{
 "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": "3.7.0"
  },
  "orig_nbformat": 2,
  "kernelspec": {
   "name": "python37364bit8d3b438fb5fc4430a93ac2cb74d693a7",
   "display_name": "Python 3.7.0 64-bit ('3.7')"
  },
  "metadata": {
   "interpreter": {
    "hash": "70b38d7a306a849643e446cd70466270a13445e5987dfa1344ef2b127438fa4d"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2,
 "cells": [
  {
   "source": [
    "## Linear and Polynomial Regression for Pumpkin Pricing - Lesson 3\n",
    "\n",
    "Load up required libraries and dataset. Convert the data to a dataframe containing a subset of the data: \n",
    "\n",
    "- Only get pumpkins priced by the bushel\n",
    "- Convert the date to a month\n",
    "- Calculate the price to be an average of high and low prices\n",
    "- Convert the price to reflect the pricing by bushel quantity"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "   City Name Type       Package      Variety Sub Variety  Grade     Date  \\\n",
       "0  BALTIMORE  NaN  24 inch bins          NaN         NaN    NaN  4/29/17   \n",
       "1  BALTIMORE  NaN  24 inch bins          NaN         NaN    NaN   5/6/17   \n",
       "2  BALTIMORE  NaN  24 inch bins  HOWDEN TYPE         NaN    NaN  9/24/16   \n",
       "3  BALTIMORE  NaN  24 inch bins  HOWDEN TYPE         NaN    NaN  9/24/16   \n",
       "4  BALTIMORE  NaN  24 inch bins  HOWDEN TYPE         NaN    NaN  11/5/16   \n",
       "\n",
       "   Low Price  High Price  Mostly Low  ...  Unit of Sale Quality Condition  \\\n",
       "0      270.0       280.0       270.0  ...           NaN     NaN       NaN   \n",
       "1      270.0       280.0       270.0  ...           NaN     NaN       NaN   \n",
       "2      160.0       160.0       160.0  ...           NaN     NaN       NaN   \n",
       "3      160.0       160.0       160.0  ...           NaN     NaN       NaN   \n",
       "4       90.0       100.0        90.0  ...           NaN     NaN       NaN   \n",
       "\n",
       "  Appearance Storage  Crop Repack  Trans Mode  Unnamed: 24  Unnamed: 25  \n",
       "0        NaN     NaN   NaN      E         NaN          NaN          NaN  \n",
       "1        NaN     NaN   NaN      E         NaN          NaN          NaN  \n",
       "2        NaN     NaN   NaN      N         NaN          NaN          NaN  \n",
       "3        NaN     NaN   NaN      N         NaN          NaN          NaN  \n",
       "4        NaN     NaN   NaN      N         NaN          NaN          NaN  \n",
       "\n",
       "[5 rows x 26 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>City Name</th>\n      <th>Type</th>\n      <th>Package</th>\n      <th>Variety</th>\n      <th>Sub Variety</th>\n      <th>Grade</th>\n      <th>Date</th>\n      <th>Low Price</th>\n      <th>High Price</th>\n      <th>Mostly Low</th>\n      <th>...</th>\n      <th>Unit of Sale</th>\n      <th>Quality</th>\n      <th>Condition</th>\n      <th>Appearance</th>\n      <th>Storage</th>\n      <th>Crop</th>\n      <th>Repack</th>\n      <th>Trans Mode</th>\n      <th>Unnamed: 24</th>\n      <th>Unnamed: 25</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>BALTIMORE</td>\n      <td>NaN</td>\n      <td>24 inch bins</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>4/29/17</td>\n      <td>270.0</td>\n      <td>280.0</td>\n      <td>270.0</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>E</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>BALTIMORE</td>\n      <td>NaN</td>\n      <td>24 inch bins</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>5/6/17</td>\n      <td>270.0</td>\n      <td>280.0</td>\n      <td>270.0</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>E</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>BALTIMORE</td>\n      <td>NaN</td>\n      <td>24 inch bins</td>\n      <td>HOWDEN TYPE</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>9/24/16</td>\n      <td>160.0</td>\n      <td>160.0</td>\n      <td>160.0</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>N</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>BALTIMORE</td>\n      <td>NaN</td>\n      <td>24 inch bins</td>\n      <td>HOWDEN TYPE</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>9/24/16</td>\n      <td>160.0</td>\n      <td>160.0</td>\n      <td>160.0</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>N</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>BALTIMORE</td>\n      <td>NaN</td>\n      <td>24 inch bins</td>\n      <td>HOWDEN TYPE</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>11/5/16</td>\n      <td>90.0</td>\n      <td>100.0</td>\n      <td>90.0</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>N</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows × 26 columns</p>\n</div>"
     },
     "metadata": {},
     "execution_count": 1
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "pumpkins = pd.read_csv('../../data/US-pumpkins.csv')\n",
    "\n",
    "pumpkins.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "    Month  Variety  City  Package  Low Price  High Price      Price\n",
       "70      1        3     1        0          5           3  13.636364\n",
       "71      1        3     1        0         10           7  16.363636\n",
       "72      2        3     1        0         10           7  16.363636\n",
       "73      2        3     1        0          9           6  15.454545\n",
       "74      2        3     1        0          5           3  13.636364"
      ],
      "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>Month</th>\n      <th>Variety</th>\n      <th>City</th>\n      <th>Package</th>\n      <th>Low Price</th>\n      <th>High Price</th>\n      <th>Price</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>70</th>\n      <td>1</td>\n      <td>3</td>\n      <td>1</td>\n      <td>0</td>\n      <td>5</td>\n      <td>3</td>\n      <td>13.636364</td>\n    </tr>\n    <tr>\n      <th>71</th>\n      <td>1</td>\n      <td>3</td>\n      <td>1</td>\n      <td>0</td>\n      <td>10</td>\n      <td>7</td>\n      <td>16.363636</td>\n    </tr>\n    <tr>\n      <th>72</th>\n      <td>2</td>\n      <td>3</td>\n      <td>1</td>\n      <td>0</td>\n      <td>10</td>\n      <td>7</td>\n      <td>16.363636</td>\n    </tr>\n    <tr>\n      <th>73</th>\n      <td>2</td>\n      <td>3</td>\n      <td>1</td>\n      <td>0</td>\n      <td>9</td>\n      <td>6</td>\n      <td>15.454545</td>\n    </tr>\n    <tr>\n      <th>74</th>\n      <td>2</td>\n      <td>3</td>\n      <td>1</td>\n      <td>0</td>\n      <td>5</td>\n      <td>3</td>\n      <td>13.636364</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 2
    }
   ],
   "source": [
    "from sklearn.preprocessing import LabelEncoder\n",
    "\n",
    "pumpkins = pumpkins[pumpkins['Package'].str.contains('bushel', case=True, regex=True)]\n",
    "\n",
    "new_columns = ['Package', 'Variety', 'City Name', 'Month', 'Low Price', 'High Price', 'Date']\n",
    "\n",
    "pumpkins = pumpkins.drop([c for c in pumpkins.columns if c not in new_columns], axis=1)\n",
    "\n",
    "price = (pumpkins['Low Price'] + pumpkins['High Price']) / 2\n",
    "\n",
    "month = pd.DatetimeIndex(pumpkins['Date']).month\n",
    "\n",
    "new_pumpkins = pd.DataFrame({'Month': month, 'Variety': pumpkins['Variety'], 'City': pumpkins['City Name'], 'Package': pumpkins['Package'], 'Low Price': pumpkins['Low Price'],'High Price': pumpkins['High Price'], 'Price': price})\n",
    "\n",
    "new_pumpkins.loc[new_pumpkins['Package'].str.contains('1 1/9'), 'Price'] = price/1.1\n",
    "\n",
    "new_pumpkins.loc[new_pumpkins['Package'].str.contains('1/2'), 'Price'] = price*2\n",
    "\n",
    "new_pumpkins.iloc[:, 0:-1] = new_pumpkins.iloc[:, 0:-1].apply(LabelEncoder().fit_transform)\n",
    "\n",
    "new_pumpkins.head()\n"
   ]
  },
  {
   "source": [
    "A scatterplot reminds us that we only have month data from August through December. We probably need more data to be able to draw conclusions in a linear fashion."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fe57097e828>"
      ]
     },
     "metadata": {},
     "execution_count": 3
    },
    {
     "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=\"248.518125pt\" version=\"1.1\" viewBox=\"0 0 368.925 248.518125\" width=\"368.925pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;white-space:pre;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M -0 248.518125 \nL 368.925 248.518125 \nL 368.925 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 26.925 224.64 \nL 361.725 224.64 \nL 361.725 7.2 \nL 26.925 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"PathCollection_1\">\n    <defs>\n     <path d=\"M 0 3 \nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \nC 2.683901 1.55874 3 0.795609 3 0 \nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \nC 1.55874 -2.683901 0.795609 -3 0 -3 \nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \nC -2.683901 -1.55874 -3 -0.795609 -3 0 \nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \nC -1.55874 2.683901 -0.795609 3 0 3 \nz\n\" id=\"m6e6fd13ccb\" style=\"stroke:#1f77b4;\"/>\n    </defs>\n    <g clip-path=\"url(#p5cb0483da8)\">\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"201.41676\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"188.144301\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"188.144301\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"201.41676\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"188.144301\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"189.250339\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"201.41676\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"189.250339\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"201.41676\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"189.250339\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"201.41676\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"194.780531\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"188.144301\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"196.992607\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"188.144301\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"196.992607\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"196.992607\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"196.992607\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"112.048866\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"202.522799\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"202.522799\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"202.522799\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"202.522799\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"191.462416\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"116.915434\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"116.915434\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"116.915434\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"116.915434\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"116.915434\