cohort_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# UCI Online Retail II dataset - Cohort Analysis"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Dataset Context\r\n",
    "This Online Retail II data set contains all the transactions occurring for a UK-based and registered, non-store online retail between 01/12/2009 and 09/12/2011.The company mainly sells unique all-occasion gift-ware. Many customers of the company are wholesalers.\r\n",
    "\r\n",
    "<br>\r\n",
    "\r\n",
    "## Dataset Content\r\n",
    "Attribute Information:\r\n",
    "\r\n",
    "- InvoiceNo: Invoice number. Nominal. A 6-digit integral number uniquely assigned to each transaction. If this code starts with the letter 'c', it indicates a cancellation.\r\n",
    "- StockCode: Product (item) code. Nominal. A 5-digit integral number uniquely assigned to each distinct product.\r\n",
    "Description: Product (item) name. Nominal.\r\n",
    "- Quantity: The quantities of each product (item) per transaction. Numeric.\r\n",
    "InvoiceDate: Invice date and time. Numeric. The day and time when a transaction was generated.\r\n",
    "- UnitPrice: Unit price. Numeric. Product price per unit in sterling (Â£).\r\n",
    "CustomerID: Customer number. Nominal. A 5-digit integral number uniquely assigned to each customer.\r\n",
    "- Country: Country name. Nominal. The name of the country where a customer resides.\r\n",
    "\r\n",
    "<br>\r\n",
    "\r\n",
    "#### Reference\r\n",
    "https://archive.ics.uci.edu/ml/datasets/Online+Retail+II"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "**Question want to ask with cohort analysis**\r\n",
    "- How the customers behavior changes over time and the pattern of behavior look like\r\n"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "source": [
    "# import library\r\n",
    "import pandas as pd\r\n",
    "import numpy as np\r\n",
    "import datetime as dt\r\n",
    "\r\n",
    "# Data Viusalization\r\n",
    "import matplotlib.pyplot as plt\r\n",
    "import seaborn as sns"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "source": [
    "df = pd.read_csv(\".\\cleaned_data\\customergroup_details.csv\")"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "source": [
    "df.head()"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Invoice</th>\n",
       "      <th>StockCode</th>\n",
       "      <th>Description</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>InvoiceDate</th>\n",
       "      <th>Price</th>\n",
       "      <th>CustomerID</th>\n",
       "      <th>Country</th>\n",
       "      <th>InvoiceMonth</th>\n",
       "      <th>InvoiceYear</th>\n",
       "      <th>...</th>\n",
       "      <th>TotalAmount</th>\n",
       "      <th>Recency</th>\n",
       "      <th>Frequency</th>\n",
       "      <th>MonetaryValue</th>\n",
       "      <th>R</th>\n",
       "      <th>F</th>\n",
       "      <th>M</th>\n",
       "      <th>RFMSegment</th>\n",
       "      <th>RFMScore</th>\n",
       "      <th>CustomerGroup</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>489434</td>\n",
       "      <td>85048</td>\n",
       "      <td>15CM CHRISTMAS GLASS BALL 20 LIGHTS</td>\n",
       "      <td>12</td>\n",
       "      <td>2009-12-01</td>\n",
       "      <td>6.95</td>\n",
       "      <td>13085.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>12</td>\n",
       "      <td>2009</td>\n",
       "      <td>...</td>\n",
       "      <td>83.4</td>\n",
       "      <td>158</td>\n",
       "      <td>84</td>\n",
       "      <td>2433.28</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>221</td>\n",
       "      <td>5</td>\n",
       "      <td>Bronze</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>489434</td>\n",
       "      <td>79323P</td>\n",
       "      <td>PINK CHERRY LIGHTS</td>\n",
       "      <td>12</td>\n",
       "      <td>2009-12-01</td>\n",
       "      <td>6.75</td>\n",
       "      <td>13085.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>12</td>\n",
       "      <td>2009</td>\n",
       "      <td>...</td>\n",
       "      <td>81.0</td>\n",
       "      <td>158</td>\n",
       "      <td>84</td>\n",
       "      <td>2433.28</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>221</td>\n",
       "      <td>5</td>\n",
       "      <td>Bronze</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>489434</td>\n",
       "      <td>79323W</td>\n",
       "      <td>WHITE CHERRY LIGHTS</td>\n",
       "      <td>12</td>\n",
       "      <td>2009-12-01</td>\n",
       "      <td>6.75</td>\n",
       "      <td>13085.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>12</td>\n",
       "      <td>2009</td>\n",
       "      <td>...</td>\n",
       "      <td>81.0</td>\n",
       "      <td>158</td>\n",
       "      <td>84</td>\n",
       "      <td>2433.28</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>221</td>\n",
       "      <td>5</td>\n",
       "      <td>Bronze</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>489434</td>\n",
       "      <td>22041</td>\n",
       "      <td>RECORD FRAME 7\" SINGLE SIZE</td>\n",
       "      <td>48</td>\n",
       "      <td>2009-12-01</td>\n",
       "      <td>2.10</td>\n",
       "      <td>13085.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>12</td>\n",
       "      <td>2009</td>\n",
       "      <td>...</td>\n",
       "      <td>100.8</td>\n",
       "      <td>158</td>\n",
       "      <td>84</td>\n",
       "      <td>2433.28</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>221</td>\n",
       "      <td>5</td>\n",
       "      <td>Bronze</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>489434</td>\n",
       "      <td>21232</td>\n",
       "      <td>STRAWBERRY CERAMIC TRINKET BOX</td>\n",
       "      <td>24</td>\n",
       "      <td>2009-12-01</td>\n",
       "      <td>1.25</td>\n",
       "      <td>13085.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>12</td>\n",
       "      <td>2009</td>\n",
       "      <td>...</td>\n",
       "      <td>30.0</td>\n",
       "      <td>158</td>\n",
       "      <td>84</td>\n",
       "      <td>2433.28</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>221</td>\n",
       "      <td>5</td>\n",
       "      <td>Bronze</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Invoice StockCode                          Description  Quantity  \\\n",
