Z551iSENibt0TmbcNDvOrLVLbtEjx8/HgMHDuQhlfA5xt9GgfJ7aT7kvXvzHcNhmaQyqCuE/YOzM2rKgyDiaVfz2wmhjUl7pE0i3JUbhYEhzZ8XxsbGUsHqAipaNoyRShH00YcQcbTgkHSOJnEc9FoB7DHEEW2jFMpuvfiOAUA4bUzaw7AM4jJ9cY8qBTKZDL6+vpg0aRLfsQSNipaNk4aGImDRv/mO4ZCqQh3v07DU1TaKFiCsNibtCciT4355CqZNmwaZzF4XqlsHFS0B8Bg/Hr6zZ/Mdw+GU6G1vjYqlVan9IZHazg/V/cdXw8jvEjJuMEDo3b3uuAcg6RgqWgKhnPM8PCZO5DuGwzCE9UJ1pf1Pdb+dQS+GKoL/NVt/JqQ2Jm1xHxEC51hfvmPYBSpaAhLw9ltwTkzkO4ZDqOnLzW7bQiQSt70HJh9utjER6k8reU9veNwdxncMuyHQbwPHJJJKEfzpJ3AKDeU7it0rd43iOwJvKtQ+kLu58x2jGSG2MQEAidIZ3g9FgxEJe0KJLaGiJTAShQIhy5dDRB2iLcYkd0VJheP+1WBNIijD+Nv5vS1Ca2MicpfC96lYiOTCHtq0NY77N1PAZBHhCF6yBLDBfcHsQVP/CTDoHGeqe2sMhu58R2hBSG1MGLkYvk/FQqKw3Ea4joqKlkC5DhyAgH/TVHhLqApK4jsC7ypLPeDmY3sz3QTRxkTCwHd6L0gDXPlOYpeoaAmY15TJ8El9hu8Ydket5a+Tr61gwMA7yPaGCAEbb2PCAN7TekIW4cV3ErtFRUvglC+8AI8JjrGpqzXoI+NRW2V7Lcb50NgQwXeENtlqGxOveyPhEkdT2y2JipbAMQyDgHfehgvtZcaJmri7+Y5gM+orXaAItM2p2rbYxsR9ZAjcku1hJbRts53/48RsIpkMIcuXwWXQIL6jCF6ZM/99pWyJu69tLTT+M1tqY+KS5AfPsd34juEQqGjZCZGzM0KWL4Pr4GS+owiWyc0TpWV8p7AtddUhYBjb/TFx9PTP0Abxu3OJvLcPFPfb3mxLe2W7342k00RyOYKXLYNrSgrfUQSpMekeGA3UXu7PmupkUIbZ1g4Zt+OzjYlzbx/4PNKTFg9bERUtOyOSyRD82VK4Dh3KdxTBqQzox3cEmyT3sO2ebny1MXGO84X3IzFgxPRj1JroT9sOiWQyBC/9FK7Dh/EdRVDUjba1dZGtqC4LhNjGF7Jbu42Jcx9feD/UE4yY7rCsjYqWnRJJpQj55BO4jRjBdxRB0MUMQn2N4+3q3hE6jQSq8Di+Y7TLWm1MXBJUVLB4REXLjjFSKYKXfAy3u+7iO4rNq+lFf0Z3Ipb25DtCh1i6jYnroAAoHuxBz7B4REXLzjFSKYI/Xgy30aP4jmLTSp1C+I5g0ypLVJA6u/Ado12WbGPiNjwYislRYBgqWHyiouUAGCcnBH/0ETwmTeI7ik0yefqirJRmDd6JySCCKjye7xgdYok2Jh5jwuA1ntbw2QIqWg6CcXJC0PvvQfnCHIA+KTZT338iTCYqWu0xoQffETqMszYmEgaKadHwuIt62NkKKloOxvfZZxH00UdgnJ35jmIzKlV9+I4gCJXFCrh4efMdo0O4aGMicnWCcmYcXBNUnGQqLCzEY489Bh8fH7i4uCA+Ph4nT56842v279+PxMREyOVyREREYPny5ZxkETIqWg7IY9xYhK1eDYmKm7+MQsYyDNS11EKiYxj4htjmzu+t6UobE4mfC1TPxUPWjZtmq1VVVUhJSYGTkxN+++03XLp0Cf/973/h5eXV5muys7MxYcIEDB06FKdPn8arr76KOXPmYMOGDZxkEiqGZVkaF3FQ+pJSFMyeDc3Fi3xH4Y22z3Ac9n6Q7xiC4elbj5LML/iO0SkTU56Ha1HHJ5HIeijg80hPTjsOv/LKKzh8+DAOHjzY4dcsWLAAmzdvRkZGxq1jqampOHv2LNLS0jjLJjR0p+XAnPxUCPtuDdzHjuU7Cm+qewznO4Kg1JS7wdNPWDuZd6aNiWtyAHyf6M1pwQKAzZs3IykpCX/5y1+gUqmQkJCAFStW3PE1aWlpGDNmTLNjY8eORXp6OvR6x22fQ0XLwYnkcgQt/gg+z6byHYUXpSJh/QC2BZ5+8XxH6JQOtTER3eiFpbgvyiJrsLKysrBs2TJ0794dO3bsQGpqKubMmYNVq1a1+Rq1Wg0/P79mx/z8/GAwGFBeXs55RqGwvS5qxOoYhoHqhRcgi4hE8d//Dlar5TuSVRh9AlBeZuQ7huDU13bjO0KnFaszkRNwBWG6lruxi1wk8H6oJ+Q9LNex2mQyISkpCW+//TYAICEhARcvXsSyZcswffr0Nl93+5qwm09zHHmtGN1pkVs8J01E2LffQHLbpzt7VZ80CfREt/Maa+TwDYniO0antdbGRBrqDtWcBIsWLAAICAhAr169mh2LiYlBXl5em6/x9/eHWq1udqy0tBQSiQQ+Pj4WySkEVLRIM87x8QjftBFuo+x/B40KH9vevdyWuShsfy/C1vy5jYnb0CAon+kDiZfc4u+bkpKCK1eaN6y8evUqwsLa7gydnJyMXbt2NTu2c+dOJCUlwcnGNzC2JCpapAWJQoGQpZ/C7/W/g5HJ+I5jEaxIDHW1ff7erKGmIhgiMQeLd61Mq2nA6aa98JneC173RFitrcjcuXNx9OhRvP3227h27Rq+//57fPHFF3juuedunbNw4cJmQ4WpqanIzc3FvHnzkJGRga+++gorV67E/PnzrZLZVlHRIm3yfvRRdFu/HrLuwhsKao82/i5oGul5lrm0jU5QhQvvTjU0tg+Gz5kF517WHV7r378/Nm7ciLVr1yI2NhaLFi3C4sWL8eijj946p7i4uNlwYXh4OLZt24Z9+/YhPj4eixYtwpIlSzB16lSrZrc1tE6LtMuk0aD0vfdRtXYt7OUhUPGD/0JGqS/fMQRNGVyE/PM/8B2jQ0RiCVKmPYb+k+4HI6LP6kJG//dIu0RyOfz/8TpCvlwBib8/33E4Ucrax++DT5UlfnCSWf55UFcpAoLwyJsfYMB9D1DBsgP0f5B0mFtKCiI2/wKPe4W9W7whoBsqyqnhY1cZ9WKowm1330aRWIIBk/+Cx99bAr8I+xvidlRUtEiniD08EPTeewha8jHE3sLYPPV29QkTAPsY5eSfOJrvBK0K7BGDx99djKEPz4CTlCbc2BN6pkXMZqiqQtnHH6N6/Y+AycR3nA679sgnyCuiz2tcYBgWrG4lNPW1fEcBAMhcXTH04SfQZ/Q4h16Aa8+oaJEu02RkQP3WW2hKv3ObBVtgkkhxZPQS6DQ0c5ArysCTyL+4n+8YiE4eipFP/B9cvSy7UJjwi4oW4UzNlq0o/eADGEpK+I7SpqYB9yDNZQLfMeyKl6oG6isreXt/D6UfRj/9LMITknjLQKyHxkgE5p133kH//v3h7u4OlUqFyZMnt1hp3xprNJPznDQRkb9tg8///R8YqZTz63OhKjyZ7wh2p7rUE+4+1u/NJhKLkTTpfjzx36VUsBwIFS2B2b9/P5577jkcPXoUu3btgsFgwJgxY9DQ0NDma6zZTE7k4gLVvLmI2LoFbiNHcn79rioxKPmOYJcUgdZtDtl9wGDM+OAzDH/sKUFMuyfcoeFBgSsrK4NKpcL+/fsxbNiwVs/hs5lc/YEDKHn7Hehyciz6Ph1hCInGgcg5fMewS26KRpRnWb4VfGB0Lwx79EkERcdY/L2IbaLWJAJXU1MDAPC+w/TztprJrVy5Enq93qKbb7oNGwbX5GRUrvkOFStXwshjH6Da+HFAHW9vb9fqq1ygCAxDVVGuRa7vExyKlIceR/f+NLzr6KhoCRjLspg3bx6GDBmC2NjYNs9rr5lcQECARXMyTk7wefIJKB55GNU//YSKlSthKCq26Hu2pty9OxUtC3L37ct50fLyD8DgBx5Bz5ThtJsFAUBFS9D++te/4ty5czh06FC759pCMzmRTAbvRx+F4sEHUbN5Cyq++AK6XMt8Mr8dK5VDXS4GIJz1ZEJTWxUKhhGBZbv+Z+yhVGHQ1IfQe9goQe4mTyyHipZAPf/889i8eTMOHDiA4ODgO55ra83kGCcneE29H55