From 2c0fea748d965cd878b5c3e96aab0aa1aced4e95 Mon Sep 17 00:00:00 2001 From: hsiatein <12955678+hsiatein@user.noreply.gitee.com> Date: Sat, 15 Jul 2023 15:38:20 +0000 Subject: [PATCH] =?UTF-8?q?=E7=97=85=E9=A9=AC=E6=95=B0=E6=8D=AE=E9=9B=86?= =?UTF-8?q?=E5=88=86=E6=9E=90?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Signed-off-by: hsiatein <12955678+hsiatein@user.noreply.gitee.com> --- .../第3组-夏添/homework/病马.ipynb | 231 ++++++++++++++++++ 1 file changed, 231 insertions(+) create mode 100644 1、人才招聘数据分析/第3组-夏添/homework/病马.ipynb diff --git a/1、人才招聘数据分析/第3组-夏添/homework/病马.ipynb b/1、人才招聘数据分析/第3组-夏添/homework/病马.ipynb new file mode 100644 index 0000000..cad6a5c --- /dev/null +++ b/1、人才招聘数据分析/第3组-夏添/homework/病马.ipynb @@ -0,0 +1,231 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "dcb56c68", + "metadata": {}, + "source": [ + "此文章进行病马数据集分析,先进行数据的预处理:\n", + "将缺失值填补,并且删除没有标签的数据," + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "ca5d12ae", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 直肠温度 脉搏 红细胞体积 总蛋白值 y\n", + "0 38.500000 66.0 45.0 8.4 0.0\n", + "1 39.200000 88.0 50.0 85.0 0.0\n", + "2 38.300000 40.0 33.0 6.7 1.0\n", + "3 39.100000 164.0 48.0 7.2 0.0\n", + "4 37.300000 104.0 74.0 7.4 0.0\n", + ".. ... ... ... ... ...\n", + "352 38.135354 36.0 44.0 7.5 1.0\n", + "353 38.300000 44.0 6.4 36.0 1.0\n", + "354 37.400000 54.0 30.0 7.1 1.0\n", + "355 38.135354 60.0 54.0 76.0 1.0\n", + "356 36.600000 48.0 27.0 56.0 0.0\n", + "\n", + "[357 rows x 5 columns]\n", + "直肠温度 0\n", + "脉搏 0\n", + "红细胞体积 0\n", + "总蛋白值 0\n", + "y 0\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "from pandas import read_csv\n", + "import numpy as np\n", + "horse = read_csv(\"data_horse.csv\", encoding=\"gbk\")\n", + "horse.corr()['y'].sort_values(ascending=False)\n", + "horse = horse[horse.columns[horse.corr()['y'].abs() > 0.1]]\n", + "horse[horse.columns[:-1]] = horse[horse.columns[:-1]].replace(0, np.nan)\n", + "horse['直肠温度'] = horse['直肠温度'].fillna(horse['直肠温度'].mean())\n", + "horse[['脉搏', '红细胞体积', '总蛋白值']] = horse[['脉搏', '红细胞体积', '总蛋白值']].fillna(\n", + " horse[['脉搏', '红细胞体积', '总蛋白值']].median())\n", + "horse = horse.dropna()\n", + "print(horse)\n", + "print(horse.isnull().sum())" + ] + }, + { + "cell_type": "markdown", + "id": "5aad53cd", + "metadata": {}, + "source": [ + "将数据集分割成训练集和测试集,比例为6:4" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "f02e6ecc", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "X = horse[horse.columns[:-1]]\n", + "y = horse['y']\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.4)" + ] + }, + { + "cell_type": "markdown", + "id": "ea71e2f6", + "metadata": {}, + "source": [ + "首先是Bagging模型,图为测试集和预测值的比较" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "fedd8d9d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pylab\n", + "from sklearn.ensemble import BaggingRegressor\n", + "BR = BaggingRegressor()\n", + "BR.fit(X_train, y_train)\n", + "y_predict = BR.predict(X_test)\n", + "pylab.subplot(2, 1, 1)\n", + "pylab.title('BaggingOrigin')\n", + "pylab.plot([i for i in range(len(y_test))], y_test)\n", + "pylab.subplot(2, 1, 2)\n", + "pylab.title('BaggingPredict')\n", + "pylab.plot([i for i in range(len(y_predict))], y_predict)\n", + "pylab.show()" + ] + }, + { + "cell_type": "markdown", + "id": "c84fc07e", + "metadata": {}, + "source": [ + "其次是AdaBoost模型,图为测试集和预测值的比较" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "8e33ae8d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pylab\n", + "from sklearn.ensemble import AdaBoostRegressor\n", + "AR=AdaBoostRegressor()\n", + "AR.fit(X_train, y_train)\n", + "y_predict = BR.predict(X_test)\n", + "pylab.subplot(2, 1, 1)\n", + "pylab.title('AdaboostOrigin')\n", + "pylab.plot([i for i in range(len(y_test))], y_test)\n", + "pylab.subplot(2, 1, 2)\n", + "pylab.title('AdaboostPredict')\n", + "pylab.plot([i for i in range(len(y_predict))], y_predict)\n", + "pylab.show()" + ] + }, + { + "cell_type": "markdown", + "id": "e85c43a1", + "metadata": {}, + "source": [ + "最后是朴素贝叶斯模型中的高斯贝叶斯模型,图为测试集和预测值的比较" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "4e362e18", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.naive_bayes import GaussianNB\n", + "import pylab\n", + "GR = GaussianNB()\n", + "GR.fit(X_train, y_train)\n", + "y_predict = GR.predict(X_test)\n", + "pylab.subplot(2, 1, 1)\n", + "pylab.title('NBOrigin')\n", + "pylab.plot([i for i in range(len(y_test))], y_test)\n", + "pylab.subplot(2, 1, 2)\n", + "pylab.title('NBPredict')\n", + "pylab.plot([i for i in range(len(y_predict))], y_predict)\n", + "pylab.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3dc9cf9b", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}