       "0   489434     85048  15CM CHRISTMAS GLASS BALL 20 LIGHTS        12   \n",
       "1   489434    79323P                   PINK CHERRY LIGHTS        12   \n",
       "2   489434    79323W                  WHITE CHERRY LIGHTS        12   \n",
       "3   489434     22041         RECORD FRAME 7\" SINGLE SIZE         48   \n",
       "4   489434     21232       STRAWBERRY CERAMIC TRINKET BOX        24   \n",
       "\n",
       "  InvoiceDate  Price  CustomerID         Country  InvoiceMonth  InvoiceYear  \\\n",
       "0  2009-12-01   6.95     13085.0  United Kingdom            12         2009   \n",
       "1  2009-12-01   6.75     13085.0  United Kingdom            12         2009   \n",
       "2  2009-12-01   6.75     13085.0  United Kingdom            12         2009   \n",
       "3  2009-12-01   2.10     13085.0  United Kingdom            12         2009   \n",
       "4  2009-12-01   1.25     13085.0  United Kingdom            12         2009   \n",
       "\n",
       "   ...  TotalAmount  Recency  Frequency  MonetaryValue  R  F  M  RFMSegment  \\\n",
       "0  ...         83.4      158         84        2433.28  2  2  1         221   \n",
       "1  ...         81.0      158         84        2433.28  2  2  1         221   \n",
       "2  ...         81.0      158         84        2433.28  2  2  1         221   \n",
       "3  ...        100.8      158         84        2433.28  2  2  1         221   \n",
       "4  ...         30.0      158         84        2433.28  2  2  1         221   \n",
       "\n",
       "   RFMScore  CustomerGroup  \n",
       "0         5         Bronze  \n",
       "1         5         Bronze  \n",
       "2         5         Bronze  \n",
       "3         5         Bronze  \n",
       "4         5         Bronze  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "metadata": {},
     "execution_count": 3
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "**Approach**\r\n",
    "1. Preparation - Get the InvoiceDate and extract month and date from it\r\n",
    "3. Define Base Date - Get the first purchase date of customers\r\n",
    "4. Define Logging Period - Calculate differnece between every transaction with first purchase date in term of months\r\n",
    "5. Presentation - Generate cohort analysis dataframe"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Data-preparation"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "source": [
    "# mondify datatypes\r\n",
    "df['InvoiceDate'] = df['InvoiceDate'].astype(np.str).str.slice(0,10) \r\n",
    "df['InvoiceDate'] = pd.to_datetime(df['InvoiceDate'])"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "source": [
    "# function to get month and month + date\r\n",
    "def get_month(date):\r\n",
    "      \"\"\"\r\n",
    "      enter the date data, return the data with date modified as first day of the month\r\n",
    "      \"\"\"\r\n",
    "      return dt.datetime(date.year,date.month,1)\r\n",
    "\r\n",
    "def get_date(df, column):\r\n",
    "      \"\"\"\r\n",
    "      enter the dataframe and column, return the month and date in int. format\r\n",
    "      \"\"\"\r\n",
    "      year = df[column].dt.year\r\n",
    "      month = df[column].dt.month\r\n",
    "      return year, month\r\n"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "source": [
    "# First Billing Month\r\n",
    "df[\"BillMonth\"] = df[\"InvoiceDate\"].apply(get_month)"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "source": [
    "# First Purchase Date\r\n",
    "group = df.groupby(\"CustomerID\")[\"BillMonth\"]\r\n",
    "df[\"CohortMonth\"] = group.transform(\"min\")\r\n"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "source": [
    "df.tail()"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Invoice</th>\n",
       "      <th>StockCode</th>\n",
       "      <th>Description</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>InvoiceDate</th>\n",
       "      <th>Price</th>\n",
       "      <th>CustomerID</th>\n",
       "      <th>Country</th>\n",
       "      <th>InvoiceMonth</th>\n",
       "      <th>InvoiceYear</th>\n",
       "      <th>...</th>\n",
       "      <th>Frequency</th>\n",
       "      <th>MonetaryValue</th>\n",
       "      <th>R</th>\n",
       "      <th>F</th>\n",
       "      <th>M</th>\n",
       "      <th>RFMSegment</th>\n",
       "      <th>RFMScore</th>\n",
       "      <th>CustomerGroup</th>\n",
       "      <th>BillMonth</th>\n",
       "      <th>CohortMonth</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>700381</th>\n",
       "      <td>581241</td>\n",
       "      <td>22674</td>\n",
       "      <td>FRENCH TOILET SIGN BLUE METAL</td>\n",
       "      <td>12</td>\n",
       "      <td>2011-12-08</td>\n",
       "      <td>1.25</td>\n",
       "      <td>15520.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>12</td>\n",
       "      <td>2011</td>\n",
       "      <td>...</td>\n",
       "      <td>18</td>\n",
       "      <td>343.5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>443</td>\n",
       "      <td>11</td>\n",
       "      <td>Gold</td>\n",
       "      <td>2011-12-01</td>\n",
       "      <td>2011-12-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700382</th>\n",
       "      <td>581241</td>\n",
       "      <td>21770</td>\n",
       "      <td>OPEN CLOSED METAL SIGN</td>\n",
       "      <td>2</td>\n",
       "      <td>2011-12-08</td>\n",
       "      <td>4.95</td>\n",
       "      <td>15520.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>12</td>\n",
       "      <td>2011</td>\n",
       "      <td>...</td>\n",
       "      <td>18</td>\n",
       "      <td>343.5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>443</td>\n",
       "      <td>11</td>\n",
       "      <td>Gold</td>\n",
       "      <td>2011-12-01</td>\n",
       "      <td>2011-12-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700383</th>\n",
       "      <td>581241</td>\n",
       "      <td>22670</td>\n",
       "      <td>FRENCH WC SIGN BLUE METAL</td>\n",
       "      <td>12</td>\n",
       "      <td>2011-12-08</td>\n",
       "      <td>1.25</td>\n",
       "      <td>15520.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>12</td>\n",
       "      <td>2011</td>\n",
       "      <td>...</td>\n",
       "      <td>18</td>\n",