TJqNu+3aUf/4FtB2YAdkVTf3Hw6CjgmVJmnoplN2iUZqd0f7JbVCGhaPfhPsQM2Q4xBLH7RlF2kZFS2BYlsXzzz+PjRs3Yt++fQgPD2/3NcnJydiyZUuzY7bQTI4RieAxYQLcx49H/d59KP98OTRnz1nkvSpDBgDq9s8jXSN3jwXQuaLFMCKE90tC4oTJCI213b0MiW2g2YMCM3v2bHz//ff45ZdfEB39v33fPD094ezsDOBGM7nCwkKsWrUKwI0p77GxsXjmmWcwa9YspKWlITU1FWvXrrW53jwNaWkoX/45Go8d4/S6J6d8gZoqPafXJC05yYxorPgMRn37f9ZOcmfEjhiNhPGToPAPtEI6Yg+oaAlMW8+gvv76azzxxBMAgCeeeAI5OTnYt2/fra/v378fc+fOxcWLFxEYGIgFCxYgNTXVConNo7lyBdUbNqB2y1YYq6q6dC19RB8cDH2Go2SkPQrlfhRfbXtLLw+lCgljJyJu1FjIXFytmIzYAypaxKaxOh3q9u5D9c8b0HDoMGDs/J6BFff9DWdrIiyQjrTGN6gEBRe+a36QYRDcszfix05E94HJEIlocgUxD80hJTaNkUrhMXYMQj//HFG//w7lvHmQduvWqWuUu0RaJhxpVaVaCamzCwDAyy8Ag//yKGYuWYFpb7yL6OQhFitY3bp1A8MwLX4999xzbb7GGtubEW7RnRYRpMaTJ1H988+o+207TI2NbZ5ncnbDwSHvw6inmYPWInd1Qs9B1egWF4mgnr2s9r5lZWUw/ulO/MKFC7j77ruxd+9ejBgxosX5N5/1zpo1C8888wwOHz6M2bNn2+SzXvI/VLSIoJkaG1G7fQdqf/0VjcePg71tAkD98Gk4zrS+vRXhjtRZgoh4X0Ql+SGkpwIiMf+DOC+++CK2bt2KzMzMVp8F87m9GTEfTXkngiZycYHX/VPgdf8UGOsb0HDoEOr3/o76/QdgrK5GVWAiYP3NNxyCq6cUITHeiEhQIrSXD8RO/Beqm3Q6HdasWYN58+a1OXmJz+3NiPmoaBG7IXZzhce4sfAYNxas0YimU6fQVOSOSnEtKgrrARpT6BKJTIygHl4I6emNkBhveAfa7sy/TZs2obq6+taM2tbwvb0ZMQ8VLWKXGLEYLv37ox+AfvcBjbU65F+qQF5GJfIvVaKpjtZstYcRMVCFuSMkxhshMQr4RXhCbAPDfh2xcuVKjB8/HoGBd17/ZQvbm5HOoaJFHIKLhxTRgwIQPSgALMuiprQJJTm1KM2tRWlOHcrz62Bw8MkaIgkD7wBX+IV7IiRGgeBoBWQuwhsiy83Nxe7du/Hzzz/f8Txb296MdAwVLeJwGIaBl58LvPxcED3QHwBgMrGoLGr4o4jVojS3DhWF9TAZ7XNMUeYigW+IG3yD3W/9UxHgIpg7qTv5+uuvoVKpcM8999zxPFvd3ozcGc0eJKQNRr0J5QX1KM2tRU1pE2ormlBboUFdhQa6JgPf8TpEJGbgppDBJ8gNylB3+Aa7wTfEHe7e9tnt12QyITw8HA8//DDefffdZl8T8vZm5H/oTouQNoidRPAL94BfuEeLr2ka9Kj7o4D9uZjVljehvlIDndZo8YkfEqkIbgo5XL2kcPOSw1Uhg5uXDK5eMrgpZHBTyOHs7uRQz2d2796NvLw8PPXUUy2+VlxcjLy8vFv/HR4ejm3btmHu3LlYunQpAgMDsWTJEipYNo7utAixAJZlodcab/zS/PFPrQG6W//+v+MGnRGMiAEjYiASMxDd/KeYgUQqhpNUDIlMDCepCBKZGFKZBC6eUshdaQiLOB4qWoQQQgRD+E9dCSGEOAwqWoQQQgSDihYhhBDBoKJFCCFEMKhoEUIIEQwqWoQQQgSDihYhhBDBoKJFCCFEMKhoESIw77zzDhiGwYsvvnjH8/bv34/ExETI5XJERERg+fLl1glIiAVR0SJEQE6cOIEvvvgCffr0ueN52dnZmDBhAoYOHYrTp0/j1VdfxZw5c7BhwwYrJSXEMqhoESIQ9fX1ePTRR7FixQooFIo7nrt8+XKEhoZi8