{ "cells": [ { "cell_type": "raw", "metadata": {}, "source": [ "=========================================\t\n", "Both hour.csv and day.csv have the following fields, except hr which is not available in day.csv\n", "\t\n", "\t- instant: record index\n", "\t- dteday : date\n", "\t- season : season (1:springer, 2:summer, 3:fall, 4:winter)\n", "\t- yr : year (0: 2011, 1:2012)\n", "\t- mnth : month ( 1 to 12)\n", "\t- hr : hour (0 to 23)\n", "\t- holiday : weather day is holiday or not (extracted from http://dchr.dc.gov/page/holiday-schedule)\n", "\t- weekday : day of the week\n", "\t- workingday : if day is neither weekend nor holiday is 1, otherwise is 0.\n", "\t+ weathersit : \n", "\t\t- 1: Clear, Few clouds, Partly cloudy, Partly cloudy\n", "\t\t- 2: Mist + Cloudy, Mist + Broken clouds, Mist + Few clouds, Mist\n", "\t\t- 3: Light Snow, Light Rain + Thunderstorm + Scattered clouds, Light Rain + Scattered clouds\n", "\t\t- 4: Heavy Rain + Ice Pallets + Thunderstorm + Mist, Snow + Fog\n", "\t- temp : Normalized temperature in Celsius. The values are divided to 41 (max)\n", "\t- atemp: Normalized feeling temperature in Celsius. The values are divided to 50 (max)\n", "\t- hum: Normalized humidity. The values are divided to 100 (max)\n", "\t- windspeed: Normalized wind speed. The values are divided to 67 (max)\n", "\t- casual: count of casual users\n", "\t- registered: count of registered users\n", "\t- cnt: count of total rental bikes including both casual and registered" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
instantdtedayseasonyrmnthhrholidayweekdayworkingdayweathersittempatemphumwindspeedcasualregisteredcnt
012011-01-01101006010.240.28790.810.031316
122011-01-01101106010.220.27270.800.083240
232011-01-01101206010.220.27270.800.052732
342011-01-01101306010.240.28790.750.031013
452011-01-01101406010.240.28790.750.0011
\n", "
" ], "text/plain": [ " instant dteday season yr mnth hr holiday weekday workingday \\\n", "0 1 2011-01-01 1 0 1 0 0 6 0 \n", "1 2 2011-01-01 1 0 1 1 0 6 0 \n", "2 3 2011-01-01 1 0 1 2 0 6 0 \n", "3 4 2011-01-01 1 0 1 3 0 6 0 \n", "4 5 2011-01-01 1 0 1 4 0 6 0 \n", "\n", " weathersit temp atemp hum windspeed casual registered cnt \n", "0 1 0.24 0.2879 0.81 0.0 3 13 16 \n", "1 1 0.22 0.2727 0.80 0.0 8 32 40 \n", "2 1 0.22 0.2727 0.80 0.0 5 27 32 \n", "3 1 0.24 0.2879 0.75 0.0 3 10 13 \n", "4 1 0.24 0.2879 0.75 0.0 0 1 1 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 导入数据\n", "df_train = pd.read_csv(\"hour.csv\")\n", "df_train.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "instant 0\n", "dteday 0\n", "season 0\n", "yr 0\n", "mnth 0\n", "hr 0\n", "holiday 0\n", "weekday 0\n", "workingday 0\n", "weathersit 0\n", "temp 0\n", "atemp 0\n", "hum 0\n", "windspeed 0\n", "casual 0\n", "registered 0\n", "cnt 0\n", "dtype: int64" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_train.isnull().sum()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# 数据集更新了,年月日已经拆分了\n", "# df_train[\"year\"] = pd.DatatimeIndex(df_train[\"datatime\"]).year" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2,2, sharey=True)\n", "df_train.groupby(\"weathersit\").plot(y=\"cnt\", marker=\"o\", ax=axs[0,0])\n", "df_train.groupby(\"hum\").mean().plot(y=\"cnt\", marker=\"o\",figsize=(24,16), ax=axs[0,1])\n", "df_train.groupby(\"temp\").mean().plot(y=\"cnt\", marker=\"o\", ax=axs[1,0])\n", "df_train.groupby(\"windspeed\").plot(y=\"cnt\", marker=\"o\", ax=axs[1,1])\n", "plt.show" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# 从上面数据看到有的特征不求均值找不到规律" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2,2, sharey=True)\n", "df_train.groupby(\"weathersit\").mean().plot(y=\"cnt\", marker=\"o\", ax=axs[0,0])\n", "df_train.groupby(\"hum\").mean().plot(y=\"cnt\", marker=\"o\",figsize=(24,16), ax=axs[0,1])\n", "df_train.groupby(\"temp\").mean().plot(y=\"cnt\", marker=\"o\", ax=axs[1,0])\n", "df_train.groupby(\"windspeed\").mean().plot(y=\"cnt\", marker=\"o\", ax=axs[1,1])\n", "plt.show" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEWCAYAAABollyxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3Xl8nHWdwPHPdyZn0xzN0SNXD1pbeiZQOaQColAOhYqgqIvFxUVXXVGxWtTFCxewrojrri5SDne9UGu5qUBlpVTAtmmSnrT0SGaSnulM0tzJ/PaPeaZM0xwzycw8c3zfr9e8+szzPPM830wn3/zmd4oxBqWUUsnLYXcASimloksTvVJKJTlN9EopleQ00SulVJLTRK+UUklOE71SSiU5TfRKxRkRmSYiRkTS7I5FJQdN9EoNICKPisjddsehVKRoolfKRnaX2kXEaef9VWxooldjJiIHRGSFiNSJSLuIrBaRSSLynIi0iciLIjIh6PwLRGSjiHhEpFZELg069kkR2Wm9bp+IfDro2KUi4hKRO0TkiIg0i8gnh4mrUEQeEZEmETkhImtHuo6I3AZ8HPiqiJwUkaeGuLYRkS9YMR4TkVUi4gg6/o/Wz3FCRNaJyNQBr/2ciOwB9gzz1n5cRBqs638j6PWZIvJj6+dqsrYzrWO3iMiGQWKdaW0/KiI/E5FnRaQdeM8w91fJwhijD32M6QEcAF4DJgFlwBFgC1ANZAHrgW9Z55YBx4Gr8Rc0Lreel1jHrwHOAgS4BOgAzrGOXQr0Ad8F0q1rdAAThojrGeB3wATr/EtCuQ7wKHD3CD+zAf4CFAKVwJvAp6xj1wF7gbOBNOCbwMYBr33Bem32INeeZp3zCyAbWAR0A2dbx79rvd8TgRJgI/A969gtwIZBYp0Z9LN5gYus9z/L7s+PPqL/sD0AfST+w0r0Hw96/kfgZ0HP/wVYa21/DfifAa9fBywf4tprgdut7UuBTiAt6PgR4IJBXjcF8A32R2Ck64SR6K8Mev5Z4CVr+zng1qBjDusPydSg1142zLUDib48aN8bwE3W9lvA1UHHlgIHrO1QEv0v7f7M6CO2D626UZFyOGi7c5Dn463tqcCNVrWNR0Q8wBL8iRkRuUpEXhORFuvY1UBx0LWOG2P6gp53BF07WAXQYow5MUS8oV5nOI1B2weBUmt7KvBA0M/Xgv8bStkQrx3KoSHiK7XuN9i9w41bpQBN9CrWGvGX6AuCHjnGmHuteuY/Aj8EJhljCoBn8SfJ0dynUEQKRvHaUKd0rQjargSagu796QE/Y7YxZuMo7jGYJvx/TAa7dzswLnBARCYP8nqdsjbFaKJXsfa/wAdEZKmIOEUky2ocLQcygEzgKNAnIlcBV4zmJsaYZvxVKP8lIhNEJF1ELg7x5YeBGSGct8K6dgVwO/72AICfA3eKyDwAEckXkRvD/BGG8xvgmyJSIiLFwF3431eAWmCeiFSJSBbw7QjeVyUoTfQqpowxjfgbK7+OP6E3AisAhzGmDfgC8DhwAvgY8OQYbncz0Avswl8H/8UQX7camGtVvawd5rwngM3AVvwNv6sBjDF/Au4DfisircA24KpR/QSDuxvYBNQB9fgbvu+27v0m/sbaF/H36NkwxDVUChFj9FucUuESEQPMMsbstTsWpUaiJXqllEpymuiVUirJadWNUkolOS3RK6VUkouLaVCLi4vNtGnT7A5DKaUSyubNm48ZY0pGOi8uEv20adPYtGmT3WEopVRCEZGDI5+lVTdKKZX0NNErpVSS00SvlFJJLi7q6JVSKtJ6e3txuVx0dXXZHcqYZWVlUV5eTnp6+qher4leKZWUXC4Xubm5TJs2DZHRTIAaH4wxHD9+HJfLxfTp00d1DU30SqlRWVvjZtW63TR5OiktyGbF0tksqy4b+YUx0tXVlfBJHkBEKCoq4ujRo6O+hiZ6pVTY1ta4uXNNPZ29/QC4PZ3cuaYeIK6SfaIn+YCx/hzaGKuUCtuqdbtPJfmAzt5+Vq3bbVNEajia6JVSYWvydIa1X43swIED/PrXv47KtTXRK6XCVlqQHdb+RLC2xs1F965n+spnuOje9aytccf0/prolVJxZcXS2WSln5k+bjqvYpCz41+gzcHt6cTwdptDJJL9L3/5SxYuXMiiRYu4+eabueWWW/jCF77Au971LmbMmMEf/vAHAFauXMkrr7xCVVUV999//5jvG0wbY5VSYVtWXUazt5P7nvfXyU/Oy6Krt5//fe0gN55bweT8LJsjPN13ntrOjqbWIY/XNHjo6fedtq+zt5+v/qGO37zRMOhr5pbm8a0PzBv2vtu3b+fuu+9m48aNFBcX09LSwpe//GWam5vZsGEDu3bt4tprr+WGG27g3nvv5Yc//CFPP/10+D/gCLREr5QalaLxmQC8dMclvPb19/LbT19Ae3c/tz72d9q7+2yOLjwDk/xI+0O1fv16brzxRoqLiwEoLCwEYNmyZTgcDubOncvhw4fHdI9QaIleKTUq9S4v4zPTmF6UA8CcyXn8x8equfXRv/PF323l5/9wLk5HfHRvHKnkfdG963EP0pBcVpDN7z59YcTjyczMPLUdi8WftESvlBqVOreX+WV5OIKS+XtmT+Su98/lhR2Hue/5XTZGF54VS2eTne48bV92upMVS2eP6bqXXXYZv//97zl+/DgALS0tQ56bm5tLW1vbmO43FC3RK6XC1tPnY2dzK7e8a9oZx265aDr7jrXz4F/3MaM4h5vOq4x9gGEKDPKK9EjfefPm8Y1vfINLLrkEp9NJdXX1kOcuXLgQp9PJokWLuOWWW/jSl740pnsH00SvlArbm4fb6OnzsaAsf9Djd71/LgePd/DNtduoKBzHRTOLYxxh+JZVl0VlVO/y5ctZvnz5kMdPnjwJQHp6OuvXr4/4/UGrbpRSo1Dv9gKwqLxg0ONpTgf/8bFqZpTk8M//u5m9R07GMjw1gCZ6pVTY6lwe8rPTqSgceoBUXlY6q5e/k4w0B7c+9nda2ntiGKEKpoleKRW2OpeXheX5I062VVE4jv++eTHN3i4+8z+b6e7rH/b8SItFj5ZYGOvPoYleKRWWrt5+dh9qG7J+fqBzp07ghzcu4o0DLdy5pj5myTcrK4vjx48nfLIPzEeflTX6QWjaGKuUCsuuQ230+QwLy0NL9ADXLipl/9F27n/xTV7ccZi2rr6oz2FfXl6Oy+Ua0zzu8SKwwtRoaaJXSoWl3uUBYOEQDbFDqSzMxilCa5d/1Gy057BPT08f9YpMyUarbpRSYal1eSken8GUMOez+eGf36R/QDWKzmEfG5rolVJhqXd5WVA2ckPsQDqHvX000SulQtbR08eeI20sCLPaBpJzDvtEoYleKRWyHU2t+AwsDLHHTbDB5pPJSneMeT4ZNTJtjFVKhazO5R8RG06Pm4Dg+WQCM0X+07tnxNVi4slKE71SKmR1Lg+T87KYmDe6Pt2B+WS8nb1Uf/fPxMckxslPq26UUiGrc3tZMIrS/ED52eksLC9gw95jEYhKjUQTvVIqJG1dvew72j6q+vnBvHtWMbUuL61dvRG5nhqaJnqlVEi2uf1rrkaiRA9w0cxi+n2G1946HpHrqaGFnOhFxCkiNSLytPV8uoi8LiJ7ReR3IpJh7c+0nu+1jk+LTuhKqViqd49uROxQzqmcQHa6U6tvYiCcEv3twM6g5/cB9xtjZgIngFut/bcCJ6z991vnKaUSXJ3LS/mEbApzMiJyvYw0B+fPKNREHwMhJXoRKQeuAR6yngtwGfAH65THgGXW9nXWc6zj75Vwh9AppeJOYGriSFoys5h9R9t1dGyUhVqi/zHwVcBnPS8CPMaYPuu5Cwh0hi0DGgGs417r/NOIyG0isklENiXD7HJKJTNPRw8NLR0sKItMtU3Akln+JQa1VB9dIyZ6EXk/cMQYszmSNzbGPGiMWWyMWVxSUhLJSyulIiywdGCkS/SzJ+VSPD6TVzXRR1UoA6YuAq4VkauBLCAPeAAoEJE0q9ReDrit891ABeASkTQgH9BmdaUSWGBE7PwIda0MEBGWzCxiw95j+HwGh0NreaNhxBK9MeZOY0y5MWYacBOw3hjzceAvwA3WacuBJ6ztJ63nWMfXm0Rf4kWpFFfv8jK9OIf87PSIX/uimcUcO9nD7sNtEb+28htLP/qvAV8Wkb346+BXW/tXA0XW/i8DK8cWolLKbnUuT8hLB4brVD39Hq2+iZaw5roxxrwMvGxt7wPOG+ScLuDGCMSmlIoDR9u6afJ2Rbx+PmBKfjZnleSwYe8x/uniGVG5R6rTkbFKqWFtsxpio1WiB383y9f3H6e7rz9q90hlmuiVUsOqc3kRgXnRTPSzSujq9bHloCdq90hlmuiVUsOqd3s4q2Q84zOjN6v5+TMKcTpEu1lGiSZ6pdSQjDHURmFE7EB5WelUVRTwiib6qNBEr5Qa0uHWbo62dUdsauLhXDSzmHqXB2+HTlscaZrolVJDqnP568xHsxh4uN49qxifgb/t01J9pGmiV0oNqd7txekQ5k7Ji/q9qioKyMnQaYujQRO9UmpIdS4vsyaOJzvDGfV7pTsdnD+jSAdORYEmeqXUoIwx1Lu9LIpBtU3AkpnFHDjeQWNLR8zumQqi119KKWBtjZtV63bT5OmktCCbFUtns6y6bOQXKtu5TnTS0t4TsaUDQxGYDmHjW8f4SGFlzO6b7LREr6JmbY2bO9fU4/Z0YgC3p5M719SztsY94muV/aI1NfFwZk0cz8TcTF7R6puI0kSvombVut109p4+pL2zt59V63bbFJEKR53LS7pTmD05N2b39E9bXMzGt47j8+mkt5GiiV5FzVDLw+mycYmh3u1hzuQ8MtOi3xAbbMmsYlrae9jR3BrT+yYzTfQqakoLssPar+KHMYY6lzem9fMBF83019PrdAiRo4leRc2KpbPJTDv9I5ad7mTF0tk2RaRCdeB4B21dfSyyIdFPysti1sTx2p8+gjTRq6hZVl3GsqrSU88z0hzcc/0C7XWTAE6NiI3wYuChWjKrmDf2t9DVq9MWR4ImehVVDoeDvKw0PnHhVNIcwgcWlY78ImW7epeXzDQHsyaNt+X+S2YW093nY8vBE7bcP9looldRVefysLC8gHMqJ9DR08+bui5oQqhze5lbmke6054Ucf6MItIcorNZRogmehU1Xb397D7UxqKKfKor/VUANQ26sES86/cZtru9MZmxcijjM9OorizQBtkI0USvomZHcyt9PsPC8gIqC8dRmJNBTYN+FY93+46epL2nn4UxnPpgMEtmllDv9nKivcfWOJKBJnoVNXWN/tL7ovICRISqigJqGrVEH+/qXLEfETuYJbOKMAb+tu+4rXEkA030KmrqXF4m5mYyOT8LgOqKAvYeOYm3UxeWiGf1bi/jMpzMKLGnITZgYXkB4zPTdDqECNBEr6Km1mqIDaiunAC83XVPxac6l4f5pfk4HWJrHOlOBxfMKNJ6+gjQRK+iorWrl33H2k8bcLOwIh8RbZCNZ339PrY3tdoyInYwS2YW0dDSQcNxnbZ4LDTRq6jY5vJiDCyseLtEn5eVzqyJ47VBNo7tOXKS7j6f7fXzAUtmlQDoKNkx0kSvoqI20KA3oItedcUEaho9GKMzE8ajQLWa3T1uAs4qyWFyXpZW34yRJnoVFXUuD5WF45iQk3Ha/qrKAjwdvRzQr+Jxqc7lJTcrjamF4+wOBbCmLZ5VzKtvHaNfpy0eNU30KirqXN5Bv/4HBk5tbdTqm3hU7/ayoCwfh80NscGWzCzG09HLjiadtni0NNGriDt2shu3p3PQtUZnTcwlJ8OpDbJxqLuvn53N8dMQG/CumUUAvLL3qM2RJC5N9Cri3q7nPTNhOB3CoooCTfRxZm2NmyX3/YXefsPjf2+Mq+UeJ+ZmMSUvkwde3MP0lc9w0b3r4yq+RKCJXkVcbaMXh8D8IeZKqa4sYGdzK509OgVtPAis7Xu0rRuAEx29cbW279oaN0dO9tDd59O1h0dJE72KuDqXh5kTx5OTmTbo8eqKCfT5DNuavDGOTA0m3tf2XbVu9xkNsfEUXyLQRK8iKrAE3XDd86pOzWSpDbLxIN7X9o33+BKBJnoVUW5PJ8fbe4Zdgq54fCYVhdls1QnO4kK8r+0b7/ElghETvYhkicgbIlIrIttF5DvW/uki8rqI7BWR34lIhrU/03q+1zo+Lbo/goongZkPF1UMP+CmumKCNsjGic9fdtYZ++Jpbd8VS2eTne48bV88xZcIQinRdwOXGWMWAVXAlSJyAXAfcL8xZiZwArjVOv9W4IS1/37rPJUial0eMpwO5kzOG/a86soCmr1dNHv167fdjrT653svyc1EgLKC7Lha23dZdRn3XL+AUmsW1Ox0Z1zFlwgGby0LYvxj1U9aT9OthwEuAz5m7X8M+DbwM+A6axvgD8BPRUSMjnlPCbWNHs6ekktG2vBliMBMllsbPExZoF/B7eLt7GX1hn1cPncSv/jEYrvDGdKy6jKWVZdx55o6ntjaxBXzJtkdUkIJqY5eRJwishU4ArwAvAV4jDF91ikuIPDntQxoBLCOe4GiQa55m4hsEpFNR4/qQIhk4PMZtrlbQ5onZe6UPDLSHLoQic0effUArV193P7eWXaHEpLrqsro6OnnhR2H7Q4loYSU6I0x/caYKqAcOA+YM9YbG2MeNMYsNsYsLikpGevlVBzYd+wkJ7v7Qpr5MCPNwbzSPO15YyNvZy8PbdjHFXMnDTnmId6cN62Q0vws7UMfprB63RhjPMBfgAuBAhEJVP2UA4F33g1UAFjH8wFdCywF1DaG1hAbUF0xgXq3l95+XzTDUkN45NX9tHX18YUEKc0DOBzCtVVl/HXPMY6f7LY7nIQRSq+bEhEpsLazgcuBnfgT/g3WacuBJ6ztJ63nWMfXa/18aqhzeRiX4eSsEJegq64soKvXx+5DbVGOTA3kr5vfn1Cl+YBl1aX0+wzP1DfbHUrCCKVEPwX4i4jUAX8HXjDGPA18DfiyiOzFXwe/2jp/NVBk7f8ysDLyYat4VOvyMr8s9CXoqnXglG0e3uAvzd/+vsQpzQfMmZzHnMm5/Emrb0IWSq+bOqB6kP378NfXD9zfBdwYkehUwujp87GjuZXlF04N+TVlBdmU5GZS0+Dh5gujGJw6jbezl4df3c/SeZOYV5pYpfmA66rKuO/5XRw83s7Uohy7w4l7OjJWRcSbh9vo6fOFtTKRiFBdUaA9b2JsdaA0/9532B3KqF1bVQrAE1ubbI4kMWiiVxFRa01NPNgc9MOprpzA/mPtnGjviUZYagBvRy+PbNjPlfMmM7d0+EFt8aysIJvzpxeydqtbl6UMgSZ6FRF1jV4mjEunojC8wU9VVg+drS4t1cfC6lf309admHXzAy2rLmPf0Xa2uXXlqZFoolcRUevysKC8AJHwlqBbWJ6PQ9B5b2IgUJq/av5kzp6SuKX5gKvnTyHD6dBG2RBooldj1tHTx5uH24adsXIoOZlpzJ6sA6diYfWGfbR1J1a/+eHkj0vn0tklPFXXpAuHj0ATvRqz7U2t+AxhNcQGq64sYGujB5/+skaNp6OHh189wNULkqM0H/DB6jKOtnWz8a1jdocS1zTRqzGrbQw0xI6uq151RQFtXX3sO3Zy5JPVqKzesJ+TSVSaD3jPnInkZqWxtkZ73wxHE70aszqXlyn5WUzMyxrV6wMzWW7Revqo8HT08IhVmh9p+uhEk5Xu5Kr5k1m3/ZCuQTwMTfRqzOpcnpAmMhvKjOIccrPSdMWpKHnoFX9pPpH7zQ9nWVUZJ7v7eHGnzmg5FE30aky8Hb0cON4x6vp58E9UVVVRoD1vouBEew+PbjzANQumMHtyrt3hRMX5M4qYlJfJE1u1981QNNGrMalzj26g1EDVlRPYfaiV9u6+kU9WIVu9YT/tPclXNx/M6RCuqyrj5d1HdeDdEDTRqzEJrBG7YAxVN+DveeMzb18v2aytcXPRveuZvvIZLrp3fUzmUz/R3sMjr+7n6iQuzQdcV1VKn85oOSRN9GpMahs9TC/OIT87fUzXqbK+EdQ0xn9/+nCT9toaN3euqcft6cQAbk8nd66pj3qyf2jDPjp6+xNm9aixmDslj1kTx2v1zRBGnL1SqeHUubycP6NwzNeZkJPBjOIctsZ5PX0gaXf2+nt4uD2dfO2PdRxt6+Y9cybiM4Z+n/8R2L77mR2nzg/o7O1n1brdUVngem2Nm/ue30Wzt4vsdAc7mlp5x6TkLtGLCMuqy1i1bjeNLR1UFI6zO6S4oolejdqR1i4OtXaNqSE2WFVFAa/sPYYxJuypFGJl1brdZyTt7j4f3392J99/dmdY12rydEYyNODMP0SdvT7uXFMPEJU/KvHk2kWlrFq3mydrm/jce2baHU5c0USvRq3Wqk8f7UCpgaorC1hT48bt6aR8QnyWyIZLzg/cVIXTIThFEBH/tgNW/L6O40M0Et71xDY+ceFUZk4ce4m74XgHdz2xLabfHuJJReE43jltAmtr3Hz20rPitrBgB030atRqGz04HRKxxSsCA6dqGjxxm+gn5mVyuPXMtUrLCrK5rmrwRPqv7597WikbIDPNwYKyPH77RiO//NtBLpxRxCcunMrlcyeR5gy96cx1ooNn6pp5pr552IbsaHx7iEfXVZXxzbXb2NHcmrCLqkSDJno1arUuD7Mmjic7wxmR682enEtWuoOaBg8fWFQakWtGks9nyMtKOyPRZ6c7WbF09pCvC5SkV63bTZOnk9KCbFYsnc2y6jKOnezm8U2N/Oq1Bv75V1uYnJfFx86v5KbzKpiYm8XaGvcZrztveiHP1jfzdF3zqUFmi8rz+frVc1i9Yf+gf4hKC8KbPjpRXbNgCt9+cjtra9ya6INoolejYoyh3u1l6dzJEbtmutPBwrKCuO1586vXD7LnSDs3Li5n497jZyTt4SyrLhv0nOLxmXz20pl8+uKzWL/rCL/82wF+9MKb/OSlPcwvy2NHs3/lLvA3/H7p8a0E1tmYX5bH166cwzULplBZ5P8GNDE364xvDyP9IUomE3IyuHR2CU/WNrHyqrNDXr842WmiV6PS0NKBp6OXhRWRLTVVVxbwyMYDdPf1k5kWmW8KkXDweDv/9uwuLn5HCT/40MKI1/86HcLlcydx+dxJ7D/Wzv++dpCHN+xn4HyexkBeVhpPfH4J04vPXCt1uG8PqWJZdRkv7jzC6/uO866ZxXaHExc00atRebshNjI9bgKqKgro6fOxs7nt1OpTdvP5DCt+X0eaU7jvQwui3sg3vTiHf33/XB7esH/Q421dfYMm+YChvj2kivedPYnxmWms3erWRG/RAVNqVOoaPWSkOSI+4vLtBtn4qb55ZOMB3jjQwl3vn8uU/NjVdQ9Vr54q9e2jlZXuZOm8yTxXf4iuXp3REjTRq1Gqc3mZV5pHehg9REIxOT+LKflZcTPB2VtHT/KD53fx3jkTueHc8pjee8XS2WSnn159lUr17WOxrLqUtu4+1u86YncocUETvQpbv8+wrckb8WqbgOrK+GiQ7fcZvvL7WrLSndxzffSrbAZaVl3GPdcvoKwgG8HfhfOe6xekdLVMqN51VjG5mU6+/LutMZ1fKF5pHb0K294jJ+no6R/THPTDqa6YwLP1hzh2spvi8ZlRuUcofvHKPmoaPDxwU9WoF1UZq1Svbx+tp2qb6Oj1nVpLNjC/ECT/COHBaIleha3W5a9WidTUBwNVV/qva+e8N28ebuNHf36TK+dN5to47NOvhrdq3e4zFgwPjBBORZroVdjqXB5yM9OYMUzPj7HYf6wdgE/9cpMtX7l7+33c8Xgt47PSuPuD83UofQIaaiRwqowQHkgTvQpbbaOX+WX5OKIwGGVtjZu7nth+6nmspvQN9vOX36Le7eXuZfNtrTpSo6c9lk6niV6Fpbuvn12HWiM+UCpgsNkhY/mVe0dTKz9Zv4cPLCrl6gVTYnJPFXmD9VjKSnekbI8lbYxVYdnZ3EZvv4lajxs7v3L39Pm44/e15Gdn8N1r50X9fip6Bo4QNsC7ZxanZEMsaKJXYVhb4+ZbT/qrVb7z1HZ6+nwR/8UpLcjGPUhSj8VX7p+u38PO5lZ+8YnFTMjJiPr9VHQF91j64m9reHbbIVwnOuJ2ZtRo0qobFZLAghbezl4ADrd2R6XufLCv3A6Br1zxjojeJyB4WcCfrN/L4qkFXD53UlTupezz1Svn4BC473ntdaPUkGJVdz5wkFBeVho+Q9QafoPXcgXY1tSa0gNrklVpQTa3XXwWT9U2sflgi93hxJwmehWSWNadL6su49WVl7H/3muouesKqisL+NaT2znS1hXR+wz2x6ur15eyfa2T3WcumcGkvEy++/ROfL6B84ImN030KiR2dVdzOoRVNyyio6efb/5pG8ZE7hdU+1qnlnEZaaxYOofaRg9P1jbZHU5MjZjoRaRCRP4iIjtEZLuI3G7tLxSRF0Rkj/XvBGu/iMhPRGSviNSJyDnR/iFU9K1YOpu0AdUnsZpga+bE8Xzlinfw5x2HI/oLWjR+8AbXVO1rnQqury5jQVk+9z2/i86e1JnZMpQSfR9whzFmLnAB8DkRmQusBF4yxswCXrKeA1wFzLIetwE/i3jUKuaWVZcxoziHNIfYMsHWrUtmRLQKZ2dzK22dvQys+dfZIZObwyH86/vn0uzt4hev7LM7nJgZMdEbY5qNMVus7TZgJ1AGXAc8Zp32GLDM2r4O+KXxew0oEBEdeZLg+n2GJm8XH3lnBfvvvYZXV14W0z7JwVU43xhjFU6Tp5NPPvJ3CnIyuOsDc3V2yBRz3vRCrl4wmZ+9/BaHvJFt94lXYfWjF5FpQDXwOjDJGNNsHToEBPqklQGNQS9zWfuag/YhIrfhL/FTWVkZZtgq1vYcaeNkdx/nWAuD2CFQhfNvz+7iia1No0rI3s5ebnnkDdq7+3j8Mxdy9pQ8PnnR9ChEq+LZyivP5sUdR1i1bjf//uFFdocTdSE3xorIeOCPwBeNMa3Bx4y/eBVWEcsY86AxZrExZnFJSUk4L1U22HzQPz/8uVPtS/Tgr8I6T+HyAAAS70lEQVQ5J1CF0xpeaay7r59P/88m9h9r579vPpezp+RFKUoV7yqLxvHJJdP44xYX9daymMkspEQvIun4k/yvjDFrrN2HA1Uy1r+BpVzcQEXQy8utfSqBbTnooTAng6lF9o4qdDqEVTcuoqu3n6+HUYXj8xm+8vs6XtvXwqobFulaoorPv2cmRTkZfO/pHRHtzRWPQul1I8BqYKcx5kdBh54Ellvby4EngvZ/wup9cwHgDariUQmqpuEE51QWxMWUvWeVjOcrV8zmxZ2HeWJraL1w7lu3i6dqm/jqlbO1Dl4BkJuVzh1XzOaNAy08t+2Q3eFEVSgl+ouAm4HLRGSr9bgauBe4XET2AO+zngM8C+wD9gK/AD4b+bBVLLW097DvWDvn2FxtE+wfl0zn3KkTQqrCeWzjAf77//bxDxdU8s+XnBWjCFUi+Mg7K5gzOZd7ntuZ1AuJh9LrZoMxRowxC40xVdbjWWPMcWPMe40xs4wx7zPGtFjnG2PM54wxZxljFhhjNkX/x1DRVNPgr5+3syF2IKdD+MENC0eswnl+2yG+/dR2Lp87ie9cq4uIqNM5HcI3r5lLY0snj248YHc4UaMjY9WItjScwOmQqK0RO1rBVThrt57ZDLT5YAu3/7aGReUF/OSmapxRmC9HJb4ls4p575yJ/HT9Xo6d7LY7nKjQRK9GtPngCeZOyWNcRvzNah2owvn2kztOq8J56+hJbn1sE1Pys1i9fDHZGc5hrqJS3devOZuu3n5+9MKbdocSFfH3m6viSl+/j9pGLx9eXG53KIPyD6RayFUPvMInH30DT0cvTZ4uHA4hK83BY/94HkW6HKAawVkl47n5wqk8tvEAn7hwKnMmJ1fXWy3Rq2HtOtRGZ29/XDXEDjSjZDxXzZ/M9qY23J4uDP6RvH0+Q02Dx+7wVIK4/b2zyExzcN1PX2X6ymdsWZg+WjTRq2FticOG2MG8ceDMOca7+3TKYRW6l3cfpc9n6O7zYbBnYfpo0USvhrXl4AlKcjMpnxDfMzo2ewbvYqlTDqtQrVq3m97+03tvxXJh+mjSRK+GtaXBw7mVE+K+W6Jd8+Wr5JHM6xNooldDOtrWTUNLB+dMLbA7lBENttasTjmswpHMhQVN9GpIiVI/D2euNatTDqtwDVZYAPjEhVNtiCaytHulGtKWhhOkO4X5ZfE1UGooy6rLNLGrUQt8dlat202Tp5NJeVm0dfXypxo3y981jaxB/ggkCk30akhbDp5gXml+Qn/AlQrHwMLCy7uPcMsjf+e7T+/g3z64wMbIxkarbtSgevp81Lm8CVFto1S0XDp7Ip+55Cx+/XoDTyXwguKa6NWgdja30t3ns32hEaXsdscV7+DcqRO4c009B4612x3OqGiiV4MKrCiVCD1ulIqmdKeDn3zUPyne53+zhe6+xJvOWBO9GtSWhhNMyc9iSn7idy1TaqzKCrL54Y2L2OZu5Z5nd9kdTtg00atB1TR44np+G6Vi7fK5k/jHi6bz6MYDPJ9gK1JpoldnOOTtwu3p1IZYpQZYedUcFpbn89U/1NLY0mF3OCHTRK/O8PZAKa2fVypYRpqDn370HIyBf/lNDb39PrtDCokmenWGLQdPkJHmYF5pYgyUUiqWKovGcd8NC9na6EmYCc800aszbGk4wcKyfDLS9OOh1GCuXjCFmy+YyoN/3cf6XYftDmdE+pusTtPd1882d6s2xCo1gm9cczZnT8njjsdrafbG9wyXmujVaba5W+np92lDrFIjyEp38p8fq6a9u49LfvByXK9KpXPdqNPUNOhAKaVCVefyYuBUo2xgVSogribY0xK9Os3mgycon5DNxNwsu0NRKu4lyqpUmujVKcYYtjSc0PltlApRoqxKpYlendLk7eJwa7fWzysVokRZlUoTvTrl1ERmmuiVCslQq1JdNqfEhmiGpolenbLl4Amy053MmZJrdyhKJYSBS1iWFmQxtTCbtVubcMdR9Y32ulGn1DScYGF5PulO/fuvVKgGrkp18Hg7Vz/wCl95vJZffep8HA6xMTo//Y1WAHT19rO9SQdKKTVWU4ty+NYH5vG3fcdZvWG/3eEAmuiVpc7lpc9nOFfr55UasxsXl3PF3EmsWrebnc2tdoejiV75BWasrNYZK5UaMxHhnusXkJedzhd/u5WuXntXpdJErwB/j5tpReMoGp9pdyhKJYWi8ZmsumEhuw+38UObB1BpolcYY6hpOKH180pF2HvmTOTmC6by0Ib9vLr3mG1xjJjoReRhETkiItuC9hWKyAsissf6d4K1X0TkJyKyV0TqROScaAavIqOxpZNjJ3u0/7xSUfD1q89mRkkOdzxei7ej15YYQinRPwpcOWDfSuAlY8ws4CXrOcBVwCzrcRvws8iEqaJpc0MLoAOllIqG7AwnP/5IFcdOdvPNJ7aN/IIoGDHRG2P+CrQM2H0d8Ji1/RiwLGj/L43fa0CBiEyJVLAqOrYc9JCT4WT2ZB0opVQ0LCwv4Ivvm8VTtU08sTX20xiPto5+kjGm2do+BEyytsuAxqDzXNa+M4jIbSKySUQ2HT16dJRhqEjY0nCCqsoCnHEwsEOpZPWZS87i3KkT+ObabTEfNTvmxlhjjAHMiCee+boHjTGLjTGLS0ria16IVNLe3cfO5lattlEqytKcDu7/cBU+n+GOx7fi84WdNkdttIn+cKBKxvr3iLXfDVQEnVdu7VNxqtblwWfQHjdKxUBl0Ti+9YF5vLavhYc27IvZfUeb6J8Ellvby4EngvZ/wup9cwHgDariUXGopsEDwDkVmuiVioUbF5ezdN4k7ntuF+d9/8WYLEEYSvfK3wB/A2aLiEtEbgXuBS4XkT3A+6znAM8C+4C9wC+Az0YlahUxmw+e4KySHPLHpdsdilIpQUR496wS+g0caevG8PYShNFK9iPOXmmM+egQh947yLkG+NxYg1KxERgodfncSSOfrJSKmJ+9/NYZ+wJLEEZjrVkdGZvC9h9r50RHrzbEKhVjsV6CUBN9Cju1opQ2xCoVU7FeglATfYpaW+PmW09uB+CWR96IakOQUup0gy1BmJ3uZMXS2VG5n64wlYLW1ri5c009ndbUqU2eLu5cUw8QlfpBpdTpAr9nq9btpsnTSWlBNiuWzo7a758m+hS0at3uU0k+IJoNQUqpMw1cgjCatOomBcW6IUgpZS9N9CmoJHfwxUWi1RCklLKXJvoUVJSTcca+aDYEKaXspYk+xWx86xg7D7Vx7aIplBVkI0BZQTb3XL9A6+eVSlLaGJtCfD7Dvc/tojQ/ix/csIisAd27lFLJSUv0KeSZ+mbqXF6+fMVsTfJKpZCELdGvrXHHrA9qMujp87Fq3W7mTM7lg/o+KZVSEjLRDxzwE5j5DXTAz1B+/fpBGlo6eOST79SVpJRKMQlZdTPcgB91prauXn6yfi8Xziji0nfoal5KpZqETPQ64Cc8D/51Hy3tPdx59RxEtDSvVKpJyEQ/1MCe3Kw0+vp9MY4mvh1p7eKhV/bz/oVTWFheYHc4SikbJGSiH2zmN6dAa1cf1/9sI3sOt9kUWfy5/8U99Pl8OhhKqRSWkIl+WXUZ91y/4LQBP//+4Sr+82Pn0NjSwTU/2cDP/+8t+mO4yno82nvkJI9vauTj509lalGO3eEopWySkL1uYOiZ386bXsg319Zz73O7+PP2Q/zwxkXMKBlvQ4T2W7VuF9npTv7lspl2h6KUslFCluiHU5Kbyc//4VweuKmKt462c9UDr7B6w358KVa633ywhXXbD/Ppi2dQNH7wScyUUqkhYUv0wxERrqsq48IZRdy5pp7vPb2DddsOserGhdQ0eJJ+oJUxhnue3UVJbia3vnu63eEopWyWlIk+YGJeFg8tX8wft7j5zlPbed+//x8I9Pb7S/fJOtDqhR2H2XTwBN//4HzGZST1f7FSKgRJV3UzkIhww7nl/PlLF+NwyKkkH5BsA636+n3c9/wuZpTk8JHFFXaHo5SKA0mf6AOm5GfT0zd4H/smT2fS1OH/frOLt46289Wlc0hzpsx/r1JqGCmVCYYaaGWAC+99ie89vYOtjR6MScyk39HTx/0vvMm5UyewdN4ku8NRSsWJlKrAXbF09mmToQFkpTv48OIKmr1d/M/fDrJ6w34qCrP5wMJSrq0qZfakXJ7Y2pQQDbgPb9jPkbZu/uvj5+hUB0qpU1Iq0QeS81BJ29vZy5+3H+LJ2ib++6/7+K+X32JSbibH23vo88VnA27wdM0A80vzWDyt0OaolFLxROKhmmLx4sVm06ZNdodxmmMnu3lu2yG+99QOegaZP6esIJtXV15mQ2RvGzhdM0BmmoP7PrQwLv4IKaWiS0Q2G2MWj3ReStXRh6N4fCY3XzCV3iEmSXN7Onmuvpnuvv5Bj8fCYNM1d1sLjCilVEBKVd2MRmlBNu5Bpj92CPzzr7aQn53ONQun8KFzyjinckLM6sY9HT2DxgU6XbNS6nSa6EcwWANudrqT7y+bT3FuJmu2uFizxcWvX29gatE4PlhdxvXV5WxpOBGVBtx9R0/y8Kv7+cNm15DnDNW7SCmVmjTRj2CkBtyL31HCye4+nt92iDVbXDzw0h5+/OIeHAKBrvljbcA1xvC3fcd5eMN+Xtx5hAyng2XVpUwrzuE/Xtp7xh8hnZJYKRVMG2MjrMnTyZU//iutXX1nHMvJdHLX++cye3Ie75g0/ozpCQYueP6l983C4RAeemU/O5pbKczJ4B8umMrNF0ylJDdz0NfEa9dPpVTkhdoYq4k+CqavfIaR3lURqCwcx+xJucyZnIu3s5ff/r2R7kFG786cOJ5PLZnOsuoysgYsuKKUSl2hJnqtuomCoRpwSwuy+PWnLmDXoTZ2H2pj9+FWdh1q48WdhxlqBoainAxe+NLFOgBKKTVqUUn0InIl8ADgBB4yxtwbjfvEq6EacL+6dA7TinOYVpzDlfMnnzrW1dvP2f/6/KDfAlraezTJK6XGJOL96EXECfwncBUwF/ioiMyN9H3i2WBLHd5z/YIh686z0p1D9pTRHjRKqbGKRon+PGCvMWYfgIj8FrgO2BGFe8WtoZY6HMpQ3wK0B41SaqyiMTK2DGgMeu6y9p1GRG4TkU0isuno0aNRCCOxhPstQCmlQmVbY6wx5kHgQfD3urErjngS7rcApZQKRTRK9G4geGmjcmufUkopG0Qj0f8dmCUi00UkA7gJeDIK91FKKRWCiFfdGGP6ROTzwDr83SsfNsZsj/R9lFJKhSYqdfTGmGeBZ6NxbaWUUuHR+eiVUirJxcVcNyJyFDg4ypcXA8ciGE6i0vfhbfpe+On74JfM78NUY0zJSCfFRaIfCxHZFMqkPslO34e36Xvhp++Dn74PWnWjlFJJTxO9UkoluWRI9A/aHUCc0Pfhbfpe+On74Jfy70PC19ErpZQaXjKU6JVSSg1DE71SSiW5hE70InKliOwWkb0istLueOwiIgdEpF5EtopI8iy+OwIReVhEjojItqB9hSLygojssf6dYGeMsTLEe/FtEXFbn4utInK1nTFGm4hUiMhfRGSHiGwXkdut/Sn5mQiWsIleV7I6w3uMMVUp1l/4UeDKAftWAi8ZY2YBL1nPU8GjnPleANxvfS6qrKlJklkfcIcxZi5wAfA5Kyek6mfilIRN9AStZGWM6QECK1mpFGGM+SvQMmD3dcBj1vZjwLKYBmWTId6LlGKMaTbGbLG224Cd+Bc9SsnPRLBETvQhrWSVIgzwZxHZLCK32R2MzSYZY5qt7UPAJDuDiQOfF5E6q2onZaosRGQaUA28jn4mEjrRq7ctMcacg78a63MicrHdAcUD4+87nMr9h38GnAVUAc3Av9sbTmyIyHjgj8AXjTGtwcdS9TORyIleV7KyGGPc1r9HgD/hr9ZKVYdFZAqA9e8Rm+OxjTHmsDGm3xjjA35BCnwuRCQdf5L/lTFmjbU75T8TiZzodSUrQERyRCQ3sA1cAWwb/lVJ7UlgubW9HHjCxlhsFUhulg+S5J8LERFgNbDTGPOjoEMp/5lI6JGxVnexH/P2SlbftzmkmBORGfhL8eBfSObXqfI+iMhvgEvxT0N7GPgWsBZ4HKjEP/X1h40xSd9IOcR7cSn+ahsDHAA+HVRXnXREZAnwClAP+KzdX8dfT59yn4lgCZ3olVJKjSyRq26UUkqFQBO9UkolOU30SimV5DTRK6VUktNEr5RSSU4TvVJBRGRa8AyQSiUDTfRKhUlE0uyOQalwaKJX6kxOEfmFNaf5n0UkW0ReFpEfW/P93253gEqFQ0smSp1pFvBRY8w/icjjwIes/RkpNt+/ShJaolfqTPuNMVut7c3ANGv7d/aEo9TYaKJX6kzdQdv9vP3Nt92GWJQaM030SimV5DTRK6VUktPZK5VSKslpiV4ppZKcJnqllEpymuiVUirJaaJXSqkkp4leKaWSnCZ6pZRKcprolVIqyf0/ie3ITITP+MsAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df_train.groupby(\"hr\").mean().plot(y=\"cnt\", marker=\"o\")\n", "plt.title(\"mean cnt per hour\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,axs = plt.subplots(3,3, sharey= True)\n", "df_train.plot(x=\"temp\", y=\"cnt\", kind=\"scatter\",figsize=(24,16),ax=axs[0,0],color=\"magenta\")\n", "df_train.plot(x=\"weekday\", y=\"cnt\", kind=\"scatter\",ax=axs[0,1],color=\"cyan\")\n", "df_train.plot(x=\"hum\", y=\"cnt\", kind=\"scatter\",ax=axs[0,2],color=\"bisque\")\n", "df_train.plot(x=\"windspeed\", y=\"cnt\", kind=\"scatter\",ax=axs[1,0],color=\"coral\")\n", "df_train.plot(x=\"mnth\", y=\"cnt\", kind=\"scatter\",ax=axs[1,1],color=\"darkblue\")\n", "df_train.plot(x=\"hr\", y=\"cnt\", kind=\"scatter\",ax=axs[1,2],color=\"deeppink\")\n", "df_train.plot(x=\"holiday\", y=\"cnt\", kind=\"scatter\",ax=axs[2,0],color=\"cyan\")\n", "df_train.plot(x=\"workingday\", y=\"cnt\", kind=\"scatter\",ax=axs[2,1],color=\"cyan\")\n", "\n", "\n", "column = df_train.columns\n", "corr = df_train[column].corr()\n", "plt.figure()\n", "# 特征间的相关矩阵\n", "plt.matshow(corr)\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "df = df_train.drop([\"dteday\"], axis=1)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
instantseasonyrmnthhrholidayweekdayworkingdayweathersittempatemphumwindspeedcasualregisteredcnt
01101006010.240.28790.810.031316
12101106010.220.27270.800.083240
23101206010.220.27270.800.052732
\n", "
" ], "text/plain": [ " instant season yr mnth hr holiday weekday workingday weathersit \\\n", "0 1 1 0 1 0 0 6 0 1 \n", "1 2 1 0 1 1 0 6 0 1 \n", "2 3 1 0 1 2 0 6 0 1 \n", "\n", " temp atemp hum windspeed casual registered cnt \n", "0 0.24 0.2879 0.81 0.0 3 13 16 \n", "1 0.22 0.2727 0.80 0.0 8 32 40 \n", "2 0.22 0.2727 0.80 0.0 5 27 32 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head(3)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "name = df.drop(['cnt','casual','registered'],axis=1).columns\n", "\n", "target = df[\"cnt\"].values\n", "feature = df.drop(['cnt','casual','registered'],axis=1).values\n", "\n", "from sklearn import preprocessing\n", "# 对特征进行归一化等\n", "\n", "feture = preprocessing.scale(feature)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "name: Index(['instant', 'season', 'yr', 'mnth', 'hr', 'holiday', 'weekday',\n", " 'workingday', 'weathersit', 'temp', 'atemp', 'hum', 'windspeed'],\n", " dtype='object')\n", "[[1.0000e+00 1.0000e+00 0.0000e+00 ... 2.8790e-01 8.1000e-01 0.0000e+00]\n", " [2.0000e+00 1.0000e+00 0.0000e+00 ... 2.7270e-01 8.0000e-01 0.0000e+00]\n", " [3.0000e+00 1.0000e+00 0.0000e+00 ... 2.7270e-01 8.0000e-01 0.0000e+00]\n", " ...\n", " [1.7377e+04 1.0000e+00 1.0000e+00 ... 2.5760e-01 6.0000e-01 1.6420e-01]\n", " [1.7378e+04 1.0000e+00 1.0000e+00 ... 2.7270e-01 5.6000e-01 1.3430e-01]\n", " [1.7379e+04 1.0000e+00 1.0000e+00 ... 2.7270e-01 6.5000e-01 1.3430e-01]]\n", "target: [16 40 32 ... 