       "      <td>343.5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>443</td>\n",
       "      <td>11</td>\n",
       "      <td>Gold</td>\n",
       "      <td>2011-12-01</td>\n",
       "      <td>2011-12-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700384</th>\n",
       "      <td>581385</td>\n",
       "      <td>84029G</td>\n",
       "      <td>KNITTED UNION FLAG HOT WATER BOTTLE</td>\n",
       "      <td>24</td>\n",
       "      <td>2011-12-08</td>\n",
       "      <td>3.75</td>\n",
       "      <td>13298.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>12</td>\n",
       "      <td>2011</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>360.0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>443</td>\n",
       "      <td>11</td>\n",
       "      <td>Gold</td>\n",
       "      <td>2011-12-01</td>\n",
       "      <td>2011-12-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700385</th>\n",
       "      <td>581385</td>\n",
       "      <td>21479</td>\n",
       "      <td>WHITE SKULL HOT WATER BOTTLE</td>\n",
       "      <td>72</td>\n",
       "      <td>2011-12-08</td>\n",
       "      <td>3.75</td>\n",
       "      <td>13298.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>12</td>\n",
       "      <td>2011</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>360.0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>443</td>\n",
       "      <td>11</td>\n",
       "      <td>Gold</td>\n",
       "      <td>2011-12-01</td>\n",
       "      <td>2011-12-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Invoice StockCode                          Description  Quantity  \\\n",
       "700381   581241     22674        FRENCH TOILET SIGN BLUE METAL        12   \n",
       "700382   581241     21770               OPEN CLOSED METAL SIGN         2   \n",
       "700383   581241     22670            FRENCH WC SIGN BLUE METAL        12   \n",
       "700384   581385    84029G  KNITTED UNION FLAG HOT WATER BOTTLE        24   \n",
       "700385   581385     21479        WHITE SKULL HOT WATER BOTTLE         72   \n",
       "\n",
       "       InvoiceDate  Price  CustomerID         Country  InvoiceMonth  \\\n",
       "700381  2011-12-08   1.25     15520.0  United Kingdom            12   \n",
       "700382  2011-12-08   4.95     15520.0  United Kingdom            12   \n",
       "700383  2011-12-08   1.25     15520.0  United Kingdom            12   \n",
       "700384  2011-12-08   3.75     13298.0  United Kingdom            12   \n",
       "700385  2011-12-08   3.75     13298.0  United Kingdom            12   \n",
       "\n",
       "        InvoiceYear  ...  Frequency  MonetaryValue  R  F  M  RFMSegment  \\\n",
       "700381         2011  ...         18          343.5  4  4  3         443   \n",
       "700382         2011  ...         18          343.5  4  4  3         443   \n",
       "700383         2011  ...         18          343.5  4  4  3         443   \n",
       "700384         2011  ...          2          360.0  4  4  3         443   \n",
       "700385         2011  ...          2          360.0  4  4  3         443   \n",
       "\n",
       "        RFMScore  CustomerGroup  BillMonth  CohortMonth  \n",
       "700381        11           Gold 2011-12-01   2011-12-01  \n",
       "700382        11           Gold 2011-12-01   2011-12-01  \n",
       "700383        11           Gold 2011-12-01   2011-12-01  \n",
       "700384        11           Gold 2011-12-01   2011-12-01  \n",
       "700385        11           Gold 2011-12-01   2011-12-01  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "metadata": {},
     "execution_count": 8
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "source": [
    "# Calculate the difference\r\n",
    "BillYear, BillMonth = get_date(df, \"BillMonth\")\r\n",
    "CohortYear, CohortMonth = get_date(df, \"CohortMonth\")\r\n",
    "\r\n",
    "DiffYear = BillYear - CohortYear\r\n",
    "DiffMonth = BillMonth - CohortMonth\r\n",
    "\r\n",
    "df[\"Month_Index\"] = DiffYear * 12 + DiffMonth + 1"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Retention by Monthly Cohorts"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "source": [
    "group = df.groupby([\"CohortMonth\", \"Month_Index\"])\r\n",
    "cohort_data = group[\"CustomerID\"].apply(pd.Series.nunique).reset_index() #count the unique customerID\r\n",
    "\r\n",
    "# cohort_data.head()"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "source": [
    "cohort_data.head()"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CohortMonth</th>\n",
       "      <th>Month_Index</th>\n",
       "      <th>CustomerID</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2009-12-01</td>\n",
       "      <td>1</td>\n",
       "      <td>904</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2009-12-01</td>\n",
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       "      <td>318</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2009-12-01</td>\n",
       "      <td>3</td>\n",
       "      <td>298</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2009-12-01</td>\n",
       "      <td>4</td>\n",
       "      <td>382</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2009-12-01</td>\n",
       "      <td>5</td>\n",
       "      <td>342</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  CohortMonth  Month_Index  CustomerID\n",
       "0  2009-12-01            1         904\n",
       "1  2009-12-01            2         318\n",
       "2  2009-12-01            3         298\n",
       "3  2009-12-01            4         382\n",
       "4  2009-12-01            5         342"
      ]
     },
     "metadata": {},
     "execution_count": 11
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "source": [
    "# turn into pivot table\r\n",
    "cohort_counts = cohort_data.pivot(index = \"CohortMonth\", columns = \"Month_Index\", values= \"CustomerID\")\r\n",
    "cohort_counts"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
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       "      <th>Month_Index</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
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       "      <th>22</th>\n",
       "      <th>23</th>\n",
       "      <th>24</th>\n",
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       "    <tr>\n",