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"116.915434\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"116.915434\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"199.204684\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"199.204684\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"199.204684\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"199.204684\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"199.204684\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"199.204684\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"199.204684\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"199.204684\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"199.204684\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"199.204684\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"345.828041\" xlink:href=\"#m6e6fd13ccb\" y=\"199.204684\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"199.204684\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"199.204684\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"199.204684\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"199.204684\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"199.204684\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"199.204684\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"199.204684\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"199.204684\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"199.204684\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"199.204684\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"345.828041\" xlink:href=\"#m6e6fd13ccb\" y=\"199.204684\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"345.828041\" xlink:href=\"#m6e6fd13ccb\" y=\"199.204684\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"160.714551\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"160.714551\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"190.356377\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"190.356377\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"190.356377\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"190.356377\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"190.356377\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"190.356377\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"190.356377\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"190.356377\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"190.356377\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"190.356377\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"345.828041\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"345.828041\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"345.828041\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"345.828041\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"42.821959\" xlink:href=\"#m6e6fd13ccb\" y=\"179.295994\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"179.295994\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"188.144301\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"179.295994\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"188.144301\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"183.720148\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"188.144301\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"183.720148\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"188.144301\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"183.720148\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"188.144301\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"168.235612\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"168.235612\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"168.235612\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"168.235612\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"168.235612\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"168.235612\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"168.235612\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"168.235612\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"345.828041\" xlink:href=\"#m6e6fd13ccb\" y=\"168.235612\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"82.849455\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"82.849455\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"82.849455\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"82.849455\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"82.849455\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"82.849455\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"97.44916\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"97.44916\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"97.44916\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"97.44916\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"97.44916\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"97.44916\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"97.44916\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"97.44916\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"97.44916\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"97.44916\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"97.44916\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"97.44916\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"97.44916\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"97.44916\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"97.44916\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"97.44916\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"82.849455\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"179.295994\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"175.314257\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"175.314257\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"175.314257\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"175.314257\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"175.314257\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"175.314257\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"175.314257\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"170.447688\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"63.383181\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"131.51514\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"131.51514\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"131.51514\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"131.51514\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"131.51514\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"131.51514\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"131.51514\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"131.51514\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"131.51514\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"131.51514\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"131.51514\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"131.51514\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"192.568454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"175.314257\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"175.314257\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"175.314257\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"175.314257\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"73.116318\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"73.116318\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"73.116318\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"82.849455\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"82.849455\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"116.915434\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"116.915434\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"188.144301\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"188.144301\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"34.18377\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"34.18377\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"112.048866\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"188.144301\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"188.144301\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"188.144301\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"188.144301\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"214.68922\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"214.68922\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"214.68922\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"170.447688\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"179.295994\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"170.447688\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"190.356377\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"201.41676\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"179.295994\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"179.295994\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"185.047394\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"185.047394\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"185.047394\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"185.047394\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"185.047394\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"43.916907\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"73.116318\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"73.116318\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"73.116318\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"63.383181\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"63.383181\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"63.383181\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"63.383181\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"63.383181\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"63.383181\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"63.383181\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"63.383181\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"63.383181\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"73.116318\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"73.116318\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"73.116318\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"73.116318\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"73.116318\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"73.116318\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"73.116318\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"73.116318\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"90.149308\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"41.483623\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"41.483623\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"41.483623\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"41.483623\