90 61 49]\n" ] } ], "source": [ "print(\"name:\", name)\n", "print(feature)\n", "print(\"target:\", target)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import ShuffleSplit\n", "from sklearn.model_selection import learning_curve" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# 高斯朴素贝叶斯估计器\n", "from sklearn.naive_bayes import GaussianNB\n", "\n", "cv = ShuffleSplit(n_splits=10, test_size=0.25, random_state=0)\n", "estimator = GaussianNB()\n", "X = feature; y= target\n", "train_sizes, train_scores, test_scores = learning_curve( \\\n", " estimator, X, y, cv=cv, n_jobs=4)\n", "\n", "train_scores_mean = np.mean(train_scores, axis=1)\n", "train_scores_std = np.std(train_scores, axis=1)\n", "test_scores_mean = np.mean(test_scores, axis=1)\n", "test_scores_std = np.std(test_scores, axis=1)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.27336915 0.0868508 0.05528739 0.04253044 0.03589842]\n", "[0.01112578 0.00475373 0.00310955 0.00220448 0.00113147]\n", "[0.00720368 0.0118527 0.0136939 0.01440736 0.01493671]\n", "[0.00143008 0.00249211 0.00216206 0.00155483 0.00156586]\n", "[ 1303 4236 7168 10101 13034]\n" ] } ], "source": [ "print(train_scores_mean)\n", "print(train_scores_std)\n", "\n", "print(test_scores_mean)\n", "print(test_scores_std)\n", "print(train_sizes)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJztnXmYVMXV/z9n9pVhWARZB4zbALINCBJkEDSIRkVNxBd/QaMSjRiNiQGDoqC4JVHQ+ER5XeOLuMZIfDG8iow7CipqZFFQwRmUVWbfeqZ+f1Tf7ts9WwM90z3T5/M89+l7625Vfbu/VbdOnVNijEFRFEWJDeIinQFFURSl7VDRVxRFiSFU9BVFUWIIFX1FUZQYQkVfURQlhlDRVxRFiSFU9BVFUWIIFX1FUZQYQkVfURQlhkiIdAaC6datm8nJyYl0NigvLyc9PT3S2QgbWp7opSOVBbQ8keLDDz/ca4zp3tJxUSf6OTk5rF+/PtLZoKCggPz8/EhnI2xoeaKXjlQW0PJEChHZHspx2r2jKIoSQ6joK4qixBAq+oqiKDFE1PXpK0pHpra2lsLCQqqqqnxpWVlZbNq0KYK5Ci9antYlJSWFPn36kJiYeEjnq+grShtSWFhIZmYmOTk5iAgApaWlZGZmRjhn4UPL03oYY9i3bx+FhYUMGDDgkK6h3TuK0oZUVVXRtWtXn+ArysEgInTt2jXgTfFgUdFXlDZGBV85HA7396OiryiKEkN0LNGvrYWyskjnQlGiln379jFs2DCGDRtGz5496d27t2+7pqYmpGtccsklbNmypdljHnjgAZYtWxaOLCthpmMZcj0e+P576N8fDtGyrShRxbJlMG8e7NgB/frBokUwY8YhX65r165s2LABgFtuuYWMjAx+//vfBxxjjMEYQ1xc423Cxx57rMX7XHXVVYecx9akpbLFAh2v5FVVsH9/pHOhKIfPsmUwaxZs3w7G2M9Zs2x6mNm6dSu5ubnMmDGDQYMG8d133zFr1izy8vIYNGgQCxcu9B374x//mA0bNuDxeOjcuTNz585l6NChjB07lt27dwNw4403snjxYt/xc+fOZfTo0Rx77LG8++67gI1pc95555Gbm8v5559PXl6er0Jyc/3115Obm8sJJ5zAnDlzAPj+++85++yzOeGEExg6dCjvv/8+AHfffTeDBw9m8ODB3H///U2W7ZVXXmHs2LGMGDGCCy64gPLy8rB/p9FKx2rpg23hHzgAnTtDcnKkc6MoTXPttbBhA6l1dRAf33D/2rVQXR2YVlEBl14K//3fjV9z2DDwiu3BsnnzZv7+97+Tl5cHwJ133kmXLl3weDxMnDiR888/n9zc3IBziouLmTBhAnfeeSfXXXcdjz76aKOtfGMMH3zwAStWrGDhwoX8+9//5v7776dnz5688MILfPLJJ4wYMaLBebt27WLlypV8/vnniAgHDhwA7JvEqaeeyuzZs/F4PFRUVPD++++zbNky1q1bh8fjYfTo0eTn55OamhpQtt27d3PnnXeyevVq0tLSWLRoEUuWLOGPf/zjIX1v7Y2O19IXscK/Z0+kc6Ioh0ew4LeUfpgcddRRPsEHWL58OSNGjGDEiBFs2rSJjRs3NjgnNTWV008/HYCRI0fyzTffNHrtc889t8Exb7/9NtOnTwdg6NChDBo0qMF5Xbp0IS4ujssvv5wXX3zRF+2yoKCAX/3qVwAkJCTQqVMn3n77bc477zxSU1PJzMzknHPO4a233mpQtnfffZeNGzdy0kknMWzYMJYtW9ZkvjsiHaelv2wZ3HADFBZCr15wzTVw1VWQlhbpnClK43hb5JVNOf/k5NgunWD694eCgrBnxx0++Msvv2TJkiV88MEHdO7cmYsuuqjRseFJSUm+9fj4eDweT6PXTva+dTd3TGMkJiayfv16Xn31VZ577jn+9re/8X//93/AwQ1ddJfNGMOUKVN48sknQz6/I9ExWvpO3+e339q+z6IiuPlmWLrUbitKe2TRooaNlrQ0m97KlJSUkJmZSadOnfjuu+9YtWpV2O8xbtw4nn32WQA+++yzRt8kSktLKSkp4cwzz+Tee+/l448/BmDixIk8+OCDANTV1VFSUsL48eN58cUXqayspKysjJdeeonx48c3uOZJJ53EG2+8wVdffQVY28KXX34Z9vJFKx1D9OfNs32dbior4U9/gtLSyORJUQ6XGTNsw6V/f9tt2b+/3T6M0TuhMmLECHJzcznuuOP4xS9+wbhx48J+j6uvvpqioiJyc3NZsGABubm5ZGVlBRxTXFzMGWecwdChQ5kwYQL33HMPAH/9619ZtWoVQ4YMIS8vj82bNzN69GguvPBCRo0axZgxY7jyyisZMmRIg/v26NGDRx55hAsuuIChQ4dy0kkn8cUXX4S9fFGLM4QpWpaRI0eag0bEGNumD1xEjPnyS2M8noO+5Jo1aw4+H1GMlic62LhxY4O0kpKSCOSk9Qi1PLW1taaystIYY8wXX3xhcnJyTG1tbWtm7ZCIxufT2O8IWG9C0NiO0affr1/jfZ+9ekF9PRQXQ5cubZ8vRVGapKysjEmTJuHxeDDG8NBDD5GQ0DEkKZrpGN/wokW2T9/dxZOaCnPn2j7QvXshM1MdthQliujcuTMffvhhpLMRc3SMPn2n77NvX3/aqafCuedCXJxd1GFLURSlg4g+WOHfssUuP/kJvPYa7Npl96WmWoetVhrfrCiK0l7oOKLv5qabbPC1O++0247DltdFXFEUJVbpmKI/YABcdhk8+yw4sTxSUqC8vOHQTkVRlBiiY4o+WI/cbt2sk5bjoJWaart81GFLiWG+//57pk+fzlFHHcXIkSOZOnVq1I5Tz8nJYe/evYB1qmqMiy++mOeff77Z6zz++OPs3LnTt33ZZZc16gwWC3Qs0RfxC3pmph29s349vPSSTUtMhJoaddhS2g3LPltGzuIc4hbEkbM4h2WfHV6ETWMM06ZNIz8/n23btvHhhx9yxx13sMuxf3k5mFAJbYUTnfNQCBb9hx9+uEHwuGigLb73jiX6KSl2iGZlpd3++c9h8GC47TZ/Wlqa7duvq4tcPhUlBJZ9toxZ/5rF9uLtGAzbi7cz61+zDkv416xZQ2JiIldccYUvbejQoYwfP56CggLGjx/PWWed5RPEe+65xxeq2AmVXF5e7vOSHTx4MM888wwAc+fOJTc3l7FjxzaI0Q/w4IMPcv311/u2H3/8cWbPng3AOeecw8iRIxk0aBBLly5tNO8ZGRmArbhmz57Nsccey+TJk33hnAEWLlzIqFGjGDx4MLNmzcIYw/PPP8/69euZMWMGw4YNo7Kykvz8fNavXw/YwHJDhgxh8ODBvtDNzv3mzZvHSSedxJgxYxpUjABvvPGGbxKa4cOHU+ptUN51110MGTKEoUOHMnfuXAA2bNjAmDFjOOGEE5g2bRo//PADAPn5+Vx77bXk5eWxZMkS9uzZw3nnnceoUaMYNWoU77zzTtMP9FAIxYOrLZdD8sh1U11tzObNxhQWGlNUZMw//mG9c3/3O7tdVGTMli3G7NvX7GXaq8dnU2h5ogO3J+U1r1xjJjw2wfz44R+bCY9NaLAk35psuIUGS/KtyY0eP+GxCeaaV65p9v5Lliwx1157baP71qxZY9LS0sxXX31ljDFm/fr1ZvDgwaasrMyUlpaa3Nxc89FHH5nnn3/eXHbZZb7zDhw4YPbu3WuOOeYYU19fb0pKSswPP/zQ4Pq7d+82Rx11lG97ypQp5q233jLGGLPP+3+sqKgwgwYNMnv37jXGGNO/f3+zZ88eY4wx6enpxhhjXnjhBTN58mTj8XhMUVGRycrKMs8991zAdYwx5qKLLjIrVqwwxhgzYcIEs27dOt8+Z7uoqMj07dvX7N6929TW1pqJEyeaF1980RhjDGBWrFhhSkpKzPXXX29uvfXWBmU688wzzdtvv22MMaa0tNTU1taalStXmrFjx5ry8vKAPA0ZMsQUFBQYY4y56aabzDXXXOPLy5VXXum75oUXXuj7XrZv326OO+64Bvc9HI/cjtXSB0hKgq5drdEW4MQT4cwz4YEHbCA2sK39PXvsCB9FiVKq6xofYtxUejgYPXo0AwYMAGzo42nTppGenk5GRgbnnnsub731FkOGDOHVV19lzpw5vPXWW2RlZZGVlUVKSgqXXnopK1asIK2R6Lbdu3dn4MCBrF27ln379rF582ZfTJ/77ruPoUOHMmbMGL799ttmA6C9+eabXHjhhcTHx9OrVy9OOeUU3741a9Zw4oknMmTIEF5//XU+//zzZsu7bt068vPz6d69OwkJCcyYMYM333wTsBFEzzzzTKDpsNHjxo3juuuu47777uPAgQMkJCTw2muvcckll/i+gy5dulBcXMyBAweYMGECADNnzvTdB+CCCy7wrb/22mvMnj2bYcOGcdZZZ1FSUkJZGKeB7RgeucFkZ9vQCx4PJCTAjTfacfu3327FPy7OTlqxfz/06BHp3CoxyuIptruktInQyjmLc9he3DC8SP+s/hRcXHBI9xw0aFCzRk93COKmOOaYY/joo49YuXIlN954I5MmTWL+/Pl88MEHrF69muXLl/PII4/w6quvMnLkSADOOussFi5cyPTp03n22Wc57rjjmDZtGiJCQUEBr732Gu+99x5paWnk5+c3Gsa5Jaqqqvj1r3/N+vXr6du3L7fccsshXcchMTHRF765qZDQc+fO5YwzzmDlypWMGzfukKORur/3+vp61q5dS0pKyqFlvAVCaumLyBQR2SIiW0VkbiP7rxORjSLyqYisFpH+rn11IrLBu6wIZ+abJD4ejjjCPzyzb1/41a/gn/+EdetsWmoq/PCDOmwpUcuiSYtISwxsMaclprFo0qGHVj7llFOorq4O6Df/9NNPfZONuBk/fjz//Oc/qaiooLy8nBdffJHx48ezc+dO0tLSuOiii7j++uv56KOPKCsro7i4mKlTp3LHHXfwySefEB8fz4YNG9iwYYNvusVp06bx0ksvsXz5ct8EKsXFxWRnZ5OWlsbmzZtZu3Zts2U4+eSTeeaZZ6irq+O7775jzZo1AD6B79atG2VlZQGVW2Zmpq+/3c3o0aN544032Lt3L3V1dSxfvtzXGg+Fbdu2MWTIEObMmcOoUaPYvHkzp556Ko899hgVXv3Zv38/WVlZZGdn+77nJ598ssn7nHbaab6pHoFGp5A8HFps6YtIPPAAcCpQCKwTkRXGGPd4p4+BPGNMhYhcCdwNOO8rlcaYYWHNdShkZEB6up0zNyXFTqjyzDN2COfLL9vWflKSNeq6wzcoSpQwY4gNoTxv9Tx2FO+gX1Y/Fk1a5Es/FESEF198kWuvvZa77rqLlJQUcnJyWLx4MUVO96eXESNGcPHFFzN69GjADnMcPnw4q1at4vrrrycuLo7ExET+9re/UVpaytlnn01VVRV1dXW+EMjBZGdnc/zxx7Nx40bfdadMmcKDDz7I8ccfz7HHHsuYMWOaLcO0adN4/fXXyc3NpV+/fowdOxawsXwuv/xyBg8eTM+ePRk1apTvnIsvvpgrrriC1NRU3nvvPV/6kUceyZ133snEiRMxxnDGGWdw9tlnh/x9Ll68mDVr1hAXF8egQYM4/fTTSU5OZsOGDeTl5ZGUlMTUqVO5/fbbeeKJJ7jiiiuoqKhg4MCBTU4wf99993HVVVdxwgkn4PF4OPnkk31zB4SFljr9gbHAKtf2DcANzRw/HHjHtV0WinHBWQ7bkOumqsqYTZv8Rt377rNG3Xvu8Rt1N20yxmtwcdNeDYVNoeWJDjS0cvsjGsvT2obc3sC3ru1Cb1pTXAq84tpOEZH1IrJWRM4JsS4KD8nJ1kHL6eaZNg2GD7fhGRzDSGoqfP+9OmwpihIThNWQKyIXAXmAu7OqvzGmSEQGAq+LyGfGmG1B580CZoGd1aYg3PN/Vlfb7hwg8+KLGXnNNWy/+Wa+/uUv7f76evjmG98xYGN9hz0fEUTLEx1kZWU16Fuuq6trtL+5vaLlaX2qqqoO+fcfiugXAe5O7z7etABEZDIwD5hgjPFZR40xRd7Pr0SkANv9EyD6xpilwFKAvLw8k5+ff1CFaJHSUti503rpDhoEb7xB/xdfpP9vfmOnoKursxXDgAHWCAwUFBQQ9nxEEC1PdLBp0yYyMjICJvVuavROe0XL07oYY0hJSWH48OGHdH4o3TvrgKNFZICIJAHTgYBROCIyHHgIOMsYs9uVni0iyd71bsA4oO0DXmRk2G4cZ/jWH/9oW/W33Wa34+P9M2wpSiuSkpLCvn37HHuXohwUxhj27dt3WMM5W2zpG2M8IjIbWAXEA48aYz4XkYVYw8EK4E9ABvCctwWzwxhzFnA88JCI1GMrmDtN4KiftkHEjsf/5hvbz3/kkTB7tp04/d134aST7EifPXt0hi2lVenTpw+FhYXs2bPHl1ZVVdVqY7IjgZandUlJSaFPnz6HfH5IffrGmJXAyqC0+a71yU2c9y7QcDr6SJCcbOfJLS62Hrm/+hUsXw7z58OqVba1Hx8P+/ZBz56Rzq3SQUlMTPR5vDoUFBQc8qt6NKLliW46XhiG5nAmR6+rs9098+bBpk3w1FM2PS3NzrB1GF58iqIo0UxsiX6wp+5Pf2pj89x9t78/PynJdvMoiqJ0QGJL9MH22aek2NE6IrBwoQ3H4A0bS0qKrRTq6yObT0VRlFYg9kTfMepWV1uHrMGDYfp0ePRR2LrVHpOSYoO16QgLRVE6GLEn+mBFPTvbP7HKnDk2zRsUisREK/hR5pChKIpyuMSm6IONuW+MNep27w7XXgurV4Pj5RYXpzNsKYrS4Yhd0U9ICDTq/vKXkJMDt9zin1zFGDuaR1EUpYMQu6IP0KmTHb9fU2M/58+HL7+EJ5+0+9PSYO9enWFLUZQOQ2yLvmPUraqyrfrTToPx4+EvfyGhpMTudxy2FEVROgCxLfpgnbQco66I7d4pKWHA3/9u96vDlqIoHQgVffAbdevr4bjj4P/9P3q9/DJs2WL3Ow5bOoRTUZR2joo++I265eV2+/e/x5Oeblv9xtjhnOXlfqOvoihKO0VF38Ft1O3ShW8uugjefBNefdXuT02FXbu0ta8oSrtGRd/BbdQFdv70p3D00bBggfXeTUy0o3hKSiKcUUVRlENHRd9NaipkZUFFBSYhAW6+2cbgd2atT0uzffvqsKUoSjtFRT+Ybt38wdYmToRJk2wwtj177PBNY2yANkVRlHaIin4wiYk2LIMj/PPn2+Gcd99tt9PS7Lh9ddhSFKUdoqLfGFlZto+/thZ+9CO45BI7y9Z//mPTExKsp66iKEo7Q0W/MeLirLA7UTh/+1vrwHXzzbZ7JzXVTrqiDluKorQzVPSbIi7OtvgrK+3nH/4Aa9fCyy/b/cnJNgqnDuFUFKUdoaLfHN262clU6uvhv/4Ljj8ebrvNVgTJydZZSx22FEVpR6joN0dioj/8cny8HbNfWAhLl9r9jsOWTq2oKEo7QUW/JbKybP9+bS2MGwdTp8Jf/wrffed32NIZthRFaSeo6LdEXBz07Ok36t54o+3yueMOu60OW4qitCNU9EMhLQ0yM63w9+8Ps2bBCy/ARx+pw5aiKO0KFf1Q6d7dtubr6+Hqq21fvzOEMy0N9u9Xhy1FUaIeFf1QSUqyo3kqKiAjA+bOtS39F1/0z7ClDluKokQ5IYm+iEwRkS0islVE5jay/zoR2Sgin4rIahHp79o3U0S+9C4zw5n5NqdzZ79R92c/g6FDYdEiWxGow5aiKO2AFkVfROKBB4DTgVzgQhHJDTrsYyDPGHMC8Dxwt/fcLsDNwInAaOBmEckOX/bbmLg4G365stKuL1gA338PDzxg96vDlqIoUU4oLf3RwFZjzFfGmBrgaeBs9wHGmDXGGMdLaS3Qx7v+E+BVY8x+Y8wPwKvAlPBkPUKkp/uNuqNGwdlnw4MP2vH76rClKEqUkxDCMb2Bb13bhdiWe1NcCrzSzLm9g08QkVnALIAePXpQUFAQQrZal7KysqbzYYydYSsujuSf/YzR//43+/7wBzbOm2f37dhhbQBRRLPlaYd0pPJ0pLKAlifaCUX0Q0ZELgLygAkHc54xZimwFCAvL8/k5+eHM1uHREFBAc3mY98+uwwaBFddxRH33MMR11wDJ55onbV69rSOXVFCi+VpZ3Sk8nSksoCWJ9oJpXunCOjr2u7jTQtARCYD84CzjDHVB3NuuyQ7247Y8Xjg17+GI4+0Qzjr6+0Qzt271WFLUZSoIxTRXwccLSIDRCQJmA6scB8gIsOBh7CCv9u1axVwmohkew24p3nT2j+Op64zcufGG+Gzz+DZZ21lAOqwpShK1NGi6BtjPMBsrFhvAp41xnwuIgtF5CzvYX8CMoDnRGSDiKzwnrsfuBVbcawDFnrTOgZpadawW1VlDbp5eTY8Q2mpf4atmppI51JRFMVHSH36xpiVwMqgtPmu9cnNnPso8OihZjCqEbGeud98Y0fuLFgAZ5wB990H8+bZMf379tmuH0VRlChAPXIPl+Rk6NrVdvMMG2adth5+2FYEqalQUqIOW4qiRA0q+uEgO9v28Xs8cMMNNuTyrbfafUlJ6rClKErUoKIfDuLjbTdPZaX12L36avj3v+Gtt9RhS1GUqEJFP1xkZFjjbVUVXH459OsHt9xiW/9paTrDlqIoUYGKfrhwjLo1NbZ1f+ONsHkzLFvmD9KmM2wpihJhVPTDiduoO3UqjB0Lf/oTHDigDluKokQFKvrhpksX2+qvr7dDOIuL4Z571GFLUZSoQEU/3DhG3fJyG5fnwgvhiSdg61Z12FIUJeKo6LcGmZlW4KurYc4cu75ggX0DcBy2FEVRIoCKfmvgNup26QLXXguvvw6rV+sMW4qiRBQV/dYiJcU6bVVWwiWXwMCBtrVfW6szbCmKEjFU9FuTrl3tZ3w8zJ8P27bB44+rw5aiKBFDRb81cYy6FRUweTLk59uRPPv2qcOWoigRQUW/tcnMtF09NTV2kpXycjt2Xx22FEWJACr6rY2IjcdTXQ1HHw0zZ1ov3Y0bbSx+ddhSFKUNUdFvC9xG3euug06dbFweEbtfHbYURWkjVPTbiq5d7WidTp3g+uvhnXdg1Sp12FIUpU1R0W8rEhL8Rt2LLoJjj4WFC63Yq8OWoihthIp+W9Kpkx2uWV9vu3e2b7ezbDkOW5WVkc6hoigdHBX9tsRt1D35ZDjtNFiyxBpz1WFLUZQ2QEW/rUlNhc6dbTfPTTfZ7p277rKiX1UFZWWRzqGiKB0YFf1I0LWr7eLJyYFLL4VnnoFPP7UVwp496rClKEqroaIfCRISbDdPeTlcc40NyjZ/vvXg9XigpCTSOVQUpYOioh8pOnWCpCQ7hn/uXFi3DlassEM49+yx4q8oihJmVPQjhQj07Gn78S+4wE64smiRNfKK2CkWFUVRwoyKfiRJTYWsLCv0CxdCURE8+KBNV4ctRVFagZBEX0SmiMgWEdkqInMb2X+yiHwkIh4ROT9oX52IbPAuK8KV8Q5Dt27WcDt6NJxxBjzwAHz3ne3337s30rlTFKWD0aLoi0g88ABwOpALXCgiuUGH7QAuBp5q5BKVxphh3uWsw8xvxyMxEbp3t0bdm26yFcAdd9jWfkmJOmwpihJWQmnpjwa2GmO+MsbUAE8DZ7sPMMZ8Y4z5FNCxhodCVpYV/5494Ve/gn/8A9avV4ctRVHCTiii3xv41rVd6E0LlRQRWS8ia0XknIPKXawQF+c36s6ebYdz3nyzrQjUYUtRlDCS0Ab36G+MKRKRgcDrIvKZMWab+wARmQXMAujRowcFBQVtkK3mKSsra/t81NZCfT09Zs7k+LvvZtN997Fr8mQboycp6bAuHZHytCIdqTwdqSyg5Yl6jDHNLsBYYJVr+wbghiaOfRw4v5lrNbvfGMPIkSNNNLBmzZq2v2lNjTGbNxuzfbsxw4cb06OHMV98YcyWLcbs339Yl45IeVqRjlSejlQWY7Q8kQJYb1rQc2NMSN0764CjRWSAiCQB04GQRuGISLaIJHvXuwHjgI0h10ixRmKiDb9cVQULFtg5dO+/3zps7d2rDluKohw2LYq+McYDzAZWAZuAZ40xn4vIQhE5C0BERolIIfAz4CER+dx7+vHAehH5BFgD3GmMUdFvjqwsO1zzhBPg3HNh6VIoLLQOWzrDlqIoh0lIffrGmJXAyqC0+a71dUCfRs57FxhymHmMLRyj7o4dcMMN8MorcNtt8NBDsH+/rRQOs39fUZTYRT1yo5G0NMjMtPPqXnUV/O//wtq16rClKMpho6IfrXTvDnV1dtx+7942CmdSkjpsKYpyWKjoRytJSTZEgzEwbx5s3AhPP60OW4qiHBYq+tFM5842xv7UqTY2z1132eBs6rClKMohoqIfzcTFWe/cqiobhXP/fjunrs6wpSjKIaKiH+2kp0NGBvzoRzbu/iOP2JE9Hg8UF0c6d4qitDNU9NsD3btbkf/DH2yf/sKF6rClKMohoaLfHkhKspOpp6fbOXVffRXeflsdthRFOWhU9NsL2dnWqDtzJuTk+KNw7t+vM2wpihIyKvrthfh4G5enrs5OtvLFF/A//2MdtvbsiXTuFEVpJ6jotycyMmwXz4QJ8OMfw5//bEf2lJaqw5aiKCGhot+eELGtfY/Hdu+UlMA990BKio3IqQ5biqK0gIp+eyM52Rp1+/eHiy6CJ56Ar79Why1FUUJCRb89kp1tHbd++1vb5bNggXXY2r1bHbYURWkWFf32iGPUTU2F666DN96AggJr5FWHLUVRmkFFv72SkWEdtC64wHrrLljgH8mjDluKojSBin57xTHqGmPDLn/9NTz+uO322b8/0rlTFCVKUdFvzzhG3TFj4JRTYPFiKC9Xhy1FUZpERb+906WLbfXfdJMdq/+nP1lPXXXYUhSlEVT02zuOUbdnT7j4YnjqKdi2zQ7fVIctRVGCUNHvCGRm2pE8V11lJ1655RYbpE0dthRFCUJFvyMgYidbSUmx4Zffew9ee00dthRFaYCKfkchJcX2759zDhx/PNx6qx3Jow5biqK4UNHvSHQrgE/nAAAdDElEQVTpYvv458+Hb7+Fxx5Thy1FUQJQ0e9IJCTYbp7hw2HKFLjvPhuUTUfyKIriRUW/o5GZacfvz5ljPXPvvtt286iXrqIohCj6IjJFRLaIyFYRmdvI/pNF5CMR8YjI+UH7ZorIl95lZrgyrjSBiB2+2bMnXHYZPPccbNliRb+6OtK5UxQlwrQo+iISDzwAnA7kAheKSG7QYTuAi4Gngs7tAtwMnAiMBm4WkezDz7bSLCkpNhLn5ZfbSdVvvtmm790b2XwpihJxQmnpjwa2GmO+MsbUAE8DZ7sPMMZ8Y4z5FAgeJvIT4FVjzH5jzA/Aq8CUMORbaQlnIvU5c+DDDznijTfUYUtRlJBEvzfwrWu70JsWCodzrnI4JCRYT92pU+GEExj48MN2JI86bClKTJMQ6QwAiMgsYBZAjx49KCgoiGyGgLKysqjIx2FTU0PWzJkM/93v+OaOO/hmxgz46itr3G3HdJjnQ8cqC2h5op1QRL8I6Ova7uNNC4UiID/o3ILgg4wxS4GlAHl5eSY/Pz/4kDanoKCAaMjHYVNZCf36sXvFCnKef56cX//avgEMGNCuhb/DPB86VllAyxPthPKvXwccLSIDRCQJmA6sCPH6q4DTRCTba8A9zZumtBWpqdC5M9suvdRu33WXOmwpSgzTougbYzzAbKxYbwKeNcZ8LiILReQsABEZJSKFwM+Ah0Tkc++5+4FbsRXHOmChN01pS7p1o/qII+CKK+Cll+Dzz3WGLUWJUULq0zfGrARWBqXNd62vw3bdNHbuo8Cjh5FH5XBJSLDLL34BTz9to3A+95ydbOWIIyKdO0VR2pD226mrHBzx8Tbs8pw58Omn8PLLVvTVYUtRYgoV/ViiZ0/4yU9g5Ejb2j/lFNvn37evnV9Xh3IqSodHRT+W8Bp1+fGPobQUvvvOCn1hIVx5Jdx7rw3FXFmp4ZgVpYOioh9rdOtm+/ODqaqCe+6xlcGOHbB1q60UysvtaB9FUToEUeGcpbQhiYlWzBtj5047dj8z074BVFbaSsAYSEuDrCz7tpCY2LZ5VhQlbKjoxyJ9+9rWfDDGwJAhcPLJMGmS7fPv0cPuq6mB77+360lJtgJIS7PrIm2Xd0VRDgsV/Vjk9tttBE538LWUFDuks7LSzq/7yis2/YQTbAUwaRIMHeqPzb93r60kEhKgUycb3C0lRSsARYlyVPRjkRkz7OecObZLp1cvmDsXzj3XphsDmzbB6tW2AliyxBp5u3Wzrf9Jk2DCBNsNVFcHBw7Avn3+rqHMTFsBxMdHroyKojSKin6sMmMG/PznVvSrq/19+MnJVrxzc+1y9dV2PH9Bga0AVq2CZ5+1LfwTT7QVwOTJcNRR9hrl5TbEg0igHSBBf2qKEg3oPzGWSUyE/v39s2qVlVnDbX29Fe3ERNtn36WLfQs491x77Icf2gpg9WpYuNAuOTn+CuDEE+15NTX+YaEpKXa4aGqq3acoSkRQ0Vf8YRrS021YhpoaO4SzuNhWBGC7apKS/C38E0+EefPg22+t+K9eDf/zP/DII/Y6wcbg2lrrA1BfbyuTrCx7XHKy2gEUpQ1R0VcCEbFCnJxshbmuzr4FlJfbt4CKisC3gL594eKL7VJRAW+/7a8Ego3BkyfbdWPghx/8doBOnSAjw74NtONwz4rSHlDRV5onPt72zael2fl2nbeA0lJbEYAV6qQke8xpp9nFGNi40V8BLF5sjcHdu8PEibYCOPlkK/SlpdYYDFb8O3Wy6WoHUJSwo/8q5eBISrJLp062q6a62hqAi4vtp4gV6+RkGDTILr/5jTUGr1ljKwDHGJyYCKNH2wpg0iQYONBfoYDt/3cMwWoHUJSwoKKvHDpxcVaQU1OtsdfjsaLtNgg7bwFdusB559nF44H16/1DQhcssEtOjr8CGDPGnu/M6et2CEtOjnTJFaXdoqKvhI+EBNs9k5Fhjbc1Nbafv7TU33p33gLGjLGL2xj82mvw5JPw8MPWyDthgt8YnJpqbQB79threDyBQ0wVRQkJFX2ldXAbhLOzrUG4qsraAcrK7GgeEduC79OnoTHYGRK60jt3z9Chfs/gwYPt9XbssNfIzPTbAdQhTFGaRUVfaRvi423rPT3dGnNra/0B3SoqbFdOfLytJIKNwU4FcO+9NhJo9+4cO2KE7SoaP95/HbDdP506aWA4RWkCFX2l7XFa+E4/vWMQLi+HkhL/sNCEBOsVPGgQXHON7d7xGoO7vf66NQgnJgZ6Bvfpo4HhFKUZVPSVyOM2CHfrZt8CqqttBVBeblv8IrYFf/75cP75vPvJJ0yoqPAPCXWMwQMG+CuAkSOtDcAYWzloYDhFUdFXopDERLtkZFjBdg8L9XoIm7g428IfOxZuvNH27zsVgGMMzsiwvgCOT0B9vQaGU2IeFX0luhGxwpySYg3CTpygHTusYdiJE9SzJ1xyiV2aMwZPnmxHAx19tD8wXHq67QZShzAlBtBfuNK+cOIEJSTYyJ6Oh3BJSWCcoEmT/Mbgzz/3vwXccw/85S82xtApp9hlzBh/N5IGhlM6OCr6SvulqThBFRWBBuGjj27UGMzKlfD007YracwY/zwBvXtrYDilw6Kir3Qc3HGCunVrGCfIGNuCP+ccaxCurQ30DL7lFnudgQNtBTBxou0SSkiAl1+2Q0aLimyQudtug4su0opAaXeo6Csdl5biBAEMH24Nwm5j8GuvwRNPwH//tzUGH3WU9ReorbXn7NgBs2bZUNHnnmvvkZJiP+PjbSURH68GYiUqUdFXYoNQ4gR16WJb78HG4OXL7X43VVV2iGhNjTUiH3mkDT2RluZv/TshqJOT/RWQu0LQSkGJACGJvohMAZYA8cDDxpg7g/YnA38HRgL7gAuMMd+ISA6wCdjiPXStMeaK8GRdUQ6DUOIEjR9vR/s89VTj1ygthT/+MTCtc2drE3CWI4+0cxD36GHXu3b1xwqKi7OVQm2tnV8gMTHwTUFjCimtQIuiLyLxwAPAqUAhsE5EVhhjNroOuxT4wRjzIxGZDtwFXODdt80YMyzM+VaU8NFYnCBn+siyMivWO3c2PK93b/jnP20/f1ERFBb613fsgHff9Y8ockhKspWAUyn06kXPuDg7rWTPnnZJSbHHOhFKnTeFxMTANwWtFJRDIJSW/mhgqzHmKwAReRo4G3CL/tnALd7154G/iqiFS2mnBE8cc/vtcOWVfjsAWGH+7W+tvaBzZxgyxIpwcLdNcbG/Qti5M7ByePNN2LWL44wJvH/37oFvCsFL587+MBXODGaOj4H7TUH/gkojhCL6vYFvXduFwIlNHWOM8YhIMdDVu2+AiHwMlAA3GmPeOrwsK0obIgIzZ1ohnTfPtuD79rWTwf/85/atoLbWdg/V1Nj1qio7Ugis+PbrZ+cKiItrWDHU1LD2zTcZk5YWWDkUFsLmzdawXFUVmKe0NN9bAr16NawUevTwvxW43xQc/wbn/lopxCRiglsZwQeInA9MMcZc5t3+f8CJxpjZrmP+4z2m0Lu9DVsxlAIZxph9IjIS+CcwyBhTEnSPWcAsgB49eox8+umnw1W+Q6asrIyMjIxIZyNsaHkigPPfMqbxxUtZdTUZ7olhRPyCbAyJxcUk795NindJ3rWLlD17SNm1i+Tdu0kqLg68bVwc1V26UN2jB1Xdu1N1xBFUH3FEwGedY3B2FqeryH3vQ6RdPJuDoL2UZ+LEiR8aY/JaOi6Uln4R0Ne13ceb1tgxhSKSAGQB+4ytUaoBjDEfeiuDY4D17pONMUuBpQB5eXkmPz8/hGy1LgUFBURDPsKFlifKMMaOCKqro+Cdd8gfNcq+JThvDbW1doSRu1FmTMO3hfh42+1UVOR7Q5CiIlIKC0kpKiLr66/hnXf8w00dsrIavik46716WY9l5y3BeVMIcThqu382QXS08oQi+uuAo0VkAFbcpwP/FXTMCmAm8B5wPvC6McaISHdgvzGmTkQGAkcDX4Ut94rSXhEJ7GZprCXpqhh8i1MxOJWD05XUs6ft1hk+vGHFYAzs3eu3JTjdR0530vr11vbgJjHRVgDBdgWnoujVywasa2w4KsCyZf7usH79YNEimDGj9b9XpUVaFH1vH/1sYBV2yOajxpjPRWQhsN4YswJ4BHhSRLYC+7EVA8DJwEIRqQXqgSuMMftboyCK0uFwVwxN0VjFUFfntzHU1Ng3hvR0OPZYu7i7dJzrl5cHGprdFcN779m5ioN9Fbp1a/iW0Ls3/T74wE5879gitm+Hyy+329On+yslJw/OorQJIY3TN8asBFYGpc13rVcBP2vkvBeAFw4zj4qiNEUoFQMEVgj19bYicFcM8fG2Vd+nj/VQdq7tVAz19XZugsaGp379Nbz1lm9008DG7l9ZCbNn23hHGRl21JMT3jory6ZlZ/uXzp3tW4TTpeSuHIIrDOWgUI9cRYkFDqZicN4cgiuGLl2sIA8