       "      <th>CohortMonth</th>\n",
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       "    <tr>\n",
       "      <th>2009-12-01</th>\n",
       "      <td>904.0</td>\n",
       "      <td>318.0</td>\n",
       "      <td>298.0</td>\n",
       "      <td>382.0</td>\n",
       "      <td>342.0</td>\n",
       "      <td>323.0</td>\n",
       "      <td>336.0</td>\n",
       "      <td>311.0</td>\n",
       "      <td>304.0</td>\n",
       "      <td>320.0</td>\n",
       "      <td>...</td>\n",
       "      <td>263.0</td>\n",
       "      <td>236.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>247.0</td>\n",
       "      <td>226.0</td>\n",
       "      <td>226.0</td>\n",
       "      <td>278.0</td>\n",
       "      <td>269.0</td>\n",
       "      <td>364.0</td>\n",
       "      <td>176.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01</th>\n",
       "      <td>345.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>...</td>\n",
       "      <td>53.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-01</th>\n",
       "      <td>343.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>...</td>\n",
       "      <td>66.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-03-01</th>\n",
       "      <td>412.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>116.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>...</td>\n",
       "      <td>69.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2010-04-01</th>\n",
       "      <td>269.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2010-05-01</th>\n",
       "      <td>234.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>...</td>\n",
       "      <td>27.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-06-01</th>\n",
       "      <td>246.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>...</td>\n",
       "      <td>25.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-07-01</th>\n",
       "      <td>163.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>...</td>\n",
       "      <td>28.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-08-01</th>\n",
       "      <td>149.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>...</td>\n",
       "      <td>28.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-09-01</th>\n",
       "      <td>220.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>...</td>\n",
       "      <td>12.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-10-01</th>\n",
       "      <td>339.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-11-01</th>\n",
       "      <td>305.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-12-01</th>\n",
       "      <td>64.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-01</th>\n",
       "      <td>62.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-02-01</th>\n",
       "      <td>109.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-03-01</th>\n",
       "      <td>164.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-04-01</th>\n",
       "      <td>93.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-05-01</th>\n",
       "      <td>97.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-06-01</th>\n",
       "      <td>94.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-01</th>\n",
       "      <td>90.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-08-01</th>\n",
       "      <td>86.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-09-01</th>\n",
       "      <td>170.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-10-01</th>\n",
       "      <td>195.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-11-01</th>\n",
       "      <td>176.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-12-01</th>\n",
       "      <td>21.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>25 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Month_Index     1      2      3      4      5      6      7      8      9   \\\n",
       "CohortMonth                                                                  \n",
       "2009-12-01   904.0  318.0  298.0  382.0  342.0  323.0  336.0  311.0  304.0   \n",
       "2010-01-01   345.0   72.0  110.0  108.0   90.0  110.0   87.0   80.0   95.0   \n",
       "2010-02-01   343.0   80.0   76.0  104.0   83.0   71.0   63.0   98.0   88.0   \n",
       "2010-03-01   412.0   81.0   98.0  102.0   97.0   87.0  104.0  126.0  116.0   \n",
       "2010-04-01   269.0   52.0   55.0   45.0   51.0   59.0   74.0   70.0   27.0   \n",
       "2010-05-01   234.0   36.0   40.0   42.0   42.0   59.0   52.0   30.0   14.0   \n",
       "2010-06-01   246.0   42.0   48.0   51.0   56.0   71.0   32.0   19.0   20.0   \n",
       "2010-07-01   163.0   25.0   28.0   49.0   46.0   22.0   15.0   21.0   20.0   \n",
       "2010-08-01   149.0   31.0   44.0   45.0   25.0   18.0   12.0   18.0   19.0   \n",
       "2010-09-01   220.0   53.0   51.0   28.0   20.0   23.0   32.0   21.0   28.0   \n",
       "2010-10-01   339.0   84.0   50.0   37.0   28.0   26.0   45.0   46.0   35.0   \n",
       "2010-11-01   305.0   54.0   26.0   28.0   22.0   27.0   42.0   32.0   28.0   \n",
       "2010-12-01    64.0    5.0    3.0    5.0    6.0    5.0    3.0    5.0    4.0   \n",
       "2011-01-01    62.0   11.0   14.0   14.0   15.0   10.0    9.0    7.0    8.0   \n",
       "2011-02-01   109.0   17.0   18.0   19.0   27.0   18.0   17.0   16.0   17.0   \n",
       "2011-03-01   164.0   30.0   37.0   33.0   34.0   25.0   32.0   31.0   39.0   \n",
       "2011-04-01    93.0   23.0   16.0   19.0   17.0   22.0   16.0   25.0   10.0   \n",
       "2011-05-01    97.0   22.0   22.0   17.0   21.0   19.0   25.0   11.0    NaN   \n",
       "2011-06-01    94.0   23.0   17.0   24.0   19.0   24.0    8.0    NaN    NaN   \n",
       "2011-07-01    90.0   19.0   28.0   26.0   32.0   14.0    NaN    NaN    NaN   \n",
       "2011-08-01    86.0   26.0   25.0   22.0   14.0    NaN    NaN    NaN    NaN   \n",
       "2011-09-01   170.0   44.0   64.0   26.0    NaN    NaN    NaN    NaN    NaN   \n",
       "2011-10-01   195.0   64.0   30.0    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2011-11-01   176.0   26.0    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2011-12-01    21.0    NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "\n",
       "Month_Index     10  ...     16     17     18     19     20     21     22  \\\n",
