From 385182adb532fbb34283726de118cec44265778c Mon Sep 17 00:00:00 2001 From: zmm <13190795+zmm020425@user.noreply.gitee.com> Date: Fri, 14 Jul 2023 06:15:28 +0000 Subject: [PATCH] =?UTF-8?q?=E5=B9=B3=E6=97=B6=E4=BD=9C=E4=B8=9A?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Signed-off-by: zmm <13190795+zmm020425@user.noreply.gitee.com> --- 共享单车数据分析/src/波士顿线性回归.ipynb | 77 +++++++++++++++++ 共享单车数据分析/src/苹果公司股价预测.ipynb | 95 +++++++++++++++++++++ 2 files changed, 172 insertions(+) create mode 100644 共享单车数据分析/src/波士顿线性回归.ipynb create mode 100644 共享单车数据分析/src/苹果公司股价预测.ipynb diff --git a/共享单车数据分析/src/波士顿线性回归.ipynb b/共享单车数据分析/src/波士顿线性回归.ipynb new file mode 100644 index 0000000..68af956 --- /dev/null +++ b/共享单车数据分析/src/波士顿线性回归.ipynb @@ -0,0 +1,77 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true, + "ExecuteTime": { + "start_time": "2023-07-14T14:07:53.820039Z", + "end_time": "2023-07-14T14:07:53.997564Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MSE: 27.195965766883273\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "data3=pd.read_csv(\"数据/boston.csv\")\n", + "# 把target作为目标变量,即基于13个解释变量中的1个或多个来预测房价target\n", + "x=data3.iloc[:,:-1].values\n", + "y=data3['target'].values\n", + "# 划分测试集与训练集\n", + "from sklearn.model_selection import train_test_split\n", + "x_train,x_test,y_train,y_test=train_test_split(x,y,test_size=0.3,random_state=0)\n", + "# 线性回归\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", + "# 可视化y_test和y_pred的差异\n", + "plt.plot(range(len(y_pred)),y_pred,'b',label=\"predict\")\n", + "plt.plot(range(len(y_test)),y_test,'r',label=\"test\")\n", + "plt.legend(loc=\"upper right\")\n", + "plt.show()\n", + "# 模型评估\n", + "from sklearn.metrics import mean_squared_error\n", + "print(\"MSE:\",mean_squared_error(y_test,y_pred))" + ] + } + ], + "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 +} diff --git a/共享单车数据分析/src/苹果公司股价预测.ipynb b/共享单车数据分析/src/苹果公司股价预测.ipynb new file mode 100644 index 0000000..aa15b50 --- /dev/null +++ b/共享单车数据分析/src/苹果公司股价预测.ipynb @@ -0,0 +1,95 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true, + "ExecuteTime": { + "start_time": "2023-07-14T14:09:47.739670Z", + "end_time": "2023-07-14T14:09:48.086346Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": "
", + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-0.16729700365714803\n", + "-0.03420751642049765\n" + ] + } + ], + "source": [ + "\"\"\"\n", + "根据苹果股价分时数据.进行分时价格预测。\n", + "我们的目标列是Close。\n", + "大家在建立模型之前,要考虑怎么预处理数据,可视化原始数据,我需要大家可视化出来两张数据,第一个是实时成交价格可视化,第二个是价格变化率的可视化\n", + "\"\"\"\n", + "import matplotlib\n", + "import pandas as pd\n", + "from matplotlib import pyplot as plt\n", + "plt.rcParams['font.sans-serif']='SimHei'#设置中文字符的正常显示\n", + "plt.rcParams['axes.unicode_minus'] = False\n", + "## 设置画图风格为R的ggplot风\n", + "matplotlib.style.use('ggplot')\n", + "data_trading_hour = pd.read_csv(\"数据/aapl-trading-hour.csv\")\n", + "data_trading_hour[\"Close\"].plot()\n", + "plt.title('股价走势(每秒收盘价)')\n", + "## plt.savefig(\"plots/closing-price-plot.png\")\n", + "plt.show()\n", + "\n", + "\"\"\"\n", + "收盘价变化率\n", + "\"\"\"\n", + "\n", + "change = data_trading_hour[\"Close\"].diff()/data_trading_hour[\"Close\"]\n", + "change.plot()\n", + "plt.title('秒级收盘价变化率')\n", + "## plt.savefig(\"plots/price-change-plot.png\")\n", + "plt.show()\n", + "\n", + "## 看看前一秒变化率和后一秒变化率之间的关系。\n", + "print(change.shift(1).corr(change))\n", + "print(change.shift(2).corr(change))" + ] + } + ], + "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 +}