report.ipynb

{
 "metadata": {
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6-final"
  },
  "orig_nbformat": 2,
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3",
   "language": "python"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2,
 "cells": [
  {
   "source": [
    "## Task 1: Import packages and Load data"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "       Order ID                     Product Quantity Ordered Price Each  \\\n",
       "0        162009                      iPhone                1        700   \n",
       "1        162009    Lightning Charging Cable                1      14.95   \n",
       "2        162009            Wired Headphones                2      11.99   \n",
       "3        162010  Bose SoundSport Headphones                1      99.99   \n",
       "4        162011      34in Ultrawide Monitor                1     379.99   \n",
       "...         ...                         ...              ...        ...   \n",
       "186845   248146  Bose SoundSport Headphones                1      99.99   \n",
       "186846   248147      AAA Batteries (4-pack)                3       2.99   \n",
       "186847   248148       AA Batteries (4-pack)                1       3.84   \n",
       "186848   248149        USB-C Charging Cable                1      11.95   \n",
       "186849   248150       AA Batteries (4-pack)                1       3.84   \n",
       "\n",
       "            Order Date                         Purchase Address  \n",
       "0       03/28/19 20:59          942 Church St, Austin, TX 73301  \n",
       "1       03/28/19 20:59          942 Church St, Austin, TX 73301  \n",
       "2       03/28/19 20:59          942 Church St, Austin, TX 73301  \n",
       "3       03/17/19 05:39     261 10th St, San Francisco, CA 94016  \n",
       "4       03/10/19 00:01     764 13th St, San Francisco, CA 94016  \n",
       "...                ...                                      ...  \n",
       "186845  08/29/19 22:19  868 Hickory St, San Francisco, CA 94016  \n",
       "186846  08/31/19 16:26        206 Lakeview St, Boston, MA 02215  \n",
       "186847  08/02/19 07:25           568 13th St, Seattle, WA 98101  \n",
       "186848  08/08/19 12:10   495 Walnut St, San Francisco, CA 94016  \n",
       "186849  08/16/19 08:13       738 Park St, Los Angeles, CA 90001  \n",
       "\n",
       "[186850 rows x 6 columns]"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Order ID</th>\n      <th>Product</th>\n      <th>Quantity Ordered</th>\n      <th>Price Each</th>\n      <th>Order Date</th>\n      <th>Purchase Address</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>162009</td>\n      <td>iPhone</td>\n      <td>1</td>\n      <td>700</td>\n      <td>03/28/19 20:59</td>\n      <td>942 Church St, Austin, TX 73301</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>162009</td>\n      <td>Lightning Charging Cable</td>\n      <td>1</td>\n      <td>14.95</td>\n      <td>03/28/19 20:59</td>\n      <td>942 Church St, Austin, TX 73301</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>162009</td>\n      <td>Wired Headphones</td>\n      <td>2</td>\n      <td>11.99</td>\n      <td>03/28/19 20:59</td>\n      <td>942 Church St, Austin, TX 73301</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>162010</td>\n      <td>Bose SoundSport Headphones</td>\n      <td>1</td>\n      <td>99.99</td>\n      <td>03/17/19 05:39</td>\n      <td>261 10th St, San Francisco, CA 94016</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>162011</td>\n      <td>34in Ultrawide Monitor</td>\n      <td>1</td>\n      <td>379.99</td>\n      <td>03/10/19 00:01</td>\n      <td>764 13th St, San Francisco, CA 94016</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>186845</th>\n      <td>248146</td>\n      <td>Bose SoundSport Headphones</td>\n      <td>1</td>\n      <td>99.99</td>\n      <td>08/29/19 22:19</td>\n      <td>868 Hickory St, San Francisco, CA 94016</td>\n    </tr>\n    <tr>\n      <th>186846</th>\n      <td>248147</td>\n      <td>AAA Batteries (4-pack)</td>\n      <td>3</td>\n      <td>2.99</td>\n      <td>08/31/19 16:26</td>\n      <td>206 Lakeview St, Boston, MA 02215</td>\n    </tr>\n    <tr>\n      <th>186847</th>\n      <td>248148</td>\n      <td>AA Batteries (4-pack)</td>\n      <td>1</td>\n      <td>3.84</td>\n      <td>08/02/19 07:25</td>\n      <td>568 13th St, Seattle, WA 98101</td>\n    </tr>\n    <tr>\n      <th>186848</th>\n      <td>248149</td>\n      <td>USB-C Charging Cable</td>\n      <td>1</td>\n      <td>11.95</td>\n      <td>08/08/19 12:10</td>\n      <td>495 Walnut St, San Francisco, CA 94016</td>\n    </tr>\n    <tr>\n      <th>186849</th>\n      <td>248150</td>\n      <td>AA Batteries (4-pack)</td>\n      <td>1</td>\n      <td>3.84</td>\n      <td>08/16/19 08:13</td>\n      <td>738 Park St, Los Angeles, CA 90001</td>\n    </tr>\n  </tbody>\n</table>\n<p>186850 rows × 6 columns</p>\n</div>"
     },
     "metadata": {},
     "execution_count": 3
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "filename = input('Please key in the filename: ')\n",
    "df = pd.read_csv(filename)\n",
    "df"
   ]
  },
  {
   "source": [
    "## Task 2: Clean and Preprocess data"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "### Task 2.1: Merge 12-month data"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = '/Users/admin/Desktop/Python_MacPro/sales_reporting/data_analytics_problems/SalesAnalysis/Sales_Data/'\n",
    "\n",
    "frames = []\n",
    "all_length = []\n",
    "for file in os.listdir(path):\n",
    "    if file.endswith('.csv'):\n",
    "        filepath = path + file\n",
    "        df1 = pd.read_csv(filepath)\n",
    "        frames.append(df1)\n",
    "        result = pd.concat(frames)\n",
    "        length_1month = len(df1.index)\n",
    "        all_length.append(length_1month)\n",
    "\n",
    "result.to_csv('annualSales2019.csv', index=False)"
   ]
  },
  {
   "source": [
    "### Task 2.2: Add 'Month' column"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "  Order ID                     Product Quantity Ordered Price Each  \\\n",
       "0   162009                      iPhone                1        700   \n",
       "1   162009    Lightning Charging Cable                1      14.95   \n",
       "2   162009            Wired Headphones                2      11.99   \n",
       "3   162010  Bose SoundSport Headphones                1      99.99   \n",
       "4   162011      34in Ultrawide Monitor                1     379.99   \n",
       "\n",
       "       Order Date                      Purchase Address Month  \n",
       "0  03/28/19 20:59       942 Church St, Austin, TX 73301    03  \n",
       "1  03/28/19 20:59       942 Church St, Austin, TX 73301    03  \n",
       "2  03/28/19 20:59       942 Church St, Austin, TX 73301    03  \n",
       "3  03/17/19 05:39  261 10th St, San Francisco, CA 94016    03  \n",
       "4  03/10/19 00:01  764 13th St, San Francisco, CA 94016    03  "
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Order ID</th>\n      <th>Product</th>\n      <th>Quantity Ordered</th>\n      <th>Price Each</th>\n      <th>Order Date</th>\n      <th>Purchase Address</th>\n      <th>Month</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>162009</td>\n      <td>iPhone</td>\n      <td>1</td>\n      <td>700</td>\n      <td>03/28/19 20:59</td>\n      <td>942 Church St, Austin, TX 73301</td>\n      <td>03</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>162009</td>\n      <td>Lightning Charging Cable</td>\n      <td>1</td>\n      <td>14.95</td>\n      <td>03/28/19 20:59</td>\n      <td>942 Church St, Austin, TX 73301</td>\n      <td>03</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>162009</td>\n      <td>Wired Headphones</td>\n      <td>2</td>\n      <td>11.99</td>\n      <td>03/28/19 20:59</td>\n      <td>942 Church St, Austin, TX 73301</td>\n      <td>03</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>162010</td>\n      <td>Bose SoundSport Headphones</td>\n      <td>1</td>\n      <td>99.99</td>\n      <td>03/17/19 05:39</td>\n      <td>261 10th St, San Francisco, CA 94016</td>\n      <td>03</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>162011</td>\n      <td>34in Ultrawide Monitor</td>\n      <td>1</td>\n      <td>379.99</td>\n      <td>03/10/19 00:01</td>\n      <td>764 13th St, San Francisco, CA 94016</td>\n      <td>03</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 5
    }
   ],
   "source": [
    "df['Month'] = df['Order Date'].str[0:2]\n",
    "df.head()"
   ]
  },
  {
   "source": [
    "### Task 2.3: Get rid of 'NaN' and 'Or' value"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "  Order ID                     Product Quantity Ordered Price Each  \\\n",
       "0   162009                      iPhone                1        700   \n",
       "1   162009    Lightning Charging Cable                1      14.95   \n",
       "2   162009            Wired Headphones                2      11.99   \n",
       "3   162010  Bose SoundSport Headphones                1      99.99   \n",
       "4   162011      34in Ultrawide Monitor                1     379.99   \n",
       "\n",
       "       Order Date                      Purchase Address Month  \n",
       "0  03/28/19 20:59       942 Church St, Austin, TX 73301    03  \n",
       "1  03/28/19 20:59       942 Church St, Austin, TX 73301    03  \n",
       "2  03/28/19 20:59       942 Church St, Austin, TX 73301    03  \n",
       "3  03/17/19 05:39  261 10th St, San Francisco, CA 94016    03  \n",
       "4  03/10/19 00:01  764 13th St, San Francisco, CA 94016    03  "
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Order ID</th>\n      <th>Product</th>\n      <th>Quantity Ordered</th>\n      <th>Price Each</th>\n      <th>Order Date</th>\n      <th>Purchase Address</th>\n      <th>Month</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>162009</td>\n      <td>iPhone</td>\n      <td>1</td>\n      <td>700</td>\n      <td>03/28/19 20:59</td>\n      <td>942 Church St, Austin, TX 73301</td>\n      <td>03</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>162009</td>\n      <td>Lightning Charging Cable</td>\n      <td>1</td>\n      <td>14.95</td>\n      <td>03/28/19 20:59</td>\n      <td>942 Church St, Austin, TX 73301</td>\n      <td>03</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>162009</td>\n      <td>Wired Headphones</td>\n      <td>2</td>\n      <td>11.99</td>\n      <td>03/28/19 20:59</td>\n      <td>942 Church St, Austin, TX 73301</td>\n      <td>03</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>162010</td>\n      <td>Bose SoundSport Headphones</td>\n      <td>1</td>\n      <td>99.99</td>\n      <td>03/17/19 05:39</td>\n      <td>261 10th St, San Francisco, CA 94016</td>\n      <td>03</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>162011</td>\n      <td>34in Ultrawide Monitor</td>\n      <td>1</td>\n      <td>379.99</td>\n      <td>03/10/19 00:01</td>\n      <td>764 13th St, San Francisco, CA 94016</td>\n      <td>03</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 6
    }
   ],
   "source": [
    "df = df.dropna(how='all')\n",
    "df = df[df['Month'] != 'Or']\n",
    "df.head()"
   ]
  },
  {
   "source": [
    "## Task 3: Reporting"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "### Task 3.1: What was the best month for sales? How much was earned that month?"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"272.794688pt\" version=\"1.1\" viewBox=\"0 0 376.240625 272.794688\" width=\"376.240625pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-05-13T20:36:10.387413</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 272.794688 \nL 376.240625 272.794688 \nL 376.240625 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 34.240625 235.238438 \nL 369.040625 235.238438 \nL 369.040625 17.798438 \nL 34.240625 17.798438 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#p7210943d88)\" d=\"M 49.458807 235.238438 \nL 70.09363 235.238438 \nL 70.09363 153.441979 \nL 49.458807 153.441979 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#p7210943d88)\" d=\"M 75.252335 235.238438 \nL 95.887158 235.238438 \nL 95.887158 136.395263 \nL 75.252335 136.395263 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#p7210943d88)\" d=\"M 101.045864 235.238438 \nL 121.680687 235.238438 \nL 121.680687 109.234865 \nL 101.045864 109.234865 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path clip-path=\"url(#p7210943d88)\" d=\"M 126.839392 235.238438 \nL 147.474215 235.238438 \nL 147.474215 83.039896 \nL 126.839392 83.039896 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path clip-path=\"url(#p7210943d88)\" d=\"M 152.632921 235.238438 \nL 173.267744 235.238438 \nL 173.267744 93.72596 \nL 152.632921 93.72596 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path clip-path=\"url(#p7210943d88)\" d=\"M 178.426449 235.238438 \nL 199.061272 235.238438 \nL 199.061272 119.527468 \nL 178.426449 119.527468 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path clip-path=\"url(#p7210943d88)\" d=\"M 204.219978 235.238438 \nL 224.854801 235.238438 \nL 224.854801 116.386536 \nL 204.219978 116.386536 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path clip-path=\"url(#p7210943d88)\" d=\"M 230.013506 235.238438 \nL 250.648329 235.238438 \nL 250.648329 134.490004 \nL 230.013506 134.490004 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path clip-path=\"url(#p7210943d88)\" d=\"M 255.807035 235.238438 \nL 276.441858 235.238438 \nL 276.441858 141.084318 \nL 255.807035 141.084318 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_12\">\n    <path clip-path=\"url(#p7210943d88)\" d=\"M 281.600563 235.238438 \nL 302.235386 235.238438 \nL 302.235386 67.506302 \nL 281.600563 67.506302 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_13\">\n    <path clip-path=\"url(#p7210943d88)\" d=\"M 307.394092 235.238438 \nL 328.028915 235.238438 \nL 328.028915 91.616407 \nL 307.394092 91.616407 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_14\">\n    <path clip-path=\"url(#p7210943d88)\" d=\"M 333.18762 235.238438 \nL 353.822443 235.238438 \nL 353.822443 28.152723 \nL 333.18762 28.152723 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"md95e9aa56e\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"59.776218\" xlink:href=\"#md95e9aa56e\" y=\"235.238438\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 1 -->\n      <g transform=\"translate(56.594968 249.836875)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"85.569747\" xlink:href=\"#md95e9aa56e\" y=\"235.238438\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 2 -->\n      <g transform=\"translate(82.388497 249.836875)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"111.363275\" xlink:href=\"#md95e9aa56e\" y=\"235.238438\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 3 -->\n      <g transform=\"translate(108.182025 249.836875)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"137.156804\" xlink:href=\"#md95e9aa56e\" y=\"235.238438\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 4 -->\n      <g transform=\"translate(133.975554 249.836875)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"162.950332\" xlink:href=\"#md95e9aa56e\" y=\"235.238438\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 5 -->\n      <g transform=\"translate(159.769082 249.836875)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"188.743861\" xlink:href=\"#md95e9aa56e\" y=\"235.238438\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 6 -->\n      <g transform=\"translate(185.562611 249.836875)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"214.537389\" xlink:href=\"#md95e9aa56e\" y=\"235.238438\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 7 -->\n      <g transform=\"translate(211.356139 249.836875)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 8.203125 72.90625 \nL 55.078125 72.90625 \nL 55.078125 68.703125 \nL 28.609375 0 \nL 18.3125 0 \nL 43.21875 64.59375 \nL 8.203125 64.59375 \nz\n\" id=\"DejaVuSans-55\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"240.330918\" xlink:href=\"#md95e9aa56e\" y=\"235.238438\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 8 -->\n      <g transform=\"translate(237.149668 249.836875)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_9\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"266.124446\" xlink:href=\"#md95e9aa56e\" y=\"235.238438\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 9 -->\n      <g transform=\"translate(262.943196 249.836875)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 10.984375 1.515625 \nL 10.984375 10.5 \nQ 14.703125 8.734375 18.5 7.8125 \nQ 22.3125 6.890625 25.984375 6.890625 \nQ 35.75 6.890625 40.890625 13.453125 \nQ 46.046875 20.015625 46.78125 33.40625 \nQ 43.953125 29.203125 39.59375 26.953125 \nQ 35.25 24.703125 29.984375 24.703125 \nQ 19.046875 24.703125 12.671875 31.3125 \nQ 6.296875 37.9375 6.296875 49.421875 \nQ 6.296875 60.640625 12.9375 67.421875 \nQ 19.578125 74.21875 30.609375 74.21875 \nQ 43.265625 74.21875 49.921875 64.515625 \nQ 56.59375 54.828125 56.59375 36.375 \nQ 56.59375 19.140625 48.40625 8.859375 \nQ 40.234375 -1.421875 26.421875 -1.421875 \nQ 22.703125 -1.421875 18.890625 -0.6875 \nQ 15.09375 0.046875 10.984375 1.515625 \nz\nM 30.609375 32.421875 \nQ 37.25 32.421875 41.125 36.953125 \nQ 45.015625 41.5 45.015625 49.421875 \nQ 45.015625 57.28125 41.125 61.84375 \nQ 37.25 66.40625 30.609375 66.40625 \nQ 23.96875 66.40625 20.09375 61.84375 \nQ 16.21875 57.28125 16.21875 49.421875 \nQ 16.21875 41.5 20.09375 36.953125 \nQ 23.96875 32.421875 30.609375 32.421875 \nz\n\" id=\"DejaVuSans-57\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"291.917975\" xlink:href=\"#md95e9aa56e\" y=\"235.238438\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 10 -->\n      <g transform=\"translate(285.555475 249.836875)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_11\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"317.711503\" xlink:href=\"#md95e9aa56e\" y=\"235.238438\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 11 -->\n      <g transform=\"translate(311.349003 249.836875)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"343.505032\" xlink:href=\"#md95e9aa56e\" y=\"235.238438\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 12 -->\n      <g transform=\"translate(337.142532 249.836875)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_13\">\n     <!