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"48.783475\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"34.18377\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"17.15078\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"39.050338\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"22.017348\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"43.916907\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"73.116318\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"63.383181\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"63.383181\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"63.383181\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"63.383181\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"63.383181\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"63.383181\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"210.265067\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"214.68922\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"214.68922\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"42.821959\" xlink:href=\"#m6e6fd13ccb\" y=\"183.720148\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"188.144301\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"179.295994\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"97.44916\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"92.582592\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"97.44916\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.325\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.076521\" xlink:href=\"#m6e6fd13ccb\" y=\"102.315729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"42.821959\" xlink:href=\"#m6e6fd13ccb\" y=\"82.849455\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"112.048866\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"116.915434\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"107.182297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"114.48215\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"146.114846\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"118.132077\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"133.948424\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"118.132077\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"133.948424\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"127.865214\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"142.464919\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"150.981414\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"150.981414\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"121.782003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"127.865214\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"142.464919\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"150.981414\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.573479\" xlink:href=\"#m6e6fd13ccb\" y=\"150.981414\"/>\n    </g>\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=\"m2c274f723d\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.821959\" xlink:href=\"#m2c274f723d\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0.0 -->\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       <path d=\"M 10.6875 12.40625 \nL 21 12.40625 \nL 21 0 \nL 10.6875 0 \nz\n\" id=\"DejaVuSans-46\"/>\n      </defs>\n      <g transform=\"translate(34.870396 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\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=\"80.697719\" xlink:href=\"#m2c274f723d\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 0.5 -->\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      <g transform=\"translate(72.746157 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\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=\"118.573479\" xlink:href=\"#m2c274f723d\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 1.0 -->\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      <g transform=\"translate(110.621917 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\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=\"156.44924\" xlink:href=\"#m2c274f723d\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 1.5 -->\n      <g transform=\"translate(148.497677 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\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=\"194.325\" xlink:href=\"#m2c274f723d\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 2.0 -->\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      <g transform=\"translate(186.373438 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\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=\"232.20076\" xlink:href=\"#m2c274f723d\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 2.5 -->\n      <g transform=\"translate(224.249198 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\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=\"270.076521\" xlink:href=\"#m2c274f723d\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 3.0 -->\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      <g transform=\"translate(262.124958 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\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=\"307.952281\" xlink:href=\"#m2c274f723d\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 3.5 -->\n      <g transform=\"translate(300.000718 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\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=\"345.828041\" xlink:href=\"#m2c274f723d\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 4.0 -->\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      <g transform=\"translate(337.876479 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\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=\"md447d3a41d\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#md447d3a41d\" y=\"219.113373\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 10 -->\n      <g transform=\"translate(7.2 222.912592)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" 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=\"26.925\" xlink:href=\"#md447d3a41d\" y=\"194.780531\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 15 -->\n      <g transform=\"translate(7.2 198.579749)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\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=\"26.925\" xlink:href=\"#md447d3a41d\" y=\"170.447688\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 20 -->\n      <g transform=\"translate(7.2 174.246907)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\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=\"26.925\" xlink:href=\"#md447d3a41d\" y=\"146.114846\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 25 -->\n      <g transform=\"translate(7.2 149.914064)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\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=\"26.925\" xlink:href=\"#md447d3a41d\" y=\"121.782003\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 30 -->\n      <g transform=\"translate(7.2 125.581222)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\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=\"26.925\" xlink:href=\"#md447d3a41d\" y=\"97.44916\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 35 -->\n      <g transform=\"translate(7.2 101.248379)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" 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=\"26.925\" xlink:href=\"#md447d3a41d\" y=\"73.116318\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- 40 -->\n      <g transform=\"translate(7.2 76.915537)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\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=\"26.925\" xlink:href=\"#md447d3a41d\" y=\"48.783475\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- 45 -->\n      <g transform=\"translate(7.2 52.582694)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\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=\"26.925\" xlink:href=\"#md447d3a41d\" y=\"24.450633\"/>\n      </g>\n     </g>\n     <g id=\"text_18\">\n      <!-- 50 -->\n      <g transform=\"translate(7.2 28.249851)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 26.925 224.64 \nL 26.925 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 361.725 224.64 \nL 361.725 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 26.925 224.64 \nL 361.725 224.64 \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 26.925 7.2 \nL 361.725 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=\"p5cb0483da8\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"26.925\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.scatter('Month','Price',data=new_pumpkins)"
   ]
  },
  {
   "source": [
    "Try some different correlations"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "0.3236397181608923\n0.6061712937226016\n"
     ]
    }
   ],
   "source": [
    "print(new_pumpkins['City'].corr(new_pumpkins['Price']))\n",
    "\n",
    "print(new_pumpkins['Package'].corr(new_pumpkins['Price']))\n"
   ]
  },
  {
   "source": [
    "Drop unused columns"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\nInt64Index: 415 entries, 70 to 1742\nData columns (total 7 columns):\n #   Column      Non-Null Count  Dtype  \n---  ------      --------------  -----  \n 0   Month       415 non-null    int64  \n 1   Variety     415 non-null    int64  \n 2   City        415 non-null    int64  \n 3   Package     415 non-null    int64  \n 4   Low Price   415 non-null    int64  \n 5   High Price  415 non-null    int64  \n 6   Price       415 non-null    float64\ndtypes: float64(1), int64(6)\nmemory usage: 25.9 KB\n"
     ]
    }
   ],
   "source": [
    "\n",
    "new_pumpkins.dropna(inplace=True)\n",
    "new_pumpkins.info()\n",
    "\n",
    "\n"
   ]
  },
  {
   "source": [
    "Create a new dataframe"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "      Package      Price\n",
       "70          0  13.636364\n",
       "71          0  16.363636\n",
       "72          0  16.363636\n",
       "73          0  15.454545\n",
       "74          0  13.636364\n",
       "...       ...        ...\n",
       "1738        2  30.000000\n",
       "1739        2  28.750000\n",
       "1740        2  25.750000\n",
       "1741        2  24.000000\n",
       "1742        2  24.000000\n",
       "\n",
       "[415 rows x 2 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>Package</th>\n      <th>Price</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>70</th>\n      <td>0</td>\n      <td>13.636364</td>\n    </tr>\n    <tr>\n      <th>71</th>\n      <td>0</td>\n      <td>16.363636</td>\n    </tr>\n    <tr>\n      <th>72</th>\n      <td>0</td>\n      <td>16.363636</td>\n    </tr>\n    <tr>\n      <th>73</th>\n      <td>0</td>\n      <td>15.454545</td>\n    </tr>\n    <tr>\n      <th>74</th>\n      <td>0</td>\n      <td>13.636364</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>1738</th>\n      <td>2</td>\n      <td>30.000000</td>\n    </tr>\n    <tr>\n      <th>1739</th>\n      <td>2</td>\n      <td>28.750000</td>\n    </tr>\n    <tr>\n      <th>1740</th>\n      <td>2</td>\n      <td>25.750000</td>\n    </tr>\n    <tr>\n      <th>1741</th>\n      <td>2</td>\n      <td>24.000000</td>\n    </tr>\n    <tr>\n      <th>1742</th>\n      <td>2</td>\n      <td>24.000000</td>\n    </tr>\n  </tbody>\n</table>\n<p>415 rows × 2 columns</p>\n</div>"
