{ "cells": [ { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "Kg80IqNQYhAC" }, "source": [ "[![AnalyticsDojo](https://github.com/rpi-techfundamentals/spring2019-materials/blob/master/fig/final-logo.png?raw=1)](http://rpi.analyticsdojo.com)\n", "

Time Series Data

\n", "

rpi.analyticsdojo.com

" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/Users/jasonkuruzovich/githubdesktop/0_class/spring2019-materials/09-intro-timeseries\r\n" ] } ], "source": [ "!pwd" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#Load pandas \n", "import pandas as pd\n", "#Set urls\n", "url_train = 'https://raw.githubusercontent.com/llSourcell/Time_Series_Prediction/master/Train_SU63ISt.csv'\n", "url_test= 'https://raw.githubusercontent.com/llSourcell/Time_Series_Prediction/master/Test_0qrQsBZ.csv'\n", "#Pandas can now load urls directly. No more wget. \n", "train = pd.read_csv(url_train)\n", "test = pd.read_csv(url_test)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "Dw21qR-waOlE" }, "source": [ "Code adopted from https://github.com/llSourcell/Time_Series_Prediction/blob/master/Time%20Series.ipynb\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": {}, "colab_type": "code", "id": "hJorxsi4Y6um" }, "outputs": [], "source": [ "#Load pandas \n", "import pandas as pd\n", "#Set urls\n", "url_train = 'https://raw.githubusercontent.com/llSourcell/Time_Series_Prediction/master/Train_SU63ISt.csv'\n", "url_test= 'https://raw.githubusercontent.com/llSourcell/Time_Series_Prediction/master/Test_0qrQsBZ.csv'\n", "#Pandas can now load urls directly. No more wget. \n", "train = pd.read_csv(url_train)\n", "test = pd.read_csv(url_test)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": {}, "colab_type": "code", "id": "oTGVsrAt8qJc" }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from datetime import datetime\n", "from pandas import Series\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "plt.style.use('fivethirtyeight')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 228 }, "colab_type": "code", "id": "KXA4Mv-j8qKA", "outputId": "f8b4a6c7-91b5-4b2b-d48b-8d2d5327463c" }, "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", "
IDDatetimeCount
0025-08-2012 00:008
1125-08-2012 01:002
2225-08-2012 02:006
3325-08-2012 03:002
4425-08-2012 04:002
\n", "
" ], "text/plain": [ " ID Datetime Count\n", "0 0 25-08-2012 00:00 8\n", "1 1 25-08-2012 01:00 2\n", "2 2 25-08-2012 02:00 6\n", "3 3 25-08-2012 03:00 2\n", "4 4 25-08-2012 04:00 2" ] }, "execution_count": 4, "metadata": { "tags": [] }, "output_type": "execute_result" } ], "source": [ "train.head(5)\n", " \n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 55 }, "colab_type": "code", "id": "Pa1TBZ1N8qKs", "outputId": "73dd262c-300c-449c-af63-74ed3449ae20" }, "outputs": [ { "data": { "text/plain": [ "(18288, 3)" ] }, "execution_count": 5, "metadata": { "tags": [] }, "output_type": "execute_result" } ], "source": [ "train.shape" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 228 }, "colab_type": "code", "id": "e6h_zvmObwhF", "outputId": "af9159c4-02d4-43e3-93b4-ee9320c7f4bc" }, "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", "
IDDatetime
01828826-09-2014 00:00
11828926-09-2014 01:00
21829026-09-2014 02:00
31829126-09-2014 03:00
41829226-09-2014 04:00
\n", "
" ], "text/plain": [ " ID Datetime\n", "0 18288 26-09-2014 00:00\n", "1 18289 26-09-2014 01:00\n", "2 18290 26-09-2014 02:00\n", "3 18291 26-09-2014 03:00\n", "4 18292 26-09-2014 04:00" ] }, "execution_count": 6, "metadata": { "tags": [] }, "output_type": "execute_result" } ], "source": [ "test.head(5)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 55 }, "colab_type": "code", "id": "767f7rqFbs6v", "outputId": "5d72d1c5-6583-408a-829d-646cf594ec93" }, "outputs": [ { "data": { "text/plain": [ "(5112, 2)" ] }, "execution_count": 7, "metadata": { "tags": [] }, "output_type": "execute_result" } ], "source": [ "test.shape" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "AGFWFCDL8qLK" }, "source": [ "***Set Column to Datetime***\n", "\n", "To have a time series data, we need to tell pandas that we have a specific column with the date and time. While we have named it datetime, we have to take the further step of updateing it. " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 55 }, "colab_type": "code", "id": "NPFcyfOhdcvc", "outputId": "136fb1cb-883d-4d73-ada8-23eef3013e27" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "25-08-2012 00:00 Data Type: object\n" ] } ], "source": [ "#Let's look at the data. Note a slightly different way to find data type.\n", "print(train['Datetime'][0], \"Data Type:\", train.Datetime.dtypes)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": {}, "colab_type": "code", "id": "V4hgER_F8qLR" }, "outputs": [], "source": [ "#Update to Datetime\n", "train['Datetime'] = pd.to_datetime(train.Datetime, format = '%d-%m-%Y %H:%M')\n", "test['Datetime'] = pd.to_datetime(test.Datetime, format = '%d-%m-%Y %H:%M')\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 55 }, "colab_type": "code", "id": "8Y7v5-dadqwH", "outputId": "239cbecd-4ab3-4222-9b5a-618bc3f0196b" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2012-08-25 00:00:00 Data Type: datetime64[ns]\n" ] } ], "source": [ "#Let's look at the data\n", "print(train['Datetime'][0], \"Data Type:\", train.Datetime.dtypes)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "vxvIJex7e5_y" }, "source": [ "### Dates are full of Features\n", "- We can extract numerous features out of our data. \n", "- Examples. Year, Month, Day, Hour, Day of Week, Weekend, etc." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": {}, "colab_type": "code", "id": "ypSM6l2A8qLg" }, "outputs": [], "source": [ "#Performing operations on multiple data frames.\n", "for i in (train, test):\n", " i['year'] = i.Datetime.dt.year\n", " i['month'] = i.Datetime.dt.month\n", " i['day']= i.Datetime.dt.day\n", " i['hour']=i.Datetime.dt.hour" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": {}, "colab_type": "code", "id": "V-69Z5uE8qLw" }, "outputs": [], "source": [ "#Now let's get the day of the week using datetime. \n", "train['day_of_week'] = train['Datetime'].dt.dayofweek\n", "temp = train['Datetime']\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 317 }, "colab_type": "code", "id": "AmagmLXQ8qL-", "outputId": "d9b160a7-5bcf-4812-d57a-78b4d438d43e" }, "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", "