eLFiImJwcyZM/HUU0/hgw8+sFJaQiyDihYhAvHcc8/hnnvuwejRo9s9Ny0tDWPGjGl2bOzYsUhPT4deT12biXBRaxJCBOCHH37AyZMnkZ6e3qHz1Wo1/Pz8mh3z8/ODwWBAeXk5AgICLBGTEIujokWIjcvPz8cLL7yAnTt3Qi7vePPG2/to3Wzo4Ej9tYj9oaJFiI07efIkSktLkZiYeOuY0WjEgQMH8Omnn0Kr1UIsFjd7jb+/P9RqdbNjpaWlkEgk8PHxsUpuQiyBihYhNm7UqFE4f/58s2NPPvkkevbsiQULFrQoWACQnJyMLVu2NDu2c+dOJCUlwcmJmkcS4aKiRYiNc3d3R2xsbLNjrq6u8PHxuXV84cKFKCwsxKpVqwAAqamp+PTTTzFv3jzMmjULaWlpWLlyJdauXWv1/IRwiWYPEmIHiouLkZeXd+u/w8PDsW3bNuzbtw/x8fFYtGgRlixZgqlTp/KYkpCuY9ibT2cJIYQQG0d3WoQQQgSDihYhhBDBoKJFCCFEMKhoEUIIEQwqWoQQQgSDihYhhBDBoKJFCCFEMKhoEUIIEQwqWoQQQgSDihYhhBDBoKJFCCFEMKhoEUIIEQwqWoQQQgSDihYhhBDBoKJFCCFEMKhoEUIIEQwqWoQQQgSDihYhhBDBoKJFCCFEMKhoEUIIEQwqWoQQQgSDihYhhBDBoKJFCCFEMKhoEUIIEQwqWoQQQgSDihYhhBDBoKJFCCFEMKhoEUIIEYz/B2jJaeBBtSWeAAAAAElFTkSuQmCC\n"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#绘制NumCompaniesWorked关于离职的饼图\n",
+ "plt.figure(figsize=(10,5))\n",
+ "quit_pie=pd.DataFrame(quitone['NumCompaniesWorked'].value_counts())\n",
+ "quit_pie['NumCompaniesWorked'].plot(kind=\"pie\")\n",
+ "plt.show()\n",
+ "plt.figure(figsize=(10,5))\n",
+ "not_quit_pie=pd.DataFrame(notquitone['NumCompaniesWorked'].value_counts())\n",
+ "not_quit_pie['NumCompaniesWorked'].plot(kind=\"pie\")\n",
+ "plt.show()"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": "",
+ "image/png": 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\n"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": "",
+ "image/png": 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\n"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#绘制JobRole关于离职的饼图\n",
+ "unique=data['JobRole'].unique()\n",
+ "unique = maps['JobRole'].inverse_transform(unique)\n",
+ "marital_dict=dict(zip(unique,[i for i in range(len(unique))]))\n",
+ "plt.figure(figsize=(10,5))\n",
+ "quit_pie=pd.DataFrame(quitone['JobRole'].value_counts())\n",
+ "quit_pie.index=quit_pie.index.map(dict(zip(marital_dict.values(),marital_dict.keys())))\n",
+ "quit_pie['JobRole'].plot(kind=\"pie\")\n",
+ "plt.show()\n",
+ "plt.figure(figsize=(10,5))\n",
