From 17bb859bcbbdf3abf1cb18d19dd3f28959fcfa26 Mon Sep 17 00:00:00 2001 From: lichengyu123 <13762634+lichengyu123@user.noreply.gitee.com> Date: Wed, 20 Dec 2023 03:16:58 +0000 Subject: [PATCH] =?UTF-8?q?=E5=AD=90=E5=A5=B3=E6=95=99=E8=82=B2=E6=94=AF?= =?UTF-8?q?=E5=87=BA=20=E6=9D=8E=E6=88=90=E5=AE=87=E3=80=81=E8=96=9B?= =?UTF-8?q?=E6=98=8E=E9=98=B3?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Signed-off-by: lichengyu123 <13762634+lichengyu123@user.noreply.gitee.com> --- ...350\226\233\346\230\216\351\230\263.ipynb" | 1196 +++++++++++++++++ 1 file changed, 1196 insertions(+) create mode 100644 "\345\255\220\345\245\263\346\225\231\350\202\262\346\224\257\345\207\272 \346\235\216\346\210\220\345\256\207\343\200\201\350\226\233\346\230\216\351\230\263.ipynb" diff --git "a/\345\255\220\345\245\263\346\225\231\350\202\262\346\224\257\345\207\272 \346\235\216\346\210\220\345\256\207\343\200\201\350\226\233\346\230\216\351\230\263.ipynb" "b/\345\255\220\345\245\263\346\225\231\350\202\262\346\224\257\345\207\272 \346\235\216\346\210\220\345\256\207\343\200\201\350\226\233\346\230\216\351\230\263.ipynb" new file mode 100644 index 0000000..8443512 --- /dev/null +++ "b/\345\255\220\345\245\263\346\225\231\350\202\262\346\224\257\345\207\272 \346\235\216\346\210\220\345\256\207\343\200\201\350\226\233\346\230\216\351\230\263.ipynb" @@ -0,0 +1,1196 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "# 导包\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import warnings\n", + "import csv\n", + "warnings.filterwarnings('ignore')\n", + "# 数据量大的样本转为csv形式\n", + "df = pd.read_stata('C:/Users/玉皇大帝/Desktop/cfps2020/少儿家长代答-cfps2020childproxy_202112.dta')\n", + "dta.to_csv('问卷.csv')\n", + "# 读取工作表数据\n", + "df1 = pd.read_csv('问卷.csv')\n", + "# 数值变量相关关系\n", + "plt.subplots(figsize = (12,12))\n", + "sns.heatmap(df.corr(), annot=True, square=True, cmap = \"Reds\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 328, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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22放假中5.0不适用7500.0100.07600.0差不多不适用0.0
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" + ], + "text/plain": [ + " Unnamed: 0 school age wd503r wd501a wd503a wd504a wd501b wd577rn \\\n", + "0 0 没有上学 0.0 不适用 不适用 不适用 不适用 不适用 0.0 \n", + "1 1 放假中 4.0 不适用 是 否 是 2574.0 0.0 \n", + "2 2 放假中 5.0 不适用 否 是 否 7500.0 100.0 \n", + "3 3 没有上学 1.0 不适用 不适用 不适用 不适用 不适用 0.0 \n", + "4 4 没有上学 3.0 不适用 不适用 不适用 不适用 不适用 500.0 \n", + "\n", + " wd5total wd5ckp wd5total_mn wd6 wd7rn \n", + "0 0.0 不适用 0.0 0.0 不适用 \n", + "1 2574.0 差不多 不适用 0.0 否 \n", + "2 7600.0 差不多 不适用 0.0 否 \n", + "3 0.0 不适用 0.0 0.0 不适用 \n", + "4 500.0 差不多 不适用 0.0 不适用 " + ] + }, + "execution_count": 330, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_filtered = df1[['school', 'age','wd503r','wd501a','wd503a','wd504a','wd501b','wd577rn','wd5total','wd5ckp','wd5total_mn','wd6','wd7rn']]\n", + "df_filtered.to_csv('cfps1.csv')\n", + "df2 = pd.read_csv('cfps1.csv')\n", + "# 显示前几行数据\n", + "df2.head(5)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 331, + "metadata": {}, + "outputs": [], + "source": [ + "# 将object类型列转换为float类型 \n", + "for column in df.columns: \n", + " if df['wd577rn'].dtype == 'object': \n", + " df['wd577rn'] = df['wd577rn'].astype('float64') " + ] + }, + { + "cell_type": "code", + "execution_count": 332, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(6906, 14)" + ] + }, + "execution_count": 332, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 数据维度\n", + "df2.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 333, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Unnamed: 0 int64\n", + "school object\n", + "age float64\n", + "wd503r object\n", + "wd501a object\n", + "wd503a object\n", + "wd504a object\n", + "wd501b object\n", + "wd577rn object\n", + "wd5total float64\n", + "wd5ckp object\n", + "wd5total_mn object\n", + "wd6 object\n", + "wd7rn object\n", + "dtype: object" + ] + }, + "execution_count": 333, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 数据类型\n", + "df2.dtypes" + ] + }, + { + "cell_type": "code", + "execution_count": 334, + "metadata": {}, + "outputs": [], + "source": [ + "# 剔除缺失值\n", + "df_processed = df2.dropna(axis=0)\n", + "df3= df2.dropna(how='any')" + ] + }, + { + "cell_type": "code", + "execution_count": 335, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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22放假中5.0不适用7500.0100.07600.0差不多不适用0.0
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55放假中4.0不适用6000.00.06000.0差不多不适用0.0
66没有上学1.0不适用不适用不适用不适用不适用0.00.0不适用0.00.0不适用
77没有上学3.0不适用不适用不适用不适用不适用0.00.0不适用0.00.0不适用
88放假中4.0不适用1000.00.01000.0差不多不适用0.0
99没有上学2.0不适用不适用不适用不适用不适用0.00.0不适用0.00.0不适用
1010放假中4.0不适用24000.03000.027000.0差不多不适用0.0
1111放假中6.0不适用15000.010000.025000.0差不多不适用0.0
1212放假中9.010000.02000.0800.012800.0差不多不适用0.0
1313放假中8.01500.0120000.00.0121500.0高了120000.00.0
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2121学期中6.0不适用15600.00.015600.0差不多不适用0.0
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Unnamed: 0agewd5total
count6793.0000006793.0000006793.000000
mean3451.4996327.6160754468.205506
std1994.5598564.2748748930.184726
min0.0000000.0000000.000000
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" + ], + "text/plain": [ + " Unnamed: 0 age wd5total\n", + "count 6793.000000 6793.000000 6793.000000\n", + "mean 3451.499632 7.616075 4468.205506\n", + "std 1994.559856 4.274874 8930.184726\n", + "min 0.000000 0.000000 0.000000\n", + "25% 1720.000000 4.000000 200.000000\n", + "50% 3450.000000 8.000000 1500.000000\n", + "75% 5179.000000 11.000000 5000.000000\n", + "max 6905.000000 16.000000 213000.000000" + ] + }, + "execution_count": 336, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 描述性统计分析\n", + "df3.describe()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 337, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "放假中 3905\n", + "没有上学 1535\n", + "学期中 1353\n", + "Name: school, dtype: int64" + ] + }, + "execution_count": 337, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 统计分类变量每种分类出现次数\n", + "df3['school'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 338, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0 1200\n", + "500.0 202\n", + "300.0 182\n", + "200.0 182\n", + "1000.0 179\n", + " ... \n", + "8350.0 1\n", + "27100.0 1\n", + "19200.0 1\n", + "7130.0 1\n", + "518.0 1\n", + "Name: wd5total, Length: 790, dtype: int64" + ] + }, + "execution_count": 338, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 统计分类变量每种分类出现次数\n", + "df3['wd5total'].value_counts()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 339, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "不适用 2132\n", + "1000.0 282\n", + "2000.0 266\n", + "500.0 243\n", + "200.0 225\n", + " ... \n", + "8050.0 1\n", + "3840.0 1\n", + "1685.0 1\n", + "439.0 1\n", + "555.0 1\n", + "Name: wd501b, Length: 404, dtype: int64" + ] + }, + "execution_count": 339, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df3['wd501b'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 340, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 340, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 教育总支出确认情况统计\n", + "sns.set(font='SimHei')\n", + "sns.countplot(y='wd5ckp', data=df3)" + ] + }, + { + "cell_type": "code", + "execution_count": 341, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 绘制年龄和教育总支出的关系图\n", + "plt.figure(figsize=(10,8))\n", + "sns.set_style('darkgrid')\n", + "sns.jointplot(y='wd5total', x='age', data = df3)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 342, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 342, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# histogram of wd5total.直方图\n", + "df3['wd5total'].hist(bins=100)\n", + "# 由于数据中可能存在异常值,因此下图中数据高度偏斜。" + ] + }, + { + "cell_type": "code", + "execution_count": 343, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 343, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# box plot.箱形图\n", + "df3.boxplot(column=['wd5total'])\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 344, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 分组绘制箱线图,分组因子是age,在x轴不同位置绘制\n", + "ax = sns.boxplot(x='age', y='wd5total',data=df3)" + ] + }, + { + "cell_type": "code", + "execution_count": 345, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 分组箱线图,分子因子是wd5ckp,不同的因子用不同颜色区分\n", + "# 相当于分组之后又分组\n", + "ax = sns.boxplot(x='age', y='wd5total', hue='wd5ckp',\n", + " data=df3, palette=\"Set3\", linewidth=0.1)" + ] + }, + { + "cell_type": "code", + "execution_count": 346, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[1. 0.1526012]\n", + " [0.1526012 1. ]]\n" + ] + } + ], + "source": [ + "X=df3['age']\n", + "Y=df3['wd5total']\n", + "result1=np.corrcoef(X,Y)\n", + "print(result1)\n", + "#计算列'age'和列'wd5total'的相关系数矩阵,可得到如下图所示的相关系数矩阵。下图中从左到右、从上到下分别代表ageage agewd5total wd5totalage wd5totalwd5total之间的相关系数。" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} -- Gitee