-- Months -->\n     <g transform=\"translate(183.364844 263.515)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 9.8125 72.90625 \nL 24.515625 72.90625 \nL 43.109375 23.296875 \nL 61.8125 72.90625 \nL 76.515625 72.90625 \nL 76.515625 0 \nL 66.890625 0 \nL 66.890625 64.015625 \nL 48.09375 14.015625 \nL 38.1875 14.015625 \nL 19.390625 64.015625 \nL 19.390625 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-77\"/>\n       <path d=\"M 30.609375 48.390625 \nQ 23.390625 48.390625 19.1875 42.75 \nQ 14.984375 37.109375 14.984375 27.296875 \nQ 14.984375 17.484375 19.15625 11.84375 \nQ 23.34375 6.203125 30.609375 6.203125 \nQ 37.796875 6.203125 41.984375 11.859375 \nQ 46.1875 17.53125 46.1875 27.296875 \nQ 46.1875 37.015625 41.984375 42.703125 \nQ 37.796875 48.390625 30.609375 48.390625 \nz\nM 30.609375 56 \nQ 42.328125 56 49.015625 48.375 \nQ 55.71875 40.765625 55.71875 27.296875 \nQ 55.71875 13.875 49.015625 6.21875 \nQ 42.328125 -1.421875 30.609375 -1.421875 \nQ 18.84375 -1.421875 12.171875 6.21875 \nQ 5.515625 13.875 5.515625 27.296875 \nQ 5.515625 40.765625 12.171875 48.375 \nQ 18.84375 56 30.609375 56 \nz\n\" id=\"DejaVuSans-111\"/>\n       <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-110\"/>\n       <path d=\"M 18.3125 70.21875 \nL 18.3125 54.6875 \nL 36.8125 54.6875 \nL 36.8125 47.703125 \nL 18.3125 47.703125 \nL 18.3125 18.015625 \nQ 18.3125 11.328125 20.140625 9.421875 \nQ 21.96875 7.515625 27.59375 7.515625 \nL 36.8125 7.515625 \nL 36.8125 0 \nL 27.59375 0 \nQ 17.1875 0 13.234375 3.875 \nQ 9.28125 7.765625 9.28125 18.015625 \nL 9.28125 47.703125 \nL 2.6875 47.703125 \nL 2.6875 54.6875 \nL 9.28125 54.6875 \nL 9.28125 70.21875 \nz\n\" id=\"DejaVuSans-116\"/>\n       <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 75.984375 \nL 18.109375 75.984375 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-104\"/>\n       <path d=\"M 44.28125 53.078125 \nL 44.28125 44.578125 \nQ 40.484375 46.53125 36.375 47.5 \nQ 32.28125 48.484375 27.875 48.484375 \nQ 21.1875 48.484375 17.84375 46.4375 \nQ 14.5 44.390625 14.5 40.28125 \nQ 14.5 37.15625 16.890625 35.375 \nQ 19.28125 33.59375 26.515625 31.984375 \nL 29.59375 31.296875 \nQ 39.15625 29.25 43.1875 25.515625 \nQ 47.21875 21.78125 47.21875 15.09375 \nQ 47.21875 7.46875 41.1875 3.015625 \nQ 35.15625 -1.421875 24.609375 -1.421875 \nQ 20.21875 -1.421875 15.453125 -0.5625 \nQ 10.6875 0.296875 5.421875 2 \nL 5.421875 11.28125 \nQ 10.40625 8.6875 15.234375 7.390625 \nQ 20.0625 6.109375 24.8125 6.109375 \nQ 31.15625 6.109375 34.5625 8.28125 \nQ 37.984375 10.453125 37.984375 14.40625 \nQ 37.984375 18.0625 35.515625 20.015625 \nQ 33.0625 21.96875 24.703125 23.78125 \nL 21.578125 24.515625 \nQ 13.234375 26.265625 9.515625 29.90625 \nQ 5.8125 33.546875 5.8125 39.890625 \nQ 5.8125 47.609375 11.28125 51.796875 \nQ 16.75 56 26.8125 56 \nQ 31.78125 56 36.171875 55.265625 \nQ 40.578125 54.546875 44.28125 53.078125 \nz\n\" id=\"DejaVuSans-115\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-77\"/>\n      <use x=\"86.279297\" xlink:href=\"#DejaVuSans-111\"/>\n      <use x=\"147.460938\" xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"210.839844\" xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"250.048828\" xlink:href=\"#DejaVuSans-104\"/>\n      <use x=\"313.427734\" xlink:href=\"#DejaVuSans-115\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_13\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"md6c769a921\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.240625\" xlink:href=\"#md6c769a921\" y=\"235.238438\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 0 -->\n      <g transform=\"translate(20.878125 239.037656)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.240625\" xlink:href=\"#md6c769a921\" y=\"190.350988\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 1 -->\n      <g transform=\"translate(20.878125 194.150206)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.240625\" xlink:href=\"#md6c769a921\" y=\"145.463538\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- 2 -->\n      <g transform=\"translate(20.878125 149.262756)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.240625\" xlink:href=\"#md6c769a921\" y=\"100.576088\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- 3 -->\n      <g transform=\"translate(20.878125 104.375306)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.240625\" xlink:href=\"#md6c769a921\" y=\"55.688638\"/>\n      </g>\n     </g>\n     <g id=\"text_18\">\n      <!-- 4 -->\n      <g transform=\"translate(20.878125 59.487856)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_19\">\n     <!-- Sales in USD -->\n     <g transform=\"translate(14.798437 158.246563)rotate(-90)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 53.515625 70.515625 \nL 53.515625 60.890625 \nQ 47.90625 63.578125 42.921875 64.890625 \nQ 37.9375 66.21875 33.296875 66.21875 \nQ 25.25 66.21875 20.875 63.09375 \nQ 16.5 59.96875 16.5 54.203125 \nQ 16.5 49.359375 19.40625 46.890625 \nQ 22.3125 44.4375 30.421875 42.921875 \nL 36.375 41.703125 \nQ 47.40625 39.59375 52.65625 34.296875 \nQ 57.90625 29 57.90625 20.125 \nQ 57.90625 9.515625 50.796875 4.046875 \nQ 43.703125 -1.421875 29.984375 -1.421875 \nQ 24.8125 -1.421875 18.96875 -0.25 \nQ 13.140625 0.921875 6.890625 3.21875 \nL 6.890625 13.375 \nQ 12.890625 10.015625 18.65625 8.296875 \nQ 24.421875 6.59375 29.984375 6.59375 \nQ 38.421875 6.59375 43.015625 9.90625 \nQ 47.609375 13.234375 47.609375 19.390625 \nQ 47.609375 24.75 44.3125 27.78125 \nQ 41.015625 30.8125 33.5 32.328125 \nL 27.484375 33.5 \nQ 16.453125 35.6875 11.515625 40.375 \nQ 6.59375 45.0625 6.59375 53.421875 \nQ 6.59375 63.09375 13.40625 68.65625 \nQ 20.21875 74.21875 32.171875 74.21875 \nQ 37.3125 74.21875 42.625 73.28125 \nQ 47.953125 72.359375 53.515625 70.515625 \nz\n\" id=\"DejaVuSans-83\"/>\n       <path d=\"M 34.28125 27.484375 \nQ 23.390625 27.484375 19.1875 25 \nQ 14.984375 22.515625 14.984375 16.5 \nQ 14.984375 11.71875 18.140625 8.90625 \nQ 21.296875 6.109375 26.703125 6.109375 \nQ 34.1875 6.109375 38.703125 11.40625 \nQ 43.21875 16.703125 43.21875 25.484375 \nL 43.21875 27.484375 \nz\nM 52.203125 31.203125 \nL 52.203125 0 \nL 43.21875 0 \nL 43.21875 8.296875 \nQ 40.140625 3.328125 35.546875 0.953125 \nQ 30.953125 -1.421875 24.3125 -1.421875 \nQ 15.921875 -1.421875 10.953125 3.296875 \nQ 6 8.015625 6 15.921875 \nQ 6 25.140625 12.171875 29.828125 \nQ 18.359375 34.515625 30.609375 34.515625 \nL 43.21875 34.515625 \nL 43.21875 35.40625 \nQ 43.21875 41.609375 39.140625 45 \nQ 35.0625 48.390625 27.6875 48.390625 \nQ 23 48.390625 18.546875 47.265625 \nQ 14.109375 46.140625 10.015625 43.890625 \nL 10.015625 52.203125 \nQ 14.9375 54.109375 19.578125 55.046875 \nQ 24.21875 56 28.609375 56 \nQ 40.484375 56 46.34375 49.84375 \nQ 52.203125 43.703125 52.203125 31.203125 \nz\n\" id=\"DejaVuSans-97\"/>\n       <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n       <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n       <path id=\"DejaVuSans-32\"/>\n       <path d=\"M 9.421875 54.6875 \nL 18.40625 54.6875 \nL 18.40625 0 \nL 9.421875 0 \nz\nM 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 64.59375 \nL 9.421875 64.59375 \nz\n\" id=\"DejaVuSans-105\"/>\n       <path d=\"M 8.6875 72.90625 \nL 18.609375 72.90625 \nL 18.609375 28.609375 \nQ 18.609375 16.890625 22.84375 11.734375 \nQ 27.09375 6.59375 36.625 6.59375 \nQ 46.09375 6.59375 50.34375 11.734375 \nQ 54.59375 16.890625 54.59375 28.609375 \nL 54.59375 72.90625 \nL 64.5 72.90625 \nL 64.5 27.390625 \nQ 64.5 13.140625 57.4375 5.859375 \nQ 50.390625 -1.421875 36.625 -1.421875 \nQ 22.796875 -1.421875 15.734375 5.859375 \nQ 8.6875 13.140625 8.6875 27.390625 \nz\n\" id=\"DejaVuSans-85\"/>\n       <path d=\"M 19.671875 64.796875 \nL 19.671875 8.109375 \nL 31.59375 8.109375 \nQ 46.6875 8.109375 53.6875 14.9375 \nQ 60.6875 21.78125 60.6875 36.53125 \nQ 60.6875 51.171875 53.6875 57.984375 \nQ 46.6875 64.796875 31.59375 64.796875 \nz\nM 9.8125 72.90625 \nL 30.078125 72.90625 \nQ 51.265625 72.90625 61.171875 64.09375 \nQ 71.09375 55.28125 71.09375 36.53125 \nQ 71.09375 17.671875 61.125 8.828125 \nQ 51.171875 0 30.078125 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-68\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-83\"/>\n      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"124.755859\" xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"152.539062\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"214.0625\" xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"266.162109\" xlink:href=\"#DejaVuSans-32\"/>\n      <use x=\"297.949219\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"325.732422\" xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"389.111328\" xlink:href=\"#DejaVuSans-32\"/>\n      <use x=\"420.898438\" xlink:href=\"#DejaVuSans-85\"/>\n      <use x=\"494.091797\" xlink:href=\"#DejaVuSans-83\"/>\n      <use x=\"557.568359\" xlink:href=\"#DejaVuSans-68\"/>\n     </g>\n    </g>\n    <g id=\"text_20\">\n     <!-- 1e6 -->\n     <g transform=\"translate(34.240625 14.798437)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-49\"/>\n      <use x=\"63.623047\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"125.146484\" xlink:href=\"#DejaVuSans-54\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_15\">\n    <path d=\"M 34.240625 235.238438 \nL 34.240625 17.798438 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_16\">\n    <path d=\"M 369.040625 235.238438 \nL 369.040625 17.798438 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_17\">\n    <path d=\"M 34.240625 235.238438 \nL 369.040625 235.238438 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_18\">\n    <path d=\"M 34.240625 17.798438 \nL 369.040625 17.798438 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p7210943d88\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"34.240625\" y=\"17.798438\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "df['Quantity Ordered'] = pd.to_numeric(df['Quantity Ordered'], downcast='integer')\n",
    "df['Price Each'] = pd.to_numeric(df['Price Each'], downcast='float')\n",
    "df['Sales'] = df['Quantity Ordered'] * df['Price Each']\n",
    "moving_column = df.pop('Sales')\n",
    "df.insert(4, 'Sales', moving_column)\n",
    "df.groupby('Month').sum()['Sales']\n",
    "sales_value = df.groupby('Month').sum()['Sales']\n",
    "months = range(1,13)\n",
    "plt.bar(x=months, height=sales_value)\n",
    "plt.xticks(months)\n",
    "plt.xlabel('Months')\n",
    "plt.ylabel('Sales in USD')\n",
    "plt.show()"
   ]
  },
  {
   "source": [
    "### Task 3.2: What city has the best sales?"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"320.617812pt\" version=\"1.1\" viewBox=\"0 0 376.240625 320.617812\" width=\"376.240625pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-05-13T20:36:11.047827</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 320.617812 \nL 376.240625 320.617812 \nL 376.240625 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 34.240625 235.238437 \nL 369.040625 235.238437 \nL 369.040625 17.798437 \nL 34.240625 17.798437 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#p24ff5bc772)\" d=\"M 49.458807 235.238437 \nL 77.128228 235.238437 \nL 77.128228 165.171443 \nL 49.458807 165.171443 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#p24ff5bc772)\" d=\"M 84.045584 235.238437 \nL 111.715005 235.238437 \nL 111.715005 189.632037 \nL 84.045584 189.632037 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#p24ff5bc772)\" d=\"M 118.632361 235.238437 \nL 146.301782 235.238437 \nL 146.301782 143.46223 \nL 118.632361 143.46223 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path clip-path=\"url(#p24ff5bc772)\" d=\"M 153.219137 235.238437 \nL 180.888559 235.238437 \nL 180.888559 165.861285 \nL 153.219137 165.861285 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path clip-path=\"url(#p24ff5bc772)\" d=\"M 187.805914 235.238437 \nL 215.475336 235.238437 \nL 215.475336 98.573988 \nL 187.805914 98.573988 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path clip-path=\"url(#p24ff5bc772)\" d=\"M 222.392691 235.238437 \nL 250.062113 235.238437 \nL 250.062113 118.330949 \nL 222.392691 118.330949 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path clip-path=\"url(#p24ff5bc772)\" d=\"M 256.979468 235.238437 \nL 284.648889 235.238437 \nL 284.648889 177.077149 \nL 256.979468 177.077149 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path clip-path=\"url(#p24ff5bc772)\" d=\"M 291.566245 235.238437 \nL 319.235666 235.238437 \nL 319.235666 28.152723 \nL 291.566245 28.152723 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path clip-path=\"url(#p24ff5bc772)\" d=\"M 326.153022 235.238437 \nL 353.822443 235.238437 \nL 353.822443 166.368084 \nL 326.153022 166.368084 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m1ba82e2bc2\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"63.293518\" xlink:href=\"#m1ba82e2bc2\" y=\"235.238437\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!--  Atlanta -->\n      <g transform=\"translate(65.501018 273.483437)rotate(-90)scale(0.08 -0.08)\">\n       <defs>\n        <path id=\"DejaVuSans-32\"/>\n        <path d=\"M 34.1875 63.1875 \nL 20.796875 26.90625 \nL 47.609375 26.90625 \nz\nM 28.609375 72.90625 \nL 39.796875 72.90625 \nL 67.578125 0 \nL 57.328125 0 \nL 50.6875 18.703125 \nL 17.828125 18.703125 \nL 11.1875 0 \nL 0.78125 0 \nz\n\" id=\"DejaVuSans-65\"/>\n        <path d=\"M 18.3125 70.21875 \nL 18.3125 54.6875 \nL 36.8125 54.6875 \nL 36.8125 47.703125 \nL 18.3125 47.703125 \nL 18.3125 18.015625 \nQ 18.3125 11.328125 20.140625 9.421875 \nQ 21.96875 7.515625 27.59375 7.515625 \nL 36.8125 7.515625 \nL 36.8125 0 \nL 27.59375 0 \nQ 17.1875 0 13.234375 3.875 \nQ 9.28125 7.765625 9.28125 18.015625 \nL 9.28125 47.703125 \nL 2.6875 47.703125 \nL 2.6875 54.6875 \nL 9.28125 54.6875 \nL 9.28125 70.21875 \nz\n\" id=\"DejaVuSans-116\"/>\n        <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n        <path d=\"M 34.28125 27.484375 \nQ 23.390625 27.484375 19.1875 25 \nQ 14.984375 22.515625 14.984375 16.5 \nQ 14.984375 11.71875 18.140625 8.90625 \nQ 21.296875 6.109375 26.703125 6.109375 \nQ 34.1875 6.109375 38.703125 11.40625 \nQ 43.21875 16.703125 43.21875 25.484375 \nL 43.21875 27.484375 \nz\nM 52.203125 31.203125 \nL 52.203125 0 \nL 43.21875 0 \nL 43.21875 8.296875 \nQ 40.140625 3.328125 35.546875 0.953125 \nQ 30.953125 -1.421875 24.3125 -1.421875 \nQ 15.921875 -1.421875 10.953125 3.296875 \nQ 6 8.015625 6 15.921875 \nQ 6 25.140625 12.171875 29.828125 \nQ 18.359375 34.515625 30.609375 34.515625 \nL 43.21875 34.515625 \nL 43.21875 35.40625 \nQ 43.21875 41.609375 39.140625 45 \nQ 35.0625 48.390625 27.6875 48.390625 \nQ 23 48.390625 18.546875 47.265625 \nQ 14.109375 46.140625 10.015625 43.890625 \nL 10.015625 52.203125 \nQ 14.9375 54.109375 19.578125 55.046875 \nQ 24.21875 56 28.609375 56 \nQ 40.484375 56 46.34375 49.84375 \nQ 52.203125 43.703125 52.203125 31.203125 \nz\n\" id=\"DejaVuSans-97\"/>\n        <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-110\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"31.787109\" xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"98.445312\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"137.654297\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"165.4375\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"226.716797\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"290.095703\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"329.304688\" xlink:href=\"#DejaVuSans-97\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"97.880294\" xlink:href=\"#m1ba82e2bc2\" y=\"235.238437\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!--  Austin -->\n      <g transform=\"translate(100.087794 269.919687)rotate(-90)scale(0.08 -0.08)\">\n       <defs>\n        <path d=\"M 8.5 21.578125 \nL 8.5 54.6875 \nL 17.484375 54.6875 \nL 17.484375 21.921875 \nQ 17.484375 14.15625 20.5 10.265625 \nQ 23.53125 6.390625 29.59375 6.390625 \nQ 36.859375 6.390625 41.078125 11.03125 \nQ 45.3125 15.671875 45.3125 23.6875 \nL 45.3125 54.6875 \nL 54.296875 54.6875 \nL 54.296875 0 \nL 45.3125 0 \nL 45.3125 8.40625 \nQ 42.046875 3.421875 37.71875 1 \nQ 33.40625 -1.421875 27.6875 -1.421875 \nQ 18.265625 -1.421875 13.375 4.4375 \nQ 8.5 10.296875 8.5 21.578125 \nz\nM 31.109375 56 \nz\n\" id=\"DejaVuSans-117\"/>\n        <path d=\"M 44.28125 53.078125 \nL 44.28125 44.578125 \nQ 40.484375 46.53125 36.375 47.5 \nQ 32.28125 48.484375 27.875 48.484375 \nQ 21.1875 48.484375 17.84375 46.4375 \nQ 14.5 44.390625 14.5 40.28125 \nQ 14.5 37.15625 16.890625 35.375 \nQ 19.28125 33.59375 26.515625 31.984375 \nL 29.59375 31.296875 \nQ 39.15625 29.25 43.1875 25.515625 \nQ 47.21875 21.78125 47.21875 15.09375 \nQ 47.21875 7.46875 41.1875 3.015625 \nQ 35.15625 -1.421875 24.609375 -1.421875 \nQ 20.21875 -1.421875 15.453125 -0.5625 \nQ 10.6875 0.296875 5.421875 2 \nL 5.421875 11.28125 \nQ 10.40625 8.6875 15.234375 7.390625 \nQ 20.0625 6.109375 24.8125 6.109375 \nQ 31.15625 6.109375 34.5625 8.28125 \nQ 37.984375 10.453125 37.984375 14.40625 \nQ 37.984375 18.0625 35.515625 20.015625 \nQ 33.0625 21.96875 24.703125 23.78125 \nL 21.578125 24.515625 \nQ 13.234375 26.265625 9.515625 29.90625 \nQ 5.8125 33.546875 5.8125 39.890625 \nQ 5.8125 47.609375 11.28125 51.796875 \nQ 16.75 56 26.8125 56 \nQ 31.78125 56 36.171875 55.265625 \nQ 40.578125 54.546875 44.28125 53.078125 \nz\n\" id=\"DejaVuSans-115\"/>\n        <path d=\"M 9.421875 54.6875 \nL 18.40625 54.6875 \nL 18.40625 0 \nL 9.421875 0 \nz\nM 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 64.59375 \nL 9.421875 64.59375 \nz\n\" id=\"DejaVuSans-105\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"31.787109\" xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"100.195312\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"163.574219\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"215.673828\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"254.882812\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"282.666016\" xlink:href=\"#DejaVuSans-110\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"132.467071\" xlink:href=\"#m1ba82e2bc2\" y=\"235.238437\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!--  Boston -->\n      <g transform=\"translate(134.674571 272.433437)rotate(-90)scale(0.08 -0.08)\">\n       <defs>\n        <path d=\"M 19.671875 34.8125 \nL 19.671875 8.109375 \nL 35.5 8.109375 \nQ 43.453125 8.109375 47.28125 11.40625 \nQ 51.125 14.703125 51.125 21.484375 \nQ 51.125 28.328125 47.28125 31.5625 \nQ 43.453125 34.8125 35.5 34.8125 \nz\nM 19.671875 64.796875 \nL 19.671875 42.828125 \nL 34.28125 42.828125 \nQ 41.5 42.828125 45.03125 45.53125 \nQ 48.578125 48.25 48.578125 53.8125 \nQ 48.578125 59.328125 45.03125 62.0625 \nQ 41.5 64.796875 34.28125 64.796875 \nz\nM 9.8125 72.90625 \nL 35.015625 72.90625 \nQ 46.296875 72.90625 52.390625 68.21875 \nQ 58.5 63.53125 58.5 54.890625 \nQ 58.5 48.1875 55.375 44.234375 \nQ 52.25 40.28125 46.1875 39.3125 \nQ 53.46875 37.75 57.5 32.78125 \nQ 61.53125 27.828125 61.53125 20.40625 \nQ 61.53125 10.640625 54.890625 5.3125 \nQ 48.25 0 35.984375 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-66\"/>\n        <path d=\"M 30.609375 48.390625 \nQ 23.390625 48.390625 19.1875 42.75 \nQ 14.984375 37.109375 14.984375 27.296875 \nQ 14.984375 17.484375 19.15625 11.84375 \nQ 23.34375 6.203125 30.609375 6.203125 \nQ 37.796875 6.203125 41.984375 11.859375 \nQ 46.1875 17.53125 46.1875 27.296875 \nQ 46.1875 37.015625 41.984375 42.703125 \nQ 37.796875 48.390625 30.609375 48.390625 \nz\nM 30.609375 56 \nQ 42.328125 56 49.015625 48.375 \nQ 55.71875 40.765625 55.71875 27.296875 \nQ 55.71875 13.875 49.015625 6.21875 \nQ 42.328125 -1.421875 30.609375 -1.421875 \nQ 18.84375 -1.421875 12.171875 6.21875 \nQ 5.515625 13.875 5.515625 27.296875 \nQ 5.515625 40.765625 12.171875 48.375 \nQ 18.84375 56 30.609375 56 \nz\n\" id=\"DejaVuSans-111\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"31.787109\" xlink:href=\"#DejaVuSans-66\"/>\n       <use x=\"100.390625\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"161.572266\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"213.671875\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"252.880859\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"314.0625\" xlink:href=\"#DejaVuSans-110\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"167.053848\" xlink:href=\"#m1ba82e2bc2\" y=\"235.238437\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!--  Dallas -->\n      <g transform=\"translate(169.261348 269.358437)rotate(-90)scale(0.08 -0.08)\">\n       <defs>\n        <path d=\"M 19.671875 64.796875 \nL 19.671875 8.109375 \nL 31.59375 8.109375 \nQ 46.6875 8.109375 53.6875 14.9375 \nQ 60.6875 21.78125 60.6875 36.53125 \nQ 60.6875 51.171875 53.6875 57.984375 \nQ 46.6875 64.796875 31.59375 64.796875 \nz\nM 9.8125 72.90625 \nL 30.078125 72.90625 \nQ 51.265625 72.90625 61.171875 64.09375 \nQ 71.09375 55.28125 71.09375 36.53125 \nQ 71.09375 17.671875 61.125 8.828125 \nQ 51.171875 0 30.078125 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-68\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"31.787109\" xlink:href=\"#DejaVuSans-68\"/>\n       <use x=\"108.789062\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"170.068359\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"197.851562\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"225.634766\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"286.914062\" xlink:href=\"#DejaVuSans-115\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"201.640625\" xlink:href=\"#m1ba82e2bc2\" y=\"235.238437\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!--  Los Angeles -->\n      <g transform=\"translate(203.848125 292.559687)rotate(-90)scale(0.08 -0.08)\">\n       <defs>\n        <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 8.296875 \nL 55.171875 8.296875 \nL 55.171875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-76\"/>\n        <path d=\"M 45.40625 27.984375 \nQ 45.40625 37.75 41.375 43.109375 \nQ 37.359375 48.484375 30.078125 48.484375 \nQ 22.859375 48.484375 18.828125 43.109375 \nQ 14.796875 37.75 14.796875 27.984375 \nQ 14.796875 18.265625 18.828125 12.890625 \nQ 22.859375 7.515625 30.078125 7.515625 \nQ 37.359375 7.515625 41.375 12.890625 \nQ 45.40625 18.265625 45.40625 27.984375 \nz\nM 54.390625 6.78125 \nQ 54.390625 -7.171875 48.1875 -13.984375 \nQ 42 -20.796875 29.203125 -20.796875 \nQ 24.46875 -20.796875 20.265625 -20.09375 \nQ 16.0625 -19.390625 12.109375 -17.921875 \nL 12.109375 -9.1875 \nQ 16.0625 -11.328125 19.921875 -12.34375 \nQ 23.78125 -13.375 27.78125 -13.375 \nQ 36.625 -13.375 41.015625 -8.765625 \nQ 45.40625 -4.15625 45.40625 5.171875 \nL 45.40625 9.625 \nQ 42.625 4.78125 38.28125 2.390625 \nQ 33.9375 0 27.875 0 \nQ 17.828125 0 11.671875 7.65625 \nQ 5.515625 15.328125 5.515625 27.984375 \nQ 5.515625 40.671875 11.671875 48.328125 \nQ 17.828125 56 27.875 56 \nQ 33.9375 56 38.28125 53.609375 \nQ 42.625 51.21875 45.40625 46.390625 \nL 45.40625 54.6875 \nL 54.390625 54.6875 \nz\n\" id=\"DejaVuSans-103\"/>\n        <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"31.787109\" xlink:href=\"#DejaVuSans-76\"/>\n       <use x=\"85.75\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"146.931641\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"199.03125\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"230.818359\" xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"299.226562\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"362.605469\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"426.082031\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"487.605469\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"515.388672\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"576.912109\" xlink:href=\"#DejaVuSans-115\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"236.227402\" xlink:href=\"#m1ba82e2bc2\" y=\"235.238437\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!--  New York City -->\n      <g transform=\"translate(238.434902 299.638437)rotate(-90)scale(0.08 -0.08)\">\n       <defs>\n        <path d=\"M 9.8125 72.90625 \nL 23.09375 72.90625 \nL 55.421875 11.921875 \nL 55.421875 72.90625 \nL 64.984375 72.90625 \nL 64.984375 0 \nL 51.703125 0 \nL 19.390625 60.984375 \nL 19.390625 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-78\"/>\n        <path d=\"M 4.203125 54.6875 \nL 13.1875 54.6875 \nL 24.421875 12.015625 \nL 35.59375 54.6875 \nL 46.1875 54.6875 \nL 57.421875 12.015625 \nL 68.609375 54.6875 \nL 77.59375 54.6875 \nL 63.28125 0 \nL 52.6875 0 \nL 40.921875 44.828125 \nL 29.109375 0 \nL 18.5 0 \nz\n\" id=\"DejaVuSans-119\"/>\n        <path d=\"M -0.203125 72.90625 \nL 10.40625 72.90625 \nL 30.609375 42.921875 \nL 50.6875 72.90625 \nL 61.28125 72.90625 \nL 35.5 34.71875 \nL 35.5 0 \nL 25.59375 0 \nL 25.59375 34.71875 \nz\n\" id=\"DejaVuSans-89\"/>\n        <path d=\"M 41.109375 46.296875 \nQ 39.59375 47.171875 37.8125 47.578125 \nQ 36.03125 48 33.890625 48 \nQ 26.265625 48 22.1875 43.046875 \nQ 18.109375 38.09375 18.109375 28.8125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 20.953125 51.171875 25.484375 53.578125 \nQ 30.03125 56 36.53125 56 \nQ 37.453125 56 38.578125 55.875 \nQ 39.703125 55.765625 41.0625 55.515625 \nz\n\" id=\"DejaVuSans-114\"/>\n        <path d=\"M 9.078125 75.984375 \nL 18.109375 75.984375 \nL 18.109375 31.109375 \nL 44.921875 54.6875 \nL 56.390625 54.6875 \nL 27.390625 29.109375 \nL 57.625 0 \nL 45.90625 0 \nL 18.109375 26.703125 \nL 18.109375 0 \nL 9.078125 0 \nz\n\" id=\"DejaVuSans-107\"/>\n        <path d=\"M 64.40625 67.28125 \nL 64.40625 56.890625 \nQ 59.421875 61.53125 53.78125 63.8125 \nQ 48.140625 66.109375 41.796875 66.109375 \nQ 29.296875 66.109375 22.65625 58.46875 \nQ 16.015625 50.828125 16.015625 36.375 \nQ 16.015625 21.96875 22.65625 14.328125 \nQ 29.296875 6.6875 41.796875 6.6875 \nQ 48.140625 6.6875 53.78125 8.984375 \nQ 59.421875 11.28125 64.40625 15.921875 \nL 64.40625 5.609375 \nQ 59.234375 2.09375 53.4375 0.328125 \nQ 47.65625 -1.421875 41.21875 -1.421875 \nQ 24.65625 -1.421875 15.125 8.703125 \nQ 5.609375 18.84375 5.609375 36.375 \nQ 5.609375 53.953125 15.125 64.078125 \nQ 24.65625 74.21875 41.21875 74.21875 \nQ 47.75 74.21875 53.53125 72.484375 \nQ 59.328125 70.75 64.40625 67.28125 \nz\n\" id=\"DejaVuSans-67\"/>\n        <path d=\"M 32.171875 -5.078125 \nQ 28.375 -14.84375 24.75 -17.8125 \nQ 21.140625 -20.796875 15.09375 -20.796875 \nL 7.90625 -20.796875 \nL 7.90625 -13.28125 \nL 13.1875 -13.28125 \nQ 16.890625 -13.28125 18.9375 -11.515625 \nQ 21 -9.765625 23.484375 -3.21875 \nL 25.09375 0.875 \nL 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 11.921875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nz\n\" id=\"DejaVuSans-121\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"31.787109\" xlink:href=\"#DejaVuSans-78\"/>\n       <use x=\"106.591797\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"168.115234\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"249.902344\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"281.689453\" xlink:href=\"#DejaVuSans-89\"/>\n       <use x=\"329.523438\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"390.705078\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"431.818359\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"489.728516\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"521.515625\" xlink:href=\"#DejaVuSans-67\"/>\n       <use x=\"591.339844\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"619.123047\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"658.332031\" xlink:href=\"#DejaVuSans-121\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"270.814179\" xlink:href=\"#m1ba82e2bc2\" y=\"235.238437\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!--  Portland -->\n      <g transform=\"translate(273.021679 277.908437)rotate(-90)scale(0.08 -0.08)\">\n       <defs>\n        <path d=\"M 19.671875 64.796875 \nL 19.671875 37.40625 \nL 32.078125 37.40625 \nQ 38.96875 37.40625 42.71875 40.96875 \nQ 46.484375 44.53125 46.484375 51.125 \nQ 46.484375 57.671875 42.71875 61.234375 \nQ 38.96875 64.796875 32.078125 64.796875 \nz\nM 9.8125 72.90625 \nL 32.078125 72.90625 \nQ 44.34375 72.90625 50.609375 67.359375 \nQ 56.890625 61.8125 56.890625 51.125 \nQ 56.890625 40.328125 50.609375 34.8125 \nQ 44.34375 29.296875 32.078125 29.296875 \nL 19.671875 29.296875 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-80\"/>\n        <path d=\"M 45.40625 46.390625 \nL 45.40625 75.984375 \nL 54.390625 75.984375 \nL 54.390625 0 \nL 45.40625 0 \nL 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nz\nM 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\n\" id=\"DejaVuSans-100\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"31.787109\" xlink:href=\"#DejaVuSans-80\"/>\n       <use x=\"88.464844\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"149.646484\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"190.759766\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"229.96875\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"257.751953\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"319.03125\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"382.410156\" xlink:href=\"#DejaVuSans-100\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"305.400956\" xlink:href=\"#m1ba82e2bc2\" y=\"235.238437\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!--  San Francisco -->\n      <g transform=\"translate(307.608456 299.739687)rotate(-90)scale(0.08 -0.08)\">\n       <defs>\n        <path d=\"M 53.515625 70.515625 \nL 53.515625 60.890625 \nQ 47.90625 63.578125 42.921875 64.890625 \nQ 37.9375 66.21875 33.296875 66.21875 \nQ 25.25 66.21875 20.875 63.09375 \nQ 16.5 59.96875 16.5 54.203125 \nQ 16.5 49.359375 19.40625 46.890625 \nQ 22.3125 44.4375 30.421875 42.921875 \nL 36.375 41.703125 \nQ 47.40625 39.59375 52.65625 34.296875 \nQ 57.90625 29 57.90625 20.125 \nQ 57.90625 9.515625 50.796875 4.046875 \nQ 43.703125 -1.421875 29.984375 -1.421875 \nQ 24.8125 -1.421875 18.96875 -0.25 \nQ 13.140625 0.921875 6.890625 3.21875 \nL 6.890625 13.375 \nQ 12.890625 10.015625 18.65625 8.296875 \nQ 24.421875 6.59375 29.984375 6.59375 \nQ 38.421875 6.59375 43.015625 9.90625 \nQ 47.609375 13.234375 47.609375 19.390625 \nQ 47.609375 24.75 44.3125 27.78125 \nQ 41.015625 30.8125 33.5 32.328125 \nL 27.484375 33.5 \nQ 16.453125 35.6875 11.515625 40.375 \nQ 6.59375 45.0625 6.59375 53.421875 \nQ 6.59375 63.09375 13.40625 68.65625 \nQ 20.21875 74.21875 32.171875 74.21875 \nQ 37.3125 74.21875 42.625 73.28125 \nQ 47.953125 72.359375 53.515625 70.515625 \nz\n\" id=\"DejaVuSans-83\"/>\n        <path d=\"M 9.8125 72.90625 \nL 51.703125 72.90625 \nL 51.703125 64.59375 \nL 19.671875 64.59375 \nL 19.671875 43.109375 \nL 48.578125 43.109375 \nL 48.578125 34.8125 \nL 19.671875 34.8125 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-70\"/>\n        <path d=\"M 48.78125 52.59375 \nL 48.78125 44.1875 \nQ 44.96875 46.296875 41.140625 47.34375 \nQ 37.3125 48.390625 33.40625 48.390625 \nQ 24.65625 48.390625 19.8125 42.84375 \nQ 14.984375 37.3125 14.984375 27.296875 \nQ 14.984375 17.28125 19.8125 11.734375 \nQ 24.65625 6.203125 33.40625 6.203125 \nQ 37.3125 6.203125 41.140625 7.25 \nQ 44.96875 8.296875 48.78125 10.40625 \nL 48.78125 2.09375 \nQ 45.015625 0.34375 40.984375 -0.53125 \nQ 36.96875 -1.421875 32.421875 -1.421875 \nQ 20.0625 -1.421875 12.78125 6.34375 \nQ 5.515625 14.109375 5.515625 27.296875 \nQ 5.515625 40.671875 12.859375 48.328125 \nQ 20.21875 56 33.015625 56 \nQ 37.15625 56 41.109375 55.140625 \nQ 45.0625 54.296875 48.78125 52.59375 \nz\n\" id=\"DejaVuSans-99\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"31.787109\" xlink:href=\"#DejaVuSans-83\"/>\n       <use x=\"95.263672\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"156.542969\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"219.921875\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"251.708984\" xlink:href=\"#DejaVuSans-70\"/>\n       <use x=\"301.978516\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"343.091797\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"404.371094\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"467.75\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"522.730469\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"550.513672\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"602.613281\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"657.59375\" xlink:href=\"#DejaVuSans-111\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_9\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"339.987732\" xlink:href=\"#m1ba82e2bc2\" y=\"235.238437\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!--  Seattle -->\n      <g transform=\"translate(342.195232 273.102187)rotate(-90)scale(0.08 -0.08)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"31.787109\" xlink:href=\"#DejaVuSans-83\"/>\n       <use x=\"95.263672\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"156.787109\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"218.066406\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"257.275391\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"296.484375\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"324.267578\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_10\">\n     <!-- Cities -->\n     <g transform=\"translate(187.729688 311.338125)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-67\"/>\n      <use x=\"69.824219\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"97.607422\" xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"136.816406\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"164.599609\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"226.123047\" xlink:href=\"#DejaVuSans-115\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_10\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m2f9d1f597b\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.240625\" xlink:href=\"#m2f9d1f597b\" y=\"235.238437\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0 -->\n      <g transform=\"translate(20.878125 239.037656)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.240625\" xlink:href=\"#m2f9d1f597b\" y=\"210.174216\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 1 -->\n      <g transform=\"translate(20.878125 213.973434)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.240625\" xlink:href=\"#m2f9d1f597b\" y=\"185.109994\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 2 -->\n      <g transform=\"translate(20.878125 188.909212)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.240625\" xlink:href=\"#m2f9d1f597b\" y=\"160.045772\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 3 -->\n      <g transform=\"translate(20.878125 163.844991)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.240625\" xlink:href=\"#m2f9d1f597b\" y=\"134.98155\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 4 -->\n      <g transform=\"translate(20.878125 138.780769)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.240625\" xlink:href=\"#m2f9d1f597b\" y=\"109.917328\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- 5 -->\n      <g transform=\"translate(20.878125 113.716547)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.240625\" xlink:href=\"#m2f9d1f597b\" y=\"84.853106\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- 6 -->\n      <g transform=\"translate(20.878125 88.652325)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.240625\" xlink:href=\"#m2f9d1f597b\" y=\"59.788884\"/>\n      </g>\n     </g>\n     <g id=\"text_18\">\n      <!-- 7 -->\n      <g transform=\"translate(20.878125 63.588103)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 8.203125 72.90625 \nL 55.078125 72.90625 \nL 55.078125 68.703125 \nL 28.609375 0 \nL 18.3125 0 \nL 43.21875 64.59375 \nL 8.203125 64.59375 \nz\n\" id=\"DejaVuSans-55\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.240625\" xlink:href=\"#m2f9d1f597b\" y=\"34.724662\"/>\n      </g>\n     </g>\n     <g id=\"text_19\">\n      <!-- 8 -->\n      <g transform=\"translate(20.878125 38.523881)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_20\">\n     <!-- Sales in USD -->\n     <g transform=\"translate(14.798437 158.246562)rotate(-90)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 8.6875 72.90625 \nL 18.609375 72.90625 \nL 18.609375 28.609375 \nQ 18.609375 16.890625 22.84375 11.734375 \nQ 27.09375 6.59375 36.625 6.59375 \nQ 46.09375 6.59375 50.34375 11.734375 \nQ 54.59375 16.890625 54.59375 28.609375 \nL 54.59375 72.90625 \nL 64.5 72.90625 \nL 64.5 27.390625 \nQ 64.5 13.140625 57.4375 5.859375 \nQ 50.390625 -1.421875 36.625 -1.421875 \nQ 22.796875 -1.421875 15.734375 5.859375 \nQ 8.6875 13.140625 8.6875 27.390625 \nz\n\" id=\"DejaVuSans-85\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-83\"/>\n      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"124.755859\" xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"152.539062\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"214.0625\" xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"266.162109\" xlink:href=\"#DejaVuSans-32\"/>\n      <use x=\"297.949219\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"325.732422\" xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"389.111328\" xlink:href=\"#DejaVuSans-32\"/>\n      <use x=\"420.898438\" xlink:href=\"#DejaVuSans-85\"/>\n      <use x=\"494.091797\" xlink:href=\"#DejaVuSans-83\"/>\n      <use x=\"557.568359\" xlink:href=\"#DejaVuSans-68\"/>\n     </g>\n    </g>\n    <g id=\"text_21\">\n     <!-- 1e6 -->\n     <g transform=\"translate(34.240625 14.798437)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-49\"/>\n      <use x=\"63.623047\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"125.146484\" xlink:href=\"#DejaVuSans-54\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_12\">\n    <path d=\"M 34.240625 235.238437 \nL 34.240625 17.798437 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_13\">\n    <path d=\"M 369.040625 235.238437 \nL 369.040625 17.798437 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_14\">\n    <path d=\"M 34.240625 235.238437 \nL 369.040625 235.238437 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_15\">\n    <path d=\"M 34.240625 17.798437 \nL 369.040625 17.798437 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p24ff5bc772\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"34.240625\" y=\"17.798437\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "address_to_city = lambda address:address.split(',')[1]\n",
    "df['City'] = df['Purchase Address'].apply(address_to_city)\n",
    "df.groupby('City').sum()['Sales']\n",
    "sales_value_city = df.groupby('City').sum()['Sales']\n",
    "cities = [city for city, sales in sales_value_city.items()]\n",
    "plt.bar(x=cities, height=sales_value_city)\n",
    "plt.xticks(cities, rotation=90, size=8)\n",
    "plt.xlabel('Cities')\n",
    "plt.ylabel('Sales in USD')\n",
    "plt.show()"
   ]
  },
  {
   "source": [
    "### Task 3.3: What time should we display ads to maximize the likelihood of customer’s buying product?"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"262.698125pt\" version=\"1.1\" viewBox=\"0 0 401.690625 262.698125\" width=\"401.690625pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-05-13T20:36:29.850241</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 262.698125 \nL 401.690625 262.698125 \nL 401.690625 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 59.690625 224.64 \nL 394.490625 224.64 \nL 394.490625 7.2 \nL 59.690625 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <path clip-path=\"url(#p8b230fc7ed)\" d=\"M 74.908807 224.64 \nL 74.908807 7.2 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_2\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"md7ba907ec3\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"74.908807\" xlink:href=\"#md7ba907ec3\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <g transform=\"translate(77.116307 236.73)rotate(-90)scale(0.08 -0.08)\">\n       <defs>\n        <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_3\">\n      <path clip-path=\"url(#p8b230fc7ed)\" d=\"M 88.142008 224.64 \nL 88.142008 7.2 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"88.142008\" xlink:href=\"#md7ba907ec3\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 1 -->\n      <g transform=\"translate(90.349508 236.73)rotate(-90)scale(0.08 -0.08)\">\n       <defs>\n        <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_5\">\n      <path clip-path=\"url(#p8b230fc7ed)\" d=\"M 101.37521 224.64 \nL 101.37521 7.2 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"101.37521\" xlink:href=\"#md7ba907ec3\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 2 -->\n      <g transform=\"translate(103.58271 236.73)rotate(-90)scale(0.08 -0.08)\">\n       <defs>\n        <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_7\">\n      <path clip-path=\"url(#p8b230fc7ed)\" d=\"M 114.608412 224.64 \nL 114.608412 7.2 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.608412\" xlink:href=\"#md7ba907ec3\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 3 -->\n      <g transform=\"translate(116.815912 236.73)rotate(-90)scale(0.08 -0.08)\">\n       <defs>\n        <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_9\">\n      <path clip-path=\"url(#p8b230fc7ed)\" d=\"M 127.841613 224.64 \nL 127.841613 7.2 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"127.841613\" xlink:href=\"#md7ba907ec3\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 4 -->\n      <g transform=\"translate(130.049113 236.73)rotate(-90)scale(0.08 -0.08)\">\n       <defs>\n        <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_11\">\n      <path clip-path=\"url(#p8b230fc7ed)\" d=\"M 141.074815 224.64 \nL 141.074815 7.2 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"141.074815\" xlink:href=\"#md7ba907ec3\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 5 -->\n      <g transform=\"translate(143.282315 236.73)rotate(-90)scale(0.08 -0.08)\">\n       <defs>\n        <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_13\">\n      <path clip-path=\"url(#p8b230fc7ed)\" d=\"M 154.308016 224.64 \nL 154.308016 7.2 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"154.308016\" xlink:href=\"#md7ba907ec3\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 6 -->\n      <g transform=\"translate(156.515516 236.73)rotate(-90)scale(0.08 -0.08)\">\n       <defs>\n        <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_15\">\n      <path clip-path=\"url(#p8b230fc7ed)\" d=\"M 167.541218 224.64 \nL 167.541218 7.2 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"167.541218\" xlink:href=\"#md7ba907ec3\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 7 -->\n      <g transform=\"translate(169.748718 236.73)rotate(-90)scale(0.08 -0.08)\">\n       <defs>\n        <path d=\"M 8.203125 72.90625 \nL 55.078125 72.90625 \nL 55.078125 68.703125 \nL 28.609375 0 \nL 18.3125 0 \nL 43.21875 64.59375 \nL 8.203125 64.59375 \nz\n\" id=\"DejaVuSans-55\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_9\">\n     <g id=\"line2d_17\">\n      <path clip-path=\"url(#p8b230fc7ed)\" d=\"M 180.774419 224.64 \nL 180.774419 7.2 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"180.774419\" xlink:href=\"#md7ba907ec3\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 8 -->\n      <g transform=\"translate(182.981919 236.73)rotate(-90)scale(0.08 -0.08)\">\n       <defs>\n        <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_19\">\n      <path clip-path=\"url(#p8b230fc7ed)\" d=\"M 194.007621 224.64 \nL 194.007621 7.2 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"194.007621\" xlink:href=\"#md7ba907ec3\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 9 -->\n      <g transform=\"translate(196.215121 236.73)rotate(-90)scale(0.08 -0.08)\">\n       <defs>\n        <path d=\"M 10.984375 1.515625 \nL 10.984375 10.5 \nQ 14.703125 8.734375 18.5 7.8125 \nQ 22.3125 6.890625 25.984375 6.890625 \nQ 35.75 6.890625 40.890625 13.453125 \nQ 46.046875 20.015625 46.78125 33.40625 \nQ 43.953125 29.203125 39.59375 26.953125 \nQ 35.25 24.703125 29.984375 24.703125 \nQ 19.046875 24.703125 12.671875 31.3125 \nQ 6.296875 37.9375 6.296875 49.421875 \nQ 6.296875 60.640625 12.9375 67.421875 \nQ 19.578125 74.21875 30.609375 74.21875 \nQ 43.265625 74.21875 49.921875 64.515625 \nQ 56.59375 54.828125 56.59375 36.375 \nQ 56.59375 19.140625 48.40625 8.859375 \nQ 40.234375 -1.421875 26.421875 -1.421875 \nQ 22.703125 -1.421875 18.890625 -0.6875 \nQ 15.09375 0.046875 10.984375 1.515625 \nz\nM 30.609375 32.421875 \nQ 37.25 32.421875 41.125 36.953125 \nQ 45.015625 41.5 45.015625 49.421875 \nQ 45.015625 57.28125 41.125 61.84375 \nQ 37.25 66.40625 30.609375 66.40625 \nQ 23.96875 66.40625 20.09375 61.84375 \nQ 16.21875 57.28125 16.21875 49.421875 \nQ 16.21875 41.5 20.09375 36.953125 \nQ 23.96875 32.421875 30.609375 32.421875 \nz\n\" id=\"DejaVuSans-57\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_11\">\n     <g id=\"line2d_21\">\n      <path clip-path=\"url(#p8b230fc7ed)\" d=\"M 207.240823 224.64 \nL 207.240823 7.2 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_22\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"207.240823\" xlink:href=\"#md7ba907ec3\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 10 -->\n      <g transform=\"translate(209.448323 241.82)rotate(-90)scale(0.08 -0.08)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_23\">\n      <path clip-path=\"url(#p8b230fc7ed)\" d=\"M 220.474024 224.64 \nL 220.474024 7.2 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"220.474024\" xlink:href=\"#md7ba907ec3\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 11 -->\n      <g transform=\"translate(222.681524 241.82)rotate(-90)scale(0.08 -0.08)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_13\">\n     <g id=\"line2d_25\">\n      <path clip-path=\"url(#p8b230fc7ed)\" d=\"M 233.707226 224.64 \nL 233.707226 7.2 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"233.707226\" xlink:href=\"#md7ba907ec3\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 12 -->\n      <g transform=\"translate(235.914726 241.82)rotate(-90)scale(0.08 -0.08)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_14\">\n     <g id=\"line2d_27\">\n      <path clip-path=\"url(#p8b230fc7ed)\" d=\"M 246.940427 224.64 \nL 246.940427 7.2 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_28\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"246.940427\" xlink:href=\"#md7ba907ec3\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 13 -->\n      <g transform=\"translate(249.147927 241.82)rotate(-90)scale(0.08 -0.08)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_15\">\n     <g id=\"line2d_29\">\n      <path clip-path=\"url(#p8b230fc7ed)\" d=\"M 260.173629 224.64 \nL 260.173629 7.2 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_30\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"260.173629\" xlink:href=\"#md7ba907ec3\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 14 -->\n      <g transform=\"translate(262.381129 241.82)rotate(-90)scale(0.08 -0.08)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_16\">\n     <g id=\"line2d_31\">\n      <path clip-path=\"url(#p8b230fc7ed)\" d=\"M 273.406831 224.64 \nL 273.406831 7.2 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_32\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"273.406831\" xlink:href=\"#md7ba907ec3\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- 15 -->\n      <g transform=\"translate(275.614331 241.82)rotate(-90)scale(0.08 -0.08)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_17\">\n     <g id=\"line2d_33\">\n      <path clip-path=\"url(#p8b230fc7ed)\" d=\"M 286.640032 224.64 \nL 286.640032 7.2 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_34\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"286.640032\" xlink:href=\"#md7ba907ec3\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- 16 -->\n      <g transform=\"translate(288.847532 241.82)rotate(-90)scale(0.08 -0.08)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_18\">\n     <g id=\"line2d_35\">\n      <path clip-path=\"url(#p8b230fc7ed)\" d=\"M 299.873234 224.64 \nL 299.873234 7.2 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_36\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"299.873234\" xlink:href=\"#md7ba907ec3\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_18\">\n      <!-- 17 -->\n      <g transform=\"translate(302.080734 241.82)rotate(-90)scale(0.08 -0.08)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_19\">\n     <g id=\"line2d_37\">\n      <path clip-path=\"url(#p8b230fc7ed)\" d=\"M 313.106435 224.64 \nL 313.106435 7.2 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_38\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"313.106435\" xlink:href=\"#md7ba907ec3\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_19\">\n      <!-- 18 -->\n      <g transform=\"translate(315.313935 241.82)rotate(-90)scale(0.08 -0.08)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_20\">\n     <g id=\"line2d_39\">\n      <path clip-path=\"url(#p8b230fc7ed)\" d=\"M 326.339637 224.64 \nL 326.339637 7.2 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_40\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"326.339637\" xlink:href=\"#md7ba907ec3\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_20\">\n      <!-- 19 -->\n      <g transform=\"translate(328.547137 241.82)rotate(-90)scale(0.08 -0.08)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_21\">\n     <g id=\"line2d_41\">\n      <path clip-path=\"url(#p8b230fc7ed)\" d=\"M 339.572838 224.64 \nL 339.572838 7.2 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_42\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"339.572838\" xlink:href=\"#md7ba907ec3\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_21\">\n      <!-- 20 -->\n      <g transform=\"translate(341.780338 241.82)rotate(-90)scale(0.08 -0.08)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_22\">\n     <g id=\"line2d_43\">\n      <path clip-path=\"url(#p8b230fc7ed)\" d=\"M 352.80604 224.64 \nL 352.80604 7.2 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_44\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"352.80604\" xlink:href=\"#md7ba907ec3\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_22\">\n      <!-- 21 -->\n      <g transform=\"translate(355.01354 241.82)rotate(-90)scale(0.08 -0.08)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_23\">\n     <g id=\"line2d_45\">\n      <path clip-path=\"url(#p8b230fc7ed)\" d=\"M 366.039242 224.64 \nL 366.039242 7.2 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_46\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"366.039242\" xlink:href=\"#md7ba907ec3\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_23\">\n      <!-- 22 -->\n      <g transform=\"translate(368.246742 241.82)rotate(-90)scale(0.08 -0.08)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_24\">\n     <g id=\"line2d_47\">\n      <path clip-path=\"url(#p8b230fc7ed)\" d=\"M 379.272443 224.64 \nL 379.272443 7.2 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_48\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"379.272443\" xlink:href=\"#md7ba907ec3\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_24\">\n      <!-- 23 -->\n      <g transform=\"translate(381.479943 241.82)rotate(-90)scale(0.08 -0.08)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_25\">\n     <!-- Hours -->\n     <g transform=\"translate(212.442188 253.418438)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 43.015625 \nL 55.515625 43.015625 \nL 55.515625 72.90625 \nL 65.375 72.90625 \nL 65.375 0 \nL 55.515625 0 \nL 55.515625 34.71875 \nL 19.671875 34.71875 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-72\"/>\n       <path d=\"M 30.609375 48.390625 \nQ 23.390625 48.390625 19.1875 42.75 \nQ 14.984375 37.109375 14.984375 27.296875 \nQ 14.984375 17.484375 19.15625 11.84375 \nQ 23.34375 6.203125 30.609375 6.203125 \nQ 37.796875 6.203125 41.984375 11.859375 \nQ 46.1875 17.53125 46.1875 27.296875 \nQ 46.1875 37.015625 41.984375 42.703125 \nQ 37.796875 48.390625 30.609375 48.390625 \nz\nM 30.609375 56 \nQ 42.328125 56 49.015625 48.375 \nQ 55.71875 40.765625 55.71875 27.296875 \nQ 55.71875 13.875 49.015625 6.21875 \nQ 42.328125 -1.421875 30.609375 -1.421875 \nQ 18.84375 -1.421875 12.171875 6.21875 \nQ 5.515625 13.875 5.515625 27.296875 \nQ 5.515625 40.765625 12.171875 48.375 \nQ 18.84375 56 30.609375 56 \nz\n\" id=\"DejaVuSans-111\"/>\n       <path d=\"M 8.5 21.578125 \nL 8.5 54.6875 \nL 17.484375 54.6875 \nL 17.484375 21.921875 \nQ 17.484375 14.15625 20.5 10.265625 \nQ 23.53125 6.390625 29.59375 6.390625 \nQ 36.859375 6.390625 41.078125 11.03125 \nQ 45.3125 15.671875 45.3125 23.6875 \nL 45.3125 54.6875 \nL 54.296875 54.6875 \nL 54.296875 0 \nL 45.3125 0 \nL 45.3125 8.40625 \nQ 42.046875 3.421875 37.71875 1 \nQ 33.40625 -1.421875 27.6875 -1.421875 \nQ 18.265625 -1.421875 13.375 4.4375 \nQ 8.5 10.296875 8.5 21.578125 \nz\nM 31.109375 56 \nz\n\" id=\"DejaVuSans-117\"/>\n       <path d=\"M 41.109375 46.296875 \nQ 39.59375 47.171875 37.8125 47.578125 \nQ 36.03125 48 33.890625 48 \nQ 26.265625 48 22.1875 43.046875 \nQ 18.109375 38.09375 18.109375 28.8125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 20.953125 51.171875 25.484375 53.578125 \nQ 30.03125 56 36.53125 56 \nQ 37.453125 56 38.578125 55.875 \nQ 39.703125 55.765625 41.0625 55.515625 \nz\n\" id=\"DejaVuSans-114\"/>\n       <path d=\"M 44.28125 53.078125 \nL 44.28125 44.578125 \nQ 40.484375 46.53125 36.375 47.5 \nQ 32.28125 48.484375 27.875 48.484375 \nQ 21.1875 48.484375 17.84375 46.4375 \nQ 14.5 44.390625 14.5 40.28125 \nQ 14.5 37.15625 16.890625 35.375 \nQ 19.28125 33.59375 26.515625 31.984375 \nL 29.59375 31.296875 \nQ 39.15625 29.25 43.1875 25.515625 \nQ 47.21875 21.78125 47.21875 15.09375 \nQ 47.21875 7.46875 41.1875 3.015625 \nQ 35.15625 -1.421875 24.609375 -1.421875 \nQ 20.21875 -1.421875 15.453125 -0.5625 \nQ 10.6875 0.296875 5.421875 2 \nL 5.421875 11.28125 \nQ 10.40625 8.6875 15.234375 7.390625 \nQ 20.0625 6.109375 24.8125 6.109375 \nQ 31.15625 6.109375 34.5625 8.28125 \nQ 37.984375 10.453125 37.984375 14.40625 \nQ 37.984375 18.0625 35.515625 20.015625 \nQ 33.0625 21.96875 24.703125 23.78125 \nL 21.578125 24.515625 \nQ 13.234375 26.265625 9.515625 29.90625 \nQ 5.8125 33.546875 5.8125 39.890625 \nQ 5.8125 47.609375 11.28125 51.796875 \nQ 16.75 56 26.8125 56 \nQ 31.78125 56 36.171875 55.265625 \nQ 40.578125 54.546875 44.28125 53.078125 \nz\n\" id=\"DejaVuSans-115\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-72\"/>\n      <use x=\"75.195312\" xlink:href=\"#DejaVuSans-111\"/>\n      <use x=\"136.376953\" xlink:href=\"#DejaVuSans-117\"/>\n      <use x=\"199.755859\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"240.869141\" xlink:href=\"#DejaVuSans-115\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_49\">\n      <path clip-path=\"url(#p8b230fc7ed)\" d=\"M 59.690625 195.617767 \nL 394.490625 195.617767 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_50\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m34bd922b92\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"59.690625\" xlink:href=\"#m34bd922b92\" y=\"195.617767\"/>\n      </g>\n     </g>\n     <g id=\"text_26\">\n      <!-- 2000 -->\n      <g transform=\"translate(27.240625 199.416986)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_51\">\n      <path clip-path=\"url(#p8b230fc7ed)\" d=\"M 59.690625 162.874231 \nL 394.490625 162.874231 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_52\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"59.690625\" xlink:href=\"#m34bd922b92\" y=\"162.874231\"/>\n      </g>\n     </g>\n     <g id=\"text_27\">\n      <!-- 4000 -->\n      <g transform=\"translate(27.240625 166.673449)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_53\">\n      <path clip-path=\"url(#p8b230fc7ed)\" d=\"M 59.690625 130.130695 \nL 394.490625 130.130695 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_54\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"59.690625\" xlink:href=\"#m34bd922b92\" y=\"130.130695\"/>\n      </g>\n     </g>\n     <g id=\"text_28\">\n      <!-- 6000 -->\n      <g transform=\"translate(27.240625 133.929913)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-54\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_55\">\n      <path clip-path=\"url(#p8b230fc7ed)\" d=\"M 59.690625 97.387159 \nL 394.490625 97.387159 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_56\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"59.690625\" xlink:href=\"#m34bd922b92\" y=\"97.387159\"/>\n      </g>\n     </g>\n     <g id=\"text_29\">\n      <!-- 8000 -->\n      <g transform=\"translate(27.240625 101.186377)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-56\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_57\">\n      <path clip-path=\"url(#p8b230fc7ed)\" d=\"M 59.690625 64.643623 \nL 394.490625 64.643623 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_58\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"59.690625\" xlink:href=\"#m34bd922b92\" y=\"64.643623\"/>\n      </g>\n     </g>\n     <g id=\"text_30\">\n      <!-- 10000 -->\n      <g transform=\"translate(20.878125 68.442841)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_59\">\n      <path clip-path=\"url(#p8b230fc7ed)\" d=\"M 59.690625 31.900086 \nL 394.490625 31.900086 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_60\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"59.690625\" xlink:href=\"#m34bd922b92\" y=\"31.900086\"/>\n      </g>\n     </g>\n     <g id=\"text_31\">\n      <!-- 12000 -->\n      <g transform=\"translate(20.878125 35.699305)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_32\">\n     <!-- Sales in USD -->\n     <g transform=\"translate(14.798438 147.648125)rotate(-90)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 53.515625 70.515625 \nL 53.515625 60.890625 \nQ 47.90625 63.578125 42.921875 64.890625 \nQ 37.9375 66.21875 33.296875 66.21875 \nQ 25.25 66.21875 20.875 63.09375 \nQ 16.5 59.96875 16.5 54.203125 \nQ 16.5 49.359375 19.40625 46.890625 \nQ 22.3125 44.4375 30.421875 42.921875 \nL 36.375 41.703125 \nQ 47.40625 39.59375 52.65625 34.296875 \nQ 57.90625 29 57.90625 20.125 \nQ 57.90625 9.515625 50.796875 4.046875 \nQ 43.703125 -1.421875 29.984375 -1.421875 \nQ 24.8125 -1.421875 18.96875 -0.25 \nQ 13.140625 0.921875 6.890625 3.21875 \nL 6.890625 13.375 \nQ 12.890625 10.015625 18.65625 8.296875 \nQ 24.421875 6.59375 29.984375 6.59375 \nQ 38.421875 6.59375 43.015625 9.90625 \nQ 47.609375 13.234375 47.609375 19.390625 \nQ 47.609375 24.75 44.3125 27.78125 \nQ 41.015625 30.8125 33.5 32.328125 \nL 27.484375 33.5 \nQ 16.453125 35.6875 11.515625 40.375 \nQ 6.59375 45.0625 6.59375 53.421875 \nQ 6.59375 63.09375 13.40625 68.65625 \nQ 20.21875 74.21875 32.171875 74.21875 \nQ 37.3125 74.21875 42.625 73.28125 \nQ 47.953125 72.359375 53.515625 70.515625 \nz\n\" id=\"DejaVuSans-83\"/>\n       <path d=\"M 34.28125 27.484375 \nQ 23.390625 27.484375 19.1875 25 \nQ 14.984375 22.515625 14.984375 16.5 \nQ 14.984375 11.71875 18.140625 8.90625 \nQ 21.296875 6.109375 26.703125 6.109375 \nQ 34.1875 6.109375 38.703125 11.40625 \nQ 43.21875 16.703125 43.21875 25.484375 \nL 43.21875 27.484375 \nz\nM 52.203125 31.203125 \nL 52.203125 0 \nL 43.21875 0 \nL 43.21875 8.296875 \nQ 40.140625 3.328125 35.546875 0.953125 \nQ 30.953125 -1.421875 24.3125 -1.421875 \nQ 15.921875 -1.421875 10.953125 3.296875 \nQ 6 8.015625 6 15.921875 \nQ 6 25.140625 12.171875 29.828125 \nQ 18.359375 34.515625 30.609375 34.515625 \nL 43.21875 34.515625 \nL 43.21875 35.40625 \nQ 43.21875 41.609375 39.140625 45 \nQ 35.0625 48.390625 27.6875 48.390625 \nQ 23 48.390625 18.546875 47.265625 \nQ 14.109375 46.140625 10.015625 43.890625 \nL 10.015625 52.203125 \nQ 14.9375 54.109375 19.578125 55.046875 \nQ 24.21875 56 28.609375 56 \nQ 40.484375 56 46.34375 49.84375 \nQ 52.203125 43.703125 52.203125 31.203125 \nz\n\" id=\"DejaVuSans-97\"/>\n       <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n       <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n       <path id=\"DejaVuSans-32\"/>\n       <path d=\"M 9.421875 54.6875 \nL 18.40625 54.6875 \nL 18.40625 0 \nL 9.421875 0 \nz\nM 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 64.59375 \nL 9.421875 64.59375 \nz\n\" id=\"DejaVuSans-105\"/>\n       <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-110\"/>\n       <path d=\"M 8.6875 72.90625 \nL 18.609375 72.90625 \nL 18.609375 28.609375 \nQ 18.609375 16.890625 22.84375 11.734375 \nQ 27.09375 6.59375 36.625 6.59375 \nQ 46.09375 6.59375 50.34375 11.734375 \nQ 54.59375 16.890625 54.59375 28.609375 \nL 54.59375 72.90625 \nL 64.5 72.90625 \nL 64.5 27.390625 \nQ 64.5 13.140625 57.4375 5.859375 \nQ 50.390625 -1.421875 36.625 -1.421875 \nQ 22.796875 -1.421875 15.734375 5.859375 \nQ 8.6875 13.140625 8.6875 27.390625 \nz\n\" id=\"DejaVuSans-85\"/>\n       <path d=\"M 19.671875 64.796875 \nL 19.671875 8.109375 \nL 31.59375 8.109375 \nQ 46.6875 8.109375 53.6875 14.9375 \nQ 60.6875 21.78125 60.6875 36.53125 \nQ 60.6875 51.171875 53.6875 57.984375 \nQ 46.6875 64.796875 31.59375 64.796875 \nz\nM 9.8125 72.90625 \nL 30.078125 72.90625 \nQ 51.265625 72.90625 61.171875 64.09375 \nQ 71.09375 55.28125 71.09375 36.53125 \nQ 71.09375 17.671875 61.125 8.828125 \nQ 51.171875 0 30.078125 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-68\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-83\"/>\n      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"124.755859\" xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"152.539062\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"214.0625\" xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"266.162109\" xlink:href=\"#DejaVuSans-32\"/>\n      <use x=\"297.949219\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"325.732422\" xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"389.111328\" xlink:href=\"#DejaVuSans-32\"/>\n      <use x=\"420.898438\" xlink:href=\"#DejaVuSans-85\"/>\n      <use x=\"494.091797\" xlink:href=\"#DejaVuSans-83\"/>\n      <use x=\"557.568359\" xlink:href=\"#DejaVuSans-68\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_61\">\n    <path clip-path=\"url(#p8b230fc7ed)\" d=\"M 74.908807 164.34769 \nL 88.142008 189.887648 \nL 101.37521 208.011195 \nL 114.608412 214.756364 \nL 127.841613 214.379813 \nL 141.074815 206.734197 \nL 154.308016 187.726575 \nL 167.541218 162.694141 \nL 180.774419 125.939522 \nL 194.007621 85.141076 \nL 207.240823 49.188673 \nL 220.474024 25.17129 \nL 233.707226 22.289859 \nL 246.940427 29.788128 \nL 260.173629 48.533803 \nL 273.406831 61.778563 \nL 286.640032 58.356864 \nL 299.873234 49.925403 \nL 313.106435 27.315991 \nL 326.339637 17.083636 \nL 339.572838 28.167323 \nL 352.80604 49.565224 \nL 366.039242 83.929565 \nL 379.272443 125.628458 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 59.690625 224.64 \nL 59.690625 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 394.490625 224.64 \nL 394.490625 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 59.690625 224.64 \nL 394.490625 224.64 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 59.690625 7.2 \nL 394.490625 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p8b230fc7ed\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"59.690625\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "df['Order Date'] = pd.to_datetime(df['Order Date'])\n",
    "df['Hours'] = df['Order Date'].dt.hour\n",
    "sales_value_hours = df.groupby('Hours').count()['Sales']\n",
    "hours = [hour for hour, sales in sales_value_hours.items()]\n",
    "plt.plot(hours, sales_value_hours)\n",
    "plt.grid()\n",
    "plt.xticks(hours, rotation=90, size=8)\n",
    "plt.xlabel('Hours')\n",
    "plt.ylabel('Sales in USD')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "iPhone, Lightning Charging Cable                        882\n",
       "Google Phone, USB-C Charging Cable                      856\n",
       "iPhone, Wired Headphones                                361\n",
       "Vareebadd Phone, USB-C Charging Cable                   312\n",
       "Google Phone, Wired Headphones                          303\n",
       "iPhone, Apple Airpods Headphones                        286\n",
       "Google Phone, Bose SoundSport Headphones                161\n",
       "Vareebadd Phone, Wired Headphones                       104\n",
       "Google Phone, USB-C Charging Cable, Wired Headphones     77\n",
       "Vareebadd Phone, Bose SoundSport Headphones              60\n",
       "Name: All Products, dtype: int64"
      ]
     },
     "metadata": {},
     "execution_count": 10
    }
   ],
   "source": [
    "df_dup = df[df['Order ID'].duplicated(keep=False)]\n",
    "groupProduct = lambda product: ', '.join(product)\n",
    "df_dup['All Products'] = df_dup.groupby('Order ID')['Product'].transform(groupProduct)\n",
    "df_dup = df_dup[['Order ID', 'All Products']].drop_duplicates()\n",
    "df_dup['All Products'].value_counts().head(10)"
   ]
  },
  {
   "source": [
    "### Task 3.4: What products are most often sold together?"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "### Task 3.5: What product sold the most? Why do you think it sold the most?"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 2 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"373.870625pt\" version=\"1.1\" viewBox=\"0 0 447.81875 373.870625\" width=\"447.81875pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-05-13T20:36:32.317701</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 373.870625 \nL 447.81875 373.870625 \nL 447.81875 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 59.690625 224.64 \nL 394.490625 224.64 \nL 394.490625 7.2 \nL 59.690625 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#paf6cab075a)\" d=\"M 74.908807 224.64 \nL 87.860451 224.64 \nL 87.860451 197.072636 \nL 74.908807 197.072636 \nz\n\" style=\"fill:#008000;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#paf6cab075a)\" d=\"M 91.098362 224.64 \nL 104.050006 224.64 \nL 104.050006 182.95179 \nL 91.098362 182.95179 \nz\n\" style=\"fill:#008000;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#paf6cab075a)\" d=\"M 107.287917 224.64 \nL 120.239561 224.64 \nL 120.239561 174.232251 \nL 107.287917 174.232251 \nz\n\" style=\"fill:#008000;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path clip-path=\"url(#paf6cab075a)\" d=\"M 123.477472 224.64 \nL 136.429116 224.64 \nL 136.429116 183.252234 \nL 123.477472 183.252234 \nz\n\" style=\"fill:#008000;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path clip-path=\"url(#paf6cab075a)\" d=\"M 139.667027 224.64 \nL 152.618671 224.64 \nL 152.618671 40.134287 \nL 139.667027 40.134287 \nz\n\" style=\"fill:#008000;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path clip-path=\"url(#paf6cab075a)\" d=\"M 155.856582 224.64 \nL 168.808227 224.64 \nL 168.808227 17.554286 \nL 155.856582 17.554286 \nz\n\" style=\"fill:#008000;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path clip-path=\"url(#paf6cab075a)\" d=\"M 172.046138 224.64 \nL 184.997782 224.64 \nL 184.997782 120.078973 \nL 172.046138 120.078973 \nz\n\" style=\"fill:#008000;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path clip-path=\"url(#paf6cab075a)\" d=\"M 188.235693 224.64 \nL 201.187337 224.64 \nL 201.187337 134.79403 \nL 188.235693 134.79403 \nz\n\" style=\"fill:#008000;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path clip-path=\"url(#paf6cab075a)\" d=\"M 204.425248 224.64 \nL 217.376892 224.64 \nL 217.376892 192.465836 \nL 204.425248 192.465836 \nz\n\" style=\"fill:#008000;\"/>\n   </g>\n   <g id=\"patch_12\">\n    <path clip-path=\"url(#paf6cab075a)\" d=\"M 220.614803 224.64 \nL 233.566447 224.64 \nL 233.566447 187.705475 \nL 220.614803 187.705475 \nz\n\" style=\"fill:#008000;\"/>\n   </g>\n   <g id=\"patch_13\">\n    <path clip-path=\"url(#paf6cab075a)\" d=\"M 236.804358 224.64 \nL 249.756002 224.64 \nL 249.756002 220.326966 \nL 236.804358 220.326966 \nz\n\" style=\"fill:#008000;\"/>\n   </g>\n   <g id=\"patch_14\">\n    <path clip-path=\"url(#paf6cab075a)\" d=\"M 252.993913 224.64 \nL 265.945557 224.64 \nL 265.945557 220.193436 \nL 252.993913 220.193436 \nz\n\" style=\"fill:#008000;\"/>\n   </g>\n   <g id=\"patch_15\">\n    <path clip-path=\"url(#paf6cab075a)\" d=\"M 269.183468 224.64 \nL 282.135112 224.64 \nL 282.135112 69.631165 \nL 269.183468 69.631165 \nz\n\" style=\"fill:#008000;\"/>\n   </g>\n   <g id=\"patch_16\">\n    <path clip-path=\"url(#paf6cab075a)\" d=\"M 285.373023 224.64 \nL 298.324668 224.64 \nL 298.324668 193.073399 \nL 285.373023 193.073399 \nz\n\" style=\"fill:#008000;\"/>\n   </g>\n   <g id=\"patch_17\">\n    <path clip-path=\"url(#paf6cab075a)\" d=\"M 301.562579 224.64 \nL 314.514223 224.64 \nL 314.514223 197.06596 \nL 301.562579 197.06596 \nz\n\" style=\"fill:#008000;\"/>\n   </g>\n   <g id=\"patch_18\">\n    <path clip-path=\"url(#paf6cab075a)\" d=\"M 317.752134 224.64 \nL 330.703778 224.64 \nL 330.703778 64.570361 \nL 317.752134 64.570361 \nz\n\" style=\"fill:#008000;\"/>\n   </g>\n   <g id=\"patch_19\">\n    <path clip-path=\"url(#paf6cab075a)\" d=\"M 333.941689 224.64 \nL 346.893333 224.64 \nL 346.893333 210.83295 \nL 333.941689 210.83295 \nz\n\" style=\"fill:#008000;\"/>\n   </g>\n   <g id=\"patch_20\">\n    <path clip-path=\"url(#paf6cab075a)\" d=\"M 350.131244 224.64 \nL 363.082888 224.64 \nL 363.082888 87.390716 \nL 350.131244 87.390716 \nz\n\" style=\"fill:#008000;\"/>\n   </g>\n   <g id=\"patch_21\">\n    <path clip-path=\"url(#paf6cab075a)\" d=\"M 366.320799 224.64 \nL 379.272443 224.64 \nL 379.272443 178.912494 \nL 366.320799 178.912494 \nz\n\" style=\"fill:#008000;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"mebd0a3a6f9\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"81.384629\" xlink:href=\"#mebd0a3a6f9\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 20in Monitor -->\n      <g transform=\"translate(83.592129 282.065)rotate(-90)scale(0.08 -0.08)\">\n       <defs>\n        <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n        <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n        <path d=\"M 9.421875 54.6875 \nL 18.40625 54.6875 \nL 18.40625 0 \nL 9.421875 0 \nz\nM 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 64.59375 \nL 9.421875 64.59375 \nz\n\" id=\"DejaVuSans-105\"/>\n        <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-110\"/>\n        <path id=\"DejaVuSans-32\"/>\n        <path d=\"M 9.8125 72.90625 \nL 24.515625 72.90625 \nL 43.109375 23.296875 \nL 61.8125 72.90625 \nL 76.515625 72.90625 \nL 76.515625 0 \nL 66.890625 0 \nL 66.890625 64.015625 \nL 48.09375 14.015625 \nL 38.1875 14.015625 \nL 19.390625 64.015625 \nL 19.390625 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-77\"/>\n        <path d=\"M 30.609375 48.390625 \nQ 23.390625 48.390625 19.1875 42.75 \nQ 14.984375 37.109375 14.984375 27.296875 \nQ 14.984375 17.484375 19.15625 11.84375 \nQ 23.34375 6.203125 30.609375 6.203125 \nQ 37.796875 6.203125 41.984375 11.859375 \nQ 46.1875 17.53125 46.1875 27.296875 \nQ 46.1875 37.015625 41.984375 42.703125 \nQ 37.796875 48.390625 30.609375 48.390625 \nz\nM 30.609375 56 \nQ 42.328125 56 49.015625 48.375 \nQ 55.71875 40.765625 55.71875 27.296875 \nQ 55.71875 13.875 49.015625 6.21875 \nQ 42.328125 -1.421875 30.609375 -1.421875 \nQ 18.84375 -1.421875 12.171875 6.21875 \nQ 5.515625 13.875 5.515625 27.296875 \nQ 5.515625 40.765625 12.171875 48.375 \nQ 18.84375 56 30.609375 56 \nz\n\" id=\"DejaVuSans-111\"/>\n        <path d=\"M 18.3125 70.21875 \nL 18.3125 54.6875 \nL 36.8125 54.6875 \nL 36.8125 47.703125 \nL 18.3125 47.703125 \nL 18.3125 18.015625 \nQ 18.3125 11.328125 20.140625 9.421875 \nQ 21.96875 7.515625 27.59375 7.515625 \nL 36.8125 7.515625 \nL 36.8125 0 \nL 27.59375 0 \nQ 17.1875 0 13.234375 3.875 \nQ 9.28125 7.765625 9.28125 18.015625 \nL 9.28125 47.703125 \nL 2.6875 47.703125 \nL 2.6875 54.6875 \nL 9.28125 54.6875 \nL 9.28125 70.21875 \nz\n\" id=\"DejaVuSans-116\"/>\n        <path d=\"M 41.109375 46.296875 \nQ 39.59375 47.171875 37.8125 47.578125 \nQ 36.03125 48 33.890625 48 \nQ 26.265625 48 22.1875 43.046875 \nQ 18.109375 38.09375 18.109375 28.8125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 20.953125 51.171875 25.484375 53.578125 \nQ 30.03125 56 36.53125 56 \nQ 37.453125 56 38.578125 55.875 \nQ 39.703125 55.765625 41.0625 55.515625 \nz\n\" id=\"DejaVuSans-114\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"155.029297\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"218.408203\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"250.195312\" xlink:href=\"#DejaVuSans-77\"/>\n       <use x=\"336.474609\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"397.65625\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"461.035156\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"488.818359\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"528.027344\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"589.208984\" xlink:href=\"#DejaVuSans-114\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"97.574184\" xlink:href=\"#mebd0a3a6f9\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 27in 4K Gaming Monitor -->\n      <g transform=\"translate(99.781684 328.75125)rotate(-90)scale(0.08 -0.08)\">\n       <defs>\n        <path d=\"M 8.203125 72.90625 \nL 55.078125 72.90625 \nL 55.078125 68.703125 \nL 28.609375 0 \nL 18.3125 0 \nL 43.21875 64.59375 \nL 8.203125 64.59375 \nz\n\" id=\"DejaVuSans-55\"/>\n        <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n        <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 42.09375 \nL 52.390625 72.90625 \nL 65.09375 72.90625 \nL 28.90625 38.921875 \nL 67.671875 0 \nL 54.6875 0 \nL 19.671875 35.109375 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-75\"/>\n        <path d=\"M 59.515625 10.40625 \nL 59.515625 29.984375 \nL 43.40625 29.984375 \nL 43.40625 38.09375 \nL 69.28125 38.09375 \nL 69.28125 6.78125 \nQ 63.578125 2.734375 56.6875 0.65625 \nQ 49.8125 -1.421875 42 -1.421875 \nQ 24.90625 -1.421875 15.25 8.5625 \nQ 5.609375 18.5625 5.609375 36.375 \nQ 5.609375 54.25 15.25 64.234375 \nQ 24.90625 74.21875 42 74.21875 \nQ 49.125 74.21875 55.546875 72.453125 \nQ 61.96875 70.703125 67.390625 67.28125 \nL 67.390625 56.78125 \nQ 61.921875 61.421875 55.765625 63.765625 \nQ 49.609375 66.109375 42.828125 66.109375 \nQ 29.4375 66.109375 22.71875 58.640625 \nQ 16.015625 51.171875 16.015625 36.375 \nQ 16.015625 21.625 22.71875 14.15625 \nQ 29.4375 6.6875 42.828125 6.6875 \nQ 48.046875 6.6875 52.140625 7.59375 \nQ 56.25 8.5 59.515625 10.40625 \nz\n\" id=\"DejaVuSans-71\"/>\n        <path d=\"M 34.28125 27.484375 \nQ 23.390625 27.484375 19.1875 25 \nQ 14.984375 22.515625 14.984375 16.5 \nQ 14.984375 11.71875 18.140625 8.90625 \nQ 21.296875 6.109375 26.703125 6.109375 \nQ 34.1875 6.109375 38.703125 11.40625 \nQ 43.21875 16.703125 43.21875 25.484375 \nL 43.21875 27.484375 \nz\nM 52.203125 31.203125 \nL 52.203125 0 \nL 43.21875 0 \nL 43.21875 8.296875 \nQ 40.140625 3.328125 35.546875 0.953125 \nQ 30.953125 -1.421875 24.3125 -1.421875 \nQ 15.921875 -1.421875 10.953125 3.296875 \nQ 6 8.015625 6 15.921875 \nQ 6 25.140625 12.171875 29.828125 \nQ 18.359375 34.515625 30.609375 34.515625 \nL 43.21875 34.515625 \nL 43.21875 35.40625 \nQ 43.21875 41.609375 39.140625 45 \nQ 35.0625 48.390625 27.6875 48.390625 \nQ 23 48.390625 18.546875 47.265625 \nQ 14.109375 46.140625 10.015625 43.890625 \nL 10.015625 52.203125 \nQ 14.9375 54.109375 19.578125 55.046875 \nQ 24.21875 56 28.609375 56 \nQ 40.484375 56 46.34375 49.84375 \nQ 52.203125 43.703125 52.203125 31.203125 \nz\n\" id=\"DejaVuSans-97\"/>\n        <path d=\"M 52 44.1875 \nQ 55.375 50.25 60.0625 53.125 \nQ 64.75 56 71.09375 56 \nQ 79.640625 56 84.28125 50.015625 \nQ 88.921875 44.046875 88.921875 33.015625 \nL 88.921875 0 \nL 79.890625 0 \nL 79.890625 32.71875 \nQ 79.890625 40.578125 77.09375 44.375 \nQ 74.3125 48.1875 68.609375 48.1875 \nQ 61.625 48.1875 57.5625 43.546875 \nQ 53.515625 38.921875 53.515625 30.90625 \nL 53.515625 0 \nL 44.484375 0 \nL 44.484375 32.71875 \nQ 44.484375 40.625 41.703125 44.40625 \nQ 38.921875 48.1875 33.109375 48.1875 \nQ 26.21875 48.1875 22.15625 43.53125 \nQ 18.109375 38.875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.1875 51.21875 25.484375 53.609375 \nQ 29.78125 56 35.6875 56 \nQ 41.65625 56 45.828125 52.96875 \nQ 50 49.953125 52 44.1875 \nz\n\" id=\"DejaVuSans-109\"/>\n        <path d=\"M 45.40625 27.984375 \nQ 45.40625 37.75 41.375 43.109375 \nQ 37.359375 48.484375 30.078125 48.484375 \nQ 22.859375 48.484375 18.828125 43.109375 \nQ 14.796875 37.75 14.796875 27.984375 \nQ 14.796875 18.265625 18.828125 12.890625 \nQ 22.859375 7.515625 30.078125 7.515625 \nQ 37.359375 7.515625 41.375 12.890625 \nQ 45.40625 18.265625 45.40625 27.984375 \nz\nM 54.390625 6.78125 \nQ 54.390625 -7.171875 48.1875 -13.984375 \nQ 42 -20.796875 29.203125 -20.796875 \nQ 24.46875 -20.796875 20.265625 -20.09375 \nQ 16.0625 -19.390625 12.109375 -17.921875 \nL 12.109375 -9.1875 \nQ 16.0625 -11.328125 19.921875 -12.34375 \nQ 23.78125 -13.375 27.78125 -13.375 \nQ 36.625 -13.375 41.015625 -8.765625 \nQ 45.40625 -4.15625 45.40625 5.171875 \nL 45.40625 9.625 \nQ 42.625 4.78125 38.28125 2.390625 \nQ 33.9375 0 27.875 0 \nQ 17.828125 0 11.671875 7.65625 \nQ 5.515625 15.328125 5.515625 27.984375 \nQ 5.515625 40.671875 11.671875 48.328125 \nQ 17.828125 56 27.875 56 \nQ 33.9375 56 38.28125 53.609375 \nQ 42.625 51.21875 45.40625 46.390625 \nL 45.40625 54.6875 \nL 54.390625 54.6875 \nz\n\" id=\"DejaVuSans-103\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"155.029297\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"218.408203\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"250.195312\" xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"313.818359\" xlink:href=\"#DejaVuSans-75\"/>\n       <use x=\"379.394531\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"411.181641\" xlink:href=\"#DejaVuSans-71\"/>\n       <use x=\"488.671875\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"549.951172\" xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"647.363281\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"675.146484\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"738.525391\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"802.001953\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"833.789062\" xlink:href=\"#DejaVuSans-77\"/>\n       <use x=\"920.068359\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"981.25\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"1044.628906\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"1072.412109\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"1111.621094\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"1172.802734\" xlink:href=\"#DejaVuSans-114\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.763739\" xlink:href=\"#mebd0a3a6f9\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 27in FHD Monitor -->\n      <g transform=\"translate(115.971239 301.385)rotate(-90)scale(0.08 -0.08)\">\n       <defs>\n        <path d=\"M 9.8125 72.90625 \nL 51.703125 72.90625 \nL 51.703125 64.59375 \nL 19.671875 64.59375 \nL 19.671875 43.109375 \nL 48.578125 43.109375 \nL 48.578125 34.8125 \nL 19.671875 34.8125 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-70\"/>\n        <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 43.015625 \nL 55.515625 43.015625 \nL 55.515625 72.90625 \nL 65.375 72.90625 \nL 65.375 0 \nL 55.515625 0 \nL 55.515625 34.71875 \nL 19.671875 34.71875 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-72\"/>\n        <path d=\"M 19.671875 64.796875 \nL 19.671875 8.109375 \nL 31.59375 8.109375 \nQ 46.6875 8.109375 53.6875 14.9375 \nQ 60.6875 21.78125 60.6875 36.53125 \nQ 60.6875 51.171875 53.6875 57.984375 \nQ 46.6875 64.796875 31.59375 64.796875 \nz\nM 9.8125 72.90625 \nL 30.078125 72.90625 \nQ 51.265625 72.90625 61.171875 64.09375 \nQ 71.09375 55.28125 71.09375 36.53125 \nQ 71.09375 17.671875 61.125 8.828125 \nQ 51.171875 0 30.078125 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-68\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"155.029297\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"218.408203\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"250.195312\" xlink:href=\"#DejaVuSans-70\"/>\n       <use x=\"307.714844\" xlink:href=\"#DejaVuSans-72\"/>\n       <use x=\"382.910156\" xlink:href=\"#DejaVuSans-68\"/>\n       <use x=\"459.912109\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"491.699219\" xlink:href=\"#DejaVuSans-77\"/>\n       <use x=\"577.978516\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"639.160156\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"702.539062\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"730.322266\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"769.53125\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"830.712891\" xlink:href=\"#DejaVuSans-114\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"129.953294\" xlink:href=\"#mebd0a3a6f9\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 34in Ultrawide Monitor -->\n      <g transform=\"translate(132.160794 322.77875)rotate(-90)scale(0.08 -0.08)\">\n       <defs>\n        <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n        <path d=\"M 8.6875 72.90625 \nL 18.609375 72.90625 \nL 18.609375 28.609375 \nQ 18.609375 16.890625 22.84375 11.734375 \nQ 27.09375 6.59375 36.625 6.59375 \nQ 46.09375 6.59375 50.34375 11.734375 \nQ 54.59375 16.890625 54.59375 28.609375 \nL 54.59375 72.90625 \nL 64.5 72.90625 \nL 64.5 27.390625 \nQ 64.5 13.140625 57.4375 5.859375 \nQ 50.390625 -1.421875 36.625 -1.421875 \nQ 22.796875 -1.421875 15.734375 5.859375 \nQ 8.6875 13.140625 8.6875 27.390625 \nz\n\" id=\"DejaVuSans-85\"/>\n        <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n        <path d=\"M 4.203125 54.6875 \nL 13.1875 54.6875 \nL 24.421875 12.015625 \nL 35.59375 54.6875 \nL 46.1875 54.6875 \nL 57.421875 12.015625 \nL 68.609375 54.6875 \nL 77.59375 54.6875 \nL 63.28125 0 \nL 52.6875 0 \nL 40.921875 44.828125 \nL 29.109375 0 \nL 18.5 0 \nz\n\" id=\"DejaVuSans-119\"/>\n        <path d=\"M 45.40625 46.390625 \nL 45.40625 75.984375 \nL 54.390625 75.984375 \nL 54.390625 0 \nL 45.40625 0 \nL 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nz\nM 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\n\" id=\"DejaVuSans-100\"/>\n        <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"155.029297\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"218.408203\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"250.195312\" xlink:href=\"#DejaVuSans-85\"/>\n       <use x=\"323.388672\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"351.171875\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"390.380859\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"431.494141\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"492.773438\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"574.560547\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"602.34375\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"665.820312\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"727.34375\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"759.130859\" xlink:href=\"#DejaVuSans-77\"/>\n       <use x=\"845.410156\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"906.591797\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"969.970703\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"997.753906\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"1036.962891\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"1098.144531\" xlink:href=\"#DejaVuSans-114\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"146.142849\" xlink:href=\"#mebd0a3a6f9\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- AA Batteries (4-pack) -->\n      <g transform=\"translate(148.350349 317.30875)rotate(-90)scale(0.08 -0.08)\">\n       <defs>\n        <path d=\"M 34.1875 63.1875 \nL 20.796875 26.90625 \nL 47.609375 26.90625 \nz\nM 28.609375 72.90625 \nL 39.796875 72.90625 \nL 67.578125 0 \nL 57.328125 0 \nL 50.6875 18.703125 \nL 17.828125 18.703125 \nL 11.1875 0 \nL 0.78125 0 \nz\n\" id=\"DejaVuSans-65\"/>\n        <path d=\"M 19.671875 34.8125 \nL 19.671875 8.109375 \nL 35.5 8.109375 \nQ 43.453125 8.109375 47.28125 11.40625 \nQ 51.125 14.703125 51.125 21.484375 \nQ 51.125 28.328125 47.28125 31.5625 \nQ 43.453125 34.8125 35.5 34.8125 \nz\nM 19.671875 64.796875 \nL 19.671875 42.828125 \nL 34.28125 42.828125 \nQ 41.5 42.828125 45.03125 45.53125 \nQ 48.578125 48.25 48.578125 53.8125 \nQ 48.578125 59.328125 45.03125 62.0625 \nQ 41.5 64.796875 34.28125 64.796875 \nz\nM 9.8125 72.90625 \nL 35.015625 72.90625 \nQ 46.296875 72.90625 52.390625 68.21875 \nQ 58.5 63.53125 58.5 54.890625 \nQ 58.5 48.1875 55.375 44.234375 \nQ 52.25 40.28125 46.1875 39.3125 \nQ 53.46875 37.75 57.5 32.78125 \nQ 61.53125 27.828125 61.53125 20.40625 \nQ 61.53125 10.640625 54.890625 5.3125 \nQ 48.25 0 35.984375 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-66\"/>\n        <path d=\"M 44.28125 53.078125 \nL 44.28125 44.578125 \nQ 40.484375 46.53125 36.375 47.5 \nQ 32.28125 48.484375 27.875 48.484375 \nQ 21.1875 48.484375 17.84375 46.4375 \nQ 14.5 44.390625 14.5 40.28125 \nQ 14.5 37.15625 16.890625 35.375 \nQ 19.28125 33.59375 26.515625 31.984375 \nL 29.59375 31.296875 \nQ 39.15625 29.25 43.1875 25.515625 \nQ 47.21875 21.78125 47.21875 15.09375 \nQ 47.21875 7.46875 41.1875 3.015625 \nQ 35.15625 -1.421875 24.609375 -1.421875 \nQ 20.21875 -1.421875 15.453125 -0.5625 \nQ 10.6875 0.296875 5.421875 2 \nL 5.421875 11.28125 \nQ 10.40625 8.6875 15.234375 7.390625 \nQ 20.0625 6.109375 24.8125 6.109375 \nQ 31.15625 6.109375 34.5625 8.28125 \nQ 37.984375 10.453125 37.984375 14.40625 \nQ 37.984375 18.0625 35.515625 20.015625 \nQ 33.0625 21.96875 24.703125 23.78125 \nL 21.578125 24.515625 \nQ 13.234375 26.265625 9.515625 29.90625 \nQ 5.8125 33.546875 5.8125 39.890625 \nQ 5.8125 47.609375 11.28125 51.796875 \nQ 16.75 56 26.8125 56 \nQ 31.78125 56 36.171875 55.265625 \nQ 40.578125 54.546875 44.28125 53.078125 \nz\n\" id=\"DejaVuSans-115\"/>\n        <path d=\"M 31 75.875 \nQ 24.46875 64.65625 21.28125 53.65625 \nQ 18.109375 42.671875 18.109375 31.390625 \nQ 18.109375 20.125 21.3125 9.0625 \nQ 24.515625 -2 31 -13.1875 \nL 23.1875 -13.1875 \nQ 15.875 -1.703125 12.234375 9.375 \nQ 8.59375 20.453125 8.59375 31.390625 \nQ 8.59375 42.28125 12.203125 53.3125 \nQ 15.828125 64.359375 23.1875 75.875 \nz\n\" id=\"DejaVuSans-40\"/>\n        <path d=\"M 4.890625 31.390625 \nL 31.203125 31.390625 \nL 31.203125 23.390625 \nL 4.890625 23.390625 \nz\n\" id=\"DejaVuSans-45\"/>\n        <path d=\"M 18.109375 8.203125 \nL 18.109375 -20.796875 \nL 9.078125 -20.796875 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.390625 \nQ 20.953125 51.265625 25.265625 53.625 \nQ 29.59375 56 35.59375 56 \nQ 45.5625 56 51.78125 48.09375 \nQ 58.015625 40.1875 58.015625 27.296875 \nQ 58.015625 14.40625 51.78125 6.484375 \nQ 45.5625 -1.421875 35.59375 -1.421875 \nQ 29.59375 -1.421875 25.265625 0.953125 \nQ 20.953125 3.328125 18.109375 8.203125 \nz\nM 48.6875 27.296875 \nQ 48.6875 37.203125 44.609375 42.84375 \nQ 40.53125 48.484375 33.40625 48.484375 \nQ 26.265625 48.484375 22.1875 42.84375 \nQ 18.109375 37.203125 18.109375 27.296875 \nQ 18.109375 17.390625 22.1875 11.75 \nQ 26.265625 6.109375 33.40625 6.109375 \nQ 40.53125 6.109375 44.609375 11.75 \nQ 48.6875 17.390625 48.6875 27.296875 \nz\n\" id=\"DejaVuSans-112\"/>\n        <path d=\"M 48.78125 52.59375 \nL 48.78125 44.1875 \nQ 44.96875 46.296875 41.140625 47.34375 \nQ 37.3125 48.390625 33.40625 48.390625 \nQ 24.65625 48.390625 19.8125 42.84375 \nQ 14.984375 37.3125 14.984375 27.296875 \nQ 14.984375 17.28125 19.8125 11.734375 \nQ 24.65625 6.203125 33.40625 6.203125 \nQ 37.3125 6.203125 41.140625 7.25 \nQ 44.96875 8.296875 48.78125 10.40625 \nL 48.78125 2.09375 \nQ 45.015625 0.34375 40.984375 -0.53125 \nQ 36.96875 -1.421875 32.421875 -1.421875 \nQ 20.0625 -1.421875 12.78125 6.34375 \nQ 5.515625 14.109375 5.515625 27.296875 \nQ 5.515625 40.671875 12.859375 48.328125 \nQ 20.21875 56 33.015625 56 \nQ 37.15625 56 41.109375 55.140625 \nQ 45.0625 54.296875 48.78125 52.59375 \nz\n\" id=\"DejaVuSans-99\"/>\n        <path d=\"M 9.078125 75.984375 \nL 18.109375 75.984375 \nL 18.109375 31.109375 \nL 44.921875 54.6875 \nL 56.390625 54.6875 \nL 27.390625 29.109375 \nL 57.625 0 \nL 45.90625 0 \nL 18.109375 26.703125 \nL 18.109375 0 \nL 9.078125 0 \nz\n\" id=\"DejaVuSans-107\"/>\n        <path d=\"M 8.015625 75.875 \nL 15.828125 75.875 \nQ 23.140625 64.359375 26.78125 53.3125 \nQ 30.421875 42.28125 30.421875 31.390625 \nQ 30.421875 20.453125 26.78125 9.375 \nQ 23.140625 -1.703125 15.828125 -13.1875 \nL 8.015625 -13.1875 \nQ 14.5 -2 17.703125 9.0625 \nQ 20.90625 20.125 20.90625 31.390625 \nQ 20.90625 42.671875 17.703125 53.65625 \nQ 14.5 64.65625 8.015625 75.875 \nz\n\" id=\"DejaVuSans-41\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"71.158203\" xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"139.566406\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"171.353516\" xlink:href=\"#DejaVuSans-66\"/>\n       <use x=\"239.957031\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"301.236328\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"340.445312\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"379.654297\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"441.177734\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"482.291016\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"510.074219\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"571.597656\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"623.697266\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"655.484375\" xlink:href=\"#DejaVuSans-40\"/>\n       <use x=\"694.498047\" xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"758.121094\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"794.205078\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"857.681641\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"918.960938\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"973.941406\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"1031.851562\" xlink:href=\"#DejaVuSans-41\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"162.332404\" xlink:href=\"#mebd0a3a6f9\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- AAA Batteries (4-pack) -->\n      <g transform=\"translate(164.539904 323.00125)rotate(-90)scale(0.08 -0.08)\">\n       <use xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"71.158203\" xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"142.316406\" xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"210.724609\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"242.511719\" xlink:href=\"#DejaVuSans-66\"/>\n       <use x=\"311.115234\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"372.394531\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"411.603516\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"450.8125\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"512.335938\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"553.449219\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"581.232422\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"642.755859\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"694.855469\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"726.642578\" xlink:href=\"#DejaVuSans-40\"/>\n       <use x=\"765.65625\" xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"829.279297\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"865.363281\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"928.839844\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"990.119141\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"1045.099609\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"1103.009766\" xlink:href=\"#DejaVuSans-41\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"178.52196\" xlink:href=\"#mebd0a3a6f9\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- Apple Airpods Headphones -->\n      <g transform=\"translate(180.72946 339.8275)rotate(-90)scale(0.08 -0.08)\">\n       <defs>\n        <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 75.984375 \nL 18.109375 75.984375 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-104\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"68.408203\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"131.884766\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"195.361328\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"223.144531\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"284.667969\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"316.455078\" xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"384.863281\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"412.646484\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"453.759766\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"517.236328\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"578.417969\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"641.894531\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"693.994141\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"725.78125\" xlink:href=\"#DejaVuSans-72\"/>\n       <use x=\"800.976562\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"862.5\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"923.779297\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"987.255859\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"1050.732422\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"1114.111328\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"1175.292969\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"1238.671875\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"1300.195312\" xlink:href=\"#DejaVuSans-115\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"194.711515\" xlink:href=\"#mebd0a3a6f9\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- Bose SoundSport Headphones -->\n      <g transform=\"translate(196.919015 352.9925)rotate(-90)scale(0.08 -0.08)\">\n       <defs>\n        <path d=\"M 53.515625 70.515625 \nL 53.515625 60.890625 \nQ 47.90625 63.578125 42.921875 64.890625 \nQ 37.9375 66.21875 33.296875 66.21875 \nQ 25.25 66.21875 20.875 63.09375 \nQ 16.5 59.96875 16.5 54.203125 \nQ 16.5 49.359375 19.40625 46.890625 \nQ 22.3125 44.4375 30.421875 42.921875 \nL 36.375 41.703125 \nQ 47.40625 39.59375 52.65625 34.296875 \nQ 57.90625 29 57.90625 20.125 \nQ 57.90625 9.515625 50.796875 4.046875 \nQ 43.703125 -1.421875 29.984375 -1.421875 \nQ 24.8125 -1.421875 18.96875 -0.25 \nQ 13.140625 0.921875 6.890625 3.21875 \nL 6.890625 13.375 \nQ 12.890625 10.015625 18.65625 8.296875 \nQ 24.421875 6.59375 29.984375 6.59375 \nQ 38.421875 6.59375 43.015625 9.90625 \nQ 47.609375 13.234375 47.609375 19.390625 \nQ 47.609375 24.75 44.3125 27.78125 \nQ 41.015625 30.8125 33.5 32.328125 \nL 27.484375 33.5 \nQ 16.453125 35.6875 11.515625 40.375 \nQ 6.59375 45.0625 6.59375 53.421875 \nQ 6.59375 63.09375 13.40625 68.65625 \nQ 20.21875 74.21875 32.171875 74.21875 \nQ 37.3125 74.21875 42.625 73.28125 \nQ 47.953125 72.359375 53.515625 70.515625 \nz\n\" id=\"DejaVuSans-83\"/>\n        <path d=\"M 8.5 21.578125 \nL 8.5 54.6875 \nL 17.484375 54.6875 \nL 17.484375 21.921875 \nQ 17.484375 14.15625 20.5 10.265625 \nQ 23.53125 6.390625 29.59375 6.390625 \nQ 36.859375 6.390625 41.078125 11.03125 \nQ 45.3125 15.671875 45.3125 23.6875 \nL 45.3125 54.6875 \nL 54.296875 54.6875 \nL 54.296875 0 \nL 45.3125 0 \nL 45.3125 8.40625 \nQ 42.046875 3.421875 37.71875 1 \nQ 33.40625 -1.421875 27.6875 -1.421875 \nQ 18.265625 -1.421875 13.375 4.4375 \nQ 8.5 10.296875 8.5 21.578125 \nz\nM 31.109375 56 \nz\n\" id=\"DejaVuSans-117\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-66\"/>\n       <use x=\"68.603516\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"129.785156\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"181.884766\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"243.408203\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"275.195312\" xlink:href=\"#DejaVuSans-83\"/>\n       <use x=\"338.671875\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"399.853516\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"463.232422\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"526.611328\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"590.087891\" xlink:href=\"#DejaVuSans-83\"/>\n       <use x=\"653.564453\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"717.041016\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"778.222656\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"819.335938\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"858.544922\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"890.332031\" xlink:href=\"#DejaVuSans-72\"/>\n       <use x=\"965.527344\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"1027.050781\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"1088.330078\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"1151.806641\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"1215.283203\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"1278.662109\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"1339.84375\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"1403.222656\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"1464.746094\" xlink:href=\"#DejaVuSans-115\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_9\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"210.90107\" xlink:href=\"#mebd0a3a6f9\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- Flatscreen TV -->\n      <g transform=\"translate(213.10857 285.99375)rotate(-90)scale(0.08 -0.08)\">\n       <defs>\n        <path d=\"M -0.296875 72.90625 \nL 61.375 72.90625 \nL 61.375 64.59375 \nL 35.5 64.59375 \nL 35.5 0 \nL 25.59375 0 \nL 25.59375 64.59375 \nL -0.296875 64.59375 \nz\n\" id=\"DejaVuSans-84\"/>\n        <path d=\"M 28.609375 0 \nL 0.78125 72.90625 \nL 11.078125 72.90625 \nL 34.1875 11.53125 \nL 57.328125 72.90625 \nL 67.578125 72.90625 \nL 39.796875 0 \nz\n\" id=\"DejaVuSans-86\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-70\"/>\n       <use x=\"57.519531\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"85.302734\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"146.582031\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"185.791016\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"237.890625\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"292.871094\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"331.734375\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"393.257812\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"454.78125\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"518.160156\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"549.947266\" xlink:href=\"#DejaVuSans-84\"/>\n       <use x=\"611.03125\" xlink:href=\"#DejaVuSans-86\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"227.090625\" xlink:href=\"#mebd0a3a6f9\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- Google Phone -->\n      <g transform=\"translate(229.298125 287.17625)rotate(-90)scale(0.08 -0.08)\">\n       <defs>\n        <path d=\"M 19.671875 64.796875 \nL 19.671875 37.40625 \nL 32.078125 37.40625 \nQ 38.96875 37.40625 42.71875 40.96875 \nQ 46.484375 44.53125 46.484375 51.125 \nQ 46.484375 57.671875 42.71875 61.234375 \nQ 38.96875 64.796875 32.078125 64.796875 \nz\nM 9.8125 72.90625 \nL 32.078125 72.90625 \nQ 44.34375 72.90625 50.609375 67.359375 \nQ 56.890625 61.8125 56.890625 51.125 \nQ 56.890625 40.328125 50.609375 34.8125 \nQ 44.34375 29.296875 32.078125 29.296875 \nL 19.671875 29.296875 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-80\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-71\"/>\n       <use x=\"77.490234\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"138.671875\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"199.853516\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"263.330078\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"291.113281\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"352.636719\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"384.423828\" xlink:href=\"#DejaVuSans-80\"/>\n       <use x=\"444.726562\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"508.105469\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"569.287109\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"632.666016\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_11\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"243.28018\" xlink:href=\"#mebd0a3a6f9\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- LG Dryer -->\n      <g transform=\"translate(245.48768 267.23375)rotate(-90)scale(0.08 -0.08)\">\n       <defs>\n        <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 8.296875 \nL 55.171875 8.296875 \nL 55.171875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-76\"/>\n        <path d=\"M 32.171875 -5.078125 \nQ 28.375 -14.84375 24.75 -17.8125 \nQ 21.140625 -20.796875 15.09375 -20.796875 \nL 7.90625 -20.796875 \nL 7.90625 -13.28125 \nL 13.1875 -13.28125 \nQ 16.890625 -13.28125 18.9375 -11.515625 \nQ 21 -9.765625 23.484375 -3.21875 \nL 25.09375 0.875 \nL 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 11.921875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nz\n\" id=\"DejaVuSans-121\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-76\"/>\n       <use x=\"55.712891\" xlink:href=\"#DejaVuSans-71\"/>\n       <use x=\"133.203125\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"164.990234\" xlink:href=\"#DejaVuSans-68\"/>\n       <use x=\"241.992188\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"283.105469\" xlink:href=\"#DejaVuSans-121\"/>\n       <use x=\"342.285156\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"403.808594\" xlink:href=\"#DejaVuSans-114\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"259.469735\" xlink:href=\"#mebd0a3a6f9\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- LG Washing Machine -->\n      <g transform=\"translate(261.677235 314.78125)rotate(-90)scale(0.08 -0.08)\">\n       <defs>\n        <path d=\"M 3.328125 72.90625 \nL 13.28125 72.90625 \nL 28.609375 11.28125 \nL 43.890625 72.90625 \nL 54.984375 72.90625 \nL 70.3125 11.28125 \nL 85.59375 72.90625 \nL 95.609375 72.90625 \nL 77.296875 0 \nL 64.890625 0 \nL 49.515625 63.28125 \nL 33.984375 0 \nL 21.578125 0 \nz\n\" id=\"DejaVuSans-87\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-76\"/>\n       <use x=\"55.712891\" xlink:href=\"#DejaVuSans-71\"/>\n       <use x=\"133.203125\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"164.990234\" xlink:href=\"#DejaVuSans-87\"/>\n       <use x=\"257.492188\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"318.771484\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"370.871094\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"434.25\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"462.033203\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"525.412109\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"588.888672\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"620.675781\" xlink:href=\"#DejaVuSans-77\"/>\n       <use x=\"706.955078\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"768.234375\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"823.214844\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"886.59375\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"914.376953\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"977.755859\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_13\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"275.65929\" xlink:href=\"#mebd0a3a6f9\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- Lightning Charging Cable -->\n      <g transform=\"translate(277.86679 333.00125)rotate(-90)scale(0.08 -0.08)\">\n       <defs>\n        <path d=\"M 64.40625 67.28125 \nL 64.40625 56.890625 \nQ 59.421875 61.53125 53.78125 63.8125 \nQ 48.140625 66.109375 41.796875 66.109375 \nQ 29.296875 66.109375 22.65625 58.46875 \nQ 16.015625 50.828125 16.015625 36.375 \nQ 16.015625 21.96875 22.65625 14.328125 \nQ 29.296875 6.6875 41.796875 6.6875 \nQ 48.140625 6.6875 53.78125 8.984375 \nQ 59.421875 11.28125 64.40625 15.921875 \nL 64.40625 5.609375 \nQ 59.234375 2.09375 53.4375 0.328125 \nQ 47.65625 -1.421875 41.21875 -1.421875 \nQ 24.65625 -1.421875 15.125 8.703125 \nQ 5.609375 18.84375 5.609375 36.375 \nQ 5.609375 53.953125 15.125 64.078125 \nQ 24.65625 74.21875 41.21875 74.21875 \nQ 47.75 74.21875 53.53125 72.484375 \nQ 59.328125 70.75 64.40625 67.28125 \nz\n\" id=\"DejaVuSans-67\"/>\n        <path d=\"M 48.6875 27.296875 \nQ 48.6875 37.203125 44.609375 42.84375 \nQ 40.53125 48.484375 33.40625 48.484375 \nQ 26.265625 48.484375 22.1875 42.84375 \nQ 18.109375 37.203125 18.109375 27.296875 \nQ 18.109375 17.390625 22.1875 11.75 \nQ 26.265625 6.109375 33.40625 6.109375 \nQ 40.53125 6.109375 44.609375 11.75 \nQ 48.6875 17.390625 48.6875 27.296875 \nz\nM 18.109375 46.390625 \nQ 20.953125 51.265625 25.265625 53.625 \nQ 29.59375 56 35.59375 56 \nQ 45.5625 56 51.78125 48.09375 \nQ 58.015625 40.1875 58.015625 27.296875 \nQ 58.015625 14.40625 51.78125 6.484375 \nQ 45.5625 -1.421875 35.59375 -1.421875 \nQ 29.59375 -1.421875 25.265625 0.953125 \nQ 20.953125 3.328125 18.109375 8.203125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 75.984375 \nL 18.109375 75.984375 \nz\n\" id=\"DejaVuSans-98\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-76\"/>\n       <use x=\"55.712891\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"83.496094\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"146.972656\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"210.351562\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"249.560547\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"312.939453\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"340.722656\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"404.101562\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"467.578125\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"499.365234\" xlink:href=\"#DejaVuSans-67\"/>\n       <use x=\"569.189453\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"632.568359\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"693.847656\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"733.210938\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"796.6875\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"824.470703\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"887.849609\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"951.326172\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"983.113281\" xlink:href=\"#DejaVuSans-67\"/>\n       <use x=\"1052.9375\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"1114.216797\" xlink:href=\"#DejaVuSans-98\"/>\n       <use x=\"1177.693359\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"1205.476562\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_14\">\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"291.848846\" xlink:href=\"#mebd0a3a6f9\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- Macbook Pro Laptop -->\n      <g transform=\"translate(294.056346 312.66625)rotate(-90)scale(0.08 -0.08)\">\n       <use xlink:href=\"#DejaVuSans-77\"/>\n       <use x=\"86.279297\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"147.558594\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"202.539062\" xlink:href=\"#DejaVuSans-98\"/>\n       <use x=\"266.015625\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"327.197266\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"388.378906\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"446.289062\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"478.076172\" xlink:href=\"#DejaVuSans-80\"/>\n       <use x=\"536.628906\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"575.492188\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"636.673828\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"668.460938\" xlink:href=\"#DejaVuSans-76\"/>\n       <use x=\"724.173828\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"785.453125\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"848.929688\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"888.138672\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"949.320312\" xlink:href=\"#DejaVuSans-112\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_15\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"308.038401\" xlink:href=\"#mebd0a3a6f9\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- ThinkPad Laptop -->\n      <g transform=\"translate(310.245901 298.0575)rotate(-90)scale(0.08 -0.08)\">\n       <use xlink:href=\"#DejaVuSans-84\"/>\n       <use x=\"61.083984\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"124.462891\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"152.246094\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"215.625\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"273.535156\" xlink:href=\"#DejaVuSans-80\"/>\n       <use x=\"329.337891\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"390.617188\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"454.09375\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"485.880859\" xlink:href=\"#DejaVuSans-76\"/>\n       <use x=\"541.59375\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"602.873047\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"666.349609\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"705.558594\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"766.740234\" xlink:href=\"#DejaVuSans-112\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_16\">\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"324.227956\" xlink:href=\"#mebd0a3a6f9\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- USB-C Charging Cable -->\n      <g transform=\"translate(326.435456 320.49)rotate(-90)scale(0.08 -0.08)\">\n       <use xlink:href=\"#DejaVuSans-85\"/>\n       <use x=\"73.193359\" xlink:href=\"#DejaVuSans-83\"/>\n       <use x=\"136.669922\" xlink:href=\"#DejaVuSans-66\"/>\n       <use x=\"205.273438\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"241.357422\" xlink:href=\"#DejaVuSans-67\"/>\n       <use x=\"311.181641\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"342.96875\" xlink:href=\"#DejaVuSans-67\"/>\n       <use x=\"412.792969\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"476.171875\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"537.451172\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"576.814453\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"640.291016\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"668.074219\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"731.453125\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"794.929688\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"826.716797\" xlink:href=\"#DejaVuSans-67\"/>\n       <use x=\"896.541016\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"957.820312\" xlink:href=\"#DejaVuSans-98\"/>\n       <use x=\"1021.296875\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"1049.080078\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_17\">\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"340.417511\" xlink:href=\"#mebd0a3a6f9\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- Vareebadd Phone -->\n      <g transform=\"translate(342.625011 301.81125)rotate(-90)scale(0.08 -0.08)\">\n       <use xlink:href=\"#DejaVuSans-86\"/>\n       <use x=\"60.658203\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"121.9375\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"160.800781\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"222.324219\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"283.847656\" xlink:href=\"#DejaVuSans-98\"/>\n       <use x=\"347.324219\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"408.603516\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"472.080078\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"535.556641\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"567.34375\" xlink:href=\"#DejaVuSans-80\"/>\n       <use x=\"627.646484\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"691.025391\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"752.207031\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"815.585938\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_18\">\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"356.607066\" xlink:href=\"#mebd0a3a6f9\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_18\">\n      <!-- Wired Headphones -->\n      <g transform=\"translate(358.814566 307.36875)rotate(-90)scale(0.08 -0.08)\">\n       <use xlink:href=\"#DejaVuSans-87\"/>\n       <use x=\"96.626953\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"124.410156\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"163.273438\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"224.796875\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"288.273438\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"320.060547\" xlink:href=\"#DejaVuSans-72\"/>\n       <use x=\"395.255859\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"456.779297\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"518.058594\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"581.535156\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"645.011719\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"708.390625\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"769.572266\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"832.951172\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"894.474609\" xlink:href=\"#DejaVuSans-115\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_19\">\n     <g id=\"line2d_19\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"372.796621\" xlink:href=\"#mebd0a3a6f9\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_19\">\n      <!-- iPhone -->\n      <g transform=\"translate(375.004121 258.64375)rotate(-90)scale(0.08 -0.08)\">\n       <use xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"27.783203\" xlink:href=\"#DejaVuSans-80\"/>\n       <use x=\"88.085938\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"151.464844\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"212.646484\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"276.025391\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_20\">\n     <!-- Products -->\n     <g transform=\"translate(205.503906 364.590937)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-80\"/>\n      <use x=\"58.552734\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"97.416016\" xlink:href=\"#DejaVuSans-111\"/>\n      <use x=\"158.597656\" xlink:href=\"#DejaVuSans-100\"/>\n      <use x=\"222.074219\" xlink:href=\"#DejaVuSans-117\"/>\n      <use x=\"285.453125\" xlink:href=\"#DejaVuSans-99\"/>\n      <use x=\"340.433594\" xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"379.642578\" xlink:href=\"#DejaVuSans-115\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_20\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m838e1782ec\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"59.690625\" xlink:href=\"#m838e1782ec\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_21\">\n      <!-- 0 -->\n      <g transform=\"translate(46.328125 228.439219)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_21\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"59.690625\" xlink:href=\"#m838e1782ec\" y=\"191.257385\"/>\n      </g>\n     </g>\n     <g id=\"text_22\">\n      <!-- 5000 -->\n      <g transform=\"translate(27.240625 195.056604)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_22\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"59.690625\" xlink:href=\"#m838e1782ec\" y=\"157.87477\"/>\n      </g>\n     </g>\n     <g id=\"text_23\">\n      <!-- 10000 -->\n      <g transform=\"translate(20.878125 161.673989)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_23\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"59.690625\" xlink:href=\"#m838e1782ec\" y=\"124.492155\"/>\n      </g>\n     </g>\n     <g id=\"text_24\">\n      <!-- 15000 -->\n      <g transform=\"translate(20.878125 128.291374)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"59.690625\" xlink:href=\"#m838e1782ec\" y=\"91.10954\"/>\n      </g>\n     </g>\n     <g id=\"text_25\">\n      <!-- 20000 -->\n      <g transform=\"translate(20.878125 94.908758)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_25\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"59.690625\" xlink:href=\"#m838e1782ec\" y=\"57.726925\"/>\n      </g>\n     </g>\n     <g id=\"text_26\">\n      <!-- 25000 -->\n      <g transform=\"translate(20.878125 61.526143)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"59.690625\" xlink:href=\"#m838e1782ec\" y=\"24.34431\"/>\n      </g>\n     </g>\n     <g id=\"text_27\">\n      <!-- 30000 -->\n      <g transform=\"translate(20.878125 28.143528)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_28\">\n     <!-- Quantity Ordered -->\n     <g style=\"fill:#008000;\" transform=\"translate(14.798438 159.46375)rotate(-90)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 39.40625 66.21875 \nQ 28.65625 66.21875 22.328125 58.203125 \nQ 16.015625 50.203125 16.015625 36.375 \nQ 16.015625 22.609375 22.328125 14.59375 \nQ 28.65625 6.59375 39.40625 6.59375 \nQ 50.140625 6.59375 56.421875 14.59375 \nQ 62.703125 22.609375 62.703125 36.375 \nQ 62.703125 50.203125 56.421875 58.203125 \nQ 50.140625 66.21875 39.40625 66.21875 \nz\nM 53.21875 1.3125 \nL 66.21875 -12.890625 \nL 54.296875 -12.890625 \nL 43.5 -1.21875 \nQ 41.890625 -1.3125 41.03125 -1.359375 \nQ 40.1875 -1.421875 39.40625 -1.421875 \nQ 24.03125 -1.421875 14.8125 8.859375 \nQ 5.609375 19.140625 5.609375 36.375 \nQ 5.609375 53.65625 14.8125 63.9375 \nQ 24.03125 74.21875 39.40625 74.21875 \nQ 54.734375 74.21875 63.90625 63.9375 \nQ 73.09375 53.65625 73.09375 36.375 \nQ 73.09375 23.6875 67.984375 14.640625 \nQ 62.890625 5.609375 53.21875 1.3125 \nz\n\" id=\"DejaVuSans-81\"/>\n       <path d=\"M 39.40625 66.21875 \nQ 28.65625 66.21875 22.328125 58.203125 \nQ 16.015625 50.203125 16.015625 36.375 \nQ 16.015625 22.609375 22.328125 14.59375 \nQ 28.65625 6.59375 39.40625 6.59375 \nQ 50.140625 6.59375 56.421875 14.59375 \nQ 62.703125 22.609375 62.703125 36.375 \nQ 62.703125 50.203125 56.421875 58.203125 \nQ 50.140625 66.21875 39.40625 66.21875 \nz\nM 39.40625 74.21875 \nQ 54.734375 74.21875 63.90625 63.9375 \nQ 73.09375 53.65625 73.09375 36.375 \nQ 73.09375 19.140625 63.90625 8.859375 \nQ 54.734375 -1.421875 39.40625 -1.421875 \nQ 24.03125 -1.421875 14.8125 8.828125 \nQ 5.609375 19.09375 5.609375 36.375 \nQ 5.609375 53.65625 14.8125 63.9375 \nQ 24.03125 74.21875 39.40625 74.21875 \nz\n\" id=\"DejaVuSans-79\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-81\"/>\n      <use x=\"78.710938\" xlink:href=\"#DejaVuSans-117\"/>\n      <use x=\"142.089844\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"203.369141\" xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"266.748047\" xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"305.957031\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"333.740234\" xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"372.949219\" xlink:href=\"#DejaVuSans-121\"/>\n      <use x=\"432.128906\" xlink:href=\"#DejaVuSans-32\"/>\n      <use x=\"463.916016\" xlink:href=\"#DejaVuSans-79\"/>\n      <use x=\"542.626953\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"581.990234\" xlink:href=\"#DejaVuSans-100\"/>\n      <use x=\"645.466797\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"706.990234\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"745.853516\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"807.376953\" xlink:href=\"#DejaVuSans-100\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_22\">\n    <path d=\"M 59.690625 224.64 \nL 59.690625 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_23\">\n    <path d=\"M 394.490625 224.64 \nL 394.490625 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_24\">\n    <path d=\"M 59.690625 224.64 \nL 394.490625 224.64 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_25\">\n    <path d=\"M 59.690625 7.2 \nL 394.490625 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_2\">\n   <g id=\"matplotlib.axis_3\">\n    <g id=\"ytick_8\">\n     <g id=\"line2d_27\">\n      <defs>\n       <path d=\"M 0 0 \nL 3.5 0 \n\" id=\"mb4c1434134\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"394.490625\" xlink:href=\"#mb4c1434134\" y=\"215.104648\"/>\n      </g>\n     </g>\n     <g id=\"text_29\">\n      <!-- 0 -->\n      <g transform=\"translate(401.490625 218.903866)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_28\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"394.490625\" xlink:href=\"#mb4c1434134\" y=\"185.983911\"/>\n      </g>\n     </g>\n     <g id=\"text_30\">\n      <!-- 250 -->\n      <g transform=\"translate(401.490625 189.783129)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_10\">\n     <g id=\"line2d_29\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"394.490625\" xlink:href=\"#mb4c1434134\" y=\"156.863174\"/>\n      </g>\n     </g>\n     <g id=\"text_31\">\n      <!-- 500 -->\n      <g transform=\"translate(401.490625 160.662392)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_11\">\n     <g id=\"line2d_30\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"394.490625\" xlink:href=\"#mb4c1434134\" y=\"127.742437\"/>\n      </g>\n     </g>\n     <g id=\"text_32\">\n      <!-- 750 -->\n      <g transform=\"translate(401.490625 131.541656)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_12\">\n     <g id=\"line2d_31\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"394.490625\" xlink:href=\"#mb4c1434134\" y=\"98.6217\"/>\n      </g>\n     </g>\n     <g id=\"text_33\">\n      <!-- 1000 -->\n      <g transform=\"translate(401.490625 102.420919)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_13\">\n     <g id=\"line2d_32\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"394.490625\" xlink:href=\"#mb4c1434134\" y=\"69.500963\"/>\n      </g>\n     </g>\n     <g id=\"text_34\">\n      <!-- 1250 -->\n      <g transform=\"translate(401.490625 73.300182)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_14\">\n     <g id=\"line2d_33\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"394.490625\" xlink:href=\"#mb4c1434134\" y=\"40.380226\"/>\n      </g>\n     </g>\n     <g id=\"text_35\">\n      <!-- 1500 -->\n      <g transform=\"translate(401.490625 44.179445)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_15\">\n     <g id=\"line2d_34\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"394.490625\" xlink:href=\"#mb4c1434134\" y=\"11.259489\"/>\n      </g>\n     </g>\n     <g id=\"text_36\">\n      <!-- 1750 -->\n      <g transform=\"translate(401.490625 15.058708)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_37\">\n     <!-- Price Each -->\n     <g style=\"fill:#0000ff;\" transform=\"translate(438.539062 141.848125)rotate(-90)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 9.8125 72.90625 \nL 55.90625 72.90625 \nL 55.90625 64.59375 \nL 19.671875 64.59375 \nL 19.671875 43.015625 \nL 54.390625 43.015625 \nL 54.390625 34.71875 \nL 19.671875 34.71875 \nL 19.671875 8.296875 \nL 56.78125 8.296875 \nL 56.78125 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-69\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-80\"/>\n      <use x=\"58.552734\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"99.666016\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"127.449219\" xlink:href=\"#DejaVuSans-99\"/>\n      <use x=\"182.429688\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"243.953125\" xlink:href=\"#DejaVuSans-32\"/>\n      <use x=\"275.740234\" xlink:href=\"#DejaVuSans-69\"/>\n      <use x=\"338.923828\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"400.203125\" xlink:href=\"#DejaVuSans-99\"/>\n      <use x=\"455.183594\" xlink:href=\"#DejaVuSans-104\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_35\">\n    <path clip-path=\"url(#paf6cab075a)\" d=\"M 81.384629 202.292688 \nL 97.574184 169.677464 \nL 113.763739 197.63337 \nL 129.953294 170.842293 \nL 146.142849 214.657353 \nL 162.332404 214.756364 \nL 178.52196 197.632205 \nL 194.711515 203.457518 \nL 210.90107 180.159763 \nL 227.090625 145.214879 \nL 243.28018 145.214879 \nL 259.469735 145.214879 \nL 275.65929 213.363228 \nL 291.848846 17.083636 \nL 308.038401 98.622866 \nL 324.227956 213.712676 \nL 340.417511 168.511469 \nL 356.607066 213.708017 \nL 372.796621 133.566584 \n\" style=\"fill:none;stroke:#0000ff;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_26\">\n    <path d=\"M 59.690625 224.64 \nL 59.690625 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_27\">\n    <path d=\"M 394.490625 224.64 \nL 394.490625 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_28\">\n    <path d=\"M 59.690625 224.64 \nL 394.490625 224.64 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_29\">\n    <path d=\"M 59.690625 7.2 \nL 394.490625 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"paf6cab075a\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"59.690625\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "all_products = df.groupby('Product').sum()['Quantity Ordered']\n",
    "prices = df.groupby('Product').mean()['Price Each']\n",
    "products_ls = [product for product, quant in all_products.items()]\n",
    "\n",
    "x = products_ls\n",
    "y1 = all_products\n",
    "y2 = prices\n",
    "\n",
    "fig, ax1 = plt.subplots()\n",
    "\n",
    "ax2 = ax1.twinx()\n",
    "ax1.bar(x, y1, color='g')\n",
    "ax2.plot(x, y2, 'b-')\n",
    "\n",
    "ax1.set_xticklabels(products_ls, rotation=90, size=8)\n",
    "ax1.set_xlabel('Products')\n",
    "ax1.set_ylabel('Quantity Ordered', color='g')\n",
    "ax2.set_ylabel('Price Each', color='b')\n",
    "\n",
    "plt.show()"
   ]
  }
 ]
}