       "CohortMonth         ...                                                    \n",
       "2009-12-01   320.0  ...  263.0  236.0  270.0  247.0  226.0  226.0  278.0   \n",
       "2010-01-01   112.0  ...   53.0   82.0   70.0   64.0   68.0   88.0   68.0   \n",
       "2010-02-01    94.0  ...   66.0   52.0   59.0   47.0   80.0   78.0   50.0   \n",
       "2010-03-01    45.0  ...   69.0   75.0   64.0   72.0   84.0   87.0   34.0   \n",
       "2010-04-01    25.0  ...   42.0   36.0   43.0   46.0   59.0   16.0    NaN   \n",
       "2010-05-01    15.0  ...   27.0   31.0   40.0   33.0   12.0    NaN    NaN   \n",
       "2010-06-01    29.0  ...   25.0   31.0   50.0   13.0    NaN    NaN    NaN   \n",
       "2010-07-01    19.0  ...   28.0   38.0   13.0    NaN    NaN    NaN    NaN   \n",
       "2010-08-01    20.0  ...   28.0    9.0    NaN    NaN    NaN    NaN    NaN   \n",
       "2010-09-01    29.0  ...   12.0    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2010-10-01    32.0  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2010-11-01    28.0  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2010-12-01     2.0  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2011-01-01    13.0  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2011-02-01    19.0  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2011-03-01    16.0  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2011-04-01     NaN  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2011-05-01     NaN  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2011-06-01     NaN  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2011-07-01     NaN  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2011-08-01     NaN  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2011-09-01     NaN  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2011-10-01     NaN  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2011-11-01     NaN  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2011-12-01     NaN  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "\n",
       "Month_Index     23     24     25  \n",
       "CohortMonth                       \n",
       "2009-12-01   269.0  364.0  176.0  \n",
       "2010-01-01    84.0   21.0    NaN  \n",
       "2010-02-01    20.0    NaN    NaN  \n",
       "2010-03-01     NaN    NaN    NaN  \n",
       "2010-04-01     NaN    NaN    NaN  \n",
       "2010-05-01     NaN    NaN    NaN  \n",
       "2010-06-01     NaN    NaN    NaN  \n",
       "2010-07-01     NaN    NaN    NaN  \n",
       "2010-08-01     NaN    NaN    NaN  \n",
       "2010-09-01     NaN    NaN    NaN  \n",
       "2010-10-01     NaN    NaN    NaN  \n",
       "2010-11-01     NaN    NaN    NaN  \n",
       "2010-12-01     NaN    NaN    NaN  \n",
       "2011-01-01     NaN    NaN    NaN  \n",
       "2011-02-01     NaN    NaN    NaN  \n",
       "2011-03-01     NaN    NaN    NaN  \n",
       "2011-04-01     NaN    NaN    NaN  \n",
       "2011-05-01     NaN    NaN    NaN  \n",
       "2011-06-01     NaN    NaN    NaN  \n",
       "2011-07-01     NaN    NaN    NaN  \n",
       "2011-08-01     NaN    NaN    NaN  \n",
       "2011-09-01     NaN    NaN    NaN  \n",
       "2011-10-01     NaN    NaN    NaN  \n",
       "2011-11-01     NaN    NaN    NaN  \n",
       "2011-12-01     NaN    NaN    NaN  \n",
       "\n",
       "[25 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "execution_count": 12
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "source": [
    "# Set the first column as base = 100\r\n",
    "cohort_sizes = cohort_counts.iloc[:, 0]\r\n",
    "\r\n",
    "retention = cohort_counts.divide(cohort_sizes, axis = 0) * 100 #apply divide function to turn data into pct. (multiple base)\r\n",
    "retention.round(2)"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/html": [
       "<div>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Month_Index</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>...</th>\n",
       "      <th>16</th>\n",
       "      <th>17</th>\n",
       "      <th>18</th>\n",
       "      <th>19</th>\n",
       "      <th>20</th>\n",
       "      <th>21</th>\n",
       "      <th>22</th>\n",
       "      <th>23</th>\n",
       "      <th>24</th>\n",
       "      <th>25</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CohortMonth</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2009-12-01</th>\n",
       "      <td>100.0</td>\n",
       "      <td>35.18</td>\n",
       "      <td>32.96</td>\n",
       "      <td>42.26</td>\n",
       "      <td>37.83</td>\n",
       "      <td>35.73</td>\n",
       "      <td>37.17</td>\n",
       "      <td>34.40</td>\n",
       "      <td>33.63</td>\n",
       "      <td>35.40</td>\n",
       "      <td>...</td>\n",
       "      <td>29.09</td>\n",
       "      <td>26.11</td>\n",
       "      <td>29.87</td>\n",
       "      <td>27.32</td>\n",
       "      <td>25.00</td>\n",
       "      <td>25.00</td>\n",
       "      <td>30.75</td>\n",
       "      <td>29.76</td>\n",
       "      <td>40.27</td>\n",
       "      <td>19.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-01</th>\n",
       "      <td>100.0</td>\n",
       "      <td>20.87</td>\n",
       "      <td>31.88</td>\n",
       "      <td>31.30</td>\n",
       "      <td>26.09</td>\n",
       "      <td>31.88</td>\n",
       "      <td>25.22</td>\n",
       "      <td>23.19</td>\n",
       "      <td>27.54</td>\n",
       "      <td>32.46</td>\n",
       "      <td>...</td>\n",
       "      <td>15.36</td>\n",
       "      <td>23.77</td>\n",
       "      <td>20.29</td>\n",
       "      <td>18.55</td>\n",
       "      <td>19.71</td>\n",
       "      <td>25.51</td>\n",
       "      <td>19.71</td>\n",
       "      <td>24.35</td>\n",
       "      <td>6.09</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-01</th>\n",
       "      <td>100.0</td>\n",
       "      <td>23.32</td>\n",
       "      <td>22.16</td>\n",
       "      <td>30.32</td>\n",
       "      <td>24.20</td>\n",
       "      <td>20.70</td>\n",
       "      <td>18.37</td>\n",
       "      <td>28.57</td>\n",
       "      <td>25.66</td>\n",
       "      <td>27.41</td>\n",
       "      <td>...</td>\n",
       "      <td>19.24</td>\n",
       "      <td>15.16</td>\n",
       "      <td>17.20</td>\n",
       "      <td>13.70</td>\n",
       "      <td>23.32</td>\n",
       "      <td>22.74</td>\n",
