From 6ac386d88aebc9d671386b87b4bc56ee4fb15e33 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=E9=9B=85=E7=BD=97=E7=B1=B3=E5=B0=94?=
<13190705+yaromyr@user.noreply.gitee.com>
Date: Sun, 16 Jul 2023 01:20:23 +0000
Subject: [PATCH] =?UTF-8?q?=E7=AC=AC=E4=B8=80=E7=BB=84?=
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Content-Type: text/plain; charset=UTF-8
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 ++++++++++++++++++
1 file changed, 913 insertions(+)
create mode 100644 水稻叶片病害分类/平时作业/波士顿房价,股价.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": "",
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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"
+ },
+ "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