e7D/HEV8R66z2/feYKVNo1BRcVQXvv2+D4TkOcM2RkeGvGJxKwl1ZONtOJdG5sz+P2dnW+zq4snBXGDGKir6iKJZQKobgriR3xRAXB+npVB9xBCm7dzc8t1cveOMNu25MoAd0aamtDJwKoaTE2hmctOJi+6axbZs/Lbi7KZi0tMC3CneF0amTfcPo3DnwDaOxSsMYW1anwmjnqOgrihI6Tmu5mUnnv7r8cnLvvdeKukNqKtx8sxVZp8JITfVvG2MrEAdnisymMMZ2GZWW+uMnBVcgwZXHDz9Y+4JTabjv1xjJyZCZyeiUFBs+w11ZuN8wnMrCedtwttPT/Z7TLVUWbWj4VtFXFCWs7J48mdzjjz80EXN8GOrrm1937BLuNw9nvb7ev7iv6/J9APyVhrM4lYczIY+3cijbuZM0sNs7d/orjZqa5sviTPnZqZN/ycryL84bxZYtdopP53rbt9sortAqwq+iryhK+Jkx49AEK9hZ7HBwO8I1V4k4i1OJBFUoG7/8kiMGDGh47Zqahl1SwW8ewft27fKfE+xp7aaiwlaaKvqKoigh4vYuPpww1jt2wDHHNHzTaKwScb9pNFaJuLuxampsRTBuXKATnvu+rYCKvqIoSig4w2PDgbvC6Nu3cYHv1y889woidsctKYqiRAqnCyshwUZxTUsL3J+WZu0grYCKvqIoSiSZMQOWLoX+/W1l0L+/3dbRO4qiKB2UQzV8HwLa0lcURYkhVPQVRVFiCBV9RVGUGEJFX1EUJYZQ0VcURYkhVPQVRVFiCBV9RVGUCLPss2XkLM4hbkEcOYtzWPbZsla7l4q+ooRAW/4pOwL6fYXOss+WMetfs9hevB2DYXvxdmb9a1arfWfqnKXEHMYV3Mpgmkxz0pf/ZzlX/u+VVNTa+PDOn9JT7+HCwReGfK8mj8FQ7ak+qDKEC3dZw8Wru15l8TuLqfC4vq8Vs6jx1DB98PSAY40xGAzGGOqpp97U+9IC1uu9+7zH+vYHb7uv59pfZ+oC9gXft66+rtFrAWws2YjnK0+Dazv59xhP09c2Lef7d//3O99vy6GitoJ5q+cxY4hG2VTCgDGGZZ8tY97r8/i2+Fv6ZvXl1om3BvwhmxPBptLc6e405w/S1Lrz4w/lWOeztq6W7Qe2+86vqauhztRRW1+Lp86Dp95j1+s9eIyHGk8NdfV11NXXUWtqqauvs/vqPTatvpY6U+fb9u0zdfz53T83+qe8euXVfPzdx74/uvNndgSjnvoW//j1pp7ivcVk7sn0iR7GljNg2y2IwQLpuldz+4IF1Z0nZ9v5jhs71r2vwbGu65TVlDWoTCo8FfxyxS+5/F+XB3wP7YaP2/6WO4o1ymbM01grqLE/br2px1PvCfisqavhq/1fUVtfy3Mbn+O2N2+jus62LncU72DWv2axfud6xvYZa8XRK6BuAXRE0C2WDdLrPAHnBl+nztT5Rba+LlBw6xpe33euCUyr9dRS/16975qRoLSmlCXvLwlIE4Q4iSNO4hAR4rCfIv70OOJA8G3X1daRVJpkj3OdHydxCP5zfddo5JrOeb5jvdvxcfHEE98gT856qNdsNl9B649ueLTJ7+zKvCsRb7hj97m+T2c9KN05Fgg8zpU3ZxvwfccN8um6j3MtX9ndeTDiO3/X17voNbBXo/n05Uv8z96XR2fbyYd7v+s6l624jD0Vexp8V/2yWifKpop+K9NYCzB4va6+jnpT7xfJulpKqksory2ntKaU8ppyymrKqKitoMpTRUVtBZW1lVR6Ku26p5LK2koqPEHptZW+7dLKUqrfq/YJfTDVddXc/8H93P/B/Ydd5oS4BBIkgfi4eBLjEgM+E+ISGizO/qSEpMaPkwQS4gM/D+w5QM8je7Z47ebuFx8XH3DNxPhE4iWeeIknIT7B93nW8rP4vuz7BuXsldmLgpkFPiEMeO5NvAk1dsy2j7cxcNjAJs91xA4gYMZx92UPMt1gfMLnvkdT6c1dK0BEEV7e9DK7qxvOkdsrsxfXjb3Od5xzTmM4otnk/lY8310WgE9KPmHocUMP6v7Bv4fm9t9+yu385t+/odJT6UtLS0xj0aTWibLZYUR/2WfLmLd6HjuKd9Avqx+LJi065P4w50/qqfc02po22O6E0upSSmtKKa0upaymjLKaMp9Il9eWU15THijAjjh7hbqitiJAtJ20mroWpmELIik+ibSENFITU0lLTPMt3dK6+dKqfqiiT68+pCel85f3/tLktZ4696kWxbqxtHiJ9306/7XgrqBQt5s7xvn4+pOvGTBsgF98xHeiT7gc0fIJWSPHNrYd5521Kc47zmHOuDn8cfUfA/6UqQmpzBk3h7REf0hc9x+5qXW3WDjCtD1uO93TugeISMA5rnS3kIWSfijnHMo93Fw+4HLu3XZvQJdYWmIad596NwOyBzR5XrSSEJdA9/TurXb9y0ZeRmpSatj0qyU6hOg71u9gQ1tVbRVTj57qE+TymnJKqksoqy0LSCurtZ8VtRU+od6zZw9xX8dR4aloVLRr62sPKo/J8ckNRDktIY0e6T0apKcnpjc81rWkJqaSmuBfEuLtYwwwJnk/wYqg05o0GJZ/tpydZTsb5LFXRi9G9hqJ9yRLIwIZLKaOoaze1Ae8nge/8oby2dRrvvu1GaAwrpDemb0btMqa2w712GCuHXMt3dO7t9qfMl7i6ZzaOSzXigYm95jM8bnHt5mIdQRmDJnRZt9PhxD9eavnNWpou+xflx3UdZLjk33CGu+JJzshm7TENHpm9AwQ6rTENNKS/Ns+EU5MbSDIqYmppCSkkBCXENB6NbZJakXV+Fuyjli697mF1kmLi/P3w9bX1wf2GQctIrY1eUT6EcRJHLeeciuzV84OfJ1MsK+T/bP623wchJi6t9uKOIkjPSm9ze7Xln/KjoB+X9FLhxD95qzcN46/MVCIvS3olIQUUhNSSUlM8Qm3uzX59cdfM2D4gBaF2RFfd6u2UeF1tVjdYhzcAg02ULn7JoOPPxjiJZ6slCwAfjn8lyQnJGtLTFFikJBEX0SmAEuAeOBhY8ydQfuTgb8DI4F9wAXGmG+8+24ALgXqgN8YY1aFLfde+mX1Y3vx9gbpvTN7c0XeFQ1EtrGWcLCwFiUU0T+rf4vC3F7RlpiixCYtir6IxAMPAKcChcA6EVlhjNnoOuxS4AdjzI9EZDpwF3CBiOQC04FBQC/gNRE5xpjwjrFbNGlRQJ8+WMPRXafeRe9OvQ/pmoKQnJAcriwqiqJEBaGEYRgNbDXGfGWMqQGeBs4OOuZs4Anv+vPAJLHN4LOBp40x1caYr4Gt3uuFlRlDZrD0p0ttyxyhf1Z/lv50qbZkFUVRggile6c38K1ruxA4saljjDEeESkGunrT1wade2hN7xbQ7gpFUZSWiQpDrojMAmYB9OjRg4KCgshmCCgrK4uKfIQLLU/00pHKAlqeaCcU0S8C+rq2+3jTGjumUEQSgCysQTeUczHGLAWWAuTl5Zn8/PwQs996FBQUEA35CBdanuilI5UFtDzRTih9+uuAo0VkgIgkYQ2zK4KOWQHM9K6fD7xurGfQCmC6iCSLyADgaOCD8GRdURRFOVhabOl7++hnA6uwQzYfNcZ8LiILgfXGmBXAI8CTIrIV2I+tGPAe9yywEfAAV4V75I6iKIoSOiH16RtjVgIrg9Lmu9argJ81ce4ioHUiBymKoigHhc6cpSiKEkNIKDP7tCUisgdo6F7b9nQD9kY6E2FEyxO9dKSygJYnUvQ3xrQYDjTqRD9aEJH1xpi8SOcjXGh5opeOVBbQ8kQ72r2jKIoSQ6joK4qixBAq+k2zNNIZCDNanuilI5UFtDxRjfbpK4qixBDa0lcURYkhYkb0RaSviKwRkY0i8rmIXONN7yIir4rIl97PbG+6iMh9IrJVRD4VkRGua830Hv+liMxs6p5tgYjEi8jHIvKyd3uAiLzvzfcz3tAZeENhPONNf19EclzXuMGbvkVEfhKZkoCIdBaR50Vks4hsEpGx7fn5iMhvvb+1/4jIchFJaU/PR0QeFZHdIvIfV1rYnoeIjBSRz7zn3OcNx97W5fmT9/f2qYi8KCKdXfsa/d5FZIo3bauIzHWlN/psow5jTEwswJHACO96JvAFkAvcDcz1ps8F7vKuTwVewU6MOAZ435veBfjK+5ntXc+OYLmuA54CXvZuPwtM964/CFzpXf818KB3fTrwjHc9F/gESAYGANuA+AiV5QngMu96EtC5vT4fbAjxr4FU13O5uD09H+BkYATwH1da2J4HNg7XGO85rwCnR6A8pwEJ3vW7XOVp9Hv3LtuAgd7f6CdArusZN3i20bZEPAMRKzi8hJ0NbAtwpDftSGCLd/0h4ELX8Vu8+y8EHnKlBxzXxmXoA6wGTgFe9v559rp+xGOBVd71VcBY73qC9zgBbgBucF3Td1wblyXLK5ISlN4unw/+OSa6eL/vl4GftLfnA+QEiWRYnod332ZXesBxbVWeoH3TgGXe9Ua/d/czcx/X3H8v2paY6d5x4311Hg68D/Qwxnzn3fU90MO73tjkMb2bSY8Ei4E/APXe7a7AAWOMx7vtzlvARDeAe6KbaCjPAGAP8Ji3u+phEUmnnT4fY0wR8GdgB/Ad9vv+kPb7fBzC9Tx6e9eD0yPJL7FvHHDw5WnuvxdVxJzoi0gG8AJwrTGmxL3P2Cq6XQxnEpEzgd3GmA8jnZcwkYB99f6bMWY4UI7tPvDRzp5PNna60AHY+aHTgSkRzVSYaU/PoyVEZB42EvCySOeltYkp0ReRRKzgLzPG/MObvEtEjvTuPxLY7U1vagKYkCaGaQPGAWeJyDfYeYtPAZYAncVOZBOcN1++5RAmumkDCoFCY8z73u3nsZVAe30+k4GvjTF7jDG1wD+wz6y9Ph+HcD2PIu96cHqbIyIXA2cCM7wVGRx8efbR9LONKmJG9L0jAx4BNhlj7nHtck8AMxPb1++k/8I7KmEMUOx9rV0FnCYi2d7W3GnetDbFGHODMaaPMSYHa/h73RgzA1iDncgGGpYnaie6McZ8D3wrIsd6kyZh52Fol88H260zRkTSvL89pzzt8vm4CMvz8O4rEZEx3u/nF65rtRkiMgXbRXqWMabCtaup773RSaW8z6qpZxtdRNqo0FYL8GPsq+inwAbvMhXbF7ca+BJ4DejiPV6AB7CW+s+APNe1fgls9S6XREHZ8vGP3hmI/XFuBZ4Dkr3pKd7trd79A13nz/OWcwutPIKihXIMA9Z7n9E/saM92u3zARYAm4H/AE9iR4K0m+cDLMfaI2qxb2KXhvN5AHne72Yb8FeCjPhtVJ6t2D56RxMebOl79+rGF95981zpjT7baFvUI1dRFCWGiJnuHUVRFEVFX1EUJaZQ0VcURYkhVPQVRVFiCBV9RVGUGEJFX1EUJYZQ0VcURYkhVPQVRVFiiP8PklUPwIM1tbgAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.grid()\n", "plt.fill_between(train_sizes, train_scores_mean - train_scores_std,\n", " train_scores_mean + train_scores_std, alpha=0.1, color=\"r\")\n", "plt.fill_between(train_sizes, test_scores_mean - test_scores_std,\n", " test_scores_mean + test_scores_std, alpha=0.1, color=\"g\")\n", "plt.plot(train_sizes, train_scores_mean, 'o-', color=\"r\",\n", " label=\"Training score\")\n", "plt.plot(train_sizes, test_scores_mean, 'o-', color=\"g\",\n", " label=\"Cross-validation score\")\n", "\n", "plt.legend(loc=\"best\")\n", "plt.show() \n", "# 高斯贝叶斯朴素估计模型" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "def estm(estimator, X, y, n_jobs=1):\n", " cv = ShuffleSplit(n_splits=10, test_size=0.25, random_state=0)\n", " \n", " train_sizes, train_scores, test_scores = learning_curve( \\\n", " estimator, X, y, shuffle=True, cv=cv, n_jobs=n_jobs)\n", "\n", " train_scores_mean = np.mean(train_scores, axis=1)\n", " train_scores_std = np.std(train_scores, axis=1)\n", " test_scores_mean = np.mean(test_scores, axis=1)\n", " test_scores_std = np.std(test_scores, axis=1)\n", " \n", " print(\"train_mean:\", train_scores_mean)\n", " print(\"test_mean:\", test_scores_mean)\n", " \n", " plt.grid()\n", " plt.fill_between(train_sizes, train_scores_mean - train_scores_std,\n", " train_scores_mean + train_scores_std, alpha=0.1, color=\"r\")\n", " plt.fill_between(train_sizes, test_scores_mean - test_scores_std,\n", " test_scores_mean + test_scores_std, alpha=0.1, color=\"g\")\n", " plt.plot(train_sizes, train_scores_mean, 'o-', color=\"r\",\n", " label=\"Training score\")\n", " plt.plot(train_sizes, test_scores_mean, 'o-', color=\"g\",\n", " label=\"Cross-validation score\")\n", " plt.xlabel(\"Training examples\")\n", " plt.ylabel(\"Score\")\n", "\n", " plt.legend(loc=\"best\")\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "train_mean: [0.39290346 0.3910804 0.38899554 0.39035204 0.38907019]\n", "test_mean: [0.38332278 0.38627641 0.38702503 0.38727722 0.38735053]\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 岭回归估计器\n", "from sklearn.linear_model import Ridge\n", "ridge = Ridge(alpha=1, fit_intercept=True)\n", "\n", "estm(estimator = ridge, X = feature, y= target) # 岭回归" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "train_mean: [-0.02780901 0.01771899 0.04605179 0.06373237 0.07625003]\n", "test_mean: [-0.03268469 0.01047544 0.03902897 0.05788598 0.07044845]\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# svm估计器\n", "from sklearn.svm import SVR\n", "svm_est = SVR(gamma=\"scale\")\n", "estm(estimator = svm_est, X = feature, y= target)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "#跑上面的svm模型真的很慢" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "# 随机森林估计器\n", "from sklearn.ensemble import RandomForestRegressor\n", "rfr = RandomForestRegressor(n_estimators=100)" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "train_mean: [0.95935031 0.95542485 0.95032115 0.94648625 0.94422042]\n", "test_mean: [0.85103462 0.90982391 0.91819348 0.92103033 0.92347536]\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "rfr_best = RandomForestRegressor(n_estimators=100, max_depth=10)\n", "estm(rfr_best, X = feature, y= target)" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "train_mean: [0.98167846 0.98956945 0.99139242 0.99227577 0.99268494]\n", "test_mean: [0.86680905 0.92746839 0.93951654 0.94448014 0.9484968 ]\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "estm(rfr, X = feature, y= target)" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [], "source": [ "df2 = df_train.drop(['holiday', 'weekday','workingday',\n", " 'dteday','casual','registered'],axis=1)\n", "# 删掉三个可能不相关的特征 :holiday, weekday, workingday" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
instantseasonyrmnthhrweathersittempatemphumwindspeedcnt
01101010.240.28790.810.016
12101110.220.27270.800.040
23101210.220.27270.800.032
34101310.240.28790.750.013
45101410.240.28790.750.01
\n", "
" ], "text/plain": [ " instant season yr mnth hr weathersit temp atemp hum windspeed \\\n", "0 1 1 0 1 0 1 0.24 0.2879 0.81 0.0 \n", "1 2 1 0 1 1 1 0.22 0.2727 0.80 0.0 \n", "2 3 1 0 1 2 1 0.22 0.2727 0.80 0.0 \n", "3 4 1 0 1 3 1 0.24 0.2879 0.75 0.0 \n", "4 5 1 0 1 4 1 0.24 0.2879 0.75 0.0 \n", "\n", " cnt \n", "0 16 \n", "1 40 \n", "2 32 \n", "3 13 \n", "4 1 " ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2.head(5)" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "train_mean: [0.96254768 0.96800351 0.96966206 0.97165311 0.97301559]\n", "test_mean: [0.73635969 0.76869966 0.78680719 0.79770389 0.80788745]\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 减少三个特征后的随机森林效果\n", "target2 = df2[\"cnt\"].values\n", "feature2 = df2.drop(['cnt'],axis=1).values\n", "estm(rfr, X = feature2, y= target2)" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [], "source": [ "# 效果变差了,说明并不是冗余的特征" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fitting 5 folds for each of 27 candidates, totalling 135 fits\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=-1)]: Using backend LokyBackend with 4 concurrent workers.\n", "[Parallel(n_jobs=-1)]: Done 50 tasks | elapsed: 49.6s\n", "[Parallel(n_jobs=-1)]: Done 135 out of 135 | elapsed: 4.4min finished\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "{'max_depth': 10, 'n_estimators': 500}\n" ] }, { "data": { "text/plain": [ "RandomForestRegressor(bootstrap=True, criterion='mse', max_depth=10,\n", " max_features='auto', max_leaf_nodes=None,\n", " min_impurity_decrease=0.0, min_impurity_split=None,\n", " min_samples_leaf=1, min_samples_split=2,\n", " min_weight_fraction_leaf=0.0, n_estimators=500, n_jobs=None,\n", " oob_score=False, random_state=None, verbose=0, warm_start=False)" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 网格搜索法来寻找最优参数\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.model_selection import GridSearchCV\n", "\n", "X_train,X_test,y_train,y_test = train_test_split(feature, target, test_size=0.2,\\\n", " shuffle=True, random_state=None)\n", " \n", "#构建网格参数\n", "param_grid = {\n", " 'n_estimators': [10, 100, 500],\n", " 'max_depth': list(range(2,11))\n", " }\n", " \n", "#初始化模型\n", "forest = RandomForestRegressor()\n", "#初始化网格搜索\n", "grid_search = GridSearchCV(estimator=forest, param_grid=param_grid, cv=5,\n", " n_jobs=-1, verbose=1)\n", "grid_search.fit(X_train, y_train)\n", " \n", "#查看最好的参数选择\n", "print(grid_search.best_params_)\n", " \n", "#使用网格搜索得到的最好的参数选择进行模型训练\n", "best_forest = grid_search.best_estimator_\n", "best_forest.fit(X_train, y_train)" ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'mean_fit_time': array([ 0.13319407, 1.45894413, 7.69540601, 0.21543045, 2.12760754,\n", " 10.19142137, 0.25360661, 2.50598874, 12.50833755, 0.32933621,\n", " 3.05163474, 15.49317541, 0.40856681, 3.53402071, 17.51183238,\n", " 0.4156352 , 3.97993717, 19.81730919, 0.41597514, 4.47582984,\n", " 22.97348342, 0.52254672, 5.08494382, 25.21887112, 0.56973372,\n", " 5.89285698, 24.89119835]), 'std_fit_time': array([0.00597661, 0.06011933, 0.15387387, 0.06057044, 0.18664663,\n", " 0.35262105, 0.05621877, 0.0846163 , 0.12028449, 0.03099818,\n", " 0.16301284, 0.3957759 , 0.05232937, 0.18943767, 0.23094902,\n", " 0.05952818, 0.08112081, 0.35501047, 0.02914394, 0.25369788,\n", " 0.60628481, 0.07118387, 0.21263516, 0.33981729, 0.08466858,\n", " 0.14657052, 4.06957062]), 'mean_score_time': array([0.00348597, 0.02038913, 0.11069765, 0.00612483, 0.03590779,\n", " 0.14690261, 0.00495086, 0.03047194, 0.13486309, 0.00470958,\n", " 0.02950215, 0.1779366 , 0.00487576, 0.03642316, 0.21307054,\n", " 0.00582633, 0.04934931, 0.18337116, 0.00567908, 0.05458946,\n", " 0.25079675, 0.00578904, 0.0800024 , 0.26320786, 0.01405897,\n", " 0.05956931, 0.2289319 ]), 'std_score_time': array([0.00015086, 0.0009698 , 0.02113325, 0.00316835, 0.02203837,\n", " 0.03937412, 0.00127093, 0.0046392 , 0.00709288, 0.00045844,\n", " 0.00120708, 0.04808674, 0.00038644, 0.00786648, 0.0458313 ,\n", " 0.00170539, 0.01187062, 0.01696695, 0.0008307 , 0.02729879,\n", " 0.06539335, 0.00010715, 0.04716663, 0.05540412, 0.00835431,\n", " 0.0166167 , 0.03914065]), 'param_max_depth': masked_array(data=[2, 2, 2, 3, 3, 3, 4, 4, 4, 5, 5, 5, 6, 6, 6, 7, 7, 7,\n", " 8, 8, 8, 9, 9, 9, 10, 10, 10],\n", " mask=[False, False, False, False, False, False, False, False,\n", " False, False, False, False, False, False, False, False,\n", " False, False, False, False, False, False, False, False,\n", " False, False, False],\n", " fill_value='?',\n", " dtype=object), 'param_n_estimators': masked_array(data=[10, 100, 500, 10, 100, 500, 10, 100, 500, 10, 100, 500,\n", " 10, 100, 500, 10, 100, 500, 10, 100, 500, 10, 100, 500,\n", " 10, 100, 500],\n", " mask=[False, False, False, False, False, False, False, False,\n", " False, False, False, False, False, False, False, False,\n", " False, False, False, False, False, False, False, False,\n", " False, False, False],\n", " fill_value='?',\n", " dtype=object), 'params': [{'max_depth': 2, 'n_estimators': 10}, {'max_depth': 2, 'n_estimators': 100}, {'max_depth': 2, 'n_estimators': 500}, {'max_depth': 3, 'n_estimators': 10}, {'max_depth': 3, 'n_estimators': 100}, {'max_depth': 3, 'n_estimators': 500}, {'max_depth': 4, 'n_estimators': 10}, {'max_depth': 4, 'n_estimators': 100}, {'max_depth': 4, 'n_estimators': 500}, {'max_depth': 5, 'n_estimators': 10}, {'max_depth': 5, 'n_estimators': 100}, {'max_depth': 5, 'n_estimators': 500}, {'max_depth': 6, 'n_estimators': 10}, {'max_depth': 6, 'n_estimators': 100}, {'max_depth': 6, 'n_estimators': 500}, {'max_depth': 7, 'n_estimators': 10}, {'max_depth': 7, 'n_estimators': 100}, {'max_depth': 7, 'n_estimators': 500}, {'max_depth': 8, 'n_estimators': 10}, {'max_depth': 8, 'n_estimators': 100}, {'max_depth': 8, 'n_estimators': 500}, {'max_depth': 9, 'n_estimators': 10}, {'max_depth': 9, 'n_estimators': 100}, {'max_depth': 9, 'n_estimators': 500}, {'max_depth': 10, 'n_estimators': 10}, {'max_depth': 10, 'n_estimators': 100}, {'max_depth': 10, 'n_estimators': 500}], 'split0_test_score': array([0.4265695 , 0.43080089, 0.43333664, 0.52482063, 0.52868847,\n", " 0.52751703, 0.60295818, 0.60333284, 0.60722655, 0.6880848 ,\n", " 0.68472585, 0.68671101, 0.74101723, 0.73300685, 0.73615953,\n", " 0.83156864, 0.8328769 , 0.83403787, 0.88214921, 0.88438457,\n", " 0.88499887, 0.90604236, 0.9127264 , 0.9126119 , 0.92452809,\n", " 0.92869364, 0.92876554]), 'split1_test_score': array([0.43568706, 0.44799795, 0.44385583, 0.52410611, 0.52709677,\n", " 0.52811793, 0.5953118 , 0.60109326, 0.60361272, 0.66934986,\n", " 0.66205907, 0.66365064, 0.69897809, 0.70714238, 0.70854428,\n", " 0.79903639, 0.82000209, 0.82164397, 0.8671429 , 0.87276111,\n", " 0.87276547, 0.89823378, 0.90009964, 0.90172258, 0.91248584,\n", " 0.91660188, 0.91748047]), 'split2_test_score': array([0.43321726, 0.42151468, 0.42187655, 0.51774011, 0.51208051,\n", " 0.51265898, 0.57885442, 0.58301569, 0.58369676, 0.65188192,\n", " 0.65272815, 0.6526802 , 0.70556499, 0.70892637, 0.71218678,\n", " 0.80873436, 0.81543464, 0.81552178, 0.86679453, 0.86753016,\n", " 0.87116847, 0.90064449, 0.90381184, 0.90346152, 0.9161736 ,\n", " 0.91912169, 0.92073253]), 'split3_test_score': array([0.44929382, 0.43668538, 0.43876207, 0.53115374, 0.53166857,\n", " 0.53366559, 0.58874033, 0.59201368, 0.59359413, 0.66397063,\n", " 0.66445918, 0.66281597, 0.71152393, 0.71379972, 0.71702243,\n", " 0.81702849, 0.81725307, 0.8207766 , 0.87849206, 0.88226444,\n", " 0.88122158, 0.89888095, 0.91028826, 0.91049059, 0.92404634,\n", " 0.9293586 , 0.92856867]), 'split4_test_score': array([0.40932677, 0.40906575, 0.40999022, 0.51882518, 0.51824527,\n", " 0.51787675, 0.56934065, 0.56913182, 0.57026932, 0.63981228,\n", " 0.6448662 , 0.64454813, 0.69009841, 0.69197979, 0.6922864 ,\n", " 0.80578953, 0.80934544, 0.80937264, 0.85942446, 0.86248597,\n", " 0.86060782, 0.89261474, 0.89356756, 0.89303781, 0.90865972,\n", " 0.91347295, 0.91428701]), 'mean_test_score': array([0.4308191 , 0.42921384, 0.42956501, 0.52332891, 0.52355572,\n", " 0.523967 , 0.58704223, 0.58971877, 0.5916813 , 0.66262144,\n", " 0.66176871, 0.6620824 , 0.70943777, 0.71097219, 0.71324112,\n", " 0.81243163, 0.81898325, 0.82027132, 0.8708009 , 0.87388547,\n", " 0.87415291, 0.89928377, 0.90409905, 0.90426524, 0.91717884,\n", " 0.92144976, 0.92196692]), 'std_test_score': array([0.01304282, 0.01323909, 0.01220871, 0.00480755, 0.00727445,\n", " 0.00760069, 0.01187401, 0.01255947, 0.01348972, 0.01631609,\n", " 0.01342985, 0.01418063, 0.01732113, 0.01321422, 0.01415489,\n", " 0.01117714, 0.00777887, 0.0081609 , 0.00832797, 0.0083907 ,\n", " 0.0085073 , 0.00431899, 0.00692399, 0.00695073, 0.00627327,\n", " 0.00644297, 0.00583823]), 'rank_test_score': array([25, 27, 26, 24, 23, 22, 21, 20, 19, 16, 18, 17, 15, 14, 13, 12, 11,\n", " 10, 9, 8, 7, 6, 5, 4, 3, 2, 1], dtype=int32), 'split0_train_score': array([0.42601463, 0.42946586, 0.43192614, 0.52110995, 0.52461488,\n", " 0.5237484 , 0.58845221, 0.58731621, 0.59194356, 0.6618245 ,\n", " 0.65969967, 0.66122801, 0.72539732, 0.71564364, 0.71902706,\n", " 0.82535444, 0.82712128, 0.82870432, 0.88415985, 0.88549359,\n", " 0.88635991, 0.91569962, 0.92103971, 0.92095331, 0.94275207,\n", " 0.94450779, 0.94449826]), 'split1_train_score': array([0.42398261, 0.4378589 , 0.43313634, 0.52467323, 0.52697513,\n", " 0.52796217, 0.58939228, 0.59543514, 0.59832749, 0.67583265,\n", " 0.66969714, 0.67155511, 0.71801122, 0.72443821, 0.72567976,\n", " 0.81395794, 0.83166674, 0.83248985, 0.87988359, 0.88652003,\n", " 0.88689117, 0.91690117, 0.91990356, 0.92075336, 0.93930202,\n", " 0.94386384, 0.94413779]), 'split2_train_score': array([0.44351265, 0.43157532, 0.43184905, 0.53441443, 0.52803298,\n", " 0.52833472, 0.58927397, 0.59361595, 0.59437662, 0.66204444,\n", " 0.66184514, 0.66157483, 0.70696482, 0.71097096, 0.71479343,\n", " 0.81751595, 0.82773331, 0.82808917, 0.8811396 , 0.88224729,\n", " 0.88442762, 0.91551727, 0.92007969, 0.92003873, 0.94123196,\n", " 0.94369118, 0.94453403]), 'split3_train_score': array([0.438328 , 0.42591528, 0.42791695, 0.52071378, 0.52113498,\n", " 0.52323859, 0.5881326 , 0.59101744, 0.59260369, 0.66530009,\n", " 0.66624063, 0.66447488, 0.71097453, 0.71388843, 0.71665822,\n", " 0.81099975, 0.81496985, 0.81856281, 0.88168968, 0.88491129,\n", " 0.8837703 , 0.91048218, 0.91870837, 0.91917717, 0.93861616,\n", " 0.94248367, 0.94236033]), 'split4_train_score': array([0.43071721, 0.43098549, 0.43152661, 0.52696716, 0.52576168,\n", " 0.5256326 , 0.59580671, 0.59585888, 0.59667716, 0.67613408,\n", " 0.6768601 , 0.67622093, 0.729107 , 0.73067035, 0.73081437,\n", " 0.83574275, 0.83807291, 0.83837898, 0.88949672, 0.89255113,\n", " 0.89160827, 0.92314265, 0.92437289, 0.92455876, 0.94181603,\n", " 0.94628481, 0.9471218 ]), 'mean_train_score': array([0.43251102, 0.43116017, 0.43127102, 0.52557571, 0.52530393,\n", " 0.5257833 , 0.59021155, 0.59264872, 0.5947857 , 0.66822715,\n", " 0.66686854, 0.66701075, 0.71809098, 0.71912232, 0.72139457,\n", " 0.82071417, 0.82791282, 0.82924503, 0.88327389, 0.88634467,\n", " 0.88661145, 0.91634858, 0.92082084, 0.92109627, 0.94074365,\n", " 0.94416626, 0.94453044]), 'std_train_score': array([0.00738956, 0.00388473, 0.00176396, 0.00498909, 0.00237929,\n", " 0.00209267, 0.00283807, 0.00316549, 0.00241363, 0.00645214,\n", " 0.00608036, 0.00591437, 0.00835676, 0.00731512, 0.00597844,\n", " 0.0089178 , 0.00755644, 0.00647605, 0.00340786, 0.00340935,\n", " 0.00275503, 0.00404948, 0.00192448, 0.00184001, 0.00155092,\n", " 0.00124524, 0.00152182])}\n" ] } ], "source": [ "# for params, mean_score, scores in grid_search.grid_\n", "print(grid_search.cv_results_)" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "train_mean: [0.96268762 0.95542684 0.95017855 0.94705958 0.94422869]\n", "test_mean: [0.85949261 0.91012582 0.91893709 0.92240978 0.92330138]\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "rfr_best = RandomForestRegressor(n_estimators=100, max_depth=10)\n", "estm(rfr_best, X = feature, y= target)" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [], "source": [ "# 尝试原来博客中的参数,使用五折交叉验证而不是shufflesplit,树的深度不设置上限" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [], "source": [ "def estm2(estimator, X, y, n_jobs=1,cv = 5):\n", " \n", " train_sizes, train_scores, test_scores = learning_curve( \\\n", " estimator, X, y, shuffle=True, cv=cv, n_jobs=n_jobs)\n", "\n", " train_scores_mean = np.mean(train_scores, axis=1)\n", " train_scores_std = np.std(train_scores, axis=1)\n", " test_scores_mean = np.mean(test_scores, axis=1)\n", " test_scores_std = np.std(test_scores, axis=1)\n", " \n", " print(\"train_mean:\", train_scores_mean)\n", " print(\"test_mean:\", test_scores_mean)\n", " \n", " plt.grid()\n", " plt.fill_between(train_sizes, train_scores_mean - train_scores_std,\n", " train_scores_mean + train_scores_std, alpha=0.1, color=\"r\")\n", " plt.fill_between(train_sizes, test_scores_mean - test_scores_std,\n", " test_scores_mean + test_scores_std, alpha=0.1, color=\"g\")\n", " plt.plot(train_sizes, train_scores_mean, 'o-', color=\"r\",\n", " label=\"Training score\")\n", " plt.plot(train_sizes, test_scores_mean, 'o-', color=\"g\",\n", " label=\"Cross-validation score\")\n", " plt.xlabel(\"Training examples\")\n", " plt.ylabel(\"Score\")\n", "\n", " plt.legend(loc=\"best\")\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "train_mean: [0.98351078 0.99064278 0.99200975 0.99274763 0.99327549]\n", "test_mean: [0.701878 0.75343972 0.77403515 0.79018347 0.79756075]\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "r = RandomForestRegressor(n_estimators=100)\n", "estm2(r, X = feature, y= target)" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [], "source": [ "# 通过还原数据得到结论,树的深度剪枝可以避免过拟合,用shufflesplit比5折交叉验证的效果要提升很多。" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
pred_resultdatatimehour
025.1977212011-01-010
128.8535422011-01-011
225.5404452011-01-012
310.3159962011-01-013
42.4966422011-01-014
52.4772092011-01-015
63.0449912011-01-016
730.5484642011-01-017
843.9045482011-01-018
951.7953452011-01-019
1069.5289112011-01-0110
1171.4632072011-01-0111
1292.1830352011-01-0112
13111.9229912011-01-0113
14113.9883342011-01-0114
\n", "
" ], "text/plain": [ " pred_result datatime hour\n", "0 25.197721 2011-01-01 0\n", "1 28.853542 2011-01-01 1\n", "2 25.540445 2011-01-01 2\n", "3 10.315996 2011-01-01 3\n", "4 2.496642 2011-01-01 4\n", "5 2.477209 2011-01-01 5\n", "6 3.044991 2011-01-01 6\n", "7 30.548464 2011-01-01 7\n", "8 43.904548 2011-01-01 8\n", "9 51.795345 2011-01-01 9\n", "10 69.528911 2011-01-01 10\n", "11 71.463207 2011-01-01 11\n", "12 92.183035 2011-01-01 12\n", "13 111.922991 2011-01-01 13\n", "14 113.988334 2011-01-01 14" ] }, "execution_count": 93, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rfr_best = RandomForestRegressor(n_estimators=100,max_depth=10).fit(feature, target)\n", "\n", "test_scale = feature\n", "pred = np.array(rfr_best.predict(test_scale))\n", "dic = dict()\n", "dic.update({'pred_result':pred, \"datatime\":df_train[\"dteday\"], \"hour\":df_train[\"hr\"]})\n", "import pandas\n", "df_pre_result = pandas.DataFrame(data=dic)\n", "df_pre_result.head(15)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }