Code/Day79-Retail_data_clustering.ipynb

{
 "nbformat": 4,
 "nbformat_minor": 2,
 "metadata": {
  "language_info": {
   "name": "python",
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "version": "3.7.6-final"
  },
  "orig_nbformat": 2,
  "file_extension": ".py",
  "mimetype": "text/x-python",
  "name": "python",
  "npconvert_exporter": "python",
  "pygments_lexer": "ipython3",
  "version": 3,
  "kernelspec": {
   "name": "python37464bitbaseconda0633cb87348e4e1f83d9c32f4c55bf11",
   "display_name": "Python 3.7.4 64-bit ('base': conda)"
  }
 },
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Online Retail data clustering\n",
    "****\n",
    "**Context: \n",
    "Online retail is a transnational data set which contains all the transactions occurring between 01/12/2010 and 09/12/2011 for a UK-based and registered non-store online retail. The company mainly sells unique all-occasion gifts. Many customers of the company are wholesalers.**\n",
    "\n",
    "**Business Goal: \n",
    "We will be using the online retail trasnational dataset to build a RFM clustering and choose the best set of customers which the company should target.**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The steps are broadly divided into:\n",
    "* Step 1: Reading and Understanding the Data\n",
    "* Step 2: Data Cleansing\n",
    "* Step 3: Data Preparation\n",
    "* Step 4: Model Building\n",
    "* Step 5: Final Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Reading and Understanding the Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import required libraries for dataframe and visualization\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import datetime as dt\n",
    "\n",
    "# import required libraries for clustering\n",
    "import sklearn\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.metrics import silhouette_score\n",
    "from scipy.cluster.hierarchy import linkage\n",
    "from scipy.cluster.hierarchy import dendrogram\n",
    "from scipy.cluster.hierarchy import cut_tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>InvoiceNo</th>\n      <th>StockCode</th>\n      <th>Description</th>\n      <th>Quantity</th>\n      <th>InvoiceDate</th>\n      <th>UnitPrice</th>\n      <th>CustomerID</th>\n      <th>Country</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>536365</td>\n      <td>85123A</td>\n      <td>WHITE HANGING HEART T-LIGHT HOLDER</td>\n      <td>6</td>\n      <td>01-12-2010 08:26</td>\n      <td>2.55</td>\n      <td>17850.0</td>\n      <td>United Kingdom</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>536365</td>\n      <td>71053</td>\n      <td>WHITE METAL LANTERN</td>\n      <td>6</td>\n      <td>01-12-2010 08:26</td>\n      <td>3.39</td>\n      <td>17850.0</td>\n      <td>United Kingdom</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>536365</td>\n      <td>84406B</td>\n      <td>CREAM CUPID HEARTS COAT HANGER</td>\n      <td>8</td>\n      <td>01-12-2010 08:26</td>\n      <td>2.75</td>\n      <td>17850.0</td>\n      <td>United Kingdom</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>536365</td>\n      <td>84029G</td>\n      <td>KNITTED UNION FLAG HOT WATER BOTTLE</td>\n      <td>6</td>\n      <td>01-12-2010 08:26</td>\n      <td>3.39</td>\n      <td>17850.0</td>\n      <td>United Kingdom</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>536365</td>\n      <td>84029E</td>\n      <td>RED WOOLLY HOTTIE WHITE HEART.</td>\n      <td>6</td>\n      <td>01-12-2010 08:26</td>\n      <td>3.39</td>\n      <td>17850.0</td>\n      <td>United Kingdom</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
      "text/plain": "  InvoiceNo StockCode                          Description  Quantity  \\\n0    536365    85123A   WHITE HANGING HEART T-LIGHT HOLDER         6   \n1    536365     71053                  WHITE METAL LANTERN         6   \n2    536365    84406B       CREAM CUPID HEARTS COAT HANGER         8   \n3    536365    84029G  KNITTED UNION FLAG HOT WATER BOTTLE         6   \n4    536365    84029E       RED WOOLLY HOTTIE WHITE HEART.         6   \n\n        InvoiceDate  UnitPrice  CustomerID         Country  \n0  01-12-2010 08:26       2.55     17850.0  United Kingdom  \n1  01-12-2010 08:26       3.39     17850.0  United Kingdom  \n2  01-12-2010 08:26       2.75     17850.0  United Kingdom  \n3  01-12-2010 08:26       3.39     17850.0  United Kingdom  \n4  01-12-2010 08:26       3.39     17850.0  United Kingdom  "
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reading the data on which analysis needs to be done\n",
    "\n",
    "retail = pd.read_csv('../datasets/OnlineRetail.csv', sep=\",\", encoding=\"ISO-8859-1\", header=0)\n",
    "retail.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "(541909, 8)"
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# shape of df\n",
    "retail.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": "<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 541909 entries, 0 to 541908\nData columns (total 8 columns):\n #   Column       Non-Null Count   Dtype  \n---  ------       --------------   -----  \n 0   InvoiceNo    541909 non-null  object \n 1   StockCode    541909 non-null  object \n 2   Description  540455 non-null  object \n 3   Quantity     541909 non-null  int64  \n 4   InvoiceDate  541909 non-null  object \n 5   UnitPrice    541909 non-null  float64\n 6   CustomerID   406829 non-null  float64\n 7   Country      541909 non-null  object \ndtypes: float64(2), int64(1), object(5)\nmemory usage: 33.1+ MB\n"
    }
   ],
   "source": [
    "# info of df\n",
    "retail.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>Quantity</th>\n      <th>UnitPrice</th>\n      <th>CustomerID</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>541909.000000</td>\n      <td>541909.000000</td>\n      <td>406829.000000</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>9.552250</td>\n      <td>4.611114</td>\n      <td>15287.690570</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>218.081158</td>\n      <td>96.759853</td>\n      <td>1713.600303</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>-80995.000000</td>\n      <td>-11062.060000</td>\n      <td>12346.000000</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>1.000000</td>\n      <td>1.250000</td>\n      <td>13953.000000</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>3.000000</td>\n      <td>2.080000</td>\n      <td>15152.000000</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>10.000000</td>\n      <td>4.130000</td>\n      <td>16791.000000</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>80995.000000</td>\n      <td>38970.000000</td>\n      <td>18287.000000</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
      "text/plain": "            Quantity      UnitPrice     CustomerID\ncount  541909.000000  541909.000000  406829.000000\nmean        9.552250       4.611114   15287.690570\nstd       218.081158      96.759853    1713.600303\nmin    -80995.000000  -11062.060000   12346.000000\n25%         1.000000       1.250000   13953.000000\n50%         3.000000       2.080000   15152.000000\n75%        10.000000       4.130000   16791.000000\nmax     80995.000000   38970.000000   18287.000000"
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "retail.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Data cleansing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "InvoiceNo       0.00\nStockCode       0.00\nDescription     0.27\nQuantity        0.00\nInvoiceDate     0.00\nUnitPrice       0.00\nCustomerID     24.93\nCountry         0.00\ndtype: float64"
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calculating the Missing Values % contribution in DF\n",
    "\n",
    "df_null = round(100*(retail.isnull().sum())/len(retail), 2)\n",
    "df_null"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "(406829, 8)"
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Droping rows having missing values\n",
    "\n",
    "retail = retail.dropna()\n",
    "retail.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Changing the datatype of Customer Id as per Business understanding\n",
    "\n",
    "retail['CustomerID'] = retail['CustomerID'].astype(str)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Data preprocessing\n",
    "\n",
    "We are going to analysis the Customers based on below 3 factors:\n",
    "* R (Recency): Number of days since last purchase\n",
    "* F (Frequency): Number of tracsactions\n",
    "* M (Monetary): Total amount of transactions (revenue contributed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>CustomerID</th>\n      <th>Amount</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>12346.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>12347.0</td>\n      <td>4310.00</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>12348.0</td>\n      <td>1797.24</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>12349.0</td>\n      <td>1757.55</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>12350.0</td>\n      <td>334.40</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
      "text/plain": "  CustomerID   Amount\n0    12346.0     0.00\n1    12347.0  4310.00\n2    12348.0  1797.24\n3    12349.0  1757.55\n4    12350.0   334.40"
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# New Attribute : Monetary\n",
    "\n",
    "retail['Amount'] = retail['Quantity']*retail['UnitPrice']\n",
    "rfm_m = retail.groupby('CustomerID')['Amount'].sum()\n",
    "rfm_m = rfm_m.reset_index()\n",
    "rfm_m.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>CustomerID</th>\n      <th>Frequency</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>12346.0</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>12347.0</td>\n      <td>182</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>12348.0</td>\n      <td>31</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>12349.0</td>\n      <td>73</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>12350.0</td>\n      <td>17</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
      "text/plain": "  CustomerID  Frequency\n0    12346.0          2\n1    12347.0        182\n2    12348.0         31\n3    12349.0         73\n4    12350.0         17"
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# New Attribute : Frequency\n",
    "\n",
    "rfm_f = retail.groupby('CustomerID')['InvoiceNo'].count()\n",
    "rfm_f = rfm_f.reset_index()\n",
    "rfm_f.columns = ['CustomerID', 'Frequency']\n",
    "rfm_f.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>CustomerID</th>\n      <th>Amount</th>\n      <th>Frequency</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>12346.0</td>\n      <td>0.00</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>12347.0</td>\n      <td>4310.00</td>\n      <td>182</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>12348.0</td>\n      <td>1797.24</td>\n      <td>31</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>12349.0</td>\n      <td>1757.55</td>\n      <td>73</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>12350.0</td>\n      <td>334.40</td>\n      <td>17</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
      "text/plain": "  CustomerID   Amount  Frequency\n0    12346.0     0.00          2\n1    12347.0  4310.00        182\n2    12348.0  1797.24         31\n3    12349.0  1757.55         73\n4    12350.0   334.40         17"
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Merging the two dfs\n",
    "\n",
    "rfm = pd.merge(rfm_m, rfm_f, on='CustomerID', how='inner')\n",
    "rfm.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# New Attribute : Recency\n",
    "\n",
    "# Convert to datetime to proper datatype\n",
    "\n",
    "retail['InvoiceDate'] = pd.to_datetime(retail['InvoiceDate'],format='%d-%m-%Y %H:%M')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "Timestamp('2011-12-09 12:50:00')"
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Compute the maximum date to know the last transaction date\n",
    "\n",
    "max_date = max(retail['InvoiceDate'])\n",
    "max_date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>InvoiceNo</th>\n      <th>StockCode</th>\n      <th>Description</th>\n      <th>Quantity</th>\n      <th>InvoiceDate</th>\n      <th>UnitPrice</th>\n      <th>CustomerID</th>\n      <th>Country</th>\n      <th>Amount</th>\n      <th>Diff</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>536365</td>\n      <td>85123A</td>\n      <td>WHITE HANGING HEART T-LIGHT HOLDER</td>\n      <td>6</td>\n      <td>2010-12-01 08:26:00</td>\n      <td>2.55</td>\n      <td>17850.0</td>\n      <td>United Kingdom</td>\n      <td>15.30</td>\n      <td>373 days 04:24:00</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>536365</td>\n      <td>71053</td>\n      <td>WHITE METAL LANTERN</td>\n      <td>6</td>\n      <td>2010-12-01 08:26:00</td>\n      <td>3.39</td>\n      <td>17850.0</td>\n      <td>United Kingdom</td>\n      <td>20.34</td>\n      <td>373 days 04:24:00</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>536365</td>\n      <td>84406B</td>\n      <td>CREAM CUPID HEARTS COAT HANGER</td>\n      <td>8</td>\n      <td>2010-12-01 08:26:00</td>\n      <td>2.75</td>\n      <td>17850.0</td>\n      <td>United Kingdom</td>\n      <td>22.00</td>\n      <td>373 days 04:24:00</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>536365</td>\n      <td>84029G</td>\n      <td>KNITTED UNION FLAG HOT WATER BOTTLE</td>\n      <td>6</td>\n      <td>2010-12-01 08:26:00</td>\n      <td>3.39</td>\n      <td>17850.0</td>\n      <td>United Kingdom</td>\n      <td>20.34</td>\n      <td>373 days 04:24:00</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>536365</td>\n      <td>84029E</td>\n      <td>RED WOOLLY HOTTIE WHITE HEART.</td>\n      <td>6</td>\n      <td>2010-12-01 08:26:00</td>\n      <td>3.39</td>\n      <td>17850.0</td>\n      <td>United Kingdom</td>\n      <td>20.34</td>\n      <td>373 days 04:24:00</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
      "text/plain": "  InvoiceNo StockCode                          Description  Quantity  \\\n0    536365    85123A   WHITE HANGING HEART T-LIGHT HOLDER         6   \n1    536365     71053                  WHITE METAL LANTERN         6   \n2    536365    84406B       CREAM CUPID HEARTS COAT HANGER         8   \n3    536365    84029G  KNITTED UNION FLAG HOT WATER BOTTLE         6   \n4    536365    84029E       RED WOOLLY HOTTIE WHITE HEART.         6   \n\n          InvoiceDate  UnitPrice CustomerID         Country  Amount  \\\n0 2010-12-01 08:26:00       2.55    17850.0  United Kingdom   15.30   \n1 2010-12-01 08:26:00       3.39    17850.0  United Kingdom   20.34   \n2 2010-12-01 08:26:00       2.75    17850.0  United Kingdom   22.00   \n3 2010-12-01 08:26:00       3.39    17850.0  United Kingdom   20.34   \n4 2010-12-01 08:26:00       3.39    17850.0  United Kingdom   20.34   \n\n               Diff  \n0 373 days 04:24:00  \n1 373 days 04:24:00  \n2 373 days 04:24:00  \n3 373 days 04:24:00  \n4 373 days 04:24:00  "
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Compute the difference between max date and transaction date\n",
    "\n",
    "retail['Diff'] = max_date - retail['InvoiceDate']\n",
    "retail.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>CustomerID</th>\n      <th>Diff</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>12346.0</td>\n      <td>325 days 02:33:00</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>12347.0</td>\n      <td>1 days 20:58:00</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>12348.0</td>\n      <td>74 days 23:37:00</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>12349.0</td>\n      <td>18 days 02:59:00</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>12350.0</td>\n      <td>309 days 20:49:00</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
      "text/plain": "  CustomerID              Diff\n0    12346.0 325 days 02:33:00\n1    12347.0   1 days 20:58:00\n2    12348.0  74 days 23:37:00\n3    12349.0  18 days 02:59:00\n4    12350.0 309 days 20:49:00"
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Compute last transaction date to get the recency of customers\n",
    "\n",
    "rfm_p = retail.groupby('CustomerID')['Diff'].min()\n",
    "rfm_p = rfm_p.reset_index()\n",
    "rfm_p.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>CustomerID</th>\n      <th>Diff</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>12346.0</td>\n      <td>325</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>12347.0</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>12348.0</td>\n      <td>74</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>12349.0</td>\n      <td>18</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>12350.0</td>\n      <td>309</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
      "text/plain": "  CustomerID  Diff\n0    12346.0   325\n1    12347.0     1\n2    12348.0    74\n3    12349.0    18\n4    12350.0   309"
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Extract number of days only\n",
    "\n",
    "rfm_p['Diff'] = rfm_p['Diff'].dt.days\n",
    "rfm_p.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>CustomerID</th>\n      <th>Amount</th>\n      <th>Frequency</th>\n      <th>Recency</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>12346.0</td>\n      <td>0.00</td>\n      <td>2</td>\n      <td>325</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>12347.0</td>\n      <td>4310.00</td>\n      <td>182</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>12348.0</td>\n      <td>1797.24</td>\n      <td>31</td>\n      <td>74</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>12349.0</td>\n      <td>1757.55</td>\n      <td>73</td>\n      <td>18</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>12350.0</td>\n      <td>334.40</td>\n      <td>17</td>\n      <td>309</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
      "text/plain": "  CustomerID   Amount  Frequency  Recency\n0    12346.0     0.00          2      325\n1    12347.0  4310.00        182        1\n2    12348.0  1797.24         31       74\n3    12349.0  1757.55         73       18\n4    12350.0   334.40         17      309"
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Merge tha dataframes to get the final RFM dataframe\n",
    "\n",
    "rfm = pd.merge(rfm, rfm_p, on='CustomerID', how='inner')\n",
    "rfm.columns = ['CustomerID', 'Amount', 'Frequency', 'Recency']\n",
    "rfm.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### There are 2 types of outliers and we will treat outliers as it can skew our dataset\n",
    "* Statistical\n",
    "* Domain specific"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0.5, 0, 'Attributes')"
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "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=\"496.274062pt\" version=\"1.1\" viewBox=\"0 0 631.253125 496.274062\" width=\"631.253125pt\" 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;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 496.274062 \nL 631.253125 496.274062 \nL 631.253125 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 66.053125 458.717812 \nL 624.053125 458.717812 \nL 624.053125 23.837812 \nL 66.053125 23.837812 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#pb478a0c573)\" d=\"M 93.953125 432.568498 \nL 224.153125 432.568498 \nL 224.153125 430.731811 \nL 93.953125 430.731811 \nL 93.953125 432.568498 \nz\n\" style=\"fill:#66c2a5;stroke:#595959;stroke-linejoin:miter;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#pb478a0c573)\" d=\"M 279.953125 432.953514 \nL 410.153125 432.953514 \nL 410.153125 432.835096 \nL 279.953125 432.835096 \nL 279.953125 432.953514 \nz\n\" style=\"fill:#fc8d62;stroke:#595959;stroke-linejoin:miter;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#pb478a0c573)\" d=\"M 465.953125 432.954907 \nL 596.153125 432.954907 \nL 596.153125 432.779369 \nL 465.953125 432.779369 \nL 465.953125 432.954907 \nz\n\" style=\"fill:#8da0cb;stroke:#595959;stroke-linejoin:miter;stroke-width:1.5;\"/>\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=\"m90f12ceac9\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"159.053125\" xlink:href=\"#m90f12ceac9\" y=\"458.717812\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- Amount -->\n      <defs>\n       <path d=\"M 34.1875 63.1875 \nL 20.796875 26.90625 \nL 47.609375 26.90625 \nz\nM 28.609375 72.90625 \nL 39.796875 72.90625 \nL 67.578125 0 \nL 57.328125 0 \nL 50.6875 18.703125 \nL 17.828125 18.703125 \nL 11.1875 0 \nL 0.78125 0 \nz\n\" id=\"DejaVuSans-65\"/>\n       <path d=\"M 52 44.1875 \nQ 55.375 50.25 60.0625 53.125 \nQ 64.75 56 71.09375 56 \nQ 79.640625 56 84.28125 50.015625 \nQ 88.921875 44.046875 88.921875 33.015625 \nL 88.921875 0 \nL 79.890625 0 \nL 79.890625 32.71875 \nQ 79.890625 40.578125 77.09375 44.375 \nQ 74.3125 48.1875 68.609375 48.1875 \nQ 61.625 48.1875 57.5625 43.546875 \nQ 53.515625 38.921875 53.515625 30.90625 \nL 53.515625 0 \nL 44.484375 0 \nL 44.484375 32.71875 \nQ 44.484375 40.625 41.703125 44.40625 \nQ 38.921875 48.1875 33.109375 48.1875 \nQ 26.21875 48.1875 22.15625 43.53125 \nQ 18.109375 38.875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.1875 51.21875 25.484375 53.609375 \nQ 29.78125 56 35.6875 56 \nQ 41.65625 56 45.828125 52.96875 \nQ 50 49.953125 52 44.1875 \nz\n\" id=\"DejaVuSans-109\"/>\n       <path d=\"M 30.609375 48.390625 \nQ 23.390625 48.390625 19.1875 42.75 \nQ 14.984375 37.109375 14.984375 27.296875 \nQ 14.984375 17.484375 19.15625 11.84375 \nQ 23.34375 6.203125 30.609375 6.203125 \nQ 37.796875 6.203125 41.984375 11.859375 \nQ 46.1875 17.53125 46.1875 27.296875 \nQ 46.1875 37.015625 41.984375 42.703125 \nQ 37.796875 48.390625 30.609375 48.390625 \nz\nM 30.609375 56 \nQ 42.328125 56 49.015625 48.375 \nQ 55.71875 40.765625 55.71875 27.296875 \nQ 55.71875 13.875 49.015625 6.21875 \nQ 42.328125 -1.421875 30.609375 -1.421875 \nQ 18.84375 -1.421875 12.171875 6.21875 \nQ 5.515625 13.875 5.515625 27.296875 \nQ 5.515625 40.765625 12.171875 48.375 \nQ 18.84375 56 30.609375 56 \nz\n\" id=\"DejaVuSans-111\"/>\n       <path d=\"M 8.5 21.578125 \nL 8.5 54.6875 \nL 17.484375 54.6875 \nL 17.484375 21.921875 \nQ 17.484375 14.15625 20.5 10.265625 \nQ 23.53125 6.390625 29.59375 6.390625 \nQ 36.859375 6.390625 41.078125 11.03125 \nQ 45.3125 15.671875 45.3125 23.6875 \nL 45.3125 54.6875 \nL 54.296875 54.6875 \nL 54.296875 0 \nL 45.3125 0 \nL 45.3125 8.40625 \nQ 42.046875 3.421875 37.71875 1 \nQ 33.40625 -1.421875 27.6875 -1.421875 \nQ 18.265625 -1.421875 13.375 4.4375 \nQ 8.5 10.296875 8.5 21.578125 \nz\nM 31.109375 56 \nz\n\" id=\"DejaVuSans-117\"/>\n       <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-110\"/>\n       <path d=\"M 18.3125 70.21875 \nL 18.3125 54.6875 \nL 36.8125 54.6875 \nL 36.8125 47.703125 \nL 18.3125 47.703125 \nL 18.3125 18.015625 \nQ 18.3125 11.328125 20.140625 9.421875 \nQ 21.96875 7.515625 27.59375 7.515625 \nL 36.8125 7.515625 \nL 36.8125 0 \nL 27.59375 0 \nQ 17.1875 0 13.234375 3.875 \nQ 9.28125 7.765625 9.28125 18.015625 \nL 9.28125 47.703125 \nL 2.6875 47.703125 \nL 2.6875 54.6875 \nL 9.28125 54.6875 \nL 9.28125 70.21875 \nz\n\" id=\"DejaVuSans-116\"/>\n      </defs>\n      <g transform=\"translate(139.405469 473.31625)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"68.408203\" xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"165.820312\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"227.001953\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"290.380859\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"353.759766\" xlink:href=\"#DejaVuSans-116\"/>\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=\"345.053125\" xlink:href=\"#m90f12ceac9\" y=\"458.717812\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- Frequency -->\n      <defs>\n       <path d=\"M 9.8125 72.90625 \nL 51.703125 72.90625 \nL 51.703125 64.59375 \nL 19.671875 64.59375 \nL 19.671875 43.109375 \nL 48.578125 43.109375 \nL 48.578125 34.8125 \nL 19.671875 34.8125 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-70\"/>\n       <path d=\"M 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 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n       <path d=\"M 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\nM 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nL 45.40625 54.6875 \nL 54.390625 54.6875 \nL 54.390625 -20.796875 \nL 45.40625 -20.796875 \nz\n\" id=\"DejaVuSans-113\"/>\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 32.171875 -5.078125 \nQ 28.375 -14.84375 24.75 -17.8125 \nQ 21.140625 -20.796875 15.09375 -20.796875 \nL 7.90625 -20.796875 \nL 7.90625 -13.28125 \nL 13.1875 -13.28125 \nQ 16.890625 -13.28125 18.9375 -11.515625 \nQ 21 -9.765625 23.484375 -3.21875 \nL 25.09375 0.875 \nL 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 11.921875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nz\n\" id=\"DejaVuSans-121\"/>\n      </defs>\n      <g transform=\"translate(318.755469 473.31625)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-70\"/>\n       <use x=\"57.410156\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"98.492188\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"160.015625\" xlink:href=\"#DejaVuSans-113\"/>\n       <use x=\"223.492188\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"286.871094\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"348.394531\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"411.773438\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"466.753906\" xlink:href=\"#DejaVuSans-121\"/>\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=\"531.053125\" xlink:href=\"#m90f12ceac9\" y=\"458.717812\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- Recency -->\n      <defs>\n       <path d=\"M 44.390625 34.1875 \nQ 47.5625 33.109375 50.5625 29.59375 \nQ 53.5625 26.078125 56.59375 19.921875 \nL 66.609375 0 \nL 56 0 \nL 46.6875 18.703125 \nQ 43.0625 26.03125 39.671875 28.421875 \nQ 36.28125 30.8125 30.421875 30.8125 \nL 19.671875 30.8125 \nL 19.671875 0 \nL 9.8125 0 \nL 9.8125 72.90625 \nL 32.078125 72.90625 \nQ 44.578125 72.90625 50.734375 67.671875 \nQ 56.890625 62.453125 56.890625 51.90625 \nQ 56.890625 45.015625 53.6875 40.46875 \nQ 50.484375 35.9375 44.390625 34.1875 \nz\nM 19.671875 64.796875 \nL 19.671875 38.921875 \nL 32.078125 38.921875 \nQ 39.203125 38.921875 42.84375 42.21875 \nQ 46.484375 45.515625 46.484375 51.90625 \nQ 46.484375 58.296875 42.84375 61.546875 \nQ 39.203125 64.796875 32.078125 64.796875 \nz\n\" id=\"DejaVuSans-82\"/>\n      </defs>\n      <g transform=\"translate(509.802344 473.31625)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-82\"/>\n       <use x=\"69.419922\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"130.943359\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"185.923828\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"247.447266\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"310.826172\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"365.806641\" xlink:href=\"#DejaVuSans-121\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_4\">\n     <!-- Attributes -->\n     <defs>\n      <path d=\"M 53.421875 13.28125 \nL 24.03125 13.28125 \nL 19.390625 0 \nL 0.484375 0 \nL 27.484375 72.90625 \nL 49.90625 72.90625 \nL 76.90625 0 \nL 58.015625 0 \nz\nM 28.71875 26.8125 \nL 48.6875 26.8125 \nL 38.71875 55.8125 \nz\n\" id=\"DejaVuSans-Bold-65\"/>\n      <path d=\"M 27.484375 70.21875 \nL 27.484375 54.6875 \nL 45.515625 54.6875 \nL 45.515625 42.1875 \nL 27.484375 42.1875 \nL 27.484375 19 \nQ 27.484375 15.1875 29 13.84375 \nQ 30.515625 12.5 35.015625 12.5 \nL 44 12.5 \nL 44 0 \nL 29 0 \nQ 18.65625 0 14.328125 4.3125 \nQ 10.015625 8.640625 10.015625 19 \nL 10.015625 42.1875 \nL 1.3125 42.1875 \nL 1.3125 54.6875 \nL 10.015625 54.6875 \nL 10.015625 70.21875 \nz\n\" id=\"DejaVuSans-Bold-116\"/>\n      <path d=\"M 49.03125 39.796875 \nQ 46.734375 40.875 44.453125 41.375 \nQ 42.1875 41.890625 39.890625 41.890625 \nQ 33.15625 41.890625 29.515625 37.5625 \nQ 25.875 33.25 25.875 25.203125 \nL 25.875 0 \nL 8.40625 0 \nL 8.40625 54.6875 \nL 25.875 54.6875 \nL 25.875 45.703125 \nQ 29.25 51.078125 33.609375 53.53125 \nQ 37.984375 56 44.09375 56 \nQ 44.96875 56 45.984375 55.921875 \nQ 47.015625 55.859375 48.96875 55.609375 \nz\n\" id=\"DejaVuSans-Bold-114\"/>\n      <path d=\"M 8.40625 54.6875 \nL 25.875 54.6875 \nL 25.875 0 \nL 8.40625 0 \nz\nM 8.40625 75.984375 \nL 25.875 75.984375 \nL 25.875 61.71875 \nL 8.40625 61.71875 \nz\n\" id=\"DejaVuSans-Bold-105\"/>\n      <path d=\"M 37.5 11.28125 \nQ 43.109375 11.28125 46.0625 15.375 \nQ 49.03125 19.484375 49.03125 27.296875 \nQ 49.03125 35.109375 46.0625 39.203125 \nQ 43.109375 43.3125 37.5 43.3125 \nQ 31.890625 43.3125 28.875 39.1875 \nQ 25.875 35.0625 25.875 27.296875 \nQ 25.875 19.53125 28.875 15.40625 \nQ 31.890625 11.28125 37.5 11.28125 \nz\nM 25.875 46.6875 \nQ 29.5 51.46875 33.890625 53.734375 \nQ 38.28125 56 44 56 \nQ 54.109375 56 60.59375 47.96875 \nQ 67.09375 39.9375 67.09375 27.296875 \nQ 67.09375 14.65625 60.59375 6.609375 \nQ 54.109375 -1.421875 44 -1.421875 \nQ 38.28125 -1.421875 33.890625 0.84375 \nQ 29.5 3.125 25.875 7.90625 \nL 25.875 0 \nL 8.40625 0 \nL 8.40625 75.984375 \nL 25.875 75.984375 \nz\n\" id=\"DejaVuSans-Bold-98\"/>\n      <path d=\"M 7.8125 21.296875 \nL 7.8125 54.6875 \nL 25.390625 54.6875 \nL 25.390625 49.21875 \nQ 25.390625 44.78125 25.34375 38.0625 \nQ 25.296875 31.34375 25.296875 29.109375 \nQ 25.296875 22.515625 25.640625 19.609375 \nQ 25.984375 16.703125 26.8125 15.375 \nQ 27.875 13.671875 29.609375 12.734375 \nQ 31.34375 11.8125 33.59375 11.8125 \nQ 39.0625 11.8125 42.1875 16.015625 \nQ 45.3125 20.21875 45.3125 27.6875 \nL 45.3125 54.6875 \nL 62.796875 54.6875 \nL 62.796875 0 \nL 45.3125 0 \nL 45.3125 7.90625 \nQ 41.359375 3.125 36.9375 0.84375 \nQ 32.515625 -1.421875 27.203125 -1.421875 \nQ 17.71875 -1.421875 12.765625 4.390625 \nQ 7.8125 10.203125 7.8125 21.296875 \nz\n\" id=\"DejaVuSans-Bold-117\"/>\n      <path d=\"M 62.984375 27.484375 \nL 62.984375 22.515625 \nL 22.125 22.515625 \nQ 22.75 16.359375 26.5625 13.28125 \nQ 30.375 10.203125 37.203125 10.203125 \nQ 42.71875 10.203125 48.5 11.84375 \nQ 54.296875 13.484375 60.40625 16.796875 \nL 60.40625 3.328125 \nQ 54.203125 0.984375 48 -0.21875 \nQ 41.796875 -1.421875 35.59375 -1.421875 \nQ 20.75 -1.421875 12.515625 6.125 \nQ 4.296875 13.671875 4.296875 27.296875 \nQ 4.296875 40.671875 12.375 48.328125 \nQ 20.453125 56 34.625 56 \nQ 47.515625 56 55.25 48.234375 \nQ 62.984375 40.484375 62.984375 27.484375 \nz\nM 45.015625 33.296875 \nQ 45.015625 38.28125 42.109375 41.328125 \nQ 39.203125 44.390625 34.515625 44.390625 \nQ 29.4375 44.390625 26.265625 41.53125 \nQ 23.09375 38.671875 22.3125 33.296875 \nz\n\" id=\"DejaVuSans-Bold-101\"/>\n      <path d=\"M 51.125 52.984375 \nL 51.125 39.703125 \nQ 45.515625 42.046875 40.28125 43.21875 \nQ 35.0625 44.390625 30.421875 44.390625 \nQ 25.4375 44.390625 23.015625 43.140625 \nQ 20.609375 41.890625 20.609375 39.3125 \nQ 20.609375 37.203125 22.4375 36.078125 \nQ 24.265625 34.96875 29 34.421875 \nL 32.078125 33.984375 \nQ 45.515625 32.28125 50.140625 28.375 \nQ 54.78125 24.46875 54.78125 16.109375 \nQ 54.78125 7.375 48.328125 2.96875 \nQ 41.890625 -1.421875 29.109375 -1.421875 \nQ 23.6875 -1.421875 17.890625 -0.5625 \nQ 12.109375 0.296875 6 2 \nL 6 15.28125 \nQ 11.234375 12.75 16.71875 11.46875 \nQ 22.21875 10.203125 27.875 10.203125 \nQ 33.015625 10.203125 35.59375 11.609375 \nQ 38.1875 13.03125 38.1875 15.828125 \nQ 38.1875 18.171875 36.40625 19.3125 \nQ 34.625 20.453125 29.296875 21.09375 \nL 26.21875 21.484375 \nQ 14.546875 22.953125 9.859375 26.90625 \nQ 5.171875 30.859375 5.171875 38.921875 \nQ 5.171875 47.609375 11.125 51.796875 \nQ 17.09375 56 29.390625 56 \nQ 34.234375 56 39.546875 55.265625 \nQ 44.875 54.546875 51.125 52.984375 \nz\n\" id=\"DejaVuSans-Bold-115\"/>\n     </defs>\n     <g transform=\"translate(316.328906 486.994375)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-Bold-65\"/>\n      <use x=\"77.392578\" xlink:href=\"#DejaVuSans-Bold-116\"/>\n      <use x=\"125.195312\" xlink:href=\"#DejaVuSans-Bold-116\"/>\n      <use x=\"172.998047\" xlink:href=\"#DejaVuSans-Bold-114\"/>\n      <use x=\"222.314453\" xlink:href=\"#DejaVuSans-Bold-105\"/>\n      <use x=\"256.591797\" xlink:href=\"#DejaVuSans-Bold-98\"/>\n      <use x=\"328.173828\" xlink:href=\"#DejaVuSans-Bold-117\"/>\n      <use x=\"399.365234\" xlink:href=\"#DejaVuSans-Bold-116\"/>\n      <use x=\"447.167969\" xlink:href=\"#DejaVuSans-Bold-101\"/>\n      <use x=\"514.990234\" xlink:href=\"#DejaVuSans-Bold-115\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_4\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m9da6fa1c29\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"66.053125\" xlink:href=\"#m9da6fa1c29\" y=\"432.977198\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 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      </defs>\n      <g transform=\"translate(52.690625 436.776416)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"66.053125\" xlink:href=\"#m9da6fa1c29\" y=\"363.319343\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 50000 -->\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(27.240625 367.118561)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"66.053125\" xlink:href=\"#m9da6fa1c29\" y=\"293.661488\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 100000 -->\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(20.878125 297.460706)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"318.115234\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"66.053125\" xlink:href=\"#m9da6fa1c29\" y=\"224.003633\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 150000 -->\n      <g transform=\"translate(20.878125 227.802851)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"318.115234\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"66.053125\" xlink:href=\"#m9da6fa1c29\" y=\"154.345778\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 200000 -->\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(20.878125 158.144997)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"318.115234\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"66.053125\" xlink:href=\"#m9da6fa1c29\" y=\"84.687923\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 250000 -->\n      <g transform=\"translate(20.878125 88.487142)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"318.115234\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_11\">\n     <!-- Range -->\n     <defs>\n      <path d=\"M 35.890625 40.578125 \nQ 41.796875 40.578125 44.359375 42.765625 \nQ 46.921875 44.96875 46.921875 50 \nQ 46.921875 54.984375 44.359375 57.125 \nQ 41.796875 59.28125 35.890625 59.28125 \nL 27.984375 59.28125 \nL 27.984375 40.578125 \nz\nM 27.984375 27.59375 \nL 27.984375 0 \nL 9.1875 0 \nL 9.1875 72.90625 \nL 37.890625 72.90625 \nQ 52.296875 72.90625 59 68.0625 \nQ 65.71875 63.234375 65.71875 52.78125 \nQ 65.71875 45.5625 62.21875 40.921875 \nQ 58.734375 36.28125 51.703125 34.078125 \nQ 55.5625 33.203125 58.609375 30.09375 \nQ 61.671875 27 64.796875 20.703125 \nL 75 0 \nL 54.984375 0 \nL 46.09375 18.109375 \nQ 43.40625 23.578125 40.640625 25.578125 \nQ 37.890625 27.59375 33.296875 27.59375 \nz\n\" id=\"DejaVuSans-Bold-82\"/>\n      <path d=\"M 32.90625 24.609375 \nQ 27.4375 24.609375 24.671875 22.75 \nQ 21.921875 20.90625 21.921875 17.28125 \nQ 21.921875 13.96875 24.140625 12.078125 \nQ 26.375 10.203125 30.328125 10.203125 \nQ 35.25 10.203125 38.625 13.734375 \nQ 42 17.28125 42 22.609375 \nL 42 24.609375 \nz\nM 59.625 31.203125 \nL 59.625 0 \nL 42 0 \nL 42 8.109375 \nQ 38.484375 3.125 34.078125 0.84375 \nQ 29.6875 -1.421875 23.390625 -1.421875 \nQ 14.890625 -1.421875 9.59375 3.53125 \nQ 4.296875 8.5 4.296875 16.40625 \nQ 4.296875 26.03125 10.90625 30.515625 \nQ 17.53125 35.015625 31.6875 35.015625 \nL 42 35.015625 \nL 42 36.375 \nQ 42 40.53125 38.71875 42.453125 \nQ 35.453125 44.390625 28.515625 44.390625 \nQ 22.90625 44.390625 18.0625 43.265625 \nQ 13.234375 42.140625 9.078125 39.890625 \nL 9.078125 53.21875 \nQ 14.703125 54.59375 20.359375 55.296875 \nQ 26.03125 56 31.6875 56 \nQ 46.484375 56 53.046875 50.171875 \nQ 59.625 44.34375 59.625 31.203125 \nz\n\" id=\"DejaVuSans-Bold-97\"/>\n      <path d=\"M 63.375 33.296875 \nL 63.375 0 \nL 45.796875 0 \nL 45.796875 5.421875 \nL 45.796875 25.484375 \nQ 45.796875 32.5625 45.484375 35.25 \nQ 45.171875 37.9375 44.390625 39.203125 \nQ 43.359375 40.921875 41.59375 41.875 \nQ 39.84375 42.828125 37.59375 42.828125 \nQ 32.125 42.828125 29 38.59375 \nQ 25.875 34.375 25.875 26.90625 \nL 25.875 0 \nL 8.40625 0 \nL 8.40625 54.6875 \nL 25.875 54.6875 \nL 25.875 46.6875 \nQ 29.828125 51.46875 34.265625 53.734375 \nQ 38.71875 56 44.09375 56 \nQ 53.5625 56 58.46875 50.1875 \nQ 63.375 44.390625 63.375 33.296875 \nz\n\" id=\"DejaVuSans-Bold-110\"/>\n      <path d=\"M 45.609375 9.28125 \nQ 42 4.5 37.640625 2.25 \nQ 33.296875 0 27.59375 0 \nQ 17.578125 0 11.03125 7.875 \nQ 4.5 15.765625 4.5 27.984375 \nQ 4.5 40.234375 11.03125 48.0625 \nQ 17.578125 55.90625 27.59375 55.90625 \nQ 33.296875 55.90625 37.640625 53.65625 \nQ 42 51.421875 45.609375 46.578125 \nL 45.609375 54.6875 \nL 63.1875 54.6875 \nL 63.1875 5.515625 \nQ 63.1875 -7.671875 54.859375 -14.625 \nQ 46.53125 -21.578125 30.71875 -21.578125 \nQ 25.59375 -21.578125 20.796875 -20.796875 \nQ 16.015625 -20.015625 11.1875 -18.40625 \nL 11.1875 -4.78125 \nQ 15.765625 -7.421875 20.15625 -8.71875 \nQ 24.5625 -10.015625 29 -10.015625 \nQ 37.59375 -10.015625 41.59375 -6.25 \nQ 45.609375 -2.484375 45.609375 5.515625 \nz\nM 34.078125 43.3125 \nQ 28.65625 43.3125 25.625 39.296875 \nQ 22.609375 35.296875 22.609375 27.984375 \nQ 22.609375 20.453125 25.53125 16.578125 \nQ 28.46875 12.703125 34.078125 12.703125 \nQ 39.546875 12.703125 42.578125 16.703125 \nQ 45.609375 20.703125 45.609375 27.984375 \nQ 45.609375 35.296875 42.578125 39.296875 \nQ 39.546875 43.3125 34.078125 43.3125 \nz\n\" id=\"DejaVuSans-Bold-103\"/>\n     </defs>\n     <g transform=\"translate(14.720313 259.031719)rotate(-90)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-Bold-82\"/>\n      <use x=\"77.001953\" xlink:href=\"#DejaVuSans-Bold-97\"/>\n      <use x=\"144.482422\" xlink:href=\"#DejaVuSans-Bold-110\"/>\n      <use x=\"215.673828\" xlink:href=\"#DejaVuSans-Bold-103\"/>\n      <use x=\"287.255859\" xlink:href=\"#DejaVuSans-Bold-101\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_10\">\n    <path clip-path=\"url(#pb478a0c573)\" d=\"M 159.053125 432.568498 \nL 159.053125 435.195786 \n\" style=\"fill:none;stroke:#595959;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_11\">\n    <path clip-path=\"url(#pb478a0c573)\" d=\"M 159.053125 430.731811 \nL 159.053125 427.989514 \n\" style=\"fill:none;stroke:#595959;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_12\">\n    <path clip-path=\"url(#pb478a0c573)\" d=\"M 126.503125 435.195786 \nL 191.603125 435.195786 \n\" style=\"fill:none;stroke:#595959;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_13\">\n    <path clip-path=\"url(#pb478a0c573)\" d=\"M 126.503125 427.989514 \nL 191.603125 427.989514 \n\" style=\"fill:none;stroke:#595959;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_14\">\n    <defs>\n     <path d=\"M -0 3.535534 \nL 2.12132 0 \nL -0 -3.535534 \nL -2.12132 -0 \nz\n\" id=\"m33396c792c\" style=\"stroke:#595959;stroke-linejoin:miter;\"/>\n    </defs>\n    <g clip-path=\"url(#pb478a0c573)\">\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"438.95054\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.972691\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.328938\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.276193\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.796058\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.39256\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"417.573157\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"260.608209\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"422.00302\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.752301\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.038158\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.92877\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"414.342509\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"422.068931\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.155381\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.003805\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.310824\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"420.531401\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"406.868152\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.298553\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.062837\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.856783\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"414.703142\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.188251\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.71458\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.42917\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.117203\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.789262\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.727885\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.255752\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.61006\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"414.435614\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.88904\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"416.271907\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.70864\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"420.278654\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.314028\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"422.964104\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"419.238746\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.846019\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"414.013446\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.077222\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.737902\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.683385\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.864422\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.428643\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.659405\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.201049\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.76236\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"408.473988\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"413.922166\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"415.857777\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"421.523928\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.187215\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.195323\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.483891\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"420.029056\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.067941\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.417016\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.017701\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.477431\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"406.795025\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"420.271062\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.131496\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"392.475195\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.588187\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.893587\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"403.687449\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.087347\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.239545\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.587491\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.257085\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.575616\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.198338\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.576763\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.423767\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"410.27835\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"410.143715\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"386.358246\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"416.841931\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.20532\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.38163\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.43377\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"417.749628\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.096844\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.427788\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"419.327156\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.156808\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.308168\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"422.845114\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.347696\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.057643\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.79769\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"415.657078\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"394.018284\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.968129\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"353.029651\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"420.871512\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"422.192114\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.766877\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"393.050875\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.14975\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"418.335116\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.590793\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.954755\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.933688\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.000718\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.463388\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"419.318741\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.8688\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.502567\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"422.592507\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.797899\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.841121\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.571286\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.875306\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"418.120097\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.123676\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.937354\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"418.019594\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.924482\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.234214\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"394.682917\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.833581\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.690877\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"419.689377\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.096456\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"420.563318\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.010473\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.745363\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.157295\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.196599\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.638448\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.968781\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"422.121216\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.317236\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"345.691587\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.271206\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.809237\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"409.369161\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"397.105701\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"382.333959\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.53515\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.383797\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"421.797084\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.075202\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"409