+ "not_quit_pie=pd.DataFrame(notquitone['JobRole'].value_counts())\n",
+ "not_quit_pie.index=not_quit_pie.index.map(dict(zip(marital_dict.values(),marital_dict.keys())))\n",
+ "not_quit_pie['JobRole'].plot(kind=\"pie\")\n",
+ "plt.show()"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": "",
+ "image/png": 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\n"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": "",
+ "image/png": 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\n"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#绘制Gender关于离职的饼图\n",
+ "unique=data['Gender'].unique()\n",
+ "unique = maps['Gender'].inverse_transform(unique)\n",
+ "marital_dict=dict(zip(unique,[i for i in range(len(unique))]))\n",
+ "plt.figure(figsize=(10,5))\n",
+ "quit_pie=pd.DataFrame(quitone['Gender'].value_counts())\n",
+ "quit_pie.index=quit_pie.index.map(dict(zip(marital_dict.values(),marital_dict.keys())))\n",
+ "quit_pie['Gender'].plot(kind=\"pie\")\n",
+ "plt.show()\n",
+ "plt.figure(figsize=(10,5))\n",
+ "not_quit_pie=pd.DataFrame(notquitone['Gender'].value_counts())\n",
+ "not_quit_pie.index=not_quit_pie.index.map(dict(zip(marital_dict.values(),marital_dict.keys())))\n",
+ "not_quit_pie['Gender'].plot(kind=\"pie\")\n",
+ "plt.show()"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 59,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": ""
+ },
+ "execution_count": 59,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "text/plain": "",
+ "image/png": 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\n"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.pairplot(data, hue='Attrition', vars=['Age', 'DistanceFromHome', 'MonthlyIncome', 'TotalWorkingYears'], palette='husl')"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "outputs": [],
+ "source": [],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ }
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 2
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython2",
+ "version": "2.7.6"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
\ No newline at end of file