IDDatetimeCountyearmonthdayhourday_of_weekweekend
002012-08-25 00:00:0082012825051
112012-08-25 01:00:0022012825151
222012-08-25 02:00:0062012825251
332012-08-25 03:00:0022012825351
442012-08-25 04:00:0022012825451
\n", "
" ], "text/plain": [ " ID Datetime Count year month day hour day_of_week weekend\n", "0 0 2012-08-25 00:00:00 8 2012 8 25 0 5 1\n", "1 1 2012-08-25 01:00:00 2 2012 8 25 1 5 1\n", "2 2 2012-08-25 02:00:00 6 2012 8 25 2 5 1\n", "3 3 2012-08-25 03:00:00 2 2012 8 25 3 5 1\n", "4 4 2012-08-25 04:00:00 2 2012 8 25 4 5 1" ] }, "execution_count": 13, "metadata": { "tags": [] }, "output_type": "execute_result" } ], "source": [ "#Is it a weekend?\n", "def is_weekend(day):\n", " if day.dayofweek == 5 or day.dayofweek == 6:\n", " return 1\n", " else:\n", " return 0\n", " \n", "train['weekend'] = train['Datetime'].apply(is_weekend)\n", "train.head(5)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": {}, "colab_type": "code", "id": "5Vr_fza1NPWf" }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "DI00XdQNNQUl" }, "source": [ "### Plot Value (Count) vs Time\n", "This will plot the entire range.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 592 }, "colab_type": "code", "id": "qJbcREKK8qMQ", "outputId": "49282a6e-88b5-4cbf-92ac-ca75cb7b4d98" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": { "tags": [] }, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABCkAAAIZCAYAAACLXGXwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nuAQlKURERERERETEJfw/a0kDC+xj5gYAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "train.index = train['Datetime']\n", "df = train.drop('ID',1)\n", "ts = df['Count']\n", "plt.figure(figsize = (16,8))\n", "plt.plot(ts)\n", "plt.title(\"Time Series\")\n", "plt.xlabel(\"Time (year-month)\")\n", "plt.ylabel(\"Passenger Count\")\n", "plt.legend(loc = 'best')" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "vxWZl_dF8qMn" }, "source": [ "*** Exploratory Analysis***\n", "- This indicates the value for the mean level of the count for each year. " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 418 }, "colab_type": "code", "id": "iG1cKuwR8qMt", "outputId": "4f45ade5-8d1d-401f-e8ad-7559506de3ae" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": { "tags": [] }, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhsAAAF/CAYAAADgqgtsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "train.groupby('year')['Count'].mean().plot.bar()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 407 }, "colab_type": "code", "id": "TfQYPHnV8qM_", "outputId": "8414d002-8620-4210-e479-f36cc3482edb" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": { "tags": [] }, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhsAAAF0CAYAAACKbfuvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "train.groupby('month')['Count'].mean().plot.bar()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 408 }, "colab_type": "code", "id": "5oa-xIqI8qNS", "outputId": "4ed489fa-c990-432f-ed27-5f44680d235e" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": { "tags": [] }, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9gAAAFhCAYAAACLcALlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "temp = train.groupby(['year', 'month'])['Count'].mean()\n", "temp.plot(figsize =(15,5), title = \"Passenger Count(Monthwise)\", fontsize = 14)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 408 }, "colab_type": "code", "id": "0qA1K7lk8qNq", "outputId": "860d6fa2-747e-4c6c-d12b-2363146486d7" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": { "tags": [] }, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhsAAAF1CAYAAABBMSgKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3XtYVXW+x/EPigwQKiCY1zzW0Em8\npROG9wuVlZ6jONpzek4zarrV8qQleWHGxLS00kRKxwveaqacaRpnZCo55xjSSdJHw7wd7TlMF2MU\nDUQQFDRonz/MPaLEWuy9f7o3vl/P0/Ns1l7f3/ptvovVx7X22jugpKTEKQAAAEMa3egJAACAho2w\nAQAAjCJsAAAAowgbAADAKMIGAAAwirABAACMshU2vvjiCyUmJuqdd96RJFVVVWnu3LkaN26cnnzy\nSZ09e1aSlJmZqbFjx2r8+PHaunWruVkDAAC/YRk2KioqtHTpUsXFxbmW/eUvf1FERIQ2bdqk+++/\nX/v371dFRYXWrVunlStXatWqVdq8ebNKS0uNTh4AAPg+y7DRpEkTpaamKioqyrXs448/1oMPPihJ\nSkxM1IABA3T48GHFxsYqLCxMwcHB6t69uw4ePGhu5gAAwC9Yho3AwEAFBwfXWFZQUKBPPvlEU6ZM\n0a9//WuVlpbq9OnTCg8Pd60TERGhoqIijyaXl5fn1/W+MIebvd4X5nCz1/vCHG72el+Yw81e7wtz\nuJH1AXY/rnzt2rUKDw/XI488ojFjxsjhcOiBBx7Q+vXrde7cOd155506cuSIZsyYIUlatWqVWrVq\npcTERKMvAAAA3FgxMTF1Ph/ozqCRkZHq2bOnJKl3795au3at+vbtq+LiYtc6hYWF6tKli0eTzMvL\ns3wBdbnR9b4wh5u93hfmcLPX+8IcbvZ6X5jDzV7vC3O4kfVu3frap08f7dq1S5J09OhR3Xbbberc\nubOOHDmisrIynT9/XgcOHFCPHj3cmhQAAGg4LM9sHD16VGlpaSooKFBgYKCysrK0cOFCvfrqq8rI\nyFBISIhSUlIUHBysqVOnatq0aQoICJDD4VBYWNj1eA0AAMCHWYaNTp06afXq1dcsf+mll65ZlpCQ\noISEBO/MDAAANAh8gigAADCKsAEAAIwibAAAAKMIGwAAwCjCBgAAMIqwAQAAjCJsAAAAo9z6uHIA\nAOpyLuvBGj+3kXQu/x8/3zIk8/pOCDcUZzYAAIBRhA0AAGAUYQMAABjFezaAqzy3aey1C3P+8XDh\nuDeu32QAN4VvPH7VklBp5z+WlYxve30nhJsaZzYAAIBRhA0AAGAUl1EAANcIGzuoxs89rnq+/I3s\n6zUVNACEDR+Tnp5+zbLs7GzXY4fDcR1nAwCA57iMAgAAjCJsAAAAo7iMggaHj0mGv7O6bVXi1lX4\nF85sAAAAozizAcDruJMBwJUIGwBwFe4KA7yLyygAAMAowgYAADCKsAEAAIwibAAAAKMIGwAAwCjC\nBgAAMIqwAQAAjCJsAAAAo/hQLy97btPYaxfm/OPhwnFvXL/JAH7K0++34e8Q8C22wsYXX3yhZ599\nVo8++qgeeeQR1/Jdu3Zp+vTp2rNnjyQpMzNTmzdvVqNGjTRy5EiNGDHCzKwBwIeldVha5/PTjz17\nnWYC+AbLsFFRUaGlS5cqLi6uxvILFy7ojTfeUFRUlGu9devWadOmTQoMDNS4ceM0aNAgNW/e3MzM\nAR/FR10DnuPsVMNi+Z6NJk2aKDU11RUqLtu0aZNGjx6tJk2aSJIOHz6s2NhYhYWFKTg4WN27d9fB\ngwfNzBoAAPgNy7ARGBio4ODgGsuOHTumvLw83Xfffa5lp0+fVnh4uOvniIgIFRUVeXGqAADAH7n1\nBtHly5crKSmpznWcTqft8fLy8tx6ztOxr0e9t8dzp/5G/w7qU9/jhZqXGK7+anJJ+mzutZcprtTG\ni/PxlXp/m3NtfavPeA2xh/WrDzU+hlV9Q+zhje67L8zBVH1MTEyddfUOG99++62+/vprzZs3T5JU\nVFSkyZMna9KkSSouLnatV1hYqC5dutga88cmmZeXZ/kC6nJD6nPqftpqvCuv7btTfzW//B1asBrv\nyrsW3Kmnh96tr83N1sN61+88bnwM06/hRvfwar7wd3Cj53Aj6+sdNlq2bKk///nPrp9HjBihNWvW\nqLKyUi+++KLKysrUuHFjHThwQDNmzHBrUgAAoOGwDBtHjx5VWlqaCgoKFBgYqKysLL388svX3GUS\nHBysqVOnatq0aQoICJDD4VBYWJixiQMAAP9gGTY6deqk1atX/+jzW7dudT1OSEhQQkKCd2YGAAAa\nBD6uHAAAGEXYAAAARhE2AACAUXwR2xWsvvxJsv4CKAAAUBNho4HhC6D8Hz0E0NBwGQUAABhF2AAA\nAEY1qMsoYWMH1fj56s/2L38j+3pNBQAA/IAzGwAAwKgGdWYDAABJSk+/9tuhr/yCPYfDcc3zMIcz\nGwAAwCjCBgAAMIqwAQAAjCJsAAAAo3iDKGoI33j8qiWh0s5/LCsZ3/b6TgjXndU+ILEfAHb4+/HU\n6is86vP1HYQNAAAaIF/67CmfChv+ngIBAMC1fCpswP8RGAEAV+MNogAAwCjObAANDGeXAPgazmwA\nAACjCBsAAMAoLqMAAOCDGtIlUc5sAAAAozizAQDAVdI6LK3z+enHnr1OM2kYOLMBAACMImwAAACj\nCBsAAMAowgYAADCKsAEAAIwibAAAAKNshY0vvvhCiYmJeueddyRJp06d0tSpUzV58mRNnTpVRUVF\nkqTMzEyNHTtW48eP19atW83NGgAA+A3LsFFRUaGlS5cqLi7OtWzVqlUaOXKk1qxZo0GDBuntt99W\nRUWF1q1bp5UrV2rVqlXavHmzSktLjU4eAAD4Psuw0aRJE6WmpioqKsq1bPbs2RoyZIgkKTw8XKWl\npTp8+LBiY2MVFham4OBgde/eXQcPHjQ3cwAA4BcsP0E0MDBQgYE1VwsJCZEkVVdX691339WECRN0\n+vRphYeHu9aJiIhwXV6xkpeX98OjUJvr1a6H7e3Uro1FvZ0x/L/esx6Y7qGdMaz66Ps98LTebA/t\njGH6b9H3e+Bpvec98PXjqe/3wBv1vn089WYPY2Ji6lzX7Y8rr66uVkpKiu655x716tVLmZmZNZ53\nOp22x3JNcufVXzrzI+u5yar+XL7nYyjHs/rs7GzPtm/Bst7THhjuoZ0xrPpIDz2rtzWGh/X00As9\n8PHjaYPvoeTzx1PjPbyC23ejLFiwQLfddpscDockKTo6WsXFxa7nCwsLa1x6AQAANye3wkZmZqaa\nNGmiSZMmuZZ17txZR44cUVlZmc6fP68DBw6oRw87J8UBAEBDZnkZ5ejRo0pLS1NBQYECAwOVlZWl\nM2fOKCgoSFOmTJEkdezYUbNnz9bUqVM1bdo0BQQEyOFwKCwszPgLAAAAvs0ybHTq1EmrV6+2NVhC\nQoISEhI8nhQAAGg4+ARRAABgFGEDAAAYRdgAAABGETYAAIBRhA0AAGAUYQMAABhF2AAAAEYRNgAA\ngFGEDQAAYBRhAwAAGEXYAAAARhE2AACAUYQNAABgFGEDAAAYRdgAAABGETYAAIBRhA0AAGAUYQMA\nABhF2AAAAEYRNgAAgFGEDQAAYBRhAwAAGEXYAAAARhE2AACAUYQNAABgFGEDAAAYRdgAAABGETYA\nAIBRhA0AAGAUYQMAABhlK2x88cUXSkxM1DvvvCNJOnXqlKZMmSKHw6Hk5GRdvHhRkpSZmamxY8dq\n/Pjx2rp1q7lZAwAAv2EZNioqKrR06VLFxcW5lq1Zs0ajR49Wenq62rdvr4yMDFVUVGjdunVauXKl\nVq1apc2bN6u0tNTo5AEAgO+zDBtNmjRRamqqoqKiXMtyc3M1YMAASVK/fv20d+9eHT58WLGxsQoL\nC1NwcLC6d++ugwcPmps5AADwC4GWKwQGKjCw5mqVlZUKCgqSJEVGRqqoqEinT59WeHi4a52IiAgV\nFRV5eboAAMDfWIYNK06ns17La5OXl/fDo1Cb69Wuh+3t1K6NRb2dMfy/3rMemO6hnTGs+uj7PfC0\n3mwP7Yxh+m/R93vgab3nPfD146nv98Ab9b59PPVmD2NiYupc162wERISosrKSgUHB6uwsFDR0dGK\njo5WcXGxa53CwkJ16dLF1niuSe48bm89N1nVn8v3fAzleFafnZ3t2fYtWNZ72gPDPbQzhlUf6aFn\n9bbG8LCeHnqhBz5+PG3wPZR8/nhqvIdXcOvW1169emnHjh2SpKysLMXHx6tz5846cuSIysrKdP78\neR04cEA9etj5dyoAAGjILM9sHD16VGlpaSooKFBgYKCysrK0YMECLViwQFu2bFHr1q01fPhwBQYG\naurUqZo2bZoCAgLkcDgUFhZ2PV4DAADwYZZho1OnTlq9evU1y1esWHHNsoSEBCUkJHhnZgAAoEHg\nE0QBAIBRhA0AAGAUYQMAABhF2AAAAEYRNgAAgFGEDQAAYBRhAwAAGEXYAAAARhE2AACAUYQNAABg\nFGEDAAAYRdgAAABGETYAAIBRhA0AAGAUYQMAABhF2AAAAEYRNgAAgFGEDQAAYBRhAwAAGEXYAAAA\nRhE2AACAUYQNAABgFGEDAAAYRdgAAABGETYAAIBRhA0AAGAUYQMAABhF2AAAAEYRNgAAgFGEDQAA\nYBRhAwAAGBXoTtH58+c1f/58lZWV6eLFi5o4caJatGihl19+WQEBAfrpT3+qOXPmeHuuAADAD7kV\nNt577z116NBBU6dOVWFhoZ588klFRUUpKSlJsbGxmjt3rj755BP16dPH2/MFAAB+xq3LKOHh4Sot\nLZUknT17Vs2aNdOJEycUGxsrSerfv7/27NnjvVkCAAC/5VbYeOCBB3Ty5EmNGjVKkydP1vTp09W0\naVPX8xERESoqKvLaJAEAgP9y6zLKtm3b1KpVK7322mv6v//7P82aNUthYWFuTyIvL++HR6E216td\nD9vbqV0bi3o7Y/h/vWc9MN1DO2NY9dH3e+Bpvdke2hnD9N+i7/fA03rPe+Drx1Pf74E36n37eOrN\nHsbExNS5rlth48CBA4qPj5ck3Xnnnbpw4YKqqqpcz3/77beKjo62PZ5rkjuP21vPTVb15/I9H0M5\nntVnZ2d7tn0LlvWe9sBwD+2MYdVHeuhZva0xPKynh17ogY8fTxt8DyWfP54a7+EV3LqM0r59ex0+\nfFiSVFBQoNDQUHXs2FH79++XdKnJvXv3dmdoAADQwLh1ZiMxMVELFy7U5MmTVV1drTlz5qhFixZa\nvHixnE6nOnfurF69enl7rgAAwA+5FTZCQ0O1ePHia5anp6d7PCEAANCw8AmiAADAKMIGAAAwirAB\nAACMImwAAACjCBsAAMAowgYAADCKsAEAAIwibAAAAKMIGwAAwCjCBgAAMIqwAQAAjCJsAAAAowgb\nAADAKMIGAAAwirABAACMImwAAACjCBsAAMAowgYAADCKsAEAAIwibAAAAKMIGwAAwCjCBgAAMIqw\nAQAAjCJsAAAAowgbAADAKMIGAAAwirABAACMImwAAACjCBsAAMAowgYAADCKsAEAAIwKdLcwMzNT\nb775pgIDAzVp0iTFxMQoJSVF1dXVioqK0vPPP6+goCBvzhUAAPght85slJSUKD09Xenp6Vq2bJn+\n53/+R2vWrNHo0aOVnp6u9u3bKyMjw9tzBQAAfsitsLF371716tVLt9xyi6KiovSrX/1Kubm5GjBg\ngCSpX79+2rt3r1cnCgAA/JNbl1FOnDihyspKJSUl6ezZs3I4HKqsrHRdNomMjFRRUZFXJwoAAPyT\n2+/ZKC0t1SuvvKKTJ0/qiSeekNPpdD135WM78vLyfngUanO92vWwvZ3atbGotzOG/9d71gPTPbQz\nhlUffb8Hntab7aGdMUz/Lfp+Dzyt97wHvn489f0eeKPet4+n3uxhTExMneu6FTYiIyPVrVs3BQYG\nql27dgoNDVXjxo1VWVmp4OBgFRYWKjo62vZ4rknuPG5vPTdZ1Z/L93wM5XhWn52d7dn2LVjWe9oD\nwz20M4ZVH+mhZ/W2xvCwnh56oQc+fjxt8D2UfP54aryHV3DrPRv33nuvPv30U33//fcqKSlRRUWF\nevXqpR07dkiSsrKyFB8f787QAACggXHrzEbLli01ZMgQPf7445KkZ599VrGxsZo/f762bNmi1q1b\na/jw4V6dKAAA8E9uv2dj1KhRGjVqVI1lK1as8HhCAACgYeETRAEAgFGEDQAAYBRhAwAAGEXYAAAA\nRhE2AACAUYQNAABgFGEDAAAYRdgAAABGETYAAIBRhA0AAGAUYQMAABhF2AAAAEYRNgAAgFGEDQAA\nYBRhAwAAGEXYAAAARhE2AACAUYQNAABgFGEDAAAYRdgAAABGETYAAIBRhA0AAGAUYQMAABhF2AAA\nAEYRNgAAgFGEDQAAYBRhAwAAGEXYAAAARhE2AACAUYQNAABglEdho7KyUomJiXrvvfd06tQpTZky\nRQ6HQ8nJybp48aK35ggAAPyYR2Fjw4YNatasmSRpzZo1Gj16tNLT09W+fXtlZGR4ZYIAAMC/uR02\nvv76a3311Vfq27evJCk3N1cDBgyQJPXr10979+71zgwBAIBfcztspKWl6emnn3b9XFlZqaCgIElS\nZGSkioqKPJ8dAADwe4HuFL3//vvq0qWL2rZtW+vzTqezXuPl5eX98CjU5nq162F7O7VrY1FvZwz/\nr/esB6Z7aGcMqz76fg88rTfbQztjmP5b9P0eeFrveQ98/Xjq+z3wRr1vH0+92cOYmJg613UrbOTk\n5Oj48ePKycnRt99+qyZNmigkJESVlZUKDg5WYWGhoqOjbY/nmuTO4/bWc5NV/bl8z8dQjmf12dnZ\nnm3fgmW9pz0w3EM7Y1j1kR56Vm9rDA/r6aEXeuDjx9MG30PJ54+nxnt4BbfCxqJFi1yP165dqzZt\n2ujgwYPasWOHHnroIWVlZSk+Pt6doQEAQAPjtc/ZmDRpkt5//305HA6dPXtWw4cP99bQAADAj7l1\nZuNKkyZNcj1esWKFp8MBAIAGhk8QBQAARhE2AACAUYQNAABgFGEDAAAYRdgAAABGETYAAIBRhA0A\nAGAUYQMAABhF2AAAAEYRNgAAgFGEDQAAYBRhAwAAGEXYAAAARhE2AACAUYQNAABgFGEDAAAYRdgA\nAABGETYAAIBRhA0AAGAUYQMAABhF2AAAAEYRNgAAgFGEDQAAYBRhAwAAGEXYAAAARhE2AACAUYQN\nAABgFGEDAAAYRdgAAABGETYAAIBRhA0AAGBUoLuFr732mvbv36/q6mqNGzdOsbGxSklJUXV1taKi\novT8888rKCjIm3MFAAB+yK2w8emnn+rLL7/Uhg0bVFJSol/84heKi4vT6NGjdd999+k3v/mNMjIy\nNHr0aG/PFwAA+Bm3LqP06NFDixcvliQ1bdpUFRUVys3N1YABAyRJ/fr10969e703SwAA4LfcChuN\nGzdWSEiIJCkjI0N9+/ZVZWWl67JJZGSkioqKvDdLAADgt9x+z4YkffTRR8rIyNDrr7+un//8567l\nTqezXuPk5eX98CjU5nq162F7O7VrY1FvZwz/r/esB6Z7aGcMqz76fg88rTfbQztjmP5b9P0eeFrv\neQ98/Xjq+z3wRr1vH0+92cOYmJg613U7bOzatUsbN25UWlqawsLCFBISosrKSgUHB6uwsFDR0dG2\nx3JNcudxe+u5yar+XL7nYyjHs/rs7GzPtm/Bst7THhjuoZ0xrPpIDz2rtzWGh/X00As98PHjaYPv\noeTzx1PjPbyCW5dRysvL9frrr2vZsmVq3ry5JKlXr17asWOHJCkrK0vx8fHuDA0AABoYt85s/Pd/\n/7dKSkr0q1/9yrUsJSVFL774orZs2aLWrVtr+PDhXpskAADwX26FjcTERCUmJl6zfMWKFR5PCAAA\nNCx8gigAADCKsAEAAIwibAAAAKMIGwAAwCjCBgAAMIqwAQAAjCJsAAAAowgbAADAKMIGAAAwirAB\nAACMImwAAACjCBsAAMAowgYAADCKsAEAAIwibAAAAKMIGwAAwCjCBgAAMIqwAQAAjCJsAAAAowgb\nAADAKMIGAAAwirABAACMImwAAACjCBsAAMAowgYAADCKsAEAAIwibAAAAKMIGwAAwCjCBgAAMIqw\nAQAAjCJsAAAAowK9PeCyZct0+PBhBQQEKCkpSbGxsd7eBAAA8CNePbOxb98+5efna8OGDZo7d66W\nLl3qzeEBAIAf8mrY2Lt3rwYOHChJ6tixo8rKylReXu7NTQAAAD8TUFJS4vTWYIsWLVLfvn1dgcPh\ncGju3Lnq0KGDtzYBAAD8DG8QBQAARnk1bERFRen06dOunwsLCxUVFeXNTQAAAD/j1bARHx+vrKws\nSdLnn3+u6Oho3XLLLd7cBAAA8DNevfW1W7duuuuuuzRhwgQ1atRIM2fO9ObwAADAD3n1DaIAAABX\n4w2iAADAKMIGAAAwyi/CRllZme11nc5rrwqdOnXKre2WlJS4VXfZ3r173a6tqqpSQUGBqqqq3B7D\n0/l7Q239sFNz5swZFRcXG5gRAOB684v3bDzxxBNatWpVnevs2LFDqampqqysVJ8+fTRz5kzXnTB2\n6nfu3Knly5fr1ltv1YwZM/Tcc8+purpalZWVmjVrlvr27Vtn/fvvv1/jZ6fTqY0bN+rxxx+XJA0b\nNqzO+ldffVVJSUmSpD179uiFF15QixYtVFxcrDlz5qh379511n/yySf66KOPlJycrL1792rhwoUK\nDQ1VRUWFZs6cqX79+tVZL0mDBw/Www8/rAkTJigyMtJy/avt3r1by5YtU3h4uKZPn65XXnlFRUVF\nCg0NVXJysnr27Fln/bFjx5SWlqaTJ0/qxIkT+qd/+iedPXtWd911l55++mm1bNmy3nMCANx4Xv8i\nNne9++67tS53Op0qLCy0rH/zzTf129/+Vk2bNtXWrVv11FNP6bXXXlNYWJit7W/YsEErVqzQyZMn\nNWPGDC1ZskR33nmnTp8+raSkJMuwsX79ejVv3lx9+/Z1/Wv+woULOnHihK3t/+1vf3M9XrdunVat\nWqW2bduqqKhIs2bNsgwba9as0bJly66pLykp0YwZM2yFjbvuuksJCQl67rnn1KpVKw0bNkzdunVT\nYKC93WT9+vX6zW9+o9LSUj3xxBNauXKlYmJiVFBQoHnz5ik9Pb3O+pdeeklz585V27ZtdezYMf3h\nD3/QrFmztGvXLs2bN0+rV6+us76qqkoZGRnas2eP6/NeoqKi1Lt3bw0bNkyNGze29Tp+zIoVK/Qf\n//Efda5TXFyst956S2fPntXQoUN1zz33uJ5bsmSJ5R1aJSUl2rp1q1q2bKmHHnpImzZt0oEDB9Sh\nQweNGzdO4eHh9Z63nbB92SeffKI+ffpIkkpLS7V27Vp9+eWXuv322+VwOCy3X15ers8++0z9+/dX\nWVmZNm7cqK+++kodOnTQ2LFjFRERYTmHxYsXa8SIEW5/iWN5ebm2bNmi8PBwDR8+XH/84x/1+eef\nq3379nrkkUcsjwnff/+9tm/frt27d+vMmTNyOp1q3bq1+vfv7/rd1MXkfuiv+6DkX/sh++CPs7MP\n1sZnLqO8/fbbysvL05kzZ2r8V1JSYutSQqNGjdS8eXM1atRIiYmJGjt2rKZNm2b7UkJQUJBatWql\nu+++W9HR0brzzjslSS1atFBQUJBl/ebNmxUXF6e8vDwNHz5cDodDLVu2lMPhkMPhsDWHy5o1a6a2\nbdtKurSD2PmffVVVletMTtOmTdWmTRtJUvPmzet1KaNnz55auXKlfv7zn+s///M/9eijj2rs2LF6\n5plnLGsDAwMVFRWlO+64Q02bNlVMTIwkqXXr1rZ27u+++871utu3b6+8vDxJUu/evXXhwgXL+pSU\nFJ08eVL//u//rvnz5yslJUVjxoxRXl6eFixYYFkvSZWVlT/636FDh2zNoXXr1rr33nu1bt06rV+/\n3vXcl19+aVk/f/58fffdd9q/f79mzpyp8vJyORwOtWnTRikpKZb19957r4YPH66RI0dqxIgRGjFi\nhA4dOqQRI0Zo5MiRlvW//e1vXY+XLFmili1batasWerYsaOt3+GcOXNcB7eXX35ZYWFhcjgcuu22\n2/T8889b1kvSoUOH9Kc//Ulz5szRvn37bNVcKSUlRd9//72+/vprORwOnTp1SkOHDpUkvfDCC5b1\nL7/8sv7+979r9OjR6tKli7p27aqBAwfqgw8+UFpamq3te7If+vs+KPn/fsg+6Nk+WBufObOxZMkS\nLV26VElJSdf8z91Os7t3765nnnlGixcvVnBwsAYOHKigoCA9+eSTOnv2rGV9ZGSkfve73+mxxx7T\nunXrJF16r8dbb72lW2+91bL+Jz/5iZ588kkdO3ZMr7zyirp161av/8l/+eWXSk5OltPpVH5+vrZv\n36777rtPb731lpo2bWpZ/4tf/EKPPfaY7r33XjVr1kwzZ85U165d9emnn2rEiBG253FZbGysK9UX\nFRWpqKjIsqZZs2auMxvt2rXT4sWLFR8fr8OHD9u6LHPHHXdo7ty5io2N1e7du13/Ilu4cKFuv/12\ny/qioiK9+OKLNZa1a9dOPXv21OTJky3rJWnIkCGKjo6usSwgIEBOp9PWe0i+++47jR492jVWSkqK\n1q1bp4kTJ9ra/oULFzRx4kQ5nU6NGTNGS5YskXSpH5c/MK8uy5cv15tvvqkxY8ZoyJAhkqTHH39c\nGzZssLX9KxUXF2vs2LGSLn2x4ocffmhZc+7cOdf/TE6fPu06sMbGxmrbtm22ttu8eXM999xzrrNb\nr776qjp37qyYmBhFRETovvvuq7P+/PnzGjdunCTpkUce0bRp0yRd+tDBJ554wnL733zzjZKTk13z\nnjp1qiZMmKD4+HiNHz/est7T/dDf90HJ//dD9kHP9sHa+EzYuOOOO5Samlrrv+KnT59uWT9t2jTl\n5ubqJz/5iWtZ79691bVrV23fvt2yft68efr4449rLDtz5oxat26tqVOn2ngFl3To0EGpqan64IMP\nXGcX7Fi8eHGNn9u3by/p0pk+0RXsAAAIk0lEQVSVhQsXWtY/+OCD6t27t/bs2aOCggI5nU61aNFC\n8+bNu2an+TEPPfRQrcujoqJsfez8/Pnz9d577ykmJkb333+/MjMztWfPHrVr187WgW7OnDn66KOP\nlJ+fr0cffdR16ejf/u3f9NOf/tSyvlGjRtqxY4f69+/v2o8uXryorKwsW2enpEv7WnFxca0HBDsH\nicDAQGVlZWnw4MFq1KiRnn/+eS1YsECLFi3SuXPnLOsvvzG4devWrvfwSFJeXp6tM3y9e/fWz372\nM23atEnbtm3T008/rYCAAMu6y0pLS5WTkyPp0tm+vLw8xcTE6Pjx46qoqLCsb9eunZYtW6YHH3xQ\nP/vZz7R9+3b16NFDu3btqvdXF3To0EGzZs1SVVWV9u3bpyNHjuibb76xPNBXVVUpPz9fZ86c0dmz\nZ3Xo0CF17dpVX3/9ta3f4ffff6/du3crNjZWOTk5rmPK5d+LlUaNGikrK0sDBgxwaz/0xj744Ycf\nasiQITdkH5S8tx86nU41adLkhu2HvrAP7ty50+/2wdr4xRtEATtOnTqltWvXKjc3V5WVlZKk0NBQ\nxcXFyeFw2D7IfPDBBxo8eLBCQkJqLN+0aZPrXyt1zWH16tWaPXu2goODXcszMzO1adMm/f73v6+z\n/uDBg/r973+vRYsWuZZlZ2crPT1dv/71r+t1DfnYsWNavny5vvnmG/3pT39SWVmZ5Vmyq0+xPvzw\nw7rnnns0Z84cDR06VIMHD66zvqqqSn/5y1+0c+fOGqG3d+/eevjhh231IDk5+ZrwfZmd17Bv3z6l\npaUpIiJCTz/9tJYuXaq//e1vatGihebMmaOuXbvWWX/s2DG9/vrrys/PV0xMjJ566indeuutWrt2\nrfr162fZg8v74b59+1z/Y7y8Hz7++OO2zpRu27ZNAwcOVGhoaI3l69ev14QJEyy3v2bNGs2ePbvG\nP74yMzO1du1abdmypc76Q4cOafPmzbXugzNnztTdd99tOf/LLp+pTU1Nde2Hp06dsvwdLFiwQAEB\nAaqurlbjxo310EMPufbDAQMG6OGHH66z/vJ+mJOToxMnTtTYD4cOHWq5/cv7oNPpvCYk2Zn/Z599\nprS0NDVr1kwzZsyosQ/a+R3WtQ/GxcWpR48eddbXtQ9OmjRJLVq0qLNeurQPDho0yHUcLCkpUXh4\nuDZu3Gjr7MrVCBu4KdTnzWmmxrhR9YWFhYqOjvbb+fvSHOpzZ1xFRYX69u1b7zvjsrOztWzZMrfv\nrPP0zjxP639sjPPnz9veD731O3S33lu/Q0+37279lXdXPvPMM5o3b56qq6tVUVGh2bNnW97wkJOT\no9TU1FrvzrR7d+PVfOYyCuCpH7ujSZKtO5rqGsPuXVGezsFUvb/Mv64x/OU1XHlnXEZGRr3vjHvj\njTc8urPO0zvzPK2vawxP6935HbrTgxv9O/R0H7ry7sqkpCQtXbpUMTEx9bq7sq67MwkbuKm9/fbb\niouLq/VUvd1rzZ6OQT09uHxnnCSNHDlSERERmjZtmuvW9PrUJyYmKjIy0q/qfWEODakH7sz/8t2V\nrVq1UnR0tOvOQLt3V15dX9+7M2tD2ECD4ekdTd4Yg3p64Omdcf5e7wtzuNnrPb270tP62vCeDTQo\nlZWVCgoKUqNGNT9C5vPPP9ddd911Xcagnh7k5uaqZ8+eNd5cWF5eru3bt9v6nAl/r/eFOdzM9ZWV\nlfr44491//33u5Z9/vnn+uyzzzRq1Kgabxw2UV8bwgYAADDKZz5BFAAANEyEDQAAYBRhA4BX5Obm\nqlevXtd8Ei8AEDYAAIBRhA0AAGAUYQNAvZ07d04pKSkaPHiwBg8erOTkZJWUlNRYJzMzU7/85S/V\nr18/DR48WBMnTtSnn34q6dI3efbt21dr1669Zuxnn31WY8aMuS6vA8D1QdgAUG9LlizRRx99pOTk\nZL355pvq1auXVqxY4Xp+3759mjdvnvr06aM//OEP2rRpk2677TYlJSXp1KlTioyM1ODBg/X+++/L\n6fzH3ffl5eXavXu37c9yAOAfCBsA6qWyslLbt29XYmKiHnjgAbVv316JiYk1vhG2U6dO2rx5syZO\nnKi2bduqQ4cO+uUvf6mKigrt379fkjRq1CgVFBS4znZIl75Ay+l0atiwYdf9dQEwh48rB1Av33zz\njS5evKh//ud/rrG8W7durschISE6dOiQFi9erL///e+qqKhwncEoLS2VJPXs2VMdO3bUX//6V8XF\nxUmS/uu//ksDBw5UeHj4dXo1AK4HzmwAqJdz585JkkJDQ2ssv/Lnt99+W4sWLVJMTIxeffVV/e53\nv9Py5cuvGWvUqFHasWOHysvLVVJSor1793IJBWiAOLMBoF5CQkIkXbqccqXy8nLX48zMTHXu3Fmz\nZ892LTtz5sw1Yw0bNkwrV67U9u3bVV1drVatWrnOcgBoODizAaBe2rdvr8aNG+vw4cM1ll9+L4Yk\nfffdd66vyL7sgw8+kKQabwgNCwvT0KFDtX37dm3btk3/+q//WuOLpwA0DIQNAPVyyy23aODAgfrr\nX/+qDz/8UPn5+Xr33XeVk5PjWqdr167Kzc3V7t27lZ+frxUrVqi6ulqNGzfWkSNHVFxc7Fp31KhR\nys3N1ZEjR/Qv//IvN+IlATCMyygA6i05OVkvvfSSFi5cKEmKj4/XrFmz9NRTT0mSpkyZotOnTys5\nOVlBQUF68MEHNXv2bIWEhGjLli2qrq7WCy+8IOnSnStt2rTR7bffrqioqBv2mgCYw1fMA7ih8vLy\n9Nhjj2nNmjW6++67b/R0ABjAmQ0AN0RJSYm++uorvfjiixo0aBBBA2jACBsAboi5c+fqf//3f9W/\nf3/NmjXrRk8HgEFcRgEAAEZxNwoAADCKsAEAAIwibAAAAKMIGwAAwCjCBgAAMIqwAQAAjPp/Imly\nhVjxqUIAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "train.groupby('day') ['Count'].mean().plot.bar()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 407 }, "colab_type": "code", "id": "FJ-hQDfJ8qN5", "outputId": "76383d33-4bbe-4f47-e1f6-5af6675d5298" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": { "tags": [] }, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhsAAAF0CAYAAACKbfuvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3XtUVPX+//EXOBoSJiBopmZlmOAt\nTU1T8r7KsoWejFYnO5KJpZ7songpL0kXNUmlm6aWWlmd6rjSVck6GeJJj65MykvIibSMpdYBDQWF\nb6Lz+8Pl/CRR9t7sjzDwfPzl7NnzmvfAHublntl7AgoKCrwCAAAwJLCqBwAAADUbZQMAABhF2QAA\nAEZRNgAAgFGUDQAAYBRlAwAAGEXZAAAARlE2AACAUX5TNnJycqp1HplkVtc8Msmsrnlk1p5Mvykb\nAADAP1E2AACAUZQNAABgFGUDAAAYRdkAAABGUTYAAIBRlA0AAGAUZQMAABhF2QAAAEZRNgAAgFGU\nDQAAYBRlAwAAGOWp6gEAAHAqtWWKpfUe2z/R8CS4GPZsAAAAoygbAADAKMoGAAAwis9sAKgSvNcO\n1B7s2QAAAEZRNgAAgFG8jQKgQkuXLi13eUZGRpnLiYmJl2AaAP6GPRsAAMAoygYAADCKsgEAAIyi\nbAAAAKP4gCgAAOcIXX6gnKXB0qayywsebHZpBqoB2LMBAACMsrRnY+/evZo4caLuu+8+xcfHa8qU\nKSooKJAkHTt2TO3atVNCQoL++te/qk2bNpKk0NBQzZkzx9zkAADAL1RYNoqLi5WSkqKuXbv6lp1b\nIp599lnFxcVJkq6++motXrzYwJgAAMBfVfg2St26dbVgwQJFREScd93+/ftVWFiotm3bGhkOAAD4\nv4CCggKvlRWXLFmi0NBQxcfH+5bNnTtX/fv3V5cuXXTw4EGNHj1a7dq1U15enu655x7dfvvtlobI\nyclxNj2AS+LPZwq9kD59+ljO/HzAGkvr3bE+znImah8T21HXTcGW1tvW64TlzJouKirqotc7Phrl\n5MmT2rFjhyZPnixJatiwoR5++GENGjRIRUVFSkhIUJcuXcrdI2J3SOlMIbGynlVu55FJZnXNcyPT\natlwe243Mqvjz9NfMyubd6HT3pfH7VPf25p7U3lHo1Qysxz+8Dt3K9Px0SiZmZmKiYnxXb788st1\n1113yePxKDQ0VNHR0fr5558rNRwAAPB/jvdsZGVllWk633zzjb766is98cQTKi4u1g8//KCrr77a\nlSEBoKpwzgWg8iosG3v27FFqaqoOHTokj8ej9PR0zZ07V/n5+brxxht9691444367LPPNHLkSJ0+\nfVoJCQlq3Lix0eEBAED1V2HZiI6OLvdw1qSkpLJBHo9mzpzp3mQAAKBG4AyiAADAKL4bBQAuoZAR\nfcpd3qmcZUUrM0yOAlwylA0AwHmmrxhR/hWbz1/0bMJKs8PA7/E2CgAAMIqyAQAAjKJsAAAAoygb\nAADAKMoGAAAwiqNRAMDPHU8v/xu2r5J0PLfsssv7pZkfCJdEeYdRV9dDqCkbAAAYVtu/Y4e3UQAA\ngFGUDQAAYBRlAwAAGMVnNoAahtNMA6huKBsAAEBS+Uc2uXFUE2+jAAAAo9izAaDGqO2HFwLVFXs2\nAACAUZQNAABgFGUDAAAYRdkAAABGUTYAAIBRlA0AAGAUZQMAABhF2QAAAEZRNgAAgFGUDQAAYBRl\nAwAAGEXZAAAARlE2AACAUZQNAABgFGUDAAAY5bGy0t69ezVx4kTdd999io+P16xZs5Sdna2GDRtK\nkoYPH65evXopLS1N77//vgIDAzVkyBDFxcUZHR4AAFR/FZaN4uJipaSkqGvXrmWWjx07VrGxsWXW\nW7ZsmVasWCGPx6OEhAT16dPHV0gAAEDtVOHbKHXr1tWCBQsUERFx0fV2796tmJgYhYSEKCgoSB07\ndtTOnTtdGxQAAPinCvdseDweeTznr/bRRx/pvffeU3h4uJKSknT48GGFhob6rg8LC1N+fr670wIA\nAL9j6TMbfzZo0CCFhoaqdevWWrlypZYuXar27duXWcfr9VrOy8nJcXU9t++XTDIvdaaJGS/F/VT9\nzza42md2snHPVjOvMpBphz9k1rTtSLK+LdnJtLot/TkzKirqous7KhvdunXz/Ts2NlZz585Vv379\ndOTIEd/yvLw8tWvXzlJeRUNKZx6YlfWscjuPTDKrTd5m66tavZ+MjAxX8+ywlbnpgH9kWmQ183iu\n+5lVuR3ZyTSSV0u3I8n6tmR3TkeHvk6ePFkHDpz5wWVmZqpVq1Zq27atsrKyVFhYqBMnTmjHjh3q\n1MlOhwcAADVRhXs29uzZo9TUVB06dEgej0fp6emKj4/XU089paCgIAUHB2v69OkKCgrSuHHjNH78\neAUEBCgxMVEhISG2BwpdfqH2F3xeMyx4sJntfAAAcGlVWDaio6O1ePHi85b369fvvGX9+/dX//79\n3ZkMAADUCJxBFAAAGEXZAAAARlE2AACAUZQNAABgFGUDAAAYRdkAAABGUTYAAIBRlA0AAGAUZQMA\nABhF2QAAAEZRNgAAgFGUDQAAYBRlAwAAGEXZAAAARlE2AACAUZQNAABgFGUDAAAYRdkAAABGUTYA\nAIBRlA0AAGAUZQMAABhF2QAAAEZRNgAAgFGUDQAAYBRlAwAAGEXZAAAARlE2AACAUZQNAABgFGUD\nAAAYRdkAAABGUTYAAIBRlA0AAGCUx8pKe/fu1cSJE3XfffcpPj5ev/32m5KTk1VaWiqPx6NZs2Yp\nIiJCPXr0UMeOHX23e+2111SnTh1jwwMAgOqvwrJRXFyslJQUde3a1bds0aJFGjJkiAYOHKiPPvpI\n7733nsaPH6+QkBAtXrzY6MAAAMC/VPg2St26dbVgwQJFRET4lk2ePFn9+vWTJIWGhuro0aPmJgQA\nAH6twrLh8XgUFBRUZln9+vVVp04dnTp1Sh9//LFuu+02SdIff/yhadOmadSoUVq1apWZiQEAgF+x\n9JmN8pw6dUozZ85Uly5d1K1bN0nS+PHjNWjQIAUEBOjhhx9Wp06dFBMTU2FWTk7OOZeCLc9Q9nb2\nVfb2ZJJpKtPEjJfifqr+Z2vt70dVZnaycc9WM68ykGmHP2TWtO1Isr4t2cm0ui39OTMqKuqi6zsu\nG8nJybr66quVmJjoW3b33Xf7/t2lSxft3bvXUtkoM+SmA5ZnqOjBXUxOTk6lbk8mmaYyK5232fqq\nVu8nIyPD1Tw7bGVa/PtR5ZkWWc08nut+ZlVuR3YyjeTV0u1Isr4t2Z3T0aGvaWlpqlu3rkaPHu1b\ntn//fk2bNk1er1elpaXauXOnrrvuOifxAACgBqlwz8aePXuUmpqqQ4cOyePxKD09Xb///rvq1aun\nRx55RJJ07bXXavLkyWrSpIkSEhIUGBio2NhYtW3b1vgDAAAA1VuFZSM6Otry4ayPPvpopQcCAAA1\nC2cQBQAARlE2AACAUZQNAABgFGUDAAAYRdkAAABGUTYAAIBRjs8g6k9CRvQ5b9mFTvNatDLD5CgA\nANQ67NkAAABGUTYAAIBRlA0AAGAUZQMAABhVKz4gClRXx9NvP2/ZVSr/a54v75dmfiAAMIA9GwAA\nwCjKBgAAMIqyAQAAjKJsAAAAoygbAADAKMoGAAAwirIBAACMomwAAACjKBsAAMAoygYAADCKsgEA\nAIyibAAAAKMoGwAAwCjKBgAAMIqyAQAAjKJsAAAAoygbAADAKMoGAAAwirIBAACMomwAAACjLJWN\nvXv3aujQofrwww8lSb/99pseeeQRJSYmaurUqfrjjz8kSWlpaRoxYoQefPBBrVmzxtzUAADAb1RY\nNoqLi5WSkqKuXbv6lr3xxhsaNmyYli5dqhYtWmjt2rUqLi7WsmXL9Nprr2nRokV6//33dfToUaPD\nAwCA6q/CslG3bl0tWLBAERERvmXbt2/XrbfeKknq1auXtm3bpt27dysmJkYhISEKCgpSx44dtXPn\nTnOTAwAAv+CpcAWPRx5P2dVKSkpUr149SVJ4eLjy8/N1+PBhhYaG+tYJCwtTfn6+y+MCAAB/U2HZ\nqIjX67W1vDw5OTnnXAp2eLsL62Q50XrmVbmPnr9M0vHcsssOtnjFxr1XbiYy/S/zqktwH5cys+pn\ntPb3oyozjfw9MpBphz9k1rTtSLK+LdnJtLot/TkzKirqous7Khv169dXSUmJgoKClJeXp8jISEVG\nRurIkSO+dfLy8tSuXTtLeWWG3HTA8hwVPTgnrGb+uVRUNu9CcnJyXH+cZFafTKvbkWRjW9rsfmZG\nRoareXbYyrT496PKMy1y+++Rncyq3I7sZBrJq6XbkWTutc3Roa/dunXThg0bJEnp6enq3r272rZt\nq6ysLBUWFurEiRPasWOHOnWy0+EBAEBNVOGejT179ig1NVWHDh2Sx+NRenq6kpOTlZycrNWrV6tp\n06YaPHiwPB6Pxo0bp/HjxysgIECJiYkKCQm5FI8BAABUYxWWjejoaC1evPi85a+++up5y/r376/+\n/fu7MxkAAKgROIMoAAAwirIBAACMomwAAACjKBsAAMAoygYAADCKsgEAAIyibAAAAKMoGwAAwCjK\nBgAAMIqyAQAAjKJsAAAAoygbAADAKMoGAAAwqsJvfQVwRsiIPuUu71TOsqKVGSZHAQC/wp4NAABg\nFGUDAAAYRdkAAABGUTYAAIBRlA0AAGAUZQMAABhF2QAAAEZRNgAAgFGUDQAAYBRlAwAAGMXpyquR\n6StGlH/F5rIXn01YaX4YAABcwp4NAABgFGUDAAAYRdkAAABGUTYAAIBRlA0AAGAUZQMAABhF2QAA\nAEY5Os/GmjVrtG7dOt/lPXv2KDo6WsXFxapfv74k6bHHHlN0dLQ7UwI2hS4/cIFrgqVNZa8reLCZ\n+YEAoBZzVDbi4uIUFxcnScrMzNT69eu1b98+zZgxQ61atXJ1QAAA4N8q/TbKsmXLNHLkSDdmAQAA\nNVClTleelZWlJk2aKCIiQpL0xhtvqKCgQNdee62eeOIJBQUFuTIkAADwX5UqG2vWrNHgwYMlSffe\ne6+ioqLUvHlzzZkzRx9//LGGDx9uKScnJ+ecS8GW77/s7S6sk+VE65lXuZxnhxuZ1XUu9zJr1nZk\nJ9MOtzOrfkZrv/eqzGQ7qprMmrYdSda3JTuZTl/boqKiLrp+pcrG9u3bNXHiRElS3759fctjY2P1\nxRdfWM4pM+SmC32wr4LbucRq5vFcd/MknfeFa65kliMnJ8f1n121y6xh25GdTKvbkZ3MjIwMV/Ps\nsJVp8fde5ZkW1dbtyE6mkbxauh1Jhl7bVInPbOTl5Sk4OFh169aV1+vVuHHjVFhYKOlMCeGDogAA\nQKrEno38/HyFhYVJkgICAjRkyBCNGzdOQUFBaty4sUaPHu3akAAAwH85LhvR0dFKTU31XR44cKAG\nDhzoylAAAKDm4AyiAADAKMoGAAAwirIBAACMomwAAACjKnWeDVR/S5cuLXf5n493T0xMvATTAABq\nI/ZsAAAAoygbAADAKMoGAAAwirIBAACM4gOiqBZCl5f3JUXB5315UcGDzS7NQAAA17BnAwAAGEXZ\nAAAARlE2AACAUZQNAABgFGUDAAAYRdkAAABGcegrbEttmWJpvcf2TzQ8CQDAH7BnAwAAGEXZAAAA\nRlE2AACAUZQNAABgFGUDAAAYRdkAAABGUTYAAIBRlA0AAGAUZQMAABhF2QAAAEZRNgAAgFGUDQAA\nYBRlAwAAGEXZAAAARlE2AACAUZQNAABglMfJjbZv366pU6fquuuukyS1atVKf/vb3zRz5kydOnVK\nERERmjVrlurVq+fqsAAAwP84KhuS1LlzZ82ZM8d3OTk5WcOGDdOAAQP0+uuva+3atRo2bJgrQwIA\nAP/l2tso27dv16233ipJ6tWrl7Zt2+ZWNAAA8GOO92z89NNPmjBhgo4dO6ZRo0appKTE97ZJeHi4\n8vPzLWfl5OSccynY4e0urJPlROuZV7mcZ0fNzLT2e7eeWbO2IzuZdridWfUzur0duZ/JdlQ1mTVt\nO5Ksb0t2Mp2+tkVFRV10fUdlo0WLFho1apQGDBigAwcOaMyYMTp16pTveq/XayuvzJCbDji7nUus\nZh7PdTdPkrTZ/cyMjAzXM62ylWnx9245s4ZtR3YyrW5HdjJr7XZkKtOi2rod2ck0