.308127\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.133439\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"420.457327\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.190924\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.266925\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.592283\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.59286\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.946973\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"412.588845\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.120976\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"411.414832\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"421.658632\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.412904\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.429649\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"418.398018\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.797445\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"362.7405\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.316661\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"353.398796\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.65059\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.078484\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.442859\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"275.015278\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.459591\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.511876\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.56267\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.485072\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"417.350503\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"415.353649\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.464475\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.781641\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.574512\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.581082\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.263114\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"362.117828\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.110688\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.798345\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"420.204984\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.579165\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.348871\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.880782\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.037277\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.517554\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.870834\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.096166\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"422.234034\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.299595\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.423042\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.416514\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"416.657964\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"417.177264\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"43.605085\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"420.116686\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"395.456217\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.861815\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.135208\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"419.809718\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.886173\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.545139\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.059643\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"418.151777\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"422.055529\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.07531\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"421.965294\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"413.197919\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"417.624244\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"248.282711\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"421.668356\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.83705\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"421.953438\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.215931\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.366804\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.555053\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.758005\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.017745\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"405.411578\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"422.348273\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.922236\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"357.428043\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"419.570359\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.83318\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"417.4894\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.879826\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.587934\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.451315\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"407.101143\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.471042\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"410.962334\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"422.499026\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.598218\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.956945\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.702449\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"418.589911\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"422.10532\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.573537\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.947469\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.719283\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.701186\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.972237\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"350.196722\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"421.504828\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.917404\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.718757\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.440276\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.301694\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.825939\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"415.706981\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.257073\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"412.748445\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.449457\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.074327\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.348277\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.251364\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.579851\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"418.544034\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"415.655602\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.028114\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.950169\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.762093\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.305689\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"402.974306\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"360.778614\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.242398\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.615563\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.381468\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.788008\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"386.51435\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.890962\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"410.444734\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.686279\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.943894\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.835401\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.475791\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.861503\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.126147\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"415.710826\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"386.49277\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"361.936481\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"420.818266\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.217346\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"413.047166\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.764032\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.519669\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.724159\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"418.742643\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.757772\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.415798\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.446276\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.132171\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"403.600669\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.83114\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.964256\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.870413\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.727891\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.421898\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.585343\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.621595\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"395.881882\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.676885\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.319252\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"385.880561\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.905172\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"420.026869\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"416.4048\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.575059\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.189131\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.085562\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"421.473844\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.929859\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.302479\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.383154\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.875657\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.706768\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.690835\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"421.040293\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.373279\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"421.701555\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"341.179179\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.955686\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.802062\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"413.548048\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.898541\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.447683\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.413742\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.118828\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"422.987286\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.650972\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.202545\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"418.413064\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.920841\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"411.581397\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"418.789536\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.132718\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.74691\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.689256\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.562796\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.923233\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.857866\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.368303\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.4191\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"421.032115\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.18279\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.849625\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.664329\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.679286\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"418.515628\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.161539\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"418.229836\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.744987\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.760312\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"420.956272\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"420.99503\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.33341\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.765392\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"416.410916\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.769666\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.28787\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.507774\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"404.734518\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"389.371269\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"422.764242\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"390.763395\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.450316\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.124586\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.9804\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"409.184234\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"171.785081\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.477908\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"310.204699\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.387071\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"418.02011\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.52778\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.940682\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.477194\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.694937\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.562456\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.377631\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"404.977387\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"410.381276\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.981228\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.361861\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"418.909975\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.306767\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.499009\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.609027\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"414.71288\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.195733\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.459418\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.530196\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"422.280941\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.876752\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"376.776154\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.609305\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"395.69166\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.794553\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"418.824755\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.120226\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.984922\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"359.48699\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.856209\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.180076\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"423.570406\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.593426\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.88943\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"427.724828\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"420.34717\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"75.718095\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"421.935982\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.181411\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"421.284124\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"422.542214\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.895696\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"424.17909\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.508455\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"425.743787\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"422.839333\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"159.053125\" xlink:href=\"#m33396c792c\" y=\"426.966115\"/>\n    </g>\n   </g>\n   <g id=\"line2d_15\">\n    <path clip-path=\"url(#pb478a0c573)\" d=\"M 345.053125 432.953514 \nL 345.053125 432.975804 \n\" style=\"fill:none;stroke:#595959;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_16\">\n    <path clip-path=\"url(#pb478a0c573)\" d=\"M 345.053125 432.835096 \nL 345.053125 432.658165 \n\" style=\"fill:none;stroke:#595959;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_17\">\n    <path clip-path=\"url(#pb478a0c573)\" d=\"M 312.503125 432.975804 \nL 377.603125 432.975804 \n\" style=\"fill:none;stroke:#595959;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_18\">\n    <path clip-path=\"url(#pb478a0c573)\" d=\"M 312.503125 432.658165 \nL 377.603125 432.658165 \n\" style=\"fill:none;stroke:#595959;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_19\">\n    <g clip-path=\"url(#pb478a0c573)\">\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.623336\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.595473\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"431.893321\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.55925\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.64284\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.392072\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.482627\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.237431\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.432473\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.340525\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.609404\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.548105\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.489593\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.635874\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.578755\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.596866\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.595473\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.307089\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.332166\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.627515\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.316841\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.549498\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.656771\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.428294\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.653985\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.077218\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.24579\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.472875\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.601045\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.492379\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.619156\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.61637\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.477054\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.591293\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"426.510162\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.655378\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.656771\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.451977\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.545319\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.53696\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.365602\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.535567\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.209568\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"431.944868\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.637267\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.548105\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.500738\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.407396\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.337738\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.389285\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.322414\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.447798\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"431.499058\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"430.390105\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.368388\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.134338\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.545319\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.587114\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.649806\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"431.995022\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.493772\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.539746\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.608011\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.518849\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.124585\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"430.640873\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.354456\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.531387\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.280619\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.603831\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.279226\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.539746\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.358636\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.428294\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.550892\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.614977\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.38232\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.369781\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.500738\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.502131\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.609404\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.279226\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.162201\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.495165\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.527208\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.499345\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.421328\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.365602\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.549498\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.50631\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.095329\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.503524\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.485413\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.644233\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.63866\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.617763\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.641447\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.273653\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"431.405716\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.571789\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.513276\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