     },
     "metadata": {},
     "execution_count": 6
    }
   ],
   "source": [
    "new_columns = ['Package', 'Price']\n",
    "lin_pumpkins = new_pumpkins.drop([c for c in new_pumpkins.columns if c not in new_columns], axis='columns')\n",
    "\n",
    "lin_pumpkins\n"
   ]
  },
  {
   "source": [
    "Set X and y arrays to correspond to Package and Price"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = lin_pumpkins.values[:, :1]\n",
    "y = lin_pumpkins.values[:, 1:2]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Model Accuracy:  0.3315342327998989\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.metrics import r2_score, mean_squared_error, mean_absolute_error\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0)\n",
    "lin_reg = LinearRegression()\n",
    "lin_reg.fit(X_train,y_train)\n",
    "\n",
    "pred = lin_reg.predict(X_test)\n",
    "\n",
    "accuracy_score = lin_reg.score(X_train,y_train)\n",
    "print('Model Accuracy: ', accuracy_score)"
   ]
  },
  {
   "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=\"262.19625pt\" version=\"1.1\" viewBox=\"0 0 382.603125 262.19625\" width=\"382.603125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;white-space:pre;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 262.19625 \nL 382.603125 262.19625 \nL 382.603125 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 40.603125 224.64 \nL 375.403125 224.64 \nL 375.403125 7.2 \nL 40.603125 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"PathCollection_1\">\n    <defs>\n     <path d=\"M 0 3 \nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \nC 2.683901 1.55874 3 0.795609 3 0 \nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \nC 1.55874 -2.683901 0.795609 -3 0 -3 \nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \nC -2.683901 -1.55874 -3 -0.795609 -3 0 \nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \nC -1.55874 2.683901 -0.795609 3 0 3 \nz\n\" id=\"m88dd73df7b\" style=\"stroke:#000000;\"/>\n    </defs>\n    <g clip-path=\"url(#p21e702bfe1)\">\n     <use style=\"stroke:#000000;\" x=\"283.754646\" xlink:href=\"#m88dd73df7b\" y=\"37.110092\"/>\n     <use style=\"stroke:#000000;\" x=\"56.500084\" xlink:href=\"#m88dd73df7b\" y=\"167.061394\"/>\n     <use style=\"stroke:#000000;\" x=\"359.506166\" xlink:href=\"#m88dd73df7b\" y=\"174.318709\"/>\n     <use style=\"stroke:#000000;\" x=\"359.506166\" xlink:href=\"#m88dd73df7b\" y=\"184.297517\"/>\n     <use style=\"stroke:#000000;\" x=\"132.251604\" xlink:href=\"#m88dd73df7b\" y=\"187.472593\"/>\n     <use style=\"stroke:#000000;\" x=\"132.251604\" xlink:href=\"#m88dd73df7b\" y=\"187.472593\"/>\n     <use style=\"stroke:#000000;\" x=\"56.500084\" xlink:href=\"#m88dd73df7b\" y=\"192.008415\"/>\n     <use style=\"stroke:#000000;\" x=\"56.500084\" xlink:href=\"#m88dd73df7b\" y=\"188.606548\"/>\n     <use style=\"stroke:#000000;\" x=\"56.500084\" xlink:href=\"#m88dd73df7b\" y=\"196.544237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"119.435262\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"59.562411\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"114.445858\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"119.435262\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"99.477645\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"69.541219\"/>\n     <use style=\"stroke:#000000;\" x=\"56.500084\" xlink:href=\"#m88dd73df7b\" y=\"198.812148\"/>\n     <use style=\"stroke:#000000;\" x=\"56.500084\" xlink:href=\"#m88dd73df7b\" y=\"210.151703\"/>\n     <use style=\"stroke:#000000;\" x=\"56.500084\" xlink:href=\"#m88dd73df7b\" y=\"167.061394\"/>\n     <use style=\"stroke:#000000;\" x=\"56.500084\" xlink:href=\"#m88dd73df7b\" y=\"192.008415\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"94.488241\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"59.562411\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"119.435262\"/>\n     <use style=\"stroke:#000000;\" x=\"283.754646\" xlink:href=\"#m88dd73df7b\" y=\"87.004134\"/>\n     <use style=\"stroke:#000000;\" x=\"56.500084\" xlink:href=\"#m88dd73df7b\" y=\"202.214015\"/>\n     <use style=\"stroke:#000000;\" x=\"56.500084\" xlink:href=\"#m88dd73df7b\" y=\"192.008415\"/>\n     <use style=\"stroke:#000000;\" x=\"56.500084\" xlink:href=\"#m88dd73df7b\" y=\"187.472593\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"99.477645\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"119.435262\"/>\n     <use style=\"stroke:#000000;\" x=\"56.500084\" xlink:href=\"#m88dd73df7b\" y=\"214.687525\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"29.625985\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"59.562411\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"89.498837\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"104.467049\"/>\n     <use style=\"stroke:#000000;\" x=\"56.500084\" xlink:href=\"#m88dd73df7b\" y=\"194.276326\"/>\n     <use style=\"stroke:#000000;\" x=\"359.506166\" xlink:href=\"#m88dd73df7b\" y=\"119.435262\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"69.541219\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"79.520028\"/>\n     <use style=\"stroke:#000000;\" x=\"56.500084\" xlink:href=\"#m88dd73df7b\" y=\"192.008415\"/>\n     <use style=\"stroke:#000000;\" x=\"132.251604\" xlink:href=\"#m88dd73df7b\" y=\"198.812148\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"99.477645\"/>\n     <use style=\"stroke:#000000;\" x=\"283.754646\" xlink:href=\"#m88dd73df7b\" y=\"37.110092\"/>\n     <use style=\"stroke:#000000;\" x=\"56.500084\" xlink:href=\"#m88dd73df7b\" y=\"198.812148\"/>\n     <use style=\"stroke:#000000;\" x=\"359.506166\" xlink:href=\"#m88dd73df7b\" y=\"129.414071\"/>\n     <use style=\"stroke:#000000;\" x=\"283.754646\" xlink:href=\"#m88dd73df7b\" y=\"17.152475\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"79.520028\"/>\n     <use style=\"stroke:#000000;\" x=\"56.500084\" xlink:href=\"#m88dd73df7b\" y=\"187.472593\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"89.498837\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"99.477645\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"114.445858\"/>\n     <use style=\"stroke:#000000;\" x=\"56.500084\" xlink:href=\"#m88dd73df7b\" y=\"178.400949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"149.371688\"/>\n     <use style=\"stroke:#000000;\" x=\"56.500084\" xlink:href=\"#m88dd73df7b\" y=\"192.008415\"/>\n     <use style=\"stroke:#000000;\" x=\"56.500084\" xlink:href=\"#m88dd73df7b\" y=\"187.472593\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"89.498837\"/>\n     <use style=\"stroke:#000000;\" x=\"56.500084\" xlink:href=\"#m88dd73df7b\" y=\"192.008415\"/>\n     <use style=\"stroke:#000000;\" x=\"359.506166\" xlink:href=\"#m88dd73df7b\" y=\"129.414071\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"104.467049\"/>\n     <use style=\"stroke:#000000;\" x=\"56.500084\" xlink:href=\"#m88dd73df7b\" y=\"192.008415\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"89.498837\"/>\n     <use style=\"stroke:#000000;\" x=\"359.506166\" xlink:href=\"#m88dd73df7b\" y=\"129.414071\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"94.488241\"/>\n     <use style=\"stroke:#000000;\" x=\"132.251604\" xlink:href=\"#m88dd73df7b\" y=\"198.812148\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"89.498837\"/>\n     <use style=\"stroke:#000000;\" x=\"56.500084\" xlink:href=\"#m88dd73df7b\" y=\"189.740504\"/>\n     <use style=\"stroke:#000000;\" x=\"56.500084\" xlink:href=\"#m88dd73df7b\" y=\"192.008415\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"94.488241\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"89.498837\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"119.435262\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"119.435262\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"89.498837\"/>\n     <use style=\"stroke:#000000;\" x=\"56.500084\" xlink:href=\"#m88dd73df7b\" y=\"192.008415\"/>\n     <use style=\"stroke:#000000;\" x=\"56.500084\" xlink:href=\"#m88dd73df7b\" y=\"201.080059\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"89.498837\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"59.562411\"/>\n     <use style=\"stroke:#000000;\" x=\"56.500084\" xlink:href=\"#m88dd73df7b\" y=\"189.740504\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"89.498837\"/>\n     <use style=\"stroke:#000000;\" x=\"56.500084\" xlink:href=\"#m88dd73df7b\" y=\"187.472593\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"89.498837\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"89.498837\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m88dd73df7b\" y=\"104.467049\"/>\n     <use style=\"stroke:#000000;\" x=\"56.500084\" xlink:href=\"#m88dd73df7b\" y=\"188.606548\"/>\n     <use style=\"stroke:#000000;\" x=\"56.500084\" xlink:href=\"#m88dd73df7b\" y=\"196.544237\"/>\n     <use style=\"stroke:#000000;\" x=\"132.251604\" xlink:href=\"#m88dd73df7b\" y=\"198.812148\"/>\n    </g>\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=\"m9c177064b5\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"56.500084\" xlink:href=\"#m9c177064b5\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0.0 -->\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       <path d=\"M 10.6875 12.40625 \nL 21 12.40625 \nL 21 0 \nL 10.6875 0 \nz\n\" id=\"DejaVuSans-46\"/>\n      </defs>\n      <g transform=\"translate(48.548521 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\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=\"94.375844\" xlink:href=\"#m9c177064b5\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 0.5 -->\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      <g transform=\"translate(86.424282 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\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=\"132.251604\" xlink:href=\"#m9c177064b5\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 1.0 -->\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      <g transform=\"translate(124.300042 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\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=\"170.127365\" xlink:href=\"#m9c177064b5\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 1.5 -->\n      <g transform=\"translate(162.175802 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\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=\"208.003125\" xlink:href=\"#m9c177064b5\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 2.0 -->\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      <g transform=\"translate(200.051563 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\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=\"245.878885\" xlink:href=\"#m9c177064b5\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 2.5 -->\n      <g transform=\"translate(237.927323 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\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=\"283.754646\" xlink:href=\"#m9c177064b5\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 3.0 -->\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      <g transform=\"translate(275.803083 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\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=\"321.630406\" xlink:href=\"#m9c177064b5\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 3.5 -->\n      <g transform=\"translate(313.678843 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\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=\"359.506166\" xlink:href=\"#m9c177064b5\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 4.0 -->\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      <g transform=\"translate(351.554604 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_10\">\n     <!-- Package -->\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 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 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 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     <g transform=\"translate(186.96875 252.916562)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-80\"/>\n      <use x=\"60.240234\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"121.519531\" xlink:href=\"#DejaVuSans-99\"/>\n      <use x=\"176.5\" xlink:href=\"#DejaVuSans-107\"/>\n      <use x=\"234.394531\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"295.673828\" xlink:href=\"#DejaVuSans-103\"/>\n      <use x=\"359.150391\" xlink:href=\"#DejaVuSans-101\"/>\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=\"m082d50c293\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m082d50c293\" y=\"219.223347\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 10 -->\n      <g transform=\"translate(20.878125 223.022566)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" 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=\"40.603125\" xlink:href=\"#m082d50c293\" y=\"194.276326\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 15 -->\n      <g transform=\"translate(20.878125 198.075545)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\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=\"40.603125\" xlink:href=\"#m082d50c293\" y=\"169.329305\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 20 -->\n      <g transform=\"translate(20.878125 173.128523)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\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=\"40.603125\" xlink:href=\"#m082d50c293\" y=\"144.382283\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 25 -->\n      <g transform=\"translate(20.878125 148.181502)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\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=\"40.603125\" xlink:href=\"#m082d50c293\" y=\"119.435262\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 30 -->\n      <g transform=\"translate(20.878125 123.234481)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\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=\"40.603125\" xlink:href=\"#m082d50c293\" y=\"94.488241\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- 35 -->\n      <g transform=\"translate(20.878125 98.28746)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" 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=\"40.603125\" xlink:href=\"#m082d50c293\" y=\"69.541219\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- 40 -->\n      <g transform=\"translate(20.878125 73.340438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\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=\"40.603125\" xlink:href=\"#m082d50c293\" y=\"44.594198\"/>\n      </g>\n     </g>\n     <g id=\"text_18\">\n      <!-- 45 -->\n      <g transform=\"translate(20.878125 48.393417)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\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=\"40.603125\" xlink:href=\"#m082d50c293\" y=\"19.647177\"/>\n      </g>\n     </g>\n     <g id=\"text_19\">\n      <!-- 50 -->\n      <g transform=\"translate(20.878125 23.446396)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_20\">\n     <!-- Price -->\n     <defs>\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 9.421875 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     <g transform=\"translate(14.798438 128.204375)rotate(-90)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-80\"/>\n      <use x=\"60.287109\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"101.400391\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"129.183594\" xlink:href=\"#DejaVuSans-99\"/>\n      <use x=\"184.164062\" xlink:href=\"#DejaVuSans-101\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_19\">\n    <path clip-path=\"url(#p21e702bfe1)\" d=\"M 283.754646 97.809698 \nL 56.500084 168.324237 \nL 359.506166 74.304851 \nL 359.506166 74.304851 \nL 132.251604 144.819391 \nL 132.251604 144.819391 \nL 56.500084 168.324237 \nL 56.500084 168.324237 \nL 56.500084 168.324237 \nL 208.003125 121.314544 \nL 208.003125 121.314544 \nL 208.003125 121.314544 \nL 208.003125 121.314544 \nL 208.003125 121.314544 \nL 208.003125 121.314544 \nL 56.500084 168.324237 \nL 56.500084 168.324237 \nL 56.500084 168.324237 \nL 56.500084 168.324237 \nL 208.003125 121.314544 \nL 208.003125 121.314544 \nL 208.003125 121.314544 \nL 283.754646 97.809698 \nL 56.500084 168.324237 \nL 56.500084 168.324237 \nL 56.500084 168.324237 \nL 208.003125 121.314544 \nL 208.003125 121.314544 \nL 56.500084 168.324237 \nL 208.003125 121.314544 \nL 208.003125 121.314544 \nL 208.003125 121.314544 \nL 208.003125 121.314544 \nL 56.500084 168.324237 \nL 359.506166 74.304851 \nL 208.003125 121.314544 \nL 208.003125 121.314544 \nL 56.500084 168.324237 \nL 132.251604 144.819391 \nL 208.003125 121.314544 \nL 283.754646 97.809698 \nL 56.500084 168.324237 \nL 359.506166 74.304851 \nL 283.754646 97.809698 \nL 208.003125 121.314544 \nL 56.500084 168.324237 \nL 208.003125 121.314544 \nL 208.003125 121.314544 \nL 208.003125 121.314544 \nL 56.500084 168.324237 \nL 208.003125 121.314544 \nL 56.500084 168.324237 \nL 56.500084 168.324237 \nL 208.003125 121.314544 \nL 56.500084 168.324237 \nL 359.506166 74.304851 \nL 208.003125 121.314544 \nL 56.500084 168.324237 \nL 208.003125 121.314544 \nL 359.506166 74.304851 \nL 208.003125 121.314544 \nL 132.251604 144.819391 \nL 208.003125 121.314544 \nL 56.500084 168.324237 \nL 56.500084 168.324237 \nL 208.003125 121.314544 \nL 208.003125 121.314544 \nL 208.003125 121.314544 \nL 208.003125 121.314544 \nL 208.003125 121.314544 \nL 56.500084 168.324237 \nL 56.500084 168.324237 \nL 208.003125 121.314544 \nL 208.003125 121.314544 \nL 56.500084 168.324237 \nL 208.003125 121.314544 \nL 56.500084 168.324237 \nL 208.003125 121.314544 \nL 208.003125 121.314544 \nL 208.003125 121.314544 \nL 56.500084 168.324237 \nL 56.500084 168.324237 \nL 132.251604 144.819391 \n\" style=\"fill:none;stroke:#0000ff;stroke-linecap:square;stroke-width:3;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 40.603125 224.64 \nL 40.603125 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 375.403125 224.64 \nL 375.403125 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 40.603125 224.64 \nL 375.403125 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 40.603125 7.2 \nL 375.403125 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=\"p21e702bfe1\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"40.603125\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "\n",
    "plt.scatter(X_test, y_test,  color='black')\n",
    "plt.plot(X_test, pred, color='blue', linewidth=3)\n",
    "\n",
    "plt.xlabel('Package')\n",
    "plt.ylabel('Price')\n",
    "\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "array([[33.15655975]])"
      ]
     },
     "metadata": {},
     "execution_count": 10
    }
   ],
   "source": [
    "lin_reg.predict( np.array([ [2.75] ]) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "      Month  Variety  City  Package      Price\n",
       "70        1        3     1        0  13.636364\n",
       "71        1        3     1        0  16.363636\n",
       "72        2        3     1        0  16.363636\n",
       "73        2        3     1        0  15.454545\n",
       "74        2        3     1        0  13.636364\n",
       "...     ...      ...   ...      ...        ...\n",
       "1738      1        1     9        2  30.000000\n",
       "1739      1        1     9        2  28.750000\n",
       "1740      1        1     9        2  25.750000\n",
       "1741      1        1     9        2  24.000000\n",
       "1742      1        1     9        2  24.000000\n",
       "\n",
       "[415 rows x 5 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>Month</th>\n      <th>Variety</th>\n      <th>City</th>\n      <th>Package</th>\n      <th>Price</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>70</th>\n      <td>1</td>\n      <td>3</td>\n      <td>1</td>\n      <td>0</td>\n      <td>13.636364</td>\n    </tr>\n    <tr>\n      <th>71</th>\n      <td>1</td>\n      <td>3</td>\n      <td>1</td>\n      <td>0</td>\n      <td>16.363636</td>\n    </tr>\n    <tr>\n      <th>72</th>\n      <td>2</td>\n      <td>3</td>\n      <td>1</td>\n      <td>0</td>\n      <td>16.363636</td>\n    </tr>\n    <tr>\n      <th>73</th>\n      <td>2</td>\n      <td>3</td>\n      <td>1</td>\n      <td>0</td>\n      <td>15.454545</td>\n    </tr>\n    <tr>\n      <th>74</th>\n      <td>2</td>\n      <td>3</td>\n      <td>1</td>\n      <td>0</td>\n      <td>13.636364</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>1738</th>\n      <td>1</td>\n      <td>1</td>\n      <td>9</td>\n      <td>2</td>\n      <td>30.000000</td>\n    </tr>\n    <tr>\n      <th>1739</th>\n      <td>1</td>\n      <td>1</td>\n      <td>9</td>\n      <td>2</td>\n      <td>28.750000</td>\n    </tr>\n    <tr>\n      <th>1740</th>\n      <td>1</td>\n      <td>1</td>\n      <td>9</td>\n      <td>2</td>\n      <td>25.750000</td>\n    </tr>\n    <tr>\n      <th>1741</th>\n      <td>1</td>\n      <td>1</td>\n      <td>9</td>\n      <td>2</td>\n      <td>24.000000</td>\n    </tr>\n    <tr>\n      <th>1742</th>\n      <td>1</td>\n      <td>1</td>\n      <td>9</td>\n      <td>2</td>\n      <td>24.000000</td>\n    </tr>\n  </tbody>\n</table>\n<p>415 rows × 5 columns</p>\n</div>"
     },
     "metadata": {},
     "execution_count": 11
    }
   ],
   "source": [
    "new_columns = ['Variety', 'Package', 'City', 'Month', 'Price']\n",
    "poly_pumpkins = new_pumpkins.drop([c for c in new_pumpkins.columns if c not in new_columns], axis='columns')\n",
    "\n",
    "poly_pumpkins"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fe5709abfd0>"
      ],
      "text/html": "<style  type=\"text/css\" >\n#T_374540ec_b1df_11eb_9c12_acde48001122row0_col0,#T_374540ec_b1df_11eb_9c12_acde48001122row1_col1,#T_374540ec_b1df_11eb_9c12_acde48001122row2_col2,#T_374540ec_b1df_11eb_9c12_acde48001122row3_col3,#T_374540ec_b1df_11eb_9c12_acde48001122row4_col4{\n            background-color:  #b40426;\n            color:  #f1f1f1;\n        }#T_374540ec_b1df_11eb_9c12_acde48001122row0_col1{\n            background-color:  #ead4c8;\n            color:  #000000;\n        }#T_374540ec_b1df_11eb_9c12_acde48001122row0_col2{\n            background-color:  #4961d2;\n            color:  #f1f1f1;\n        }#T_374540ec_b1df_11eb_9c12_acde48001122row0_col3{\n            background-color:  #9bbcff;\n            color:  #000000;\n        }#T_374540ec_b1df_11eb_9c12_acde48001122row0_col4{\n            background-color:  #bbd1f8;\n            color:  #000000;\n        }#T_374540ec_b1df_11eb_9c12_acde48001122row1_col0{\n            background-color:  #9fbfff;\n            color:  #000000;\n        }#T_374540ec_b1df_11eb_9c12_acde48001122row1_col2,#T_374540ec_b1df_11eb_9c12_acde48001122row1_col3,#T_374540ec_b1df_11eb_9c12_acde48001122row1_col4,#T_374540ec_b1df_11eb_9c12_acde48001122row2_col0,#T_374540ec_b1df_11eb_9c12_acde48001122row4_col1{\n            background-color:  #3b4cc0;\n            color:  #f1f1f1;\n        }#T_374540ec_b1df_11eb_9c12_acde48001122row2_col1{\n            background-color:  #a9c6fd;\n            color:  #000000;\n        }#T_374540ec_b1df_11eb_9c12_acde48001122row2_col3{\n            background-color:  #edd2c3;\n            color:  #000000;\n        }#T_374540ec_b1df_11eb_9c12_acde48001122row2_col4{\n            background-color:  #f5c0a7;\n            color:  #000000;\n        }#T_374540ec_b1df_11eb_9c12_acde48001122row3_col0{\n            background-color:  #455cce;\n            color:  #f1f1f1;\n        }#T_374540ec_b1df_11eb_9c12_acde48001122row3_col1{\n            background-color:  #6485ec;\n            color:  #000000;\n        }#T_374540ec_b1df_11eb_9c12_acde48001122row3_col2{\n            background-color:  #ccd9ed;\n            color:  #000000;\n        }#T_374540ec_b1df_11eb_9c12_acde48001122row3_col4{\n            background-color:  #f08a6c;\n            color:  #000000;\n        }#T_374540ec_b1df_11eb_9c12_acde48001122row4_col0{\n            background-color:  #445acc;\n            color:  #f1f1f1;\n        }#T_374540ec_b1df_11eb_9c12_acde48001122row4_col2{\n            background-color:  #d2dbe8;\n            color:  #000000;\n        }#T_374540ec_b1df_11eb_9c12_acde48001122row4_col3{\n            background-color:  #f39778;\n            color:  #000000;\n        }</style><table id=\"T_374540ec_b1df_11eb_9c12_acde48001122\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Month</th>        <th class=\"col_heading level0 col1\" >Variety</th>        <th class=\"col_heading level0 col2\" >City</th>        <th class=\"col_heading level0 col3\" >Package</th>        <th class=\"col_heading level0 col4\" >Price</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_374540ec_b1df_11eb_9c12_acde48001122level0_row0\" class=\"row_heading level0 row0\" >Month</th>\n                        <td id=\"T_374540ec_b1df_11eb_9c12_acde48001122row0_col0\" class=\"data row0 col0\" >1.000000</td>\n                        <td id=\"T_374540ec_b1df_11eb_9c12_acde48001122row0_col1\" class=\"data row0 col1\" >0.171330</td>\n                        <td id=\"T_374540ec_b1df_11eb_9c12_acde48001122row0_col2\" class=\"data row0 col2\" >-0.188728</td>\n                        <td id=\"T_374540ec_b1df_11eb_9c12_acde48001122row0_col3\" class=\"data row0 col3\" >-0.144847</td>\n                        <td id=\"T_374540ec_b1df_11eb_9c12_acde48001122row0_col4\" class=\"data row0 col4\" >-0.148783</td>\n            </tr>\n            <tr>\n                        <th id=\"T_374540ec_b1df_11eb_9c12_acde48001122level0_row1\" class=\"row_heading level0 row1\" >Variety</th>\n                        <td id=\"T_374540ec_b1df_11eb_9c12_acde48001122row1_col0\" class=\"data row1 col0\" >0.171330</td>\n                        <td id=\"T_374540ec_b1df_11eb_9c12_acde48001122row1_col1\" class=\"data row1 col1\" >1.000000</td>\n                        <td id=\"T_374540ec_b1df_11eb_9c12_acde48001122row1_col2\" class=\"data row1 col2\" >-0.248441</td>\n                        <td id=\"T_374540ec_b1df_11eb_9c12_acde48001122row1_col3\" class=\"data row1 col3\" >-0.614855</td>\n                        <td id=\"T_374540ec_b1df_11eb_9c12_acde48001122row1_col4\" class=\"data row1 col4\" >-0.863479</td>\n            </tr>\n            <tr>\n                        <th id=\"T_374540ec_b1df_11eb_9c12_acde48001122level0_row2\" class=\"row_heading level0 row2\" >City</th>\n                        <td id=\"T_374540ec_b1df_11eb_9c12_acde48001122row2_col0\" class=\"data row2 col0\" >-0.188728</td>\n                        <td id=\"T_374540ec_b1df_11eb_9c12_acde48001122row2_col1\" class=\"data row2 col1\" >-0.248441</td>\n                        <td id=\"T_374540ec_b1df_11eb_9c12_acde48001122row2_col2\" class=\"data row2 col2\" >1.000000</td>\n                        <td id=\"T_374540ec_b1df_11eb_9c12_acde48001122row2_col3\" class=\"data row2 col3\" >0.301604</td>\n                        <td id=\"T_374540ec_b1df_11eb_9c12_acde48001122row2_col4\" class=\"data row2 col4\" >0.323640</td>\n            </tr>\n            <tr>\n                        <th id=\"T_374540ec_b1df_11eb_9c12_acde48001122level0_row3\" class=\"row_heading level0 row3\" >Package</th>\n                        <td id=\"T_374540ec_b1df_11eb_9c12_acde48001122row3_col0\" class=\"data row3 col0\" >-0.144847</td>\n                        <td id=\"T_374540ec_b1df_11eb_9c12_acde48001122row3_col1\" class=\"data row3 col1\" >-0.614855</td>\n                        <td id=\"T_374540ec_b1df_11eb_9c12_acde48001122row3_col2\" class=\"data row3 col2\" >0.301604</td>\n                        <td id=\"T_374540ec_b1df_11eb_9c12_acde48001122row3_col3\" class=\"data row3 col3\" >1.000000</td>\n                        <td id=\"T_374540ec_b1df_11eb_9c12_acde48001122row3_col4\" class=\"data row3 col4\" >0.606171</td>\n            </tr>\n            <tr>\n                        <th id=\"T_374540ec_b1df_11eb_9c12_acde48001122level0_row4\" class=\"row_heading level0 row4\" >Price</th>\n                        <td id=\"T_374540ec_b1df_11eb_9c12_acde48001122row4_col0\" class=\"data row4 col0\" >-0.148783</td>\n                        <td id=\"T_374540ec_b1df_11eb_9c12_acde48001122row4_col1\" class=\"data row4 col1\" >-0.863479</td>\n                        <td id=\"T_374540ec_b1df_11eb_9c12_acde48001122row4_col2\" class=\"data row4 col2\" >0.323640</td>\n                        <td id=\"T_374540ec_b1df_11eb_9c12_acde48001122row4_col3\" class=\"data row4 col3\" >0.606171</td>\n                        <td id=\"T_374540ec_b1df_11eb_9c12_acde48001122row4_col4\" class=\"data row4 col4\" >1.000000</td>\n            </tr>\n    </tbody></table>"
     },
     "metadata": {},
     "execution_count": 12
    }
   ],
   "source": [
    "corr = poly_pumpkins.corr()\n",
    "corr.style.background_gradient(cmap='coolwarm')"
   ]
  },
  {
   "source": [
    "Select the Package/Price columns"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "X=poly_pumpkins.iloc[:,3:4].values\n",
    "y=poly_pumpkins.iloc[:,4:5].values\n"
   ]
  },
  {
   "source": [
    "Create Polynomial Regression model"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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=\"262.19625pt\" version=\"1.1\" viewBox=\"0 0 382.603125 262.19625\" width=\"382.603125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;white-space:pre;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 262.19625 \nL 382.603125 262.19625 \nL 382.603125 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 40.603125 224.64 \nL 375.403125 224.64 \nL 375.403125 7.2 \nL 40.603125 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"PathCollection_1\">\n    <defs>\n     <path d=\"M 0 3 \nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \nC 2.683901 1.55874 3 0.795609 3 0 \nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \nC 1.55874 -2.683901 0.795609 -3 0 -3 \nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \nC -2.683901 -1.55874 -3 -0.795609 -3 0 \nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \nC -1.55874 2.683901 -0.795609 3 0 3 \nz\n\" id=\"m903ea3a5b7\" style=\"stroke:#000000;\"/>\n    </defs>\n    <g clip-path=\"url(#p48264b39a0)\">\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"199.44082\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"186.475104\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"186.475104\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"199.44082\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"186.475104\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"187.555581\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"199.44082\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"187.555581\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"199.44082\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"187.555581\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"199.44082\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"192.957962\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"186.475104\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"195.118915\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"186.475104\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"195.118915\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"195.118915\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"195.118915\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"112.138333\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"200.521297\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"200.521297\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"200.521297\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"200.521297\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"189.716533\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"116.892429\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"116.892429\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"116.892429\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"116.892429\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"116.892429\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"116.892429\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"116.892429\"/>\n     <use style=\"stroke:#000000;\" x=\"133.383218\" xlink:href=\"#m903ea3a5b7\" y=\"197.279868\"/>\n     <use style=\"stroke:#000000;\" x=\"133.383218\" xlink:href=\"#m903ea3a5b7\" y=\"197.279868\"/>\n     <use style=\"stroke:#000000;\" x=\"133.383218\" xlink:href=\"#m903ea3a5b7\" y=\"197.279868\"/>\n     <use style=\"stroke:#000000;\" x=\"133.383218\" xlink:href=\"#m903ea3a5b7\" y=\"197.279868\"/>\n     <use style=\"stroke:#000000;\" x=\"133.383218\" xlink:href=\"#m903ea3a5b7\" y=\"197.279868\"/>\n     <use style=\"stroke:#000000;\" x=\"133.383218\" xlink:href=\"#m903ea3a5b7\" y=\"197.279868\"/>\n     <use style=\"stroke:#000000;\" x=\"133.383218\" xlink:href=\"#m903ea3a5b7\" y=\"197.279868\"/>\n     <use style=\"stroke:#000000;\" x=\"133.383218\" xlink:href=\"#m903ea3a5b7\" y=\"197.279868\"/>\n     <use style=\"stroke:#000000;\" x=\"133.383218\" xlink:href=\"#m903ea3a5b7\" y=\"197.279868\"/>\n     <use style=\"stroke:#000000;\" x=\"133.383218\" xlink:href=\"#m903ea3a5b7\" y=\"197.279868\"/>\n     <use style=\"stroke:#000000;\" x=\"133.383218\" xlink:href=\"#m903ea3a5b7\" y=\"197.279868\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"197.279868\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"197.279868\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"197.279868\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"197.279868\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"197.279868\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"197.279868\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"197.279868\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"197.279868\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"197.279868\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"197.279868\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"197.279868\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"197.279868\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"159.679291\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"159.679291\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"188.636057\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"188.636057\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"188.636057\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"188.636057\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"188.636057\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"188.636057\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"188.636057\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"188.636057\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"188.636057\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"188.636057\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"177.831294\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"177.831294\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"186.475104\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"177.831294\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"186.475104\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"182.153199\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"186.475104\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"182.153199\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"186.475104\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"182.153199\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"186.475104\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"167.02653\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"167.02653\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"167.02653\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"167.02653\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"167.02653\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"167.02653\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"167.02653\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"167.02653\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"167.02653\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"83.613758\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"83.613758\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"83.613758\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"83.613758\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"83.613758\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"83.613758\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"97.876045\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"97.876045\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"97.876045\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"97.876045\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"97.876045\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"97.876045\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"97.876045\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"97.876045\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"97.876045\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"97.876045\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"97.876045\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"97.876045\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"97.876045\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"97.876045\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"97.876045\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"97.876045\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"83.613758\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"177.831294\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"173.941579\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"173.941579\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"173.941579\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"173.941579\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"173.941579\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"173.941579\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"173.941579\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"169.187483\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"64.597374\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"131.154716\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"131.154716\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"131.154716\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"131.154716\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"131.154716\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"131.154716\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"131.154716\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"131.154716\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"131.154716\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"131.154716\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"131.154716\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"131.154716\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"190.79701\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"173.941579\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"173.941579\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"173.941579\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"173.941579\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"74.105566\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"74.105566\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"74.105566\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"83.613758\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"83.613758\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"116.892429\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"116.892429\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"133.383218\" xlink:href=\"#m903ea3a5b7\" y=\"186.475104\"/>\n     <use style=\"stroke:#000000;\" x=\"133.383218\" xlink:href=\"#m903ea3a5b7\" y=\"186.475104\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"36.072799\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"36.072799\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"112.138333\"/>\n     <use style=\"stroke:#000000;\" x=\"133.383218\" xlink:href=\"#m903ea3a5b7\" y=\"186.475104\"/>\n     <use style=\"stroke:#000000;\" x=\"133.383218\" xlink:href=\"#m903ea3a5b7\" y=\"186.475104\"/>\n     <use style=\"stroke:#000000;\" x=\"133.383218\" xlink:href=\"#m903ea3a5b7\" y=\"186.475104\"/>\n     <use style=\"stroke:#000000;\" x=\"133.383218\" xlink:href=\"#m903ea3a5b7\" y=\"186.475104\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"212.406536\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"212.406536\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"212.406536\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"169.187483\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"177.831294\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"169.187483\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"188.636057\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"199.44082\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"177.831294\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"177.831294\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"183.449771\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"183.449771\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"183.449771\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"183.449771\"/>\n     <use style=\"stroke:#000000;\" x=\"357.24294\" xlink:href=\"#m903ea3a5b7\" y=\"183.449771\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"45.580991\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"74.105566\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"74.105566\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"74.105566\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"64.597374\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"64.597374\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"64.597374\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"64.597374\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"64.597374\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"64.597374\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"64.597374\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"64.597374\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"64.597374\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"74.105566\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"74.105566\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"74.105566\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"74.105566\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"74.105566\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"74.105566\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"74.105566\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"74.105566\"/>\n     <use style=\"stroke:#000000;\" x=\"282.623032\" xlink:href=\"#m903ea3a5b7\" y=\"90.744901\"/>\n     <use style=\"stroke:#000000;\" x=\"282.623032\" xlink:href=\"#m903ea3a5b7\" y=\"43.203943\"/>\n     <use style=\"stroke:#000000;\" x=\"282.623032\" xlink:href=\"#m903ea3a5b7\" y=\"43.203943\"/>\n     <use style=\"stroke:#000000;\" x=\"282.623032\" xlink:href=\"#m903ea3a5b7\" y=\"43.203943\"/>\n     <use style=\"stroke:#000000;\" x=\"282.623032\" xlink:href=\"#m903ea3a5b7\" y=\"43.203943\"/>\n     <use style=\"stroke:#000000;\" x=\"282.623032\" xlink:href=\"#m903ea3a5b7\" y=\"50.335087\"/>\n     <use style=\"stroke:#000000;\" x=\"282.623032\" xlink:href=\"#m903ea3a5b7\" y=\"36.072799\"/>\n     <use style=\"stroke:#000000;\" x=\"282.623032\" xlink:href=\"#m903ea3a5b7\" y=\"19.433464\"/>\n     <use style=\"stroke:#000000;\" x=\"282.623032\" xlink:href=\"#m903ea3a5b7\" y=\"40.826895\"/>\n     <use style=\"stroke:#000000;\" x=\"282.623032\" xlink:href=\"#m903ea3a5b7\" y=\"24.18756\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"45.580991\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"74.105566\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"64.597374\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"64.597374\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"64.597374\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"64.597374\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"64.597374\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"64.597374\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"208.084631\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"212.406536\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"212.406536\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"182.153199\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"186.475104\"/>\n     <use style=\"stroke:#000000;\" x=\"58.76331\" xlink:href=\"#m903ea3a5b7\" y=\"177.831294\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"97.876045\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"93.121949\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"97.876045\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"102.630141\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"83.613758\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"112.138333\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"116.892429\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"107.384237\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"114.515381\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"145.417004\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"118.080953\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"133.531764\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"118.080953\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"133.531764\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"127.589144\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"141.851432\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"150.1711\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"150.1711\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"121.646525\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"127.589144\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"141.851432\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"150.1711\"/>\n     <use style=\"stroke:#000000;\" x=\"208.003125\" xlink:href=\"#m903ea3a5b7\" y=\"150.1711\"/>\n    </g>\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=\"m347a602c7e\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"58.76331\" xlink:href=\"#m347a602c7e\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0.0 -->\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       <path d=\"M 10.6875 12.40625 \nL 21 12.40625 \nL 21 0 \nL 10.6875 0 \nz\n\" id=\"DejaVuSans-46\"/>\n      </defs>\n      <g transform=\"translate(50.811748 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\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=\"96.073264\" xlink:href=\"#m347a602c7e\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 0.5 -->\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      <g transform=\"translate(88.121701 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\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=\"133.383218\" xlink:href=\"#m347a602c7e\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 1.0 -->\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      <g transform=\"translate(125.431655 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\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=\"170.693171\" xlink:href=\"#m347a602c7e\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 1.5 -->\n      <g transform=\"translate(162.741609 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\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=\"208.003125\" xlink:href=\"#m347a602c7e\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 2.0 -->\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      <g transform=\"translate(200.051562 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\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=\"245.313079\" xlink:href=\"#m347a602c7e\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 2.5 -->\n      <g transform=\"translate(237.361516 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\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=\"282.623032\" xlink:href=\"#m347a602c7e\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 3.0 -->\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      <g transform=\"translate(274.67147 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\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=\"319.932986\" xlink:href=\"#m347a602c7e\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 3.5 -->\n      <g transform=\"translate(311.981424 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\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=\"357.24294\" xlink:href=\"#m347a602c7e\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 4.0 -->\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      <g transform=\"translate(349.291377 239.238437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_10\">\n     <!-- Package -->\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 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 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 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     <g transform=\"translate(186.96875 252.916562)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-80\"/>\n      <use x=\"60.240234\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"121.519531\" xlink:href=\"#DejaVuSans-99\"/>\n      <use x=\"176.5\" xlink:href=\"#DejaVuSans-107\"/>\n      <use x=\"234.394531\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"295.673828\" xlink:href=\"#DejaVuSans-103\"/>\n      <use x=\"359.150391\" xlink:href=\"#DejaVuSans-101\"/>\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=\"m5d3028abfe\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m5d3028abfe\" y=\"216.728442\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 10 -->\n      <g transform=\"translate(20.878125 220.52766)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" 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=\"40.603125\" xlink:href=\"#m5d3028abfe\" y=\"169.187483\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 20 -->\n      <g transform=\"translate(20.878125 172.986702)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\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=\"40.603125\" xlink:href=\"#m5d3028abfe\" y=\"121.646525\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 30 -->\n      <g transform=\"translate(20.878125 125.445743)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\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=\"40.603125\" xlink:href=\"#m5d3028abfe\" y=\"74.105566\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 40 -->\n      <g transform=\"translate(20.878125 77.904785)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\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=\"40.603125\" xlink:href=\"#m5d3028abfe\" y=\"26.564607\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 50 -->\n      <g transform=\"translate(20.878125 30.363826)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_16\">\n     <!-- Price -->\n     <defs>\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 9.421875 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     <g transform=\"translate(14.798438 128.204375)rotate(-90)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-80\"/>\n      <use x=\"60.287109\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"101.400391\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"129.183594\" xlink:href=\"#DejaVuSans-99\"/>\n      <use x=\"184.164062\" xlink:href=\"#DejaVuSans-101\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_15\">\n    <path clip-path=\"url(#p48264b39a0)\" d=\"M 58.76331 189.016679 \nL 58.76331 189.016679 \nL 58.76331 189.016679 \nL 58.76331 189.016679 \nL 58.76331 189.016679 \nL 58.76331 189.016679 \nL 58.76331 189.016679 \nL 58.76331 189.016679 \nL 58.76331 189.016679 \nL 58.76331 189.016679 \nL 58.76331 189.016679 \nL 58.76331 189.016679 \nL 58.76331 189.016679 \nL 58.76331 189.016679 \nL 58.76331 189.016679 \nL 58.76331 189.016679 \nL 58.76331 189.016679 \nL 58.76331 189.016679 \nL 58.76331 189.016679 \nL 58.76331 189.016679 \nL 58.76331 189.016679 \nL 58.76331 189.016679 \nL 58.76331 189.016679 \nL 58.76331 189.016679 \nL 58.76331 189.016679 \nL 58.76331 189.016679 \nL 58.76331 189.016679 \nL 58.76331 189.016679 \nL 58.76331 189.016679 \nL 133.383218 193.67828 \nL 133.383218 193.67828 \nL 133.383218 193.67828 \nL 133.383218 193.67828 \nL 133.383218 193.67828 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 208.003125 101.216102 \nL 282.623032 38.846022 \nL 282.623032 38.846022 \nL 282.623032 38.846022 \nL 282.623032 38.846022 \nL 357.24294 152.931542 \nL 357.24294 152.931542 \nL 357.24294 152.931542 \nL 357.24294 152.931542 \nL 357.24294 152.931542 \nL 357.24294 152.931542 \n\" style=\"fill:none;stroke:#0000ff;stroke-linecap:square;stroke-width:3;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 40.603125 224.64 \nL 40.603125 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 375.403125 224.64 \nL 375.403125 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 40.603125 224.64 \nL 375.403125 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 40.603125 7.2 \nL 375.403125 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=\"p48264b39a0\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"40.603125\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "from sklearn.preprocessing import PolynomialFeatures\n",
    "from sklearn.pipeline import make_pipeline\n",
    "\n",
    "pipeline = make_pipeline(PolynomialFeatures(4), LinearRegression())\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0)\n",
    "\n",
    "pipeline.fit(np.array(X_train), y_train)\n",
    "\n",
    "y_pred=pipeline.predict(X_test)\n",
    "\n",
    "df = pd.DataFrame({'x': X_test[:,0], 'y': y_pred[:,0]})\n",
    "df.sort_values(by='x',inplace = True)\n",
    "points = pd.DataFrame(df).to_numpy()\n",
    "\n",
    "plt.plot(points[:, 0], points[:, 1],color=\"blue\", linewidth=3)\n",
    "plt.xlabel('Package')\n",
    "plt.ylabel('Price')\n",
    "\n",
    "plt.scatter(X,y, color=\"black\")\n",
    "\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Model Accuracy:  0.8537946517073784\n"
     ]
    }
   ],
   "source": [
    "accuracy_score = pipeline.score(X_train,y_train)\n",
    "print('Model Accuracy: ', accuracy_score)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "array([[46.34509342]])"
      ]
     },
     "metadata": {},
     "execution_count": 16
    }
   ],
   "source": [
    "pipeline.predict( np.array([ [2.75] ]) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}