       "      <td>14.58</td>\n",
       "      <td>5.83</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-03-01</th>\n",
       "      <td>100.0</td>\n",
       "      <td>19.66</td>\n",
       "      <td>23.79</td>\n",
       "      <td>24.76</td>\n",
       "      <td>23.54</td>\n",
       "      <td>21.12</td>\n",
       "      <td>25.24</td>\n",
       "      <td>30.58</td>\n",
       "      <td>28.16</td>\n",
       "      <td>10.92</td>\n",
       "      <td>...</td>\n",
       "      <td>16.75</td>\n",
       "      <td>18.20</td>\n",
       "      <td>15.53</td>\n",
       "      <td>17.48</td>\n",
       "      <td>20.39</td>\n",
       "      <td>21.12</td>\n",
       "      <td>8.25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-04-01</th>\n",
       "      <td>100.0</td>\n",
       "      <td>19.33</td>\n",
       "      <td>20.45</td>\n",
       "      <td>16.73</td>\n",
       "      <td>18.96</td>\n",
       "      <td>21.93</td>\n",
       "      <td>27.51</td>\n",
       "      <td>26.02</td>\n",
       "      <td>10.04</td>\n",
       "      <td>9.29</td>\n",
       "      <td>...</td>\n",
       "      <td>15.61</td>\n",
       "      <td>13.38</td>\n",
       "      <td>15.99</td>\n",
       "      <td>17.10</td>\n",
       "      <td>21.93</td>\n",
       "      <td>5.95</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-05-01</th>\n",
       "      <td>100.0</td>\n",
       "      <td>15.38</td>\n",
       "      <td>17.09</td>\n",
       "      <td>17.95</td>\n",
       "      <td>17.95</td>\n",
       "      <td>25.21</td>\n",
       "      <td>22.22</td>\n",
       "      <td>12.82</td>\n",
       "      <td>5.98</td>\n",
       "      <td>6.41</td>\n",
       "      <td>...</td>\n",
       "      <td>11.54</td>\n",
       "      <td>13.25</td>\n",
       "      <td>17.09</td>\n",
       "      <td>14.10</td>\n",
       "      <td>5.13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-06-01</th>\n",
       "      <td>100.0</td>\n",
       "      <td>17.07</td>\n",
       "      <td>19.51</td>\n",
       "      <td>20.73</td>\n",
       "      <td>22.76</td>\n",
       "      <td>28.86</td>\n",
       "      <td>13.01</td>\n",
       "      <td>7.72</td>\n",
       "      <td>8.13</td>\n",
       "      <td>11.79</td>\n",
       "      <td>...</td>\n",
       "      <td>10.16</td>\n",
       "      <td>12.60</td>\n",
       "      <td>20.33</td>\n",
       "      <td>5.28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-07-01</th>\n",
       "      <td>100.0</td>\n",
       "      <td>15.34</td>\n",
       "      <td>17.18</td>\n",
       "      <td>30.06</td>\n",
       "      <td>28.22</td>\n",
       "      <td>13.50</td>\n",
       "      <td>9.20</td>\n",
       "      <td>12.88</td>\n",
       "      <td>12.27</td>\n",
       "      <td>11.66</td>\n",
       "      <td>...</td>\n",
       "      <td>17.18</td>\n",
       "      <td>23.31</td>\n",
       "      <td>7.98</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-08-01</th>\n",
       "      <td>100.0</td>\n",
       "      <td>20.81</td>\n",
       "      <td>29.53</td>\n",
       "      <td>30.20</td>\n",
       "      <td>16.78</td>\n",
       "      <td>12.08</td>\n",
       "      <td>8.05</td>\n",
       "      <td>12.08</td>\n",
       "      <td>12.75</td>\n",
       "      <td>13.42</td>\n",
       "      <td>...</td>\n",
       "      <td>18.79</td>\n",
       "      <td>6.04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-09-01</th>\n",
       "      <td>100.0</td>\n",
       "      <td>24.09</td>\n",
       "      <td>23.18</td>\n",
       "      <td>12.73</td>\n",
       "      <td>9.09</td>\n",
       "      <td>10.45</td>\n",
       "      <td>14.55</td>\n",
       "      <td>9.55</td>\n",
       "      <td>12.73</td>\n",
       "      <td>13.18</td>\n",
       "      <td>...</td>\n",
       "      <td>5.45</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-10-01</th>\n",
       "      <td>100.0</td>\n",
       "      <td>24.78</td>\n",
       "      <td>14.75</td>\n",
       "      <td>10.91</td>\n",
       "      <td>8.26</td>\n",
       "      <td>7.67</td>\n",
       "      <td>13.27</td>\n",
       "      <td>13.57</td>\n",
       "      <td>10.32</td>\n",
       "      <td>9.44</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-11-01</th>\n",
       "      <td>100.0</td>\n",
       "      <td>17.70</td>\n",
       "      <td>8.52</td>\n",
       "      <td>9.18</td>\n",
       "      <td>7.21</td>\n",
       "      <td>8.85</td>\n",
       "      <td>13.77</td>\n",
       "      <td>10.49</td>\n",
       "      <td>9.18</td>\n",
       "      <td>9.18</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-12-01</th>\n",
       "      <td>100.0</td>\n",
       "      <td>7.81</td>\n",
       "      <td>4.69</td>\n",
       "      <td>7.81</td>\n",
       "      <td>9.38</td>\n",
       "      <td>7.81</td>\n",
       "      <td>4.69</td>\n",
       "      <td>7.81</td>\n",
       "      <td>6.25</td>\n",
       "      <td>3.12</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-01</th>\n",
       "      <td>100.0</td>\n",
       "      <td>17.74</td>\n",
       "      <td>22.58</td>\n",
       "      <td>22.58</td>\n",
       "      <td>24.19</td>\n",
       "      <td>16.13</td>\n",
       "      <td>14.52</td>\n",
       "      <td>11.29</td>\n",
       "      <td>12.90</td>\n",
       "      <td>20.97</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-02-01</th>\n",
       "      <td>100.0</td>\n",
       "      <td>15.60</td>\n",
       "      <td>16.51</td>\n",
       "      <td>17.43</td>\n",
       "      <td>24.77</td>\n",
       "      <td>16.51</td>\n",
       "      <td>15.60</td>\n",
       "      <td>14.68</td>\n",
       "      <td>15.60</td>\n",
       "      <td>17.43</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-03-01</th>\n",
       "      <td>100.0</td>\n",
       "      <td>18.29</td>\n",
       "      <td>22.56</td>\n",
       "      <td>20.12</td>\n",
       "      <td>20.73</td>\n",
       "      <td>15.24</td>\n",
       "      <td>19.51</td>\n",
       "      <td>18.90</td>\n",
       "      <td>23.78</td>\n",
       "      <td>9.76</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-04-01</th>\n",
       "      <td>100.0</td>\n",
       "      <td>24.73</td>\n",