.348884\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.155235\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"425.833088\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.626122\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.635874\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"430.998915\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"431.288691\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.521635\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.631695\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.591293\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.610797\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.135731\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.580148\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.645626\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"430.69242\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.602438\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.234645\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.571789\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.485413\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.577362\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.124585\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.609404\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.445012\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.569003\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.617763\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"431.616083\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.634481\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.58572\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.098115\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"431.858492\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.53696\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.562037\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"431.568716\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.199816\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.513276\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.396251\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.465909\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.35585\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.596866\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.641447\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.517456\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.442225\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"429.101435\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"430.072465\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.647019\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.61637\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.174739\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.531387\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.390678\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.477054\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.489593\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.492379\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.399037\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.477054\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.502131\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.645626\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.5899\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.279226\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.647019\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"431.453084\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"431.35417\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.43108\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.620549\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.621943\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.43108\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.27226\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.470088\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"424.753391\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.467302\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.535567\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"431.361135\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.309875\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.19285\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.262508\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.419935\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"430.876317\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.334952\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.592686\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.644233\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.406003\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.348884\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.497952\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.5899\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"431.974124\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.653985\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.523028\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.478447\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.594079\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.633088\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"429.506843\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.652592\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.254149\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.195636\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.550892\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.55925\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.550892\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.518849\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.440832\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.578755\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.560644\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.248576\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.626122\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.539746\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.03821\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.610797\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.613584\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"431.999201\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"431.688527\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.517456\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.400431\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.379533\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.287585\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.645626\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.647019\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.56343\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"431.670416\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.556464\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.566216\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.403217\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.587114\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.595473\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.549498\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.592686\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.067466\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.215141\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.332166\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.630301\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.605225\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.594079\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.19703\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.268081\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.440832\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.647019\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.595473\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"431.372281\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.542533\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.48402\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.581541\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.468695\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.647019\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.277833\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.56343\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.054928\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.566216\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.595473\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.614977\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.531387\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.53278\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.649806\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.042389\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.478447\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.653985\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.421328\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.458943\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.584327\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.648413\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.464516\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.562037\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"431.61051\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.613584\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.316841\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.587114\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.613584\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.61219\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.58572\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.158021\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.542533\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.581541\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.417148\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.354456\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.096722\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.648413\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.602438\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.046569\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.640054\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.478447\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.347491\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"431.976911\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.621943\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.497952\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.528601\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.577362\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.35167\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.524422\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.562037\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.449191\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.574575\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"431.988056\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.215141\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.521635\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.00756\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"431.726143\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.640054\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.552285\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.582934\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.630301\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.394858\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.603831\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.651199\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.528601\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.53696\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.258329\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.56343\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.390678\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.61219\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.29873\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.647019\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.595473\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.319627\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.216534\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.188671\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.410183\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.567609\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.29873\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.213748\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"431.922578\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.386499\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.27644\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.400431\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.3252\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.624729\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.393465\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.599652\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.598259\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.499345\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.588507\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.488199\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.463123\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"431.478161\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.614977\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.428294\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.560644\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.396251\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.347491\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.624729\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.601045\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.190064\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.645626\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.16638\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.53278\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.538353\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.56343\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.644233\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.601045\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"431.972731\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.529994\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.578755\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.617763\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.426901\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.623336\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.5899\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.015919\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"431.943475\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.403217\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.541139\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.406003\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"431.762365\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.450584\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"421.855624\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.542533\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.435259\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.587114\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.00756\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.295944\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.630301\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.518849\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.56343\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.316841\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.471482\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.319627\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.373961\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.344704\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.450584\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"431.188384\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.470088\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.560644\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.578755\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"432.635874\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"345.053125\" xlink:href=\"#m33396c792c\" y=\"431.923971\"/>\n    </g>\n   </g>\n   <g id=\"line2d_20\">\n    <path clip-path=\"url(#pb478a0c573)\" d=\"M 531.053125 432.954907 \nL 531.053125 432.977198 \n\" style=\"fill:none;stroke:#595959;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_21\">\n    <path clip-path=\"url(#pb478a0c573)\" d=\"M 531.053125 432.779369 \nL 531.053125 432.516063 \n\" style=\"fill:none;stroke:#595959;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_22\">\n    <path clip-path=\"url(#pb478a0c573)\" d=\"M 498.503125 432.977198 \nL 563.603125 432.977198 \n\" style=\"fill:none;stroke:#595959;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_23\">\n    <path clip-path=\"url(#pb478a0c573)\" d=\"M 498.503125 432.516063 \nL 563.603125 432.516063 \n\" style=\"fill:none;stroke:#595959;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_24\">\n    <g clip-path=\"url(#pb478a0c573)\">\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.507704\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.467302\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.51049\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.507704\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.486806\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.479841\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.470088\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.511883\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.478447\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.460336\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.461729\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.486806\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.514669\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.460336\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.45755\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.511883\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.477054\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.458943\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.468695\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.460336\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.481234\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.458943\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.458943\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.514669\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.509097\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.468695\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.477054\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.489593\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.485413\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.468695\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.45755\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.467302\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.467302\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.478447\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.479841\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.488199\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.475661\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.460336\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.470088\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.485413\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.458943\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.460336\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.458943\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.468695\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.479841\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.474268\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.460336\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.460336\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.460336\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.45755\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.463123\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.467302\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.51049\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.468695\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.458943\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.481234\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.458943\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.467302\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.481234\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.468695\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.479841\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.507704\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.48402\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.513276\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.468695\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.514669\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.468695\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.458943\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.474268\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.474268\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.485413\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.507704\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.472875\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.488199\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.509097\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.51049\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.470088\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.479841\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.509097\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.464516\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.464516\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.460336\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.458943\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.470088\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.470088\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.467302\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.465909\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.475661\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.468695\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.475661\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.486806\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.458943\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.504917\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.514669\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.477054\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.460336\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.471482\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.470088\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.45755\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.465909\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.474268\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.468695\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.464516\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.471482\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.458943\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.460336\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.470088\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.470088\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.475661\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.513276\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.468695\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.467302\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.461729\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.460336\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.511883\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.472875\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.475661\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.470088\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.48402\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.470088\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.478447\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.475661\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.477054\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.460336\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.478447\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.458943\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.479841\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.458943\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.478447\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.458943\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.464516\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.470088\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.45755\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.458943\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.460336\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.45755\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.460336\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.470088\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.474268\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.458943\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.513276\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.478447\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.45755\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.464516\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.465909\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.475661\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.485413\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.48402\"/>\n     <use style=\"fill:#595959;stroke:#595959;stroke-linejoin:miter;\" x=\"531.053125\" xlink:href=\"#m33396c792c\" y=\"432.479841\"/>\n    </g>\n   </g>\n   <g id=\"line2d_25\">\n    <path clip-path=\"url(#pb478a0c573)\" d=\"M 93.953125 432.074327 \nL 224.153125 432.074327 \n\" style=\"fill:none;stroke:#595959;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_26\">\n    <path clip-path=\"url(#pb478a0c573)\" d=\"M 279.953125 432.918685 \nL 410.153125 432.918685 \n\" style=\"fill:none;stroke:#595959;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_27\">\n    <path clip-path=\"url(#pb478a0c573)\" d=\"M 465.953125 432.908933 \nL 596.153125 432.908933 \n\" style=\"fill:none;stroke:#595959;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 66.053125 458.717812 \nL 66.053125 23.837812 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path d=\"M 624.053125 458.717812 \nL 624.053125 23.837812 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 66.053125 458.717812 \nL 624.053125 458.717812 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path d=\"M 66.053125 23.837812 \nL 624.053125 23.837812 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"text_12\">\n    <!-- Outliers Variable Distribution -->\n    <defs>\n     <path d=\"M 42.484375 60.59375 \nQ 33.890625 60.59375 29.15625 54.25 \nQ 24.421875 47.90625 24.421875 36.375 \nQ 24.421875 24.90625 29.15625 18.546875 \nQ 33.890625 12.203125 42.484375 12.203125 \nQ 51.125 12.203125 55.859375 18.546875 \nQ 60.59375 24.90625 60.59375 36.375 \nQ 60.59375 47.90625 55.859375 54.25 \nQ 51.125 60.59375 42.484375 60.59375 \nz\nM 42.484375 74.21875 \nQ 60.0625 74.21875 70.015625 64.15625 \nQ 79.984375 54.109375 79.984375 36.375 \nQ 79.984375 18.703125 70.015625 8.640625 \nQ 60.0625 -1.421875 42.484375 -1.421875 \nQ 24.953125 -1.421875 14.96875 8.640625 \nQ 4.984375 18.703125 4.984375 36.375 \nQ 4.984375 54.109375 14.96875 64.15625 \nQ 24.953125 74.21875 42.484375 74.21875 \nz\n\" id=\"DejaVuSans-Bold-79\"/>\n     <path d=\"M 8.40625 75.984375 \nL 25.875 75.984375 \nL 25.875 0 \nL 8.40625 0 \nz\n\" id=\"DejaVuSans-Bold-108\"/>\n     <path id=\"DejaVuSans-Bold-32\"/>\n     <path d=\"M 0.484375 72.90625 \nL 19.390625 72.90625 \nL 38.71875 19.09375 \nL 58.015625 72.90625 \nL 76.90625 72.90625 \nL 49.90625 0 \nL 27.484375 0 \nz\n\" id=\"DejaVuSans-Bold-86\"/>\n     <path d=\"M 27.984375 58.6875 \nL 27.984375 14.203125 \nL 34.71875 14.203125 \nQ 46.234375 14.203125 52.3125 19.921875 \nQ 58.40625 25.640625 58.40625 36.53125 \nQ 58.40625 47.359375 52.34375 53.015625 \nQ 46.296875 58.6875 34.71875 58.6875 \nz\nM 9.1875 72.90625 \nL 29 72.90625 \nQ 45.609375 72.90625 53.734375 70.53125 \nQ 61.859375 68.171875 67.671875 62.5 \nQ 72.796875 57.5625 75.28125 51.109375 \nQ 77.78125 44.671875 77.78125 36.53125 \nQ 77.78125 28.265625 75.28125 21.796875 \nQ 72.796875 15.328125 67.671875 10.40625 \nQ 61.8125 4.734375 53.609375 2.359375 \nQ 45.40625 0 29 0 \nL 9.1875 0 \nz\n\" id=\"DejaVuSans-Bold-68\"/>\n     <path d=\"M 34.421875 43.5 \nQ 28.609375 43.5 25.5625 39.328125 \nQ 22.515625 35.15625 22.515625 27.296875 \nQ 22.515625 19.4375 25.5625 15.25 \nQ 28.609375 11.078125 34.421875 11.078125 \nQ 40.140625 11.078125 43.15625 15.25 \nQ 46.1875 19.4375 46.1875 27.296875 \nQ 46.1875 35.15625 43.15625 39.328125 \nQ 40.140625 43.5 34.421875 43.5 \nz\nM 34.421875 56 \nQ 48.53125 56 56.46875 48.375 \nQ 64.40625 40.765625 64.40625 27.296875 \nQ 64.40625 13.8125 56.46875 6.1875 \nQ 48.53125 -1.421875 34.421875 -1.421875 \nQ 20.265625 -1.421875 12.28125 6.1875 \nQ 4.296875 13.8125 4.296875 27.296875 \nQ 4.296875 40.765625 12.28125 48.375 \nQ 20.265625 56 34.421875 56 \nz\n\" id=\"DejaVuSans-Bold-111\"/>\n    </defs>\n    <g transform=\"translate(228.759063 17.837812)scale(0.14 -0.14)\">\n     <use xlink:href=\"#DejaVuSans-Bold-79\"/>\n     <use x=\"85.009766\" xlink:href=\"#DejaVuSans-Bold-117\"/>\n     <use x=\"156.201172\" xlink:href=\"#DejaVuSans-Bold-116\"/>\n     <use x=\"204.003906\" xlink:href=\"#DejaVuSans-Bold-108\"/>\n     <use x=\"238.28125\" xlink:href=\"#DejaVuSans-Bold-105\"/>\n     <use x=\"272.558594\" xlink:href=\"#DejaVuSans-Bold-101\"/>\n     <use x=\"340.380859\" xlink:href=\"#DejaVuSans-Bold-114\"/>\n     <use x=\"389.697266\" xlink:href=\"#DejaVuSans-Bold-115\"/>\n     <use x=\"449.21875\" xlink:href=\"#DejaVuSans-Bold-32\"/>\n     <use x=\"484.033203\" xlink:href=\"#DejaVuSans-Bold-86\"/>\n     <use x=\"561.347656\" xlink:href=\"#DejaVuSans-Bold-97\"/>\n     <use x=\"628.828125\" xlink:href=\"#DejaVuSans-Bold-114\"/>\n     <use x=\"678.144531\" xlink:href=\"#DejaVuSans-Bold-105\"/>\n     <use x=\"712.421875\" xlink:href=\"#DejaVuSans-Bold-97\"/>\n     <use x=\"779.902344\" xlink:href=\"#DejaVuSans-Bold-98\"/>\n     <use x=\"851.484375\" xlink:href=\"#DejaVuSans-Bold-108\"/>\n     <use x=\"885.761719\" xlink:href=\"#DejaVuSans-Bold-101\"/>\n     <use x=\"953.583984\" xlink:href=\"#DejaVuSans-Bold-32\"/>\n     <use x=\"988.398438\" xlink:href=\"#DejaVuSans-Bold-68\"/>\n     <use x=\"1071.40625\" xlink:href=\"#DejaVuSans-Bold-105\"/>\n     <use x=\"1105.683594\" xlink:href=\"#DejaVuSans-Bold-115\"/>\n     <use x=\"1165.205078\" xlink:href=\"#DejaVuSans-Bold-116\"/>\n     <use x=\"1213.007812\" xlink:href=\"#DejaVuSans-Bold-114\"/>\n     <use x=\"1262.324219\" xlink:href=\"#DejaVuSans-Bold-105\"/>\n     <use x=\"1296.601562\" xlink:href=\"#DejaVuSans-Bold-98\"/>\n     <use x=\"1368.183594\" xlink:href=\"#DejaVuSans-Bold-117\"/>\n     <use x=\"1439.375\" xlink:href=\"#DejaVuSans-Bold-116\"/>\n     <use x=\"1487.177734\" xlink:href=\"#DejaVuSans-Bold-105\"/>\n     <use x=\"1521.455078\" xlink:href=\"#DejaVuSans-Bold-111\"/>\n     <use x=\"1590.15625\" xlink:href=\"#DejaVuSans-Bold-110\"/>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pb478a0c573\">\n   <rect height=\"434.88\" width=\"558\" x=\"66.053125\" y=\"23.837812\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": "<Figure size 720x576 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Outlier Analysis of \"Amount\", \"Frequency\" and \"Recency\"\n",
    "\n",
    "attributes = ['Amount','Frequency','Recency']\n",
    "plt.rcParams['figure.figsize'] = [10,8]\n",
    "sns.boxplot(data = rfm[attributes], orient=\"v\", palette=\"Set2\" ,whis=1.5,saturation=1, width=0.7)\n",
    "plt.title(\"Outliers Variable Distribution\", fontsize = 14, fontweight = 'bold')\n",
    "plt.ylabel(\"Range\", fontweight = 'bold')\n",
    "plt.xlabel(\"Attributes\", fontweight = 'bold')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Removing (statistical) outliers for Amount\n",
    "Q1 = rfm.Amount.quantile(0.05)\n",
    "Q3 = rfm.Amount.quantile(0.95)\n",
    "IQR = Q3 - Q1\n",
    "rfm = rfm[(rfm.Amount >= Q1 - 1.5*IQR) & (rfm.Amount <= Q3 + 1.5*IQR)]\n",
    "\n",
    "# Removing (statistical) outliers for Recency\n",
    "Q1 = rfm.Recency.quantile(0.05)\n",
    "Q3 = rfm.Recency.quantile(0.95)\n",
    "IQR = Q3 - Q1\n",
    "rfm = rfm[(rfm.Recency >= Q1 - 1.5*IQR) & (rfm.Recency <= Q3 + 1.5*IQR)]\n",
    "\n",
    "# Removing (statistical) outliers for Frequency\n",
    "Q1 = rfm.Frequency.quantile(0.05)\n",
    "Q3 = rfm.Frequency.quantile(0.95)\n",
    "IQR = Q3 - Q1\n",
    "rfm = rfm[(rfm.Frequency >= Q1 - 1.5*IQR) & (rfm.Frequency <= Q3 + 1.5*IQR)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Rescaling the Attributes\n",
    "It is extremely important to rescale the variables so that they have a comparable scale.\n",
    "\n",
    "There are two common ways of rescaling:\n",
    "\n",
    "* Min-Max scaling\n",
    "* Standardisation (mean-0, sigma-1)\n",
    "\n",
    "** Here, we will use Standardisation Scaling.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "(4293, 3)"
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Rescaling the attribute\n",
    "rfm_df = rfm[['Amount','Frequency','Recency']]\n",
    "\n",
    "# Initialize scaler\n",
    "scaler = StandardScaler()\n",
    "\n",
    "rfm_df_scaled = scaler.fit_transform(rfm_df)\n",
    "rfm_df_scaled.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>Amount</th>\n      <th>Frequency</th>\n      <th>Recency</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>-0.723738</td>\n      <td>-0.752888</td>\n      <td>2.301611</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>1.731617</td>\n      <td>1.042467</td>\n      <td>-0.906466</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>0.300128</td>\n      <td>-0.463636</td>\n      <td>-0.183658</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>0.277517</td>\n      <td>-0.044720</td>\n      <td>-0.738141</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>-0.533235</td>\n      <td>-0.603275</td>\n      <td>2.143188</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
      "text/plain": "     Amount  Frequency   Recency\n0 -0.723738  -0.752888  2.301611\n1  1.731617   1.042467 -0.906466\n2  0.300128  -0.463636 -0.183658\n3  0.277517  -0.044720 -0.738141\n4 -0.533235  -0.603275  2.143188"
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rfm_df_scaled = pd.DataFrame(rfm_df_scaled)\n",
    "rfm_df_scaled.columns = ['Amount','Frequency','Recency']\n",
    "rfm_df_scaled.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Building the model\n",
    "\n",
    "K-Means clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=50,\n       n_clusters=4, n_init=10, n_jobs=None, precompute_distances='auto',\n       random_state=None, tol=0.0001, verbose=0)"
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Kmeans with some arbitrary k\n",
    "kmeans = KMeans(n_clusters=4,max_iter=50)\n",
    "kmeans.fit(rfm_df_scaled)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "array([3, 2, 0, ..., 3, 0, 0], dtype=int32)"
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans.labels_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Finding the Optimal Number of Clusters\n",
    "Elbow Curve to get the right number of Clusters\n",
    "A fundamental step for any unsupervised algorithm is to determine the optimal number of clusters into which the data may be clustered. The Elbow Method is one of the most popular methods to determine this optimal value of k."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x1a3045ecd0>]"
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "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=\"465.958125pt\" version=\"1.1\" viewBox=\"0 0 604.85 465.958125\" width=\"604.85pt\" 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;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 465.958125 \nL 604.85 465.958125 \nL 604.85 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 39.65 442.08 \nL 597.65 442.08 \nL 597.65 7.2 \nL 39.65 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m4494d5d5b9\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"65.013636\" xlink:href=\"#m4494d5d5b9\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 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      </defs>\n      <g transform=\"translate(61.832386 456.678437)scale(0.1 -0.1)\">\n       <use 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=\"149.559091\" xlink:href=\"#m4494d5d5b9\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 1 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(146.377841 456.678437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\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=\"234.104545\" xlink:href=\"#m4494d5d5b9\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 2 -->\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(230.923295 456.678437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\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=\"318.65\" xlink:href=\"#m4494d5d5b9\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 3 -->\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(315.46875 456.678437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\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=\"403.195455\" xlink:href=\"#m4494d5d5b9\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 4 -->\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(400.014205 456.678437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\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=\"487.740909\" xlink:href=\"#m4494d5d5b9\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 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(484.559659 456.678437)scale(0.1 -0.1)\">\n       <use 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=\"572.286364\" xlink:href=\"#m4494d5d5b9\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 6 -->\n      <defs>\n       <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n      </defs>\n      <g transform=\"translate(569.105114 456.678437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-54\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_8\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m874d1f8934\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"39.65\" xlink:href=\"#m874d1f8934\" y=\"410.542813\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 2000 -->\n      <g transform=\"translate(7.2 414.342031)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"39.65\" xlink:href=\"#m874d1f8934\" y=\"342.793645\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 3000 -->\n      <g transform=\"translate(7.2 346.592864)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"39.65\" xlink:href=\"#m874d1f8934\" y=\"275.044478\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 4000 -->\n      <g transform=\"translate(7.2 278.843697)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"39.65\" xlink:href=\"#m874d1f8934\" y=\"207.29531\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 5000 -->\n      <g transform=\"translate(7.2 211.094529)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"39.65\" xlink:href=\"#m874d1f8934\" y=\"139.546143\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 6000 -->\n      <g transform=\"translate(7.2 143.345362)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-54\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"39.65\" xlink:href=\"#m874d1f8934\" y=\"71.796976\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 7000 -->\n      <defs>\n       <path d=\"M 8.203125 72.90625 \nL 55.078125 72.90625 \nL 55.078125 68.703125 \nL 28.609375 0 \nL 18.3125 0 \nL 43.21875 64.59375 \nL 8.203125 64.59375 \nz\n\" id=\"DejaVuSans-55\"/>\n      </defs>\n      <g transform=\"translate(7.2 75.596194)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_14\">\n    <path clip-path=\"url(#pa471e860e5)\" d=\"M 65.013636 26.967273 \nL 149.559091 245.669752 \nL 234.104545 318.369052 \nL 318.65 356.152146 \nL 403.195455 383.985669 \nL 487.740909 407.880769 \nL 572.286364 422.312727 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 39.65 442.08 \nL 39.65 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 597.65 442.08 \nL 597.65 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 39.65 442.08 \nL 597.65 442.08 \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 39.65 7.2 \nL 597.65 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=\"pa471e860e5\">\n   <rect height=\"434.88\" width=\"558\" x=\"39.65\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": "<Figure size 720x576 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Elbow curve/SSD\n",
    "ssd = []\n",
    "for i in range(2,9):\n",
    "    kmeans = KMeans(n_clusters=i,max_iter=50)\n",
    "    kmeans.fit(rfm_df_scaled)\n",
    "\n",
    "    ssd.append(kmeans.inertia_)\n",
    "\n",
    "# Plot the ssd for each n_cluster\n",
    "plt.plot(ssd)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*It clearly indicates that cluster = 3 will be best selection*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Silhouette Analysis\n",
    "silhouette score= 𝑝 − 𝑞 /𝑚𝑎𝑥(𝑝,𝑞)\n",
    " \n",
    "* 𝑝  is the mean distance to the points in the nearest cluster that the data point is not a part of\n",
    "\n",
    "* 𝑞  is the mean intra-cluster distance to all the points in its own cluster.\n",
    "\n",
    "* The value of the silhouette score range lies between -1 to 1.\n",
    "\n",
    "* A score closer to 1 indicates that the data point is very similar to other data points in the cluster,\n",
    "\n",
    "* A score closer to -1 indicates that the data point is not similar to the data points in its cluster."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": "For n_clusters=2, the silhouette score is 0.5415858652525395\nFor n_clusters=3, the silhouette score is 0.5084896296141937\nFor n_clusters=4, the silhouette score is 0.477782010021685\nFor n_clusters=5, the silhouette score is 0.46413788559626845\nFor n_clusters=6, the silhouette score is 0.4169897163641209\nFor n_clusters=7, the silhouette score is 0.4173576705354551\nFor n_clusters=8, the silhouette score is 0.402593992841448\n"
    }
   ],
   "source": [
    "# Silhouette analysis\n",
    "range_n_clusters = [2, 3, 4, 5, 6, 7, 8]\n",
    "\n",
    "for num_clusters in range_n_clusters:\n",
    "    \n",
    "    # intialise kmeans\n",
    "    kmeans = KMeans(n_clusters=num_clusters, max_iter=50)\n",
    "    kmeans.fit(rfm_df_scaled)\n",
    "    \n",
    "    cluster_labels = kmeans.labels_\n",
    "    \n",
    "    # silhouette score\n",
    "    silhouette_avg = silhouette_score(rfm_df_scaled, cluster_labels)\n",
    "    print(\"For n_clusters={0}, the silhouette score is {1}\".format(num_clusters, silhouette_avg))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Silhouette analysis also says that cluster = 3 is good.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=50,\n       n_clusters=3, n_init=10, n_jobs=None, precompute_distances='auto',\n       random_state=None, tol=0.0001, verbose=0)"
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Final model with k=3\n",
    "kmeans = KMeans(n_clusters=3, max_iter=50)\n",
    "kmeans.fit(rfm_df_scaled)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "array([0, 1, 2, ..., 0, 2, 2], dtype=int32)"
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans.labels_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>CustomerID</th>\n      <th>Amount</th>\n      <th>Frequency</th>\n      <th>Recency</th>\n      <th>Cluster_Id</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>12346.0</td>\n      <td>0.00</td>\n      <td>2</td>\n      <td>325</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>12347.0</td>\n      <td>4310.00</td>\n      <td>182</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>12348.0</td>\n      <td>1797.24</td>\n      <td>31</td>\n      <td>74</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>12349.0</td>\n      <td>1757.55</td>\n      <td>73</td>\n      <td>18</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>12350.0</td>\n      <td>334.40</td>\n      <td>17</td>\n      <td>309</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
      "text/plain": "  CustomerID   Amount  Frequency  Recency  Cluster_Id\n0    12346.0     0.00          2      325           0\n1    12347.0  4310.00        182        1           1\n2    12348.0  1797.24         31       74           2\n3    12349.0  1757.55         73       18           2\n4    12350.0   334.40         17      309           0"
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rfm['Cluster_Id'] = kmeans.labels_\n",
    "rfm.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x1a3028df50>"
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "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=\"479.914375pt\" version=\"1.1\" viewBox=\"0 0 612.165625 479.914375\" width=\"612.165625pt\" 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;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 479.914375 \nL 612.165625 479.914375 \nL 612.165625 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 46.965625 442.08 \nL 604.965625 442.08 \nL 604.965625 7.2 \nL 46.965625 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#p019ad738c4)\" d=\"M 65.565625 418.453009 \nL 214.365625 418.453009 \nL 214.365625 405.771076 \nL 65.565625 405.771076 \nL 65.565625 418.453009 \nz\n\" style=\"fill:#3274a1;stroke:#3d3d3d;stroke-linejoin:miter;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#p019ad738c4)\" d=\"M 251.565625 318.100327 \nL 400.365625 318.100327 \nL 400.365625 224.915694 \nL 251.565625 224.915694 \nL 251.565625 318.100327 \nz\n\" style=\"fill:#e1812c;stroke:#3d3d3d;stroke-linejoin:miter;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#p019ad738c4)\" d=\"M 437.565625 411.28496 \nL 586.365625 411.28496 \nL 586.365625 375.031175 \nL 437.565625 375.031175 \nL 437.565625 411.28496 \nz\n\" style=\"fill:#3a923a;stroke:#3d3d3d;stroke-linejoin:miter;stroke-width:1.5;\"/>\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=\"m45c8820760\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"139.965625\" xlink:href=\"#m45c8820760\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 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      </defs>\n      <g transform=\"translate(136.784375 456.678437)scale(0.1 -0.1)\">\n       <use 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=\"325.965625\" xlink:href=\"#m45c8820760\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 1 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(322.784375 456.678437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\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=\"511.965625\" xlink:href=\"#m45c8820760\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 2 -->\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(508.784375 456.678437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_4\">\n     <!-- Cluster_Id -->\n     <defs>\n      <path d=\"M 64.40625 67.28125 \nL 64.40625 56.890625 \nQ 59.421875 61.53125 53.78125 63.8125 \nQ 48.140625 66.109375 41.796875 66.109375 \nQ 29.296875 66.109375 22.65625 58.46875 \nQ 16.015625 50.828125 16.015625 36.375 \nQ 16.015625 21.96875 22.65625 14.328125 \nQ 29.296875 6.6875 41.796875 6.6875 \nQ 48.140625 6.6875 53.78125 8.984375 \nQ 59.421875 11.28125 64.40625 15.921875 \nL 64.40625 5.609375 \nQ 59.234375 2.09375 53.4375 0.328125 \nQ 47.65625 -1.421875 41.21875 -1.421875 \nQ 24.65625 -1.421875 15.125 8.703125 \nQ 5.609375 18.84375 5.609375 36.375 \nQ 5.609375 53.953125 15.125 64.078125 \nQ 24.65625 74.21875 41.21875 74.21875 \nQ 47.75 74.21875 53.53125 72.484375 \nQ 59.328125 70.75 64.40625 67.28125 \nz\n\" id=\"DejaVuSans-67\"/>\n      <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n      <path d=\"M 8.5 21.578125 \nL 8.5 54.6875 \nL 17.484375 54.6875 \nL 17.484375 21.921875 \nQ 17.484375 14.15625 20.5 10.265625 \nQ 23.53125 6.390625 29.59375 6.390625 \nQ 36.859375 6.390625 41.078125 11.03125 \nQ 45.3125 15.671875 45.3125 23.6875 \nL 45.3125 54.6875 \nL 54.296875 54.6875 \nL 54.296875 0 \nL 45.3125 0 \nL 45.3125 8.40625 \nQ 42.046875 3.421875 37.71875 1 \nQ 33.40625 -1.421875 27.6875 -1.421875 \nQ 18.265625 -1.421875 13.375 4.4375 \nQ 8.5 10.296875 8.5 21.578125 \nz\nM 31.109375 56 \nz\n\" id=\"DejaVuSans-117\"/>\n      <path d=\"M 44.28125 53.078125 \nL 44.28125 44.578125 \nQ 40.484375 46.53125 36.375 47.5 \nQ 32.28125 48.484375 27.875 48.484375 \nQ 21.1875 48.484375 17.84375 46.4375 \nQ 14.5 44.390625 14.5 40.28125 \nQ 14.5 37.15625 16.890625 35.375 \nQ 19.28125 33.59375 26.515625 31.984375 \nL 29.59375 31.296875 \nQ 39.15625 29.25 43.1875 25.515625 \nQ 47.21875 21.78125 47.21875 15.09375 \nQ 47.21875 7.46875 41.1875 3.015625 \nQ 35.15625 -1.421875 24.609375 -1.421875 \nQ 20.21875 -1.421875 15.453125 -0.5625 \nQ 10.6875 0.296875 5.421875 2 \nL 5.421875 11.28125 \nQ 10.40625 8.6875 15.234375 7.390625 \nQ 20.0625 6.109375 24.8125 6.109375 \nQ 31.15625 6.109375 34.5625 8.28125 \nQ 37.984375 10.453125 37.984375 14.40625 \nQ 37.984375 18.0625 35.515625 20.015625 \nQ 33.0625 21.96875 24.703125 23.78125 \nL 21.578125 24.515625 \nQ 13.234375 26.265625 9.515625 29.90625 \nQ 5.8125 33.546875 5.8125 39.890625 \nQ 5.8125 47.609375 11.28125 51.796875 \nQ 16.75 56 26.8125 56 \nQ 31.78125 56 36.171875 55.265625 \nQ 40.578125 54.546875 44.28125 53.078125 \nz\n\" id=\"DejaVuSans-115\"/>\n      <path d=\"M 18.3125 70.21875 \nL 18.3125 54.6875 \nL 36.8125 54.6875 \nL 36.8125 47.703125 \nL 18.3125 47.703125 \nL 18.3125 18.015625 \nQ 18.3125 11.328125 20.140625 9.421875 \nQ 21.96875 7.515625 27.59375 7.515625 \nL 36.8125 7.515625 \nL 36.8125 0 \nL 27.59375 0 \nQ 17.1875 0 13.234375 3.875 \nQ 9.28125 7.765625 9.28125 18.015625 \nL 9.28125 47.703125 \nL 2.6875 47.703125 \nL 2.6875 54.6875 \nL 9.28125 54.6875 \nL 9.28125 70.21875 \nz\n\" id=\"DejaVuSans-116\"/>\n      <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n      <path 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 50.984375 -16.609375 \nL 50.984375 -23.578125 \nL -0.984375 -23.578125 \nL -0.984375 -16.609375 \nz\n\" id=\"DejaVuSans-95\"/>\n      <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-73\"/>\n      <path d=\"M 45.40625 46.390625 \nL 45.40625 75.984375 \nL 54.390625 75.984375 \nL 54.390625 0 \nL 45.40625 0 \nL 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nz\nM 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\n\" id=\"DejaVuSans-100\"/>\n     </defs>\n     <g transform=\"translate(301.070312 470.356562)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-67\"/>\n      <use x=\"69.824219\" xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"97.607422\" xlink:href=\"#DejaVuSans-117\"/>\n      <use x=\"160.986328\" xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"213.085938\" xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"252.294922\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"313.818359\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"354.931641\" xlink:href=\"#DejaVuSans-95\"/>\n      <use x=\"404.931641\" xlink:href=\"#DejaVuSans-73\"/>\n      <use x=\"434.423828\" xlink:href=\"#DejaVuSans-100\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_4\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"mdd9c8d174d\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.965625\" xlink:href=\"#mdd9c8d174d\" y=\"422.864116\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 0 -->\n      <g transform=\"translate(33.603125 426.663334)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.965625\" xlink:href=\"#mdd9c8d174d\" y=\"367.72528\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 100 -->\n      <g transform=\"translate(20.878125 371.524498)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.965625\" xlink:href=\"#mdd9c8d174d\" y=\"312.586444\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 200 -->\n      <g transform=\"translate(20.878125 316.385662)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.965625\" xlink:href=\"#mdd9c8d174d\" y=\"257.447607\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 300 -->\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(20.878125 261.246826)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.965625\" xlink:href=\"#mdd9c8d174d\" y=\"202.308771\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 400 -->\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(20.878125 206.10799)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.965625\" xlink:href=\"#mdd9c8d174d\" y=\"147.169935\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 500 -->\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(20.878125 150.969154)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.965625\" xlink:href=\"#mdd9c8d174d\" y=\"92.031099\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 600 -->\n      <defs>\n       <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n      </defs>\n      <g transform=\"translate(20.878125 95.830318)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-54\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.965625\" xlink:href=\"#mdd9c8d174d\" y=\"36.892263\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 700 -->\n      <defs>\n       <path d=\"M 8.203125 72.90625 \nL 55.078125 72.90625 \nL 55.078125 68.703125 \nL 28.609375 0 \nL 18.3125 0 \nL 43.21875 64.59375 \nL 8.203125 64.59375 \nz\n\" id=\"DejaVuSans-55\"/>\n      </defs>\n      <g transform=\"translate(20.878125 40.691482)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_13\">\n     <!-- Frequency -->\n     <defs>\n      <path d=\"M 9.8125 72.90625 \nL 51.703125 72.90625 \nL 51.703125 64.59375 \nL 19.671875 64.59375 \nL 19.671875 43.109375 \nL 48.578125 43.109375 \nL 48.578125 34.8125 \nL 19.671875 34.8125 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-70\"/>\n      <path d=\"M 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\nM 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nL 45.40625 54.6875 \nL 54.390625 54.6875 \nL 54.390625 -20.796875 \nL 45.40625 -20.796875 \nz\n\" id=\"DejaVuSans-113\"/>\n      <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-110\"/>\n      <path d=\"M 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 32.171875 -5.078125 \nQ 28.375 -14.84375 24.75 -17.8125 \nQ 21.140625 -20.796875 15.09375 -20.796875 \nL 7.90625 -20.796875 \nL 7.90625 -13.28125 \nL 13.1875 -13.28125 \nQ 16.890625 -13.28125 18.9375 -11.515625 \nQ 21 -9.765625 23.484375 -3.21875 \nL 25.09375 0.875 \nL 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 11.921875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nz\n\" id=\"DejaVuSans-121\"/>\n     </defs>\n     <g transform=\"translate(14.798437 250.937656)rotate(-90)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-70\"/>\n      <use x=\"57.410156\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"98.492188\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"160.015625\" xlink:href=\"#DejaVuSans-113\"/>\n      <use x=\"223.492188\" xlink:href=\"#DejaVuSans-117\"/>\n      <use x=\"286.871094\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"348.394531\" xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"411.773438\" xlink:href=\"#DejaVuSans-99\"/>\n      <use x=\"466.753906\" xlink:href=\"#DejaVuSans-121\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_12\">\n    <path clip-path=\"url(#p019ad738c4)\" d=\"M 139.965625 418.453009 \nL 139.965625 422.312727 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_13\">\n    <path clip-path=\"url(#p019ad738c4)\" d=\"M 139.965625 405.771076 \nL 139.965625 387.023872 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_14\">\n    <path clip-path=\"url(#p019ad738c4)\" d=\"M 102.765625 422.312727 \nL 177.165625 422.312727 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_15\">\n    <path clip-path=\"url(#p019ad738c4)\" d=\"M 102.765625 387.023872 \nL 177.165625 387.023872 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_16\">\n    <defs>\n     <path d=\"M -0 3.535534 \nL 2.12132 0 \nL -0 -3.535534 \nL -2.12132 -0 \nz\n\" id=\"mebad120431\" style=\"stroke:#3d3d3d;stroke-linejoin:miter;\"/>\n    </defs>\n    <g clip-path=\"url(#p019ad738c4)\">\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"380.407212\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"367.72528\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"334.641978\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"369.379445\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"372.687775\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"363.865561\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"386.472484\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"372.136386\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"381.509989\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"386.472484\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"373.239163\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"375.444717\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"380.9586\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"386.472484\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"363.314173\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"363.314173\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"346.772522\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"374.34194\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"336.847531\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"385.921095\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"363.314173\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"361.108619\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"381.509989\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"351.183629\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"367.173891\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"378.753047\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"329.128094\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"350.080852\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"383.715542\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"371.584998\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"384.26693\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"374.893328\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"381.509989\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"384.26693\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"385.921095\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"384.26693\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"383.715542\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"370.482221\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"344.01558\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"368.276668\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"383.164154\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"336.296143\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"374.34194\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"384.26693\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"372.136386\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"379.855824\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"330.230871\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"373.790552\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"307.07256\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"364.416949\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"371.584998\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"368.828056\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"375.444717\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"380.9586\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"382.061377\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"347.32391\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"372.687775\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"385.921095\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"377.098882\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"336.296143\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"371.03361\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"339.053085\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"386.472484\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"356.146124\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"368.828056\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"348.426687\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"374.893328\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"383.715542\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"373.239163\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"378.753047\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"385.921095\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"382.612765\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"384.818319\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"383.715542\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"358.903066\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"323.062822\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"345.669745\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"374.34194\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"380.407212\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"371.03361\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"359.454454\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"375.996105\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"345.669745\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"385.369707\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"353.389182\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"139.965625\" xlink:href=\"#mebad120431\" y=\"374.34194\"/>\n    </g>\n   </g>\n   <g id=\"line2d_17\">\n    <path clip-path=\"url(#p019ad738c4)\" d=\"M 325.965625 318.100327 \nL 325.965625 420.658562 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_18\">\n    <path clip-path=\"url(#p019ad738c4)\" d=\"M 325.965625 224.915694 \nL 325.965625 85.414439 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_19\">\n    <path clip-path=\"url(#p019ad738c4)\" d=\"M 288.765625 420.658562 \nL 363.165625 420.658562 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_20\">\n    <path clip-path=\"url(#p019ad738c4)\" d=\"M 288.765625 85.414439 \nL 363.165625 85.414439 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_21\">\n    <g clip-path=\"url(#p019ad738c4)\">\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#mebad120431\" y=\"66.667235\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#mebad120431\" y=\"34.135321\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#mebad120431\" y=\"73.835283\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#mebad120431\" y=\"74.93806\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#mebad120431\" y=\"51.228361\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#mebad120431\" y=\"35.789486\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#mebad120431\" y=\"57.845021\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#mebad120431\" y=\"52.882526\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#mebad120431\" y=\"74.386672\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#mebad120431\" y=\"54.536691\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#mebad120431\" y=\"26.967273\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#mebad120431\" y=\"31.37838\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#mebad120431\" y=\"39.097817\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#mebad120431\" y=\"42.406147\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#mebad120431\" y=\"39.097817\"/>\n    </g>\n   </g>\n   <g id=\"line2d_22\">\n    <path clip-path=\"url(#p019ad738c4)\" d=\"M 511.965625 411.28496 \nL 511.965625 422.312727 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_23\">\n    <path clip-path=\"url(#p019ad738c4)\" d=\"M 511.965625 375.031175 \nL 511.965625 320.857269 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_24\">\n    <path clip-path=\"url(#p019ad738c4)\" d=\"M 474.765625 422.312727 \nL 549.165625 422.312727 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_25\">\n    <path clip-path=\"url(#p019ad738c4)\" d=\"M 474.765625 320.857269 \nL 549.165625 320.857269 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_26\">\n    <g clip-path=\"url(#p019ad738c4)\">\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"311.483667\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"308.726725\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"297.147569\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"312.035055\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"319.203104\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"314.240609\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"315.894774\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"308.175337\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"307.623948\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"264.615656\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"309.278113\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"280.605919\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"316.446162\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"315.894774\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"310.932278\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"296.596181\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"289.979521\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"314.240609\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"313.137832\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"307.07256\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"291.633686\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"313.68922\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"303.76423\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"291.082297\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"302.110065\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"301.558676\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"291.633686\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"292.185074\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"304.867006\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"316.99755\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"309.278113\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"317.548939\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"285.568414\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"302.661453\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"292.185074\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"305.969783\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"293.287851\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"297.147569\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"307.07256\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"292.736463\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"308.175337\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"310.932278\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"274.540647\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"316.446162\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"289.428132\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"314.240609\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"310.932278\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"303.212841\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"293.839239\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"318.651715\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"305.418395\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"278.400365\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"308.175337\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"310.38089\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"304.315618\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"283.36286\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"305.418395\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"302.110065\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"304.867006\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"312.035055\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"291.633686\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"297.147569\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"316.446162\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"315.894774\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"318.100327\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"301.558676\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"316.446162\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"285.568414\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"317.548939\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"305.418395\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"314.240609\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#mebad120431\" y=\"311.483667\"/>\n    </g>\n   </g>\n   <g id=\"line2d_27\">\n    <path clip-path=\"url(#p019ad738c4)\" d=\"M 65.565625 413.490514 \nL 214.365625 413.490514 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_28\">\n    <path clip-path=\"url(#p019ad738c4)\" d=\"M 251.565625 276.7462 \nL 400.365625 276.7462 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_29\">\n    <path clip-path=\"url(#p019ad738c4)\" d=\"M 437.565625 398.051639 \nL 586.365625 398.051639 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 46.965625 442.08 \nL 46.965625 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path d=\"M 604.965625 442.08 \nL 604.965625 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 46.965625 442.08 \nL 604.965625 442.08 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path d=\"M 46.965625 7.2 \nL 604.965625 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=\"p019ad738c4\">\n   <rect height=\"434.88\" width=\"558\" x=\"46.965625\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": "<Figure size 720x576 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Box plot to visualize Cluster Id vs Frequency\n",
    "\n",
    "sns.boxplot(x='Cluster_Id',y='Frequency',data=rfm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x1a32140190>"
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "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=\"479.914375pt\" version=\"1.1\" viewBox=\"0 0 626.907812 479.914375\" width=\"626.907812pt\" 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;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 479.914375 \nL 626.907812 479.914375 \nL 626.907812 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 61.707813 442.08 \nL 619.707813 442.08 \nL 619.707813 7.2 \nL 61.707813 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#p3612d51c1f)\" d=\"M 80.307812 324.57106 \nL 229.107812 324.57106 \nL 229.107812 317.568701 \nL 80.307812 317.568701 \nL 80.307812 324.57106 \nz\n\" style=\"fill:#3274a1;stroke:#3d3d3d;stroke-linejoin:miter;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#p3612d51c1f)\" d=\"M 266.307812 260.073324 \nL 415.107812 260.073324 \nL 415.107812 192.049982 \nL 266.307812 192.049982 \nL 266.307812 260.073324 \nz\n\" style=\"fill:#e1812c;stroke:#3d3d3d;stroke-linejoin:miter;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#p3612d51c1f)\" d=\"M 452.307813 320.362712 \nL 601.107812 320.362712 \nL 601.107812 298.620904 \nL 452.307813 298.620904 \nL 452.307813 320.362712 \nz\n\" style=\"fill:#3a923a;stroke:#3d3d3d;stroke-linejoin:miter;stroke-width:1.5;\"/>\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=\"mbb8ce321e1\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"154.707812\" xlink:href=\"#mbb8ce321e1\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 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      </defs>\n      <g transform=\"translate(151.526562 456.678437)scale(0.1 -0.1)\">\n       <use 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=\"340.707812\" xlink:href=\"#mbb8ce321e1\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 1 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(337.526563 456.678437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\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=\"526.707813\" xlink:href=\"#mbb8ce321e1\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 2 -->\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(523.526563 456.678437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_4\">\n     <!-- Cluster_Id -->\n     <defs>\n      <path d=\"M 64.40625 67.28125 \nL 64.40625 56.890625 \nQ 59.421875 61.53125 53.78125 63.8125 \nQ 48.140625 66.109375 41.796875 66.109375 \nQ 29.296875 66.109375 22.65625 58.46875 \nQ 16.015625 50.828125 16.015625 36.375 \nQ 16.015625 21.96875 22.65625 14.328125 \nQ 29.296875 6.6875 41.796875 6.6875 \nQ 48.140625 6.6875 53.78125 8.984375 \nQ 59.421875 11.28125 64.40625 15.921875 \nL 64.40625 5.609375 \nQ 59.234375 2.09375 53.4375 0.328125 \nQ 47.65625 -1.421875 41.21875 -1.421875 \nQ 24.65625 -1.421875 15.125 8.703125 \nQ 5.609375 18.84375 5.609375 36.375 \nQ 5.609375 53.953125 15.125 64.078125 \nQ 24.65625 74.21875 41.21875 74.21875 \nQ 47.75 74.21875 53.53125 72.484375 \nQ 59.328125 70.75 64.40625 67.28125 \nz\n\" id=\"DejaVuSans-67\"/>\n      <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n      <path d=\"M 8.5 21.578125 \nL 8.5 54.6875 \nL 17.484375 54.6875 \nL 17.484375 21.921875 \nQ 17.484375 14.15625 20.5 10.265625 \nQ 23.53125 6.390625 29.59375 6.390625 \nQ 36.859375 6.390625 41.078125 11.03125 \nQ 45.3125 15.671875 45.3125 23.6875 \nL 45.3125 54.6875 \nL 54.296875 54.6875 \nL 54.296875 0 \nL 45.3125 0 \nL 45.3125 8.40625 \nQ 42.046875 3.421875 37.71875 1 \nQ 33.40625 -1.421875 27.6875 -1.421875 \nQ 18.265625 -1.421875 13.375 4.4375 \nQ 8.5 10.296875 8.5 21.578125 \nz\nM 31.109375 56 \nz\n\" id=\"DejaVuSans-117\"/>\n      <path d=\"M 44.28125 53.078125 \nL 44.28125 44.578125 \nQ 40.484375 46.53125 36.375 47.5 \nQ 32.28125 48.484375 27.875 48.484375 \nQ 21.1875 48.484375 17.84375 46.4375 \nQ 14.5 44.390625 14.5 40.28125 \nQ 14.5 37.15625 16.890625 35.375 \nQ 19.28125 33.59375 26.515625 31.984375 \nL 29.59375 31.296875 \nQ 39.15625 29.25 43.1875 25.515625 \nQ 47.21875 21.78125 47.21875 15.09375 \nQ 47.21875 7.46875 41.1875 3.015625 \nQ 35.15625 -1.421875 24.609375 -1.421875 \nQ 20.21875 -1.421875 15.453125 -0.5625 \nQ 10.6875 0.296875 5.421875 2 \nL 5.421875 11.28125 \nQ 10.40625 8.6875 15.234375 7.390625 \nQ 20.0625 6.109375 24.8125 6.109375 \nQ 31.15625 6.109375 34.5625 8.28125 \nQ 37.984375 10.453125 37.984375 14.40625 \nQ 37.984375 18.0625 35.515625 20.015625 \nQ 33.0625 21.96875 24.703125 23.78125 \nL 21.578125 24.515625 \nQ 13.234375 26.265625 9.515625 29.90625 \nQ 5.8125 33.546875 5.8125 39.890625 \nQ 5.8125 47.609375 11.28125 51.796875 \nQ 16.75 56 26.8125 56 \nQ 31.78125 56 36.171875 55.265625 \nQ 40.578125 54.546875 44.28125 53.078125 \nz\n\" id=\"DejaVuSans-115\"/>\n      <path d=\"M 18.3125 70.21875 \nL 18.3125 54.6875 \nL 36.8125 54.6875 \nL 36.8125 47.703125 \nL 18.3125 47.703125 \nL 18.3125 18.015625 \nQ 18.3125 11.328125 20.140625 9.421875 \nQ 21.96875 7.515625 27.59375 7.515625 \nL 36.8125 7.515625 \nL 36.8125 0 \nL 27.59375 0 \nQ 17.1875 0 13.234375 3.875 \nQ 9.28125 7.765625 9.28125 18.015625 \nL 9.28125 47.703125 \nL 2.6875 47.703125 \nL 2.6875 54.6875 \nL 9.28125 54.6875 \nL 9.28125 70.21875 \nz\n\" id=\"DejaVuSans-116\"/>\n      <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n      <path 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 50.984375 -16.609375 \nL 50.984375 -23.578125 \nL -0.984375 -23.578125 \nL -0.984375 -16.609375 \nz\n\" id=\"DejaVuSans-95\"/>\n      <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-73\"/>\n      <path d=\"M 45.40625 46.390625 \nL 45.40625 75.984375 \nL 54.390625 75.984375 \nL 54.390625 0 \nL 45.40625 0 \nL 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nz\nM 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\n\" id=\"DejaVuSans-100\"/>\n     </defs>\n     <g transform=\"translate(315.8125 470.356562)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-67\"/>\n      <use x=\"69.824219\" xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"97.607422\" xlink:href=\"#DejaVuSans-117\"/>\n      <use x=\"160.986328\" xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"213.085938\" xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"252.294922\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"313.818359\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"354.931641\" xlink:href=\"#DejaVuSans-95\"/>\n      <use x=\"404.931641\" xlink:href=\"#DejaVuSans-73\"/>\n      <use x=\"434.423828\" xlink:href=\"#DejaVuSans-100\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_4\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m378721d124\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"61.707813\" xlink:href=\"#m378721d124\" y=\"437.989253\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- −5000 -->\n      <defs>\n       <path d=\"M 10.59375 35.5 \nL 73.1875 35.5 \nL 73.1875 27.203125 \nL 10.59375 27.203125 \nz\n\" id=\"DejaVuSans-8722\"/>\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(20.878125 441.788472)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"211.035156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"274.658203\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"61.707813\" xlink:href=\"#m378721d124\" y=\"382.973861\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- −2500 -->\n      <g transform=\"translate(20.878125 386.773079)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"211.035156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"274.658203\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"61.707813\" xlink:href=\"#m378721d124\" y=\"327.958468\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 0 -->\n      <g transform=\"translate(48.345313 331.757686)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"61.707813\" xlink:href=\"#m378721d124\" y=\"272.943075\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 2500 -->\n      <g transform=\"translate(29.257812 276.742294)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"61.707813\" xlink:href=\"#m378721d124\" y=\"217.927682\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 5000 -->\n      <g transform=\"translate(29.257812 221.726901)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"61.707813\" xlink:href=\"#m378721d124\" y=\"162.912289\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 7500 -->\n      <defs>\n       <path d=\"M 8.203125 72.90625 \nL 55.078125 72.90625 \nL 55.078125 68.703125 \nL 28.609375 0 \nL 18.3125 0 \nL 43.21875 64.59375 \nL 8.203125 64.59375 \nz\n\" id=\"DejaVuSans-55\"/>\n      </defs>\n      <g transform=\"translate(29.257812 166.711508)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"61.707813\" xlink:href=\"#m378721d124\" y=\"107.896896\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 10000 -->\n      <g transform=\"translate(22.895313 111.696115)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"61.707813\" xlink:href=\"#m378721d124\" y=\"52.881503\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 12500 -->\n      <g transform=\"translate(22.895313 56.680722)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_13\">\n     <!-- Amount -->\n     <defs>\n      <path d=\"M 34.1875 63.1875 \nL 20.796875 26.90625 \nL 47.609375 26.90625 \nz\nM 28.609375 72.90625 \nL 39.796875 72.90625 \nL 67.578125 0 \nL 57.328125 0 \nL 50.6875 18.703125 \nL 17.828125 18.703125 \nL 11.1875 0 \nL 0.78125 0 \nz\n\" id=\"DejaVuSans-65\"/>\n      <path d=\"M 52 44.1875 \nQ 55.375 50.25 60.0625 53.125 \nQ 64.75 56 71.09375 56 \nQ 79.640625 56 84.28125 50.015625 \nQ 88.921875 44.046875 88.921875 33.015625 \nL 88.921875 0 \nL 79.890625 0 \nL 79.890625 32.71875 \nQ 79.890625 40.578125 77.09375 44.375 \nQ 74.3125 48.1875 68.609375 48.1875 \nQ 61.625 48.1875 57.5625 43.546875 \nQ 53.515625 38.921875 53.515625 30.90625 \nL 53.515625 0 \nL 44.484375 0 \nL 44.484375 32.71875 \nQ 44.484375 40.625 41.703125 44.40625 \nQ 38.921875 48.1875 33.109375 48.1875 \nQ 26.21875 48.1875 22.15625 43.53125 \nQ 18.109375 38.875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.1875 51.21875 25.484375 53.609375 \nQ 29.78125 56 35.6875 56 \nQ 41.65625 56 45.828125 52.96875 \nQ 50 49.953125 52 44.1875 \nz\n\" id=\"DejaVuSans-109\"/>\n      <path d=\"M 30.609375 48.390625 \nQ 23.390625 48.390625 19.1875 42.75 \nQ 14.984375 37.109375 14.984375 27.296875 \nQ 14.984375 17.484375 19.15625 11.84375 \nQ 23.34375 6.203125 30.609375 6.203125 \nQ 37.796875 6.203125 41.984375 11.859375 \nQ 46.1875 17.53125 46.1875 27.296875 \nQ 46.1875 37.015625 41.984375 42.703125 \nQ 37.796875 48.390625 30.609375 48.390625 \nz\nM 30.609375 56 \nQ 42.328125 56 49.015625 48.375 \nQ 55.71875 40.765625 55.71875 27.296875 \nQ 55.71875 13.875 49.015625 6.21875 \nQ 42.328125 -1.421875 30.609375 -1.421875 \nQ 18.84375 -1.421875 12.171875 6.21875 \nQ 5.515625 13.875 5.515625 27.296875 \nQ 5.515625 40.765625 12.171875 48.375 \nQ 18.84375 56 30.609375 56 \nz\n\" id=\"DejaVuSans-111\"/>\n      <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-110\"/>\n     </defs>\n     <g transform=\"translate(14.798438 244.287656)rotate(-90)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"68.408203\" xlink:href=\"#DejaVuSans-109\"/>\n      <use x=\"165.820312\" xlink:href=\"#DejaVuSans-111\"/>\n      <use x=\"227.001953\" xlink:href=\"#DejaVuSans-117\"/>\n      <use x=\"290.380859\" xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"353.759766\" xlink:href=\"#DejaVuSans-116\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_12\">\n    <path clip-path=\"url(#p3612d51c1f)\" d=\"M 154.707812 324.57106 \nL 154.707812 334.452265 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_13\">\n    <path clip-path=\"url(#p3612d51c1f)\" d=\"M 154.707812 317.568701 \nL 154.707812 307.182455 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_14\">\n    <path clip-path=\"url(#p3612d51c1f)\" d=\"M 117.507812 334.452265 \nL 191.907812 334.452265 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_15\">\n    <path clip-path=\"url(#p3612d51c1f)\" d=\"M 117.507812 307.182455 \nL 191.907812 307.182455 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_16\">\n    <defs>\n     <path d=\"M -0 3.535534 \nL 2.12132 0 \nL -0 -3.535534 \nL -2.12132 -0 \nz\n\" id=\"mdee0d09740\" style=\"stroke:#3d3d3d;stroke-linejoin:miter;\"/>\n    </defs>\n    <g clip-path=\"url(#p3612d51c1f)\">\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"352.737401\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"341.423155\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"354.194208\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"363.003053\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"337.892487\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"346.460364\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"422.312727\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"304.205022\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"292.129803\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"287.482323\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"289.206505\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"281.972641\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"305.563242\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"284.324439\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"270.427331\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"263.05967\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"279.474502\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"290.682678\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"302.792226\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"298.218247\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"294.555762\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"303.610855\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"292.593253\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"259.827405\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"300.442629\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"305.283323\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"299.163851\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"296.450492\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"303.910799\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"299.120059\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"297.496445\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"293.830219\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"304.765298\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"302.863746\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"256.524479\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"298.346543\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"303.52019\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"306.77314\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"291.043579\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"304.214704\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"304.565923\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"269.394802\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"304.66231\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"305.30841\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"300.010868\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"296.639085\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"303.524151\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"280.870573\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"306.441507\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"288.683859\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"229.720782\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"295.180297\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"303.541976\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"305.896415\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"299.049859\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"305.193098\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"278.499409\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"291.40492\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"305.323815\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"304.87731\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"305.946369\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"306.856764\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"305.476757\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"245.990594\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"299.264419\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"287.708326\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"304.571424\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"294.448592\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"302.844161\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"305.105954\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"305.146445\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"299.878611\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"283.990166\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"283.893339\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"302.748214\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"293.218008\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"304.214704\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"294.87221\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"298.186118\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"251.670383\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"304.514208\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"285.514752\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"267.545405\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"302.742933\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"282.96974\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"306.047817\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"302.799488\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"305.624419\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"303.011408\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"297.216086\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"282.490006\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"154.707812\" xlink:href=\"#mdee0d09740\" y=\"293.593433\"/>\n    </g>\n   </g>\n   <g id=\"line2d_17\">\n    <path clip-path=\"url(#p3612d51c1f)\" d=\"M 340.707812 260.073324 \nL 340.707812 305.081307 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_18\">\n    <path clip-path=\"url(#p3612d51c1f)\" d=\"M 340.707812 192.049982 \nL 340.707812 91.689802 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_19\">\n    <path clip-path=\"url(#p3612d51c1f)\" d=\"M 303.507812 305.081307 \nL 377.907812 305.081307 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_20\">\n    <path clip-path=\"url(#p3612d51c1f)\" d=\"M 303.507812 91.689802 \nL 377.907812 91.689802 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_21\">\n    <g clip-path=\"url(#p3612d51c1f)\">\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"340.707812\" xlink:href=\"#mdee0d09740\" y=\"84.637929\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"340.707812\" xlink:href=\"#mdee0d09740\" y=\"33.60697\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"340.707812\" xlink:href=\"#mdee0d09740\" y=\"39.303484\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"340.707812\" xlink:href=\"#mdee0d09740\" y=\"35.077642\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"340.707812\" xlink:href=\"#mdee0d09740\" y=\"64.083518\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"340.707812\" xlink:href=\"#mdee0d09740\" y=\"28.409116\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"340.707812\" xlink:href=\"#mdee0d09740\" y=\"26.967273\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"340.707812\" xlink:href=\"#mdee0d09740\" y=\"57.541967\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"340.707812\" xlink:href=\"#mdee0d09740\" y=\"73.087557\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"340.707812\" xlink:href=\"#mdee0d09740\" y=\"87.425448\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"340.707812\" xlink:href=\"#mdee0d09740\" y=\"54.37176\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"340.707812\" xlink:href=\"#mdee0d09740\" y=\"81.120904\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"340.707812\" xlink:href=\"#mdee0d09740\" y=\"49.578819\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"340.707812\" xlink:href=\"#mdee0d09740\" y=\"78.384439\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"340.707812\" xlink:href=\"#mdee0d09740\" y=\"85.444894\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"340.707812\" xlink:href=\"#mdee0d09740\" y=\"83.314918\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"340.707812\" xlink:href=\"#mdee0d09740\" y=\"55.160021\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"340.707812\" xlink:href=\"#mdee0d09740\" y=\"54.348434\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"340.707812\" xlink:href=\"#mdee0d09740\" y=\"55.220758\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"340.707812\" xlink:href=\"#mdee0d09740\" y=\"66.182685\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"340.707812\" xlink:href=\"#mdee0d09740\" y=\"66.279292\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"340.707812\" xlink:href=\"#mdee0d09740\" y=\"39.457307\"/>\n    </g>\n   </g>\n   <g id=\"line2d_22\">\n    <path clip-path=\"url(#p3612d51c1f)\" d=\"M 526.707813 320.362712 \nL 526.707813 330.924898 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_23\">\n    <path clip-path=\"url(#p3612d51c1f)\" d=\"M 526.707813 298.620904 \nL 526.707813 266.089697 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_24\">\n    <path clip-path=\"url(#p3612d51c1f)\" d=\"M 489.507812 330.924898 \nL 563.907813 330.924898 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_25\">\n    <path clip-path=\"url(#p3612d51c1f)\" d=\"M 489.507812 266.089697 \nL 563.907813 266.089697 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_26\">\n    <g clip-path=\"url(#p3612d51c1f)\">\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"353.602243\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"261.977847\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"255.761768\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"265.404426\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"245.426576\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"263.98987\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"258.553469\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"235.394629\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"254.893185\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"261.88102\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"257.212854\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"254.355794\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"247.197631\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"220.92316\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"262.244782\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"264.953079\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"231.862421\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"263.70467\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"260.288654\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"262.328405\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"253.898286\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"248.83577\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"240.862939\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"248.349654\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"244.456324\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"251.206493\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"250.067014\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"261.460922\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"259.311581\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"257.746723\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"241.996476\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"257.702931\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"264.862414\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"219.855201\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"250.591861\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"252.924954\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"264.696928\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"263.483948\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"258.678684\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"259.562011\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"259.874498\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"264.587337\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"260.019519\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"265.123187\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"246.153879\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"263.784772\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"260.316602\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"242.15426\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"255.431455\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"257.763008\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"265.533822\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"263.268288\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"258.947599\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"252.270271\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"252.094442\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"242.992695\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"253.644555\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"244.61917\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"252.01874\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"259.940737\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"250.999855\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"252.478009\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"264.896744\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"264.558289\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"262.497852\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"235.535909\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"252.950921\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"258.278172\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"257.447219\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"250.792997\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"261.398205\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"244.982052\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"260.732518\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"247.292258\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"262.695027\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"264.621446\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"261.282672\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"263.045806\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"220.299065\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"245.311044\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"255.62621\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"263.259485\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"250.01442\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"263.699609\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"262.935775\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"252.989652\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"259.5937\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"257.725157\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"255.857494\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"226.122335\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"247.392386\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"258.419011\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"264.265387\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"233.305144\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"242.916994\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"247.592642\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"244.992615\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"261.55929\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"264.388181\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"526.707813\" xlink:href=\"#mdee0d09740\" y=\"233.008061\"/>\n    </g>\n   </g>\n   <g id=\"line2d_27\">\n    <path clip-path=\"url(#p3612d51c1f)\" d=\"M 80.307812 321.600449 \nL 229.107812 321.600449 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_28\">\n    <path clip-path=\"url(#p3612d51c1f)\" d=\"M 266.307812 237.242926 \nL 415.107812 237.242926 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_29\">\n    <path clip-path=\"url(#p3612d51c1f)\" d=\"M 452.307813 312.749242 \nL 601.107812 312.749242 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 61.707813 442.08 \nL 61.707813 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path d=\"M 619.707813 442.08 \nL 619.707813 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 61.707812 442.08 \nL 619.707813 442.08 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path d=\"M 61.707812 7.2 \nL 619.707813 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=\"p3612d51c1f\">\n   <rect height=\"434.88\" width=\"558\" x=\"61.707813\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": "<Figure size 720x576 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Box plot to visualize Cluster Id vs Amount\n",
    "\n",
    "sns.boxplot(x='Cluster_Id',y='Amount',data=rfm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x1a322dac10>"
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "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=\"479.914375pt\" version=\"1.1\" viewBox=\"0 0 612.165625 479.914375\" width=\"612.165625pt\" 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;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 479.914375 \nL 612.165625 479.914375 \nL 612.165625 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 46.965625 442.08 \nL 604.965625 442.08 \nL 604.965625 7.2 \nL 46.965625 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#pefa6ff13e8)\" d=\"M 65.565625 220.930324 \nL 214.365625 220.930324 \nL 214.365625 103.280604 \nL 65.565625 103.280604 \nL 65.565625 220.930324 \nz\n\" style=\"fill:#3274a1;stroke:#3d3d3d;stroke-linejoin:miter;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#pefa6ff13e8)\" d=\"M 251.565625 419.133005 \nL 400.365625 419.133005 \nL 400.365625 394.225182 \nL 251.565625 394.225182 \nL 251.565625 419.133005 \nz\n\" style=\"fill:#e1812c;stroke:#3d3d3d;stroke-linejoin:miter;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#pefa6ff13e8)\" d=\"M 437.565625 406.414117 \nL 586.365625 406.414117 \nL 586.365625 352.35884 \nL 437.565625 352.35884 \nL 437.565625 406.414117 \nz\n\" style=\"fill:#3a923a;stroke:#3d3d3d;stroke-linejoin:miter;stroke-width:1.5;\"/>\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=\"mc1d004d477\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"139.965625\" xlink:href=\"#mc1d004d477\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 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      </defs>\n      <g transform=\"translate(136.784375 456.678437)scale(0.1 -0.1)\">\n       <use 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=\"325.965625\" xlink:href=\"#mc1d004d477\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 1 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(322.784375 456.678437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\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=\"511.965625\" xlink:href=\"#mc1d004d477\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 2 -->\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(508.784375 456.678437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_4\">\n     <!-- Cluster_Id -->\n     <defs>\n      <path d=\"M 64.40625 67.28125 \nL 64.40625 56.890625 \nQ 59.421875 61.53125 53.78125 63.8125 \nQ 48.140625 66.109375 41.796875 66.109375 \nQ 29.296875 66.109375 22.65625 58.46875 \nQ 16.015625 50.828125 16.015625 36.375 \nQ 16.015625 21.96875 22.65625 14.328125 \nQ 29.296875 6.6875 41.796875 6.6875 \nQ 48.140625 6.6875 53.78125 8.984375 \nQ 59.421875 11.28125 64.40625 15.921875 \nL 64.40625 5.609375 \nQ 59.234375 2.09375 53.4375 0.328125 \nQ 47.65625 -1.421875 41.21875 -1.421875 \nQ 24.65625 -1.421875 15.125 8.703125 \nQ 5.609375 18.84375 5.609375 36.375 \nQ 5.609375 53.953125 15.125 64.078125 \nQ 24.65625 74.21875 41.21875 74.21875 \nQ 47.75 74.21875 53.53125 72.484375 \nQ 59.328125 70.75 64.40625 67.28125 \nz\n\" id=\"DejaVuSans-67\"/>\n      <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n      <path d=\"M 8.5 21.578125 \nL 8.5 54.6875 \nL 17.484375 54.6875 \nL 17.484375 21.921875 \nQ 17.484375 14.15625 20.5 10.265625 \nQ 23.53125 6.390625 29.59375 6.390625 \nQ 36.859375 6.390625 41.078125 11.03125 \nQ 45.3125 15.671875 45.3125 23.6875 \nL 45.3125 54.6875 \nL 54.296875 54.6875 \nL 54.296875 0 \nL 45.3125 0 \nL 45.3125 8.40625 \nQ 42.046875 3.421875 37.71875 1 \nQ 33.40625 -1.421875 27.6875 -1.421875 \nQ 18.265625 -1.421875 13.375 4.4375 \nQ 8.5 10.296875 8.5 21.578125 \nz\nM 31.109375 56 \nz\n\" id=\"DejaVuSans-117\"/>\n      <path d=\"M 44.28125 53.078125 \nL 44.28125 44.578125 \nQ 40.484375 46.53125 36.375 47.5 \nQ 32.28125 48.484375 27.875 48.484375 \nQ 21.1875 48.484375 17.84375 46.4375 \nQ 14.5 44.390625 14.5 40.28125 \nQ 14.5 37.15625 16.890625 35.375 \nQ 19.28125 33.59375 26.515625 31.984375 \nL 29.59375 31.296875 \nQ 39.15625 29.25 43.1875 25.515625 \nQ 47.21875 21.78125 47.21875 15.09375 \nQ 47.21875 7.46875 41.1875 3.015625 \nQ 35.15625 -1.421875 24.609375 -1.421875 \nQ 20.21875 -1.421875 15.453125 -0.5625 \nQ 10.6875 0.296875 5.421875 2 \nL 5.421875 11.28125 \nQ 10.40625 8.6875 15.234375 7.390625 \nQ 20.0625 6.109375 24.8125 6.109375 \nQ 31.15625 6.109375 34.5625 8.28125 \nQ 37.984375 10.453125 37.984375 14.40625 \nQ 37.984375 18.0625 35.515625 20.015625 \nQ 33.0625 21.96875 24.703125 23.78125 \nL 21.578125 24.515625 \nQ 13.234375 26.265625 9.515625 29.90625 \nQ 5.8125 33.546875 5.8125 39.890625 \nQ 5.8125 47.609375 11.28125 51.796875 \nQ 16.75 56 26.8125 56 \nQ 31.78125 56 36.171875 55.265625 \nQ 40.578125 54.546875 44.28125 53.078125 \nz\n\" id=\"DejaVuSans-115\"/>\n      <path d=\"M 18.3125 70.21875 \nL 18.3125 54.6875 \nL 36.8125 54.6875 \nL 36.8125 47.703125 \nL 18.3125 47.703125 \nL 18.3125 18.015625 \nQ 18.3125 11.328125 20.140625 9.421875 \nQ 21.96875 7.515625 27.59375 7.515625 \nL 36.8125 7.515625 \nL 36.8125 0 \nL 27.59375 0 \nQ 17.1875 0 13.234375 3.875 \nQ 9.28125 7.765625 9.28125 18.015625 \nL 9.28125 47.703125 \nL 2.6875 47.703125 \nL 2.6875 54.6875 \nL 9.28125 54.6875 \nL 9.28125 70.21875 \nz\n\" id=\"DejaVuSans-116\"/>\n      <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n      <path 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 50.984375 -16.609375 \nL 50.984375 -23.578125 \nL -0.984375 -23.578125 \nL -0.984375 -16.609375 \nz\n\" id=\"DejaVuSans-95\"/>\n      <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-73\"/>\n      <path d=\"M 45.40625 46.390625 \nL 45.40625 75.984375 \nL 54.390625 75.984375 \nL 54.390625 0 \nL 45.40625 0 \nL 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nz\nM 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\n\" id=\"DejaVuSans-100\"/>\n     </defs>\n     <g transform=\"translate(301.070312 470.356562)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-67\"/>\n      <use x=\"69.824219\" xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"97.607422\" xlink:href=\"#DejaVuSans-117\"/>\n      <use x=\"160.986328\" xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"213.085938\" xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"252.294922\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"313.818359\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"354.931641\" xlink:href=\"#DejaVuSans-95\"/>\n      <use x=\"404.931641\" xlink:href=\"#DejaVuSans-73\"/>\n      <use x=\"434.423828\" xlink:href=\"#DejaVuSans-100\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_4\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"ma992d95f4a\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.965625\" xlink:href=\"#ma992d95f4a\" y=\"422.312727\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 0 -->\n      <g transform=\"translate(33.603125 426.111946)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.965625\" xlink:href=\"#ma992d95f4a\" y=\"369.317358\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 50 -->\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(27.240625 373.116577)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=\"ytick_3\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.965625\" xlink:href=\"#ma992d95f4a\" y=\"316.321989\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 100 -->\n      <g transform=\"translate(20.878125 320.121208)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.965625\" xlink:href=\"#ma992d95f4a\" y=\"263.32662\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 150 -->\n      <g transform=\"translate(20.878125 267.125838)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.965625\" xlink:href=\"#ma992d95f4a\" y=\"210.33125\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 200 -->\n      <g transform=\"translate(20.878125 214.130469)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.965625\" xlink:href=\"#ma992d95f4a\" y=\"157.335881\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 250 -->\n      <g transform=\"translate(20.878125 161.1351)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.965625\" xlink:href=\"#ma992d95f4a\" y=\"104.340512\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 300 -->\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(20.878125 108.139731)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.965625\" xlink:href=\"#ma992d95f4a\" y=\"51.345143\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 350 -->\n      <g transform=\"translate(20.878125 55.144361)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_13\">\n     <!-- Recency -->\n     <defs>\n      <path d=\"M 44.390625 34.1875 \nQ 47.5625 33.109375 50.5625 29.59375 \nQ 53.5625 26.078125 56.59375 19.921875 \nL 66.609375 0 \nL 56 0 \nL 46.6875 18.703125 \nQ 43.0625 26.03125 39.671875 28.421875 \nQ 36.28125 30.8125 30.421875 30.8125 \nL 19.671875 30.8125 \nL 19.671875 0 \nL 9.8125 0 \nL 9.8125 72.90625 \nL 32.078125 72.90625 \nQ 44.578125 72.90625 50.734375 67.671875 \nQ 56.890625 62.453125 56.890625 51.90625 \nQ 56.890625 45.015625 53.6875 40.46875 \nQ 50.484375 35.9375 44.390625 34.1875 \nz\nM 19.671875 64.796875 \nL 19.671875 38.921875 \nL 32.078125 38.921875 \nQ 39.203125 38.921875 42.84375 42.21875 \nQ 46.484375 45.515625 46.484375 51.90625 \nQ 46.484375 58.296875 42.84375 61.546875 \nQ 39.203125 64.796875 32.078125 64.796875 \nz\n\" id=\"DejaVuSans-82\"/>\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 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-110\"/>\n      <path d=\"M 32.171875 -5.078125 \nQ 28.375 -14.84375 24.75 -17.8125 \nQ 21.140625 -20.796875 15.09375 -20.796875 \nL 7.90625 -20.796875 \nL 7.90625 -13.28125 \nL 13.1875 -13.28125 \nQ 16.890625 -13.28125 18.9375 -11.515625 \nQ 21 -9.765625 23.484375 -3.21875 \nL 25.09375 0.875 \nL 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 11.921875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nz\n\" id=\"DejaVuSans-121\"/>\n     </defs>\n     <g transform=\"translate(14.798437 245.890781)rotate(-90)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-82\"/>\n      <use x=\"69.419922\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"130.943359\" xlink:href=\"#DejaVuSans-99\"/>\n      <use x=\"185.923828\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"247.447266\" xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"310.826172\" xlink:href=\"#DejaVuSans-99\"/>\n      <use x=\"365.806641\" xlink:href=\"#DejaVuSans-121\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_12\">\n    <path clip-path=\"url(#pefa6ff13e8)\" d=\"M 139.965625 220.930324 \nL 139.965625 279.22523 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_13\">\n    <path clip-path=\"url(#pefa6ff13e8)\" d=\"M 139.965625 103.280604 \nL 139.965625 26.967273 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_14\">\n    <path clip-path=\"url(#pefa6ff13e8)\" d=\"M 102.765625 279.22523 \nL 177.165625 279.22523 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_15\">\n    <path clip-path=\"url(#pefa6ff13e8)\" d=\"M 102.765625 26.967273 \nL 177.165625 26.967273 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_16\"/>\n   <g id=\"line2d_17\">\n    <path clip-path=\"url(#pefa6ff13e8)\" d=\"M 325.965625 419.133005 \nL 325.965625 422.312727 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_18\">\n    <path clip-path=\"url(#pefa6ff13e8)\" d=\"M 325.965625 394.225182 \nL 325.965625 358.718284 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_19\">\n    <path clip-path=\"url(#pefa6ff13e8)\" d=\"M 288.765625 422.312727 \nL 363.165625 422.312727 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_20\">\n    <path clip-path=\"url(#pefa6ff13e8)\" d=\"M 288.765625 358.718284 \nL 363.165625 358.718284 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_21\">\n    <defs>\n     <path d=\"M -0 3.535534 \nL 2.12132 0 \nL -0 -3.535534 \nL -2.12132 -0 \nz\n\" id=\"m06141f6a03\" style=\"stroke:#3d3d3d;stroke-linejoin:miter;\"/>\n    </defs>\n    <g clip-path=\"url(#pefa6ff13e8)\">\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"285.584675\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"339.639951\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"338.580044\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"321.621526\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"221.990232\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"352.35884\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"302.543193\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"355.538562\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"258.027083\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"302.543193\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"140.377363\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"327.98097\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"336.460229\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"351.298932\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"344.939488\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"293.004026\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"260.146897\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"344.939488\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"329.040877\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"355.538562\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"313.142267\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"244.248287\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"354.478655\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"337.520136\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"349.179118\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"356.598469\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"327.98097\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"317.381896\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"347.059303\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"307.84273\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"250.607731\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"352.35884\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"331.160692\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"258.027083\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"338.580044\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"340.699859\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"321.621526\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"344.939488\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"263.32662\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"103.280604\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"325.965625\" xlink:href=\"#m06141f6a03\" y=\"351.298932\"/>\n    </g>\n   </g>\n   <g id=\"line2d_22\">\n    <path clip-path=\"url(#pefa6ff13e8)\" d=\"M 511.965625 406.414117 \nL 511.965625 422.312727 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_23\">\n    <path clip-path=\"url(#pefa6ff13e8)\" d=\"M 511.965625 352.35884 \nL 511.965625 271.805879 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_24\">\n    <path clip-path=\"url(#pefa6ff13e8)\" d=\"M 474.765625 422.312727 \nL 549.165625 422.312727 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_25\">\n    <path clip-path=\"url(#pefa6ff13e8)\" d=\"M 474.765625 271.805879 \nL 549.165625 271.805879 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_26\">\n    <g clip-path=\"url(#pefa6ff13e8)\">\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#m06141f6a03\" y=\"265.446434\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#m06141f6a03\" y=\"265.446434\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#m06141f6a03\" y=\"263.32662\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#m06141f6a03\" y=\"263.32662\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#m06141f6a03\" y=\"266.506342\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#m06141f6a03\" y=\"270.745971\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#m06141f6a03\" y=\"270.745971\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#m06141f6a03\" y=\"270.745971\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#m06141f6a03\" y=\"265.446434\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#m06141f6a03\" y=\"269.686064\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#m06141f6a03\" y=\"263.32662\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#m06141f6a03\" y=\"259.08699\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#m06141f6a03\" y=\"266.506342\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#m06141f6a03\" y=\"232.589305\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#m06141f6a03\" y=\"269.686064\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#m06141f6a03\" y=\"267.566249\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#m06141f6a03\" y=\"263.32662\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#m06141f6a03\" y=\"247.428009\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#m06141f6a03\" y=\"245.308194\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#m06141f6a03\" y=\"268.626156\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#m06141f6a03\" y=\"269.686064\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#m06141f6a03\" y=\"269.686064\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#m06141f6a03\" y=\"262.266712\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#m06141f6a03\" y=\"266.506342\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#m06141f6a03\" y=\"256.967175\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#m06141f6a03\" y=\"266.506342\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#m06141f6a03\" y=\"261.206805\"/>\n     <use style=\"fill:#3d3d3d;stroke:#3d3d3d;stroke-linejoin:miter;\" x=\"511.965625\" xlink:href=\"#m06141f6a03\" y=\"240.008657\"/>\n    </g>\n   </g>\n   <g id=\"line2d_27\">\n    <path clip-path=\"url(#pefa6ff13e8)\" d=\"M 65.565625 163.165372 \nL 214.365625 163.165372 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_28\">\n    <path clip-path=\"url(#pefa6ff13e8)\" d=\"M 251.565625 411.713653 \nL 400.365625 411.713653 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_29\">\n    <path clip-path=\"url(#pefa6ff13e8)\" d=\"M 437.565625 386.275876 \nL 586.365625 386.275876 \n\" style=\"fill:none;stroke:#3d3d3d;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 46.965625 442.08 \nL 46.965625 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path d=\"M 604.965625 442.08 \nL 604.965625 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 46.965625 442.08 \nL 604.965625 442.08 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path d=\"M 46.965625 7.2 \nL 604.965625 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=\"pefa6ff13e8\">\n   <rect height=\"434.88\" width=\"558\" x=\"46.965625\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": "<Figure size 720x576 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Box plot to visualize Cluster Id vs Recency\n",
    "\n",
    "sns.boxplot(x='Cluster_Id',y='Recency',data=rfm)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Final Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Inference:\n",
    "#### K-Means Clustering with 3 Cluster Ids\n",
    "\n",
    "•Customers with Cluster Id 1 are the customers with high amount of transactions as compared to other customers.\n",
    "\n",
    "•Customers with Cluster Id 1 are frequent buyers.\n",
    "\n",
    "•Customers with Cluster Id 0 are not recent buyers and hence least of importance from business point of view.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}