kldLtyPJ0Gub\nHL6N0rhxYw0cOFABAQFq3ry5GjVqpGPHjqmkpESSlJeXp8jISCfRAACghnFUNtLS0vTuu+9KkvLz\n83XkyBHddddd2rBhgyQpPT1d3bt3d29KAADgtxy9jRIbG6vp06dr48aNKi0t1eTJk3XDDTfomWee\n0erVq9W0aVMNHjzY7VkBAIAfclQ2Lr/8cs2fP/+85a+++mqlBwIAADULZxAFAABGUTYAAIBRlA0A\nAGAUZQMAABhF2QAAAEZRNgAAgFGUDQAAYBRlAwAAGEXZAAAARlE2AACAUZQNAABgFGUDAAAYRdkA\nAABGUTYAAIBRlA0AAGAUZQMAABhF2QAAAEZRNgAAgFGUDQAAYBRlAwAAGEXZAAAARlE2AACAUZQN\nAABgFGUDAAAYRdkAAABGUTYAAIBRlA0AAGAUZQMAABhF2QAAAEZRNgAAgFGUDQAAYBRlAwAAGOVx\nesOXX35Z3333nU6dOqWEhAT9+9//VnZ2tho2bChJGj58uHr16uXaoAAAwD85KhvffPON9u3bp7fe\neksFBQV64IEH1KVLF40dO1axsbFuzwgAAPyYo7LRqVMntW3bVpLUoEEDFRcX6/Tp064OBgAAagZH\nZaNOnTqqX7++JGnt2rXq2bOnAgMD9dFHH+m9995TeHi4kpKSFBoaaikvJyfnnEvBlucoe7sL62Q5\n0XrmVS7n2VEzM6393q1n1qztyE6mHW5nVv2Mbm9H7meyHVVNZk3bjiTr25KdTKevbVFRURdd3/Fn\nNiRp48aNWrt2rV555RVlZWUpNDRUrVu31sqVK7V06VIlJSVZyikz5KYDlu+/ogfnhNXM47nu5kmS\nNrufmZGR4XqmVbYyLf7eLWfWsO3ITqbV7chOZq3djkxlWlRbtyM7mUbyaul2JBl6bVMljkbZsmWL\nli9froULFyokJETdunVT69atJUmxsbH68ccfnUYDAIAaxFHZKCoq0iuvvKL58+f7jj6ZPHmyDhw4\n09wyMzPVqlUr96YEAAB+y9HbKF988YUKCgr01FNP+ZYNHjxYTz31lIKCghQcHKzp06e7NiQAAPBf\njsrG0KFDNXTo0POWDx48uNIDAQCAmoUziAIAAKMoGwAAwCjKBgAAMIqyAQAAjKJsAAAAoygbAADA\nKMoGAAAwirIBAACMomwAAACjKBsAAMAoygYAADCKsgEAAIyibAAAAKMoGwAAwCjKBgAAMIqyAQAA\njKJsAAAAoygbAADAKMoGAAAwirIBAACMomwAAACjKBsAAMAoygYAADCKsgEAAIyibAAAAKMoGwAA\nwCjKBgAAMIqyAQAAjKJsAAAAoygbAADAKMoGAAAwirIBAACM8rgdOH/+fO3evVsBAQGaMGGCYmJi\n3L4LAADgR1zds5GZmanc3Fy99dZbmjZtmlJSUtyMBwAAfsjVsrFt2zb17t1bknTttdeqsLBQRUVF\nbt4FAADwMwEFBQVet8JeeOEF9ezZ01c4EhMTNW3aNLVs2dKtuwAAAH6GD4gCAACjXC0bEREROnz4\nsO9yXl6eIiIi3LwLAADgZ1wtG927d1d6erokKTs7W5GRkbr88svdvAsAAOBnXD30tUOHDmrTpo0e\neughBQYGKikpyc14AADgh1z9gCgAAMCf8QFRAABgFGUDAAAYRdkAKsHr5V1IAKhItS0bJ06cUG5u\nrnJzc1VcXGzsfgoLCyt1+/JebH777bdKZZ6roKDAtSzpzFle3VRaWqpDhw6ptLTU1dzKPu6+fftq\n3rx5OnLkiEsTSVu3blV8fLxGjx6t77//XiNGjNDgwYN1zz33KDMzs1LZXq9Xv//+u6vzAkB14foX\nsVVWVlaWXnrpJRUVFalhw4byer3Kz89XZGSkJk2apOuvv97V+5s0aZIWLVpk+3YbNmzQggULVFJS\noltuuUVJSUm+w3yfeeYZR5mbNm3SwoUL1aRJEz355JOaPn26Tp06pZKSEk2aNEk9e/a0lffZZ5+V\nuez1erV8+XKNHDlSknTnnXfanvGll17ShAkTJElff/21nnvuOTVq1EhHjhzRlClT1KNHD9uZ//nP\nf7Rx40ZNnTpV27Zt07PPPqvg4GAVFxcrKSlJvXr1sp3Zpk0b9e/fX9OnT9eVV16pO++8Ux06dJDH\n43yTf/PNN/X666/r6NGjGjNmjF577TVFRUXp0KFDmjFjhpYuXWo7c//+/UpNTdWvv/6qgwcP6ppr\nrtGxY8fUpk0bPf7442rcuLHtzNLSUq1du1Zff/2177w3ERER6tGjh+68807VqVPHdubFvPrqq/r7\n3/9u+3ZHjhzRqlWrdOzYMd12223q0qWL77p58+Y5OpqtoKBAa9asUePGjTVo0CCtWLFCO3bsUMuW\nLZWQkKDQ0FDbmeUZM2aMo+e4dGZ7v+WWWyRJR48e1ZIlS7Rv3z5dd911SkxMdDRjUVGRvv32W8XG\nxqqwsFDLly/XTz/9pJYtW2rEiBEKCwuznTl79mzFxcW5+mWaRUVFWr16tUJDQzV48GB99NFHys7O\nVosWLRQfH6+QkBDbmadPn9b69eu1detW/f777/J6vWratKliY2N9P2e7/OE55G/Pn2pXNhYsWKDp\n06frmmuuKbM8OztbL774opYsWWI78+OPPy53udfrVV5enpMx9fbbb+udd95RgwYNtGbNGj366KN6\n+eWXHT1Zznrrrbf06quv6tdff9WTTz6pefPmqXXr1jp8+LAmTJhgu2y8+eabatiwoXr27OnbA/N/\n//d/OnjwoOMZf/zxR9+/ly1bpkWLFqlZs2bKz8/XpEmTHJWNN954Q/Pnzz8vs6CgQE8++aSjsiFJ\nnTt3VufOnZWVlaU1a9Zo9uzZCg4OVnh4uBYsWGA7z+PxKCIiQhEREWrQoIGioqIkSU2bNnX8x2fO\nnDmaNm2amjVrpv379+sf//iHJk2apC1btmjGjBlavHix7cyZM2eqWbNmuv/++xUeHi6v16v//e9/\n2rBhg5KTkzVr1izbmSUlJRe8bteuXbbzzs7Zu3dvRUdHa9myZdqxY4ceeughSdK+ffscZT7zzDNq\n166dvvvuO6Wnp6tly5ZKTEzU7t27NXPmTKWmptrOvPnmmxUZGSmPx+N7Hh0+fFhxcXEKCAjQJ598\nYivvnXfe8b0Izps3T1FRURo2bJi2b9+u5ORk33PBjilTpmjAgAGSpLlz5/qKS3Z2tmbNmqWFCxfa\nzty1a5dKS0v19ttvKz4+Xp07d7ad8WczZ85U+/bt9fPPPysxMVEdO3bUbbfdpqysLD333HOaM2eO\n7cy5c+eqSZMmGjZsmLZs2SJJatu2rT799FNt27ZNjz32mKM5q/tzyF+eP2dVu7Jx+vTp84qGdOZ/\nqqdPn3aU+d5776lr167lns3U6e7/wMBANWzYUJI0dOhQhYeHa/z48Y7+UJxVr149XXnllbryyisV\nGRmp1q1bS5IaNWqkevXq2c57//339eabbyonJ0ePP/64mjZtqi1btigxMdHxjOe64oor1KxZM0ln\nWr/TvQalpaW+vUINGjTQVVddJUm+PVuVFRMT4/vfWX5+vvLz8x3lXHHFFb49G82bN9fs2bPVvXt3\n7d69W+Hh4Y4yT5486fsZtmjRQjk5OZKkHj16OCrW0pnH+Pzzz5dZ1rx5c3Xu3FkPP/ywo8x+/fop\nMjKyzLKAgAB5vV7Hb/2cPHlSw4YN8+XPnDlTy5Yt06hRoxzlSWfK9KhRo+T1enXPPfdo3rx5ks5s\nA2dPOGjXwoUL9fbbb+uee+5Rv379JEkjR47UW2+95XjOs44cOaIRI0ZIOvPllV9++aWjnOPHj2vI\nkCGSzhSh5557TtKZx71u3TpHmQ0bNtT06dN9Jfill15S27ZtFRUVpbCwMF+5sePEiRNKSEiQJMXH\nx2v8+PGSzpwQcsyYMY7m/OWXXzR16lRJZx7vuHHj9NBDD6l79+568MEHHWX6w3PIX54/Z1W7stGu\nXTtNmDBBvXv39u36O3z4sL788kvHzXrevHlKSUnRhAkTznvRdvpee8eOHfXEE09o9uzZCgoKUu/e\nvVWvXj2NHTtWx44dc5QZHh6ud999V8OHD9eyZcsknfn8x6pVq9SkSRPbeZdddpnGjh2r/fv368UX\nX1SHDh0q/eK9b98+TZ06VV6vV7m5uVq/fr0GDBigVatWqUGDBo4yH3jgAQ0fPlw333yzrrjiCiUl\nJal9+/b65ptvFBcX5yhz0KBB5S4/u2fCiWeeeUaffvqpoqKiNHDgQKWlpenrr79W8+bNHT/BW7Vq\npWnTpikmJkZbt2717Qp99tlndd111znKDAwM1IYNGxQbG+srgH/88YfS09MdlVZJeuyxx3TkyJFy\nXxCcvkh4PB6lp6erb9++CgwM1KxZs5ScnKwXXnhBx48fd5R59jNETZs29b3dJ0k5OTmO/2PRo0cP\n3XTTTVqxYoXWrVunxx9/XAEBAY6ypDNvnWzevFnSmf9g5OTkKCoqSgcOHHD8+bTmzZtr/vz5uv32\n23XTTTdp/fr16tSpk7Zs2VLpr4xo2bKlJk2apNLSUmVmZiorK0u//PKLo7JRWlqq3Nxc/f777zp2\n7Jh27drl29Ph9Pdz+vRpbd26VTExMdq8ebMuu+wySfL9jJ0IDAxUenq6br311mr7HPJ4PPryyy/V\nr1+/av38OatantQrMzNT33zzTZn3ym6++WZ16NDBcWZJSYnq1aunwMCyn4nNzs5WmzZtHGVu375d\nnTt3LvOHp6ioSOvXr/f9L8PujF999ZUGDhxYZr5vv/1Wf/nLX3xPIqc+//xzbd68+bzGbsefy1mL\nFi0UGRmptLQ03XrrrQoODnaUe/ToUX399dc6dOiQvF6vGjVq5Nt9XZN5vV5t3LhRubm5uv76631v\nQ+Xk5Oj666939KL222+/ackfxNKOAAAEyklEQVSSJdq+fbtv121wcLC6du2qxMRExy8+n3/+ufr2\n7av69euXWb5ixQrf/1btzrl48WJNnjxZQUFBvuVpaWlasWKFPvjgA9uZO3fu1AcffKAXXnjBtywj\nI0NLly7V008/XenPH+zfv18LFy7UL7/8on/+858qLCy0XbKTk5PLXL7jjjvUpUsXTZkyRbfddpv6\n9u1re67S0lJ98skn2rRpU5nnUI8ePXTHHXc4+p1PnTpVs2fPLvc6J49bOvP3IzU1VWFhYXr88ceV\nkpKiH3/8UY0aNdKUKVPUvn1725n79+/XK6+8otzcXEVFRenRRx9VkyZNtGTJEvXq1cvR7/zscygz\nM9NXAM8+h0aOHOnoP3+StG7dOvXu3fu8v5Nvvvmm7y0QOzO+8cYbmjx5cpnXhrS0NC1ZskSrV6+2\nPd+uXbv0/vvvl/v8SUpK0o033mg786xqWTYAmFGZDzaS+f/l5eUpMjLS9Tmr++OuLZlnDwAoLi5W\nz549yxwA4DQzIyND8+fPL/egAieZFztIobKP283Ms6rd2ygAKudCH4iW5PgD0SY+ZH0p5zSR6fSx\n19bHfbFMqXo99nMPAFi7dq0rBwCsXLnS1YMKTBykYCLzLMoGUMOY+EA0me5l+sOMtT3z3AMAhgwZ\norCwsEofAOD2QQUmDlIwkXkWZQOoYUx8IJpM9zL9YcbanmniAAC3M/1hxnPxmQ2gBjLxgWgy3cv0\nhxlre6bbBwCYyPSHGc+ibAAAAKOq7XejAACAmoGyAQAAjKJsAKhQXFycZsyYUdVjAPBTlA0AAGAU\nZQMAABhF2QBg2b/+9S/dfffduuWWW3T33Xdr69atvut27typsWPHqk+fPurVq5fuv/9+ffbZZ77r\nDx48qG7duunDDz8sk5mamqpu3br5Lj/yyCN64okntGTJEvXp00fvvvuu+QcGwChO6gXAkuzsbJ0+\nfVpz5szRyZMnNWfOHE2bNk2ffvqpDh48qHHjxunmm2/WokWLVL9+fa1du1azZs1SnTp1dPvtt9u6\nr59//llBQUFasWJFpb+1FEDVo2wAsKSwsFAzZszwnaVx2LBheu6553zfgHrZZZfp+eef930D5fjx\n4/Xdd9/pww8/tF02fv31Vy1fvlyhoaGuPw4Alx5vowCw5IYbbihzOuiwsDBJZ84umJWVpRtuuKHM\nV11LUrt27fTf//7X9n01bdqUogHUIJQNAJYEBQWVu9zr9er48eO+r6I+V3BwsE6ePKk//vjD1n25\n8S2TAKoPygaASgsJCVFRUdF5y4uKinTZZZepXr16vu9a8HrLfkPCiRMnLsmMAKoOZQNApbVr107Z\n2dkqKSkps3zHjh2KiYmRJDVo0ECSVFBQUGad77///tIMCaDKUDYAVNq9996rkydP6umnn9YPP/yg\nffv2ad68efrhhx80YsQISWf2frRs2VLr1q3Trl279PPPPyslJUXFxcVVPD0A0ygbACqtZcuWev31\n13XixAmNGjVKI0aMUFZWllJSUnTLLbf41ps1a5YaNmyosWPHauzYsQoLC6vU11YD8A98xTwAADCK\nPRsAAMAoygYAADCKsgEAAIyibAAAAKMoGwAAwCjKBgAAMIqyAQAAjKJsAAAAoygbAADAqP8HcVj3\nxkOzpNMAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "train.groupby('hour')['Count'].mean().plot.bar()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 401 }, "colab_type": "code", "id": "G-aqtH1X8qOE", "outputId": "5f97007c-f4a8-4490-9047-066f2831122f" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": { "tags": [] }, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhsAAAFuCAYAAAAoINpSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\njCI2AACAUf8Hz9P72tfJMF8AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "train.groupby('weekend') ['Count'].mean().plot.bar()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 401 }, "colab_type": "code", "id": "pQt2-3nM8qOL", "outputId": "d5f85052-19d4-49db-bd9e-7feee625505a" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": { "tags": [] }, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhsAAAFuCAYAAAAoINpSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nABhF2QAAAEZRNgAAgFH/H9NsqvHv1xmeAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "train.groupby('day_of_week') ['Count'].mean().plot.bar()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "4mZ0_C4fPfH8" }, "source": [ "# Resample data\n", "Convenience method for frequency conversion and resampling of time series Often you don't want to have the same " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": {}, "colab_type": "code", "id": "FOe-ofrP8qOU" }, "outputs": [], "source": [ "train.Timestamp = pd.to_datetime(train.Datetime, format = '%d-%m-%y %H:%M')\n", "#Here we need to set the index to a timestamp\n", "train.index = train.Timestamp\n", "\n", "#Hourly\n", "hourly = train.resample('H').mean()\n", "\n", "#Daily\n", "daily = train.resample('D').mean()\n", "\n", "#Weekly\n", "weekly = train.resample('W').mean()\n", "\n", "#Monthly\n", "monthly = train.resample('M').mean()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 349 }, "colab_type": "code", "id": "kAssKUvQQjPi", "outputId": "6833f439-997c-40e9-f9bb-75d4921a989b" }, "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", "
IDCountyearmonthdayhourday_of_weekweekend
Datetime
2012-08-25 00:00:00082012825051
2012-08-25 01:00:00122012825151
2012-08-25 02:00:00262012825251
2012-08-25 03:00:00322012825351
2012-08-25 04:00:00422012825451
\n", "
" ], "text/plain": [ " ID Count year month day hour day_of_week weekend\n", "Datetime \n", "2012-08-25 00:00:00 0 8 2012 8 25 0 5 1\n", "2012-08-25 01:00:00 1 2 2012 8 25 1 5 1\n", "2012-08-25 02:00:00 2 6 2012 8 25 2 5 1\n", "2012-08-25 03:00:00 3 2 2012 8 25 3 5 1\n", "2012-08-25 04:00:00 4 2 2012 8 25 4 5 1" ] }, "execution_count": 33, "metadata": { "tags": [] }, "output_type": "execute_result" } ], "source": [ "hourly.head(5)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 361 }, "colab_type": "code", "id": "wlZSzDrkQuds", "outputId": "c2ffa35b-b72d-407c-c248-123f2ab05317" }, "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", "
IDCountyearmonthdayhourday_of_weekweekend
Datetime
2012-08-3183.52.9523812012.08.028.011.53.0000000.285714
2012-09-30527.54.4444442012.09.015.511.53.1666670.333333
2012-10-311259.510.9865592012.010.016.011.52.8064520.258065
2012-11-301991.515.8277782012.011.015.511.53.0333330.266667
2012-12-312723.515.6801082012.012.016.011.53.0645160.322581
\n", "
" ], "text/plain": [ " ID Count year month day hour day_of_week \\\n", "Datetime \n", "2012-08-31 83.5 2.952381 2012.0 8.0 28.0 11.5 3.000000 \n", "2012-09-30 527.5 4.444444 2012.0 9.0 15.5 11.5 3.166667 \n", "2012-10-31 1259.5 10.986559 2012.0 10.0 16.0 11.5 2.806452 \n", "2012-11-30 1991.5 15.827778 2012.0 11.0 15.5 11.5 3.033333 \n", "2012-12-31 2723.5 15.680108 2012.0 12.0 16.0 11.5 3.064516 \n", "\n", " weekend \n", "Datetime \n", "2012-08-31 0.285714 \n", "2012-09-30 0.333333 \n", "2012-10-31 0.258065 \n", "2012-11-30 0.266667 \n", "2012-12-31 0.322581 " ] }, "execution_count": 34, "metadata": { "tags": [] }, "output_type": "execute_result" } ], "source": [ "monthly.head(5)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 625 }, "colab_type": "code", "id": "F7Vo7nSc8qOb", "outputId": "187495d4-a021-4957-c694-9b3607d0ae5a" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": { "tags": [] }, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+IAAAIuCAYAAAA7R7IwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n8KD/AI//0Jh9BUaLAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "#Plots...notice the variablity.\n", "fig,axs = plt.subplots(4,1)\n", "\n", "hourly.Count.plot(figsize = (15,8), title = \"Hourly\", fontsize = 14, ax = axs[0])\n", "daily.Count.plot(figsize = (15,8), title = \"Daily\", fontsize = 14, ax = axs[1])\n", "weekly.Count.plot(figsize = (15,8), title = \"Weekly\", fontsize = 14, ax = axs[2])\n", "monthly.Count.plot(figsize = (15,8), title = \"Monthly\", fontsize = 14, ax = axs[3])" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": {}, "colab_type": "code", "id": "jIgPKVFQ8qOj" }, "outputs": [], "source": [ "test.Timestamp = pd.to_datetime(test.Datetime, format='%d-%m-%Y %H:%M')\n", "test.index = test.Timestamp\n", "\n", "#Converting to Daily mean \n", "test = test.resample('D').mean()\n", "\n", "train.Timestamp = pd.to_datetime(train.Datetime, format='%d-%m-%Y %H:%M')\n", "train.index = train.Timestamp\n", "\n", "#Converting to Daily mean\n", "train = train.resample('D').mean()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "A-V0KRkT8qOq" }, "source": [ "***Divide data into training and validation***\n", "-A key aspect of what you use for training data is what time periods are selected. \n", "- You can't just select a random sample, but need to split by a specific time. " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 55 }, "colab_type": "code", "id": "LaiAUxQ08qOs", "outputId": "beef35df-c011-4810-e4c4-b179f278cd79" }, "outputs": [ { "data": { "text/plain": [ "((669, 8), (93, 8))" ] }, "execution_count": 25, "metadata": { "tags": [] }, "output_type": "execute_result" } ], "source": [ "Train = train.ix['2012-08-25':'2014-06-24']\n", "valid = train.ix['2014-06-25':'2014-09-25']\n", "Train.shape,valid.shape" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 625 }, "colab_type": "code", "id": "zMb-t9pE8qO0", "outputId": "c846a1f9-4e88-4940-a81d-eefc12c5e161" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": { "tags": [] }, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+sAAAIuCAYAAADHUpn6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "Train.Count.plot(figsize = (15,8), title = 'Daily Ridership', fontsize = 14, label = 'Train')\n", "valid.Count.plot(figsize = (15,8), title = 'Daily Ridership', fontsize =14, label = 'Valid')\n", "plt.xlabel('Datetime')\n", "plt.ylabel('Passenger Count')\n", "plt.legend(loc = 'best')" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "oItO4CPc8qO-" }, "source": [ "** Naive Approach**\n", "- For the Naive model, we will just include the most recent value as our preduction for the rest of the training set. \n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 573 }, "colab_type": "code", "id": "cNYmNsi1EatC", "outputId": "451eab43-dbf5-4b76-e090-a3632ab65c95" }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Naive Forecast')" ] }, "execution_count": 27, "metadata": { "tags": [] }, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxUAAAIGCAYAAAAiKKKLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrzCpICIiIiIir/w/QluWi/D3y98AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "dd = np.asarray(Train.Count)\n", "y_hat =valid.copy()\n", "y_hat['naive']= dd[len(dd)- 1] #this just selects the last value. \n", "plt.figure(figsize = (12,8))\n", "plt.plot(Train.index, Train['Count'],label = 'Train')\n", "plt.plot(valid.index, valid['Count'], label = 'Validation')\n", "plt.plot(y_hat.index, y_hat['naive'], label = 'Naive')\n", "plt.legend(loc = 'best')\n", "plt.title('Naive Forecast')" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "HdizBLc38qPL" }, "source": [ "*** Calculate RMS Error for Naive Approach***" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 55 }, "colab_type": "code", "id": "jS-VaUIM8qPN", "outputId": "df2ca98d-e7f3-44fe-ebd6-a13af9126178" }, "outputs": [ { "data": { "text/plain": [ "111.79050467496724" ] }, "execution_count": 28, "metadata": { "tags": [] }, "output_type": "execute_result" } ], "source": [ "from sklearn.metrics import mean_squared_error\n", "from math import sqrt\n", "rmse = sqrt(mean_squared_error(valid.Count, y_hat.naive))\n", "rmse" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "_gF9NKtaMVwF" }, "source": [ "Moving Average Approach and Calculate RMS Error for Moving Average Approach\n", "- It is also possible to forcast based on a \"rolling\" window\n", "- This will create a smoothing effect " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 378 }, "colab_type": "code", "id": "4GzzUK-E8qPX", "outputId": "3584854b-c273-4bd1-d3d2-9f47dae4e4cb" }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9EAAAFDCAYAAAA9AY0SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" }, { "data": { "text/plain": [ "134.23733308950264" ] }, "execution_count": 29, "metadata": { "tags": [] }, "output_type": "execute_result" } ], "source": [ "y_hat_avg = valid.copy()\n", "y_hat_avg['moving_average_forecast'] = Train['Count'].rolling(10).mean().iloc[-1]\n", "plt.figure(figsize = (15,5))\n", "plt.plot(Train['Count'], label = 'Train')\n", "plt.plot(valid['Count'], label = 'Validation')\n", "plt.plot(y_hat_avg['moving_average_forecast'], label = 'Moving Average Forecast with 10 Observations')\n", "plt.legend(loc = 'best')\n", "plt.show()\n", "rmse = sqrt(mean_squared_error(valid['Count'], y_hat_avg['moving_average_forecast']))\n", "rmse\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 378 }, "colab_type": "code", "id": "FnYYiKwwL27Q", "outputId": "906386a9-1687-4662-9605-270d3705d54a" }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9EAAAFDCAYAAAA9AY0SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" }, { "data": { "text/plain": [ "130.44984977550422" ] }, "execution_count": 30, "metadata": { "tags": [] }, "output_type": "execute_result" } ], "source": [ "y_hat_avg = valid.copy()\n", "y_hat_avg['moving_average_forecast'] = Train['Count'].rolling(20).mean().iloc[-1]\n", "plt.figure(figsize = (15,5))\n", "plt.plot(Train['Count'], label = 'Train')\n", "plt.plot(valid['Count'], label = 'Validation')\n", "plt.plot(y_hat_avg['moving_average_forecast'],label = 'Moving Average Forecast with 20 Observations')\n", "plt.legend(loc = 'best')\n", "plt.show()\n", "rmse = sqrt(mean_squared_error(valid['Count'], y_hat_avg['moving_average_forecast']))\n", "rmse\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 378 }, "colab_type": "code", "id": "t3Kq4BtT8qPk", "outputId": "ec34536b-79ee-46c9-f623-3983ac92941d" }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9EAAAFDCAYAAAA9AY0SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n8mQNUwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" }, { "data": { "text/plain": [ "144.19175679986802" ] }, "execution_count": 31, "metadata": { "tags": [] }, "output_type": "execute_result" } ], "source": [ "y_hat_avg = valid.copy()\n", "y_hat_avg['moving_average_forecast']= Train['Count'].rolling(50).mean().iloc[-1]\n", "plt.figure(figsize = (15,5))\n", "plt.plot(Train['Count'], label = 'Train')\n", "plt.plot(valid['Count'], label = 'Validation')\n", "plt.plot(y_hat_avg['moving_average_forecast'], label = \"Moving Average Forecast with 50 Observations\")\n", "plt.legend(loc = 'best')\n", "plt.show()\n", "rmse = sqrt(mean_squared_error(valid['Count'], y_hat_avg['moving_average_forecast']))\n", "rmse" ] } ], "metadata": { "colab": { "collapsed_sections": [], "name": "Time Series_v1.ipynb", "provenance": [], "version": "0.3.2" }, "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": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 2 }