       "      <td>17.20</td>\n",
       "      <td>20.43</td>\n",
       "      <td>18.28</td>\n",
       "      <td>23.66</td>\n",
       "      <td>17.20</td>\n",
       "      <td>26.88</td>\n",
       "      <td>10.75</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-05-01</th>\n",
       "      <td>100.0</td>\n",
       "      <td>22.68</td>\n",
       "      <td>22.68</td>\n",
       "      <td>17.53</td>\n",
       "      <td>21.65</td>\n",
       "      <td>19.59</td>\n",
       "      <td>25.77</td>\n",
       "      <td>11.34</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-06-01</th>\n",
       "      <td>100.0</td>\n",
       "      <td>24.47</td>\n",
       "      <td>18.09</td>\n",
       "      <td>25.53</td>\n",
       "      <td>20.21</td>\n",
       "      <td>25.53</td>\n",
       "      <td>8.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-01</th>\n",
       "      <td>100.0</td>\n",
       "      <td>21.11</td>\n",
       "      <td>31.11</td>\n",
       "      <td>28.89</td>\n",
       "      <td>35.56</td>\n",
       "      <td>15.56</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-08-01</th>\n",
       "      <td>100.0</td>\n",
       "      <td>30.23</td>\n",
       "      <td>29.07</td>\n",
       "      <td>25.58</td>\n",
       "      <td>16.28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-09-01</th>\n",
       "      <td>100.0</td>\n",
       "      <td>25.88</td>\n",
       "      <td>37.65</td>\n",
       "      <td>15.29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-10-01</th>\n",
       "      <td>100.0</td>\n",
       "      <td>32.82</td>\n",
       "      <td>15.38</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-11-01</th>\n",
       "      <td>100.0</td>\n",
       "      <td>14.77</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-12-01</th>\n",
       "      <td>100.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>25 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Month_Index     1      2      3      4      5      6      7      8      9   \\\n",
       "CohortMonth                                                                  \n",
       "2009-12-01   100.0  35.18  32.96  42.26  37.83  35.73  37.17  34.40  33.63   \n",
       "2010-01-01   100.0  20.87  31.88  31.30  26.09  31.88  25.22  23.19  27.54   \n",
       "2010-02-01   100.0  23.32  22.16  30.32  24.20  20.70  18.37  28.57  25.66   \n",
       "2010-03-01   100.0  19.66  23.79  24.76  23.54  21.12  25.24  30.58  28.16   \n",
       "2010-04-01   100.0  19.33  20.45  16.73  18.96  21.93  27.51  26.02  10.04   \n",
       "2010-05-01   100.0  15.38  17.09  17.95  17.95  25.21  22.22  12.82   5.98   \n",
       "2010-06-01   100.0  17.07  19.51  20.73  22.76  28.86  13.01   7.72   8.13   \n",
       "2010-07-01   100.0  15.34  17.18  30.06  28.22  13.50   9.20  12.88  12.27   \n",
       "2010-08-01   100.0  20.81  29.53  30.20  16.78  12.08   8.05  12.08  12.75   \n",
       "2010-09-01   100.0  24.09  23.18  12.73   9.09  10.45  14.55   9.55  12.73   \n",
       "2010-10-01   100.0  24.78  14.75  10.91   8.26   7.67  13.27  13.57  10.32   \n",
       "2010-11-01   100.0  17.70   8.52   9.18   7.21   8.85  13.77  10.49   9.18   \n",
       "2010-12-01   100.0   7.81   4.69   7.81   9.38   7.81   4.69   7.81   6.25   \n",
       "2011-01-01   100.0  17.74  22.58  22.58  24.19  16.13  14.52  11.29  12.90   \n",
       "2011-02-01   100.0  15.60  16.51  17.43  24.77  16.51  15.60  14.68  15.60   \n",
       "2011-03-01   100.0  18.29  22.56  20.12  20.73  15.24  19.51  18.90  23.78   \n",
       "2011-04-01   100.0  24.73  17.20  20.43  18.28  23.66  17.20  26.88  10.75   \n",
       "2011-05-01   100.0  22.68  22.68  17.53  21.65  19.59  25.77  11.34    NaN   \n",
       "2011-06-01   100.0  24.47  18.09  25.53  20.21  25.53   8.51    NaN    NaN   \n",
       "2011-07-01   100.0  21.11  31.11  28.89  35.56  15.56    NaN    NaN    NaN   \n",
       "2011-08-01   100.0  30.23  29.07  25.58  16.28    NaN    NaN    NaN    NaN   \n",
       "2011-09-01   100.0  25.88  37.65  15.29    NaN    NaN    NaN    NaN    NaN   \n",
       "2011-10-01   100.0  32.82  15.38    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2011-11-01   100.0  14.77    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2011-12-01   100.0    NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "\n",
       "Month_Index     10  ...     16     17     18     19     20     21     22  \\\n",
       "CohortMonth         ...                                                    \n",
       "2009-12-01   35.40  ...  29.09  26.11  29.87  27.32  25.00  25.00  30.75   \n",
       "2010-01-01   32.46  ...  15.36  23.77  20.29  18.55  19.71  25.51  19.71   \n",
       "2010-02-01   27.41  ...  19.24  15.16  17.20  13.70  23.32  22.74  14.58   \n",
       "2010-03-01   10.92  ...  16.75  18.20  15.53  17.48  20.39  21.12   8.25   \n",
       "2010-04-01    9.29  ...  15.61  13.38  15.99  17.10  21.93   5.95    NaN   \n",
       "2010-05-01    6.41  ...  11.54  13.25  17.09  14.10   5.13    NaN    NaN   \n",
       "2010-06-01   11.79  ...  10.16  12.60  20.33   5.28    NaN    NaN    NaN   \n",
       "2010-07-01   11.66  ...  17.18  23.31   7.98    NaN    NaN    NaN    NaN   \n",
       "2010-08-01   13.42  ...  18.79   6.04    NaN    NaN    NaN    NaN    NaN   \n",
       "2010-09-01   13.18  ...   5.45    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2010-10-01    9.44  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2010-11-01    9.18  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2010-12-01    3.12  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2011-01-01   20.97  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2011-02-01   17.43  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2011-03-01    9.76  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2011-04-01     NaN  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2011-05-01     NaN  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2011-06-01     NaN  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2011-07-01     NaN  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2011-08-01     NaN  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2011-09-01     NaN  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2011-10-01     NaN  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2011-11-01     NaN  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2011-12-01     NaN  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "\n",
       "Month_Index     23     24     25  \n",
       "CohortMonth                       \n",
       "2009-12-01   29.76  40.27  19.47  \n",
       "2010-01-01   24.35   6.09    NaN  \n",
       "2010-02-01    5.83    NaN    NaN  \n",
       "2010-03-01     NaN    NaN    NaN  \n",
       "2010-04-01     NaN    NaN    NaN  \n",
       "2010-05-01     NaN    NaN    NaN  \n",
       "2010-06-01     NaN    NaN    NaN  \n",
       "2010-07-01     NaN    NaN    NaN  \n",
       "2010-08-01     NaN    NaN    NaN  \n",
       "2010-09-01     NaN    NaN    NaN  \n",
       "2010-10-01     NaN    NaN    NaN  \n",
       "2010-11-01     NaN    NaN    NaN  \n",
       "2010-12-01     NaN    NaN    NaN  \n",
       "2011-01-01     NaN    NaN    NaN  \n",
       "2011-02-01     NaN    NaN    NaN  \n",
       "2011-03-01     NaN    NaN    NaN  \n",
       "2011-04-01     NaN    NaN    NaN  \n",
       "2011-05-01     NaN    NaN    NaN  \n",
       "2011-06-01     NaN    NaN    NaN  \n",
       "2011-07-01     NaN    NaN    NaN  \n",
       "2011-08-01     NaN    NaN    NaN  \n",
       "2011-09-01     NaN    NaN    NaN  \n",
       "2011-10-01     NaN    NaN    NaN  \n",
       "2011-11-01     NaN    NaN    NaN  \n",
       "2011-12-01     NaN    NaN    NaN  \n",
       "\n",
       "[25 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "execution_count": 13
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "source": [
    "month_list = [\"Dec 2009\", \r\n",
    "            \"Jan 2010\", \"Feb 2010\", \"Mar 2010\", \"Apr 2010\", \"May 2010\", \"Jun 2010\", \"Jul 2010\", \"Aug 2010\", \"Sep 2010\", \"Oct 2010\", \"Nov 2010\", \"Dec 2010\", \r\n",
    "            \"Jan 2011\", \"Feb 2011\", \"Mar 2011\", \"Apr 2011\", \"May 2011\", \"Jun 2011\", \"Jul 2011\", \"Aug 2011\", \"Sep 2011\", \"Oct 2011\", \"Nov 2011\", \"Dec 2011\"]\r\n"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "source": [
    "plt.figure(figsize = (20,10))\r\n",
    "sns.heatmap(data = retention.round(2), annot = True, cmap = \"Reds\", fmt = \".1f\", linewidths = 0.2, yticklabels = month_list)\r\n",
    "plt.title(\"Retention by Monthly Cohorts from Dec 2009 to Dec 2011\")\r\n",
    "\r\n",
    "# plt.savefig('Retention_Cohorts.jpeg',\r\n",
    "#             bbox_inches='tight',\r\n",
    "#             pad_inches=0.1,\r\n",
    "#             format='jpeg',\r\n",
    "#             dpi=300)\r\n"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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MpFlErnkhkUgkEolEIpFIJBLJfxybu/hTBtYBT5j+7gRssJBW6vFJJBKJRCKRSCQSiUQikdwpogE/IcQB4Cqq48JcmkXktBGJRCKRSCQSiUQikUj+49iU/qXRCkFRlCDT7zzg2Rv+bS7NIjLyQiKRSCQSiUQikUgkEkmlRkZeSCQSiUQikUgkEolE8h/nXo9MkM4LK7Gxs2Pgkmginu+OnaMjAxb9ShV/P5IOHGbeqwPMppnD2ny3otBoZMTSLeiycgmo4kGPBxoStmgTfp6uAIx/thWBPp5mbces2MbplAx8XJ2Y1rU9djblb+aFBiMjfl+HLjOHgKqefPb8oyW2J77YwaxdXkEhwxas5VJ6Fg19q/Dlyx0RGoY7iQc7Ieo1w/jbdMQzryKq1ICcTIxLZ4NiNGNgg81zr4ObJ8rVZJTVUZroKDQaGfHnTnTZegK83XihSV2mbzsMwMWMHMLaNKVL07o32eUUFDLyr52k5ebTspYPIx5tro2W5duutZ37GxC2ZDN+nm4AjH/6EQJ9bv5s8M6zyUzfckDVnJ5N2KMhdGleTxs9f+ww6XHnhaYBTN96SC0nI5uwts3p0izArO2Yv+I4fTUTHxcnpnVprU1bNhoZsXgTusxcAqp6MPH5tgDM236YzYlJzOn7ZKn21uazSovByIjFG9TryMeTz55rW2J7YhfLn/v6aesB1iScwcPZkZk9OuNgZ1t+PUYjI5ZtLdl2Fm++1u/8L9RivwMwL+4Im09eZE6vzuXWcj3qdd4U428zwMYGmxcGYFw6y7KBozM2XQaArS3K6SMo21drp6X9c4jG92P8+StsXxsFtnYYj+5FWfO7eQMbG2z6vI/wrIJy+QLGhd9pokPtc+LQZekJ8HbnhaZ1mL71uj6nbVO6NA24ye7gpauELd+On4cLAOOffJDAKu6aaBozbxmnk1PwcXdl2tvd+HnddtbsPYqHixMzB/Uw20bTs3MJ+/43Cg0G2jYNYtAz2n3ibvQPCzn9rw4fD1emD3mVEZExXE7LILBmNSa+0c2sTXp2DkOm/6LqaR7M4Be0actjov/i9OWr+Li5ML7nU7w3dwWFRgNtGwUy6MnWFu0KDAaGzllOxFvafsZ3zNwl187VwO78vHY7a/YmqOdqcE8c7MwPHwsMBoZGLiDi3d7a6pm/+lr9dH+C935ZSaHBSNtGAQx6PNSsTXqOnrB5K26Zr0x6fl7O6eSr+Li70LvjQ0T8qX4G8mJKOmHPd6BLaIubbAoNRkbMWYouPZOAGj5M7PucNlp+WsTpS1fwcXdl4HMdCfsuGj8fbwDGv/Yigb7VbrLJKyhgWMR8Ll1Np2FtX758s6tmY6/KpKfQYGTE/L/RZWQTUM2LT7p0YFjUKi6lZ9LQtypfdn/cbDk5+QWMnP83adl6WgbUZMQzbcqtBcrWjnPyChgZ/Rdp2bm0DKjFiOe0/cznvP2n2XxWR+QzDzDsn71cytLT0MedLzuFmK2bQqOREWv2o8vRE+DlysSOIZppKSgsJCw8ksgPh5Celc2Q8AgKCw20bdmMwa+Yn1VwMPE0QyZH4Fe9KgATBvcj0M9XM02SyofmzhkhxDghxHEhRLwQotwfoRdCOAkh/hBC7BJCzDalVRVCbBFCHBRCfFlKWqAQYocQYrsQ4vWyarB3cuLD+M00frwjAI/06U5a0gUm3NcGF28vGj/eyWyaOazNdyvWHTtPoxreRPd7Cl1WLjvPJtP9/oZE9XuKqH5PWXyAiD9/mUKjkQWvPU1WXgHbTv1bpvJv0pNwhka+PkS/9QK6zFx+2X6wxHbCv+a/evPH/kRqeLqy9N2uZOTmE3vygiZ6APCogmhmuhn41QcbG4xRU8DBCQIbm7dp0AJFl4QxZirCzROq19ZEyrrEizSq5kl0jw7osvW4O9oT1aMDUT060LCaJ42re5m1W5lwjhY1qxDdowOJKRmcTMkov5bjSTSq7k103yfQZZvaTssGRPV5nKg+j5t1XAA8XLdGcZ6G1b1oXMO73FoA1p24QKPqXkT3fuxa3fTqRFSvTjSs5mWxbuKTdBQaFRb06UxWfgHbziRro+foORrVqEL068+obfdSChfSslh+IPGWttbms17LWVXLG8+hy8rllx2HS2wn/Jti1u781QwSdakseOt52gXVJjkjWxs9x86rbefVJ6/rdxoQ9eqTRL36ZKmOiwvpWSw/eEoTHSXwqIJo+oj6t509Nq+OhoBGpZqIJg+hpPyLMeZrhF998PTRRot3NWweUu8T4v52KJfOY5jxISKwEVSpbl5Ls0dQLp7BMOND8PCGWgGaSFH7HC+ie3ZEl52Lu6MDUT07EtWzY6l9ToY+n+4t6hXn1cpxEZ94Tr33jHqDLH0ev2+NJ/GijgWj3qBd0yCSU833bX/uOkRQzWpEj3ydvSfPk3QlVRs9x09jMBhY+Mm7ZOXmsXLHPoLr1CJm7Dvo0jJJOHvRrN3K7fsI8qtBzNh32HviDEm6q+XXcipJrZv3+pClz2f13qME1fQhemhv9p6+QFJKmlk7fX4Br3z1C7HHzpRbQwk9iWdVPaPfUs/VlngSL15mwei3aNesgcVzpc8v4JWJ3xOboO11Hn/qAoUGIwuG9iIrL5/V+44TVMOH6CE9TPWTbtbuzz1Hrcp323qK2vIHr5Glz6Og0EjU8P5EDe9PQ78aNK5t/sFp3f5jNKpdnegR/dGlZ5Fw/lL5tZw4o9bNRwPJ0uehS8+ke4eHiRozgKgxA8w6CgD+2L6PGt4eLP1sCBk5ucQe1ua+Vdn0rDt8ikY1qxI9uCu6jGyiYw9Qw9ONpcN6kZGbR+yJ82btVu49Ros6vkQP7kpicgonk7W4zsvWjlfuSaBF3ZpED+lh0mL+vl8WLmTmsvyYOu7+4/hFarg6sbRbWzLyCohNMj9uX3c6mUZV3Yl+sRW67DwSrpR/XAqgz8un68gJxB44AsDKLTsJ8q9FzKTR7D2aSFKyzqxdRlYOPZ7sQPTEUURPHCUdF4CNuHs/FXJ8d2i/nwPtgG5CiP+Vc19dgQOKojwEPC6EaAIMA/4EWgBPCyEaWkgbDCwG2gDvCCFcyiKgQK9nQovWpCapg5ngTu1JWKN+xeXY+k0Ed2xnNs0c1ua7FW3r16LfI00oNBrJzMtHURTWHD1H9zl/MXTRJhRFMWvn4+pE34fUB3ejhTxl0tPAn36tQyg0GMnU59EmqHaJbTdHB7N2cacu0Lq+HwCP1KtF3CnzA8ayYPPYKxg3L1c3cjJQdpu+vFOaN//0EZRd60DYgKMz5OVqoqVtgC/9HmhgOl8FuDmob61yCwo5l5ZFcDXzD33ujg7k5BdiMCrkFRqwty3/Jdu2Xk36PdxI1aLPRwHWHDtP959XM3TJFottp4jcgkLOpWYSXF0b50XbQF/6PdjQpKcAN0f768rJItjCQ5aPqxN9H2gAaNyWg/zo16ppcf24OTrwxd9xDOv0wC1trc1nvZba9GvV/Np1Vd+vxHZRXd3IjtMXycjNp++clcSfu0Rtb20eQNV+p/G1fgfUfmfuKoYuttzvAHyxZjfDOrTURMf12HTqinHzCnWjsADjvEmQmXYLK6E6MYvQyElp0+V1jH+aorWEUPuQohL9As3aKEf3omxaATY2CGdX0N+tPsfLrF2GvoA1Jy7QPXodQ1dsv2V/YC0+Hq707aQ6mYyKQqHBSEaOnr5T5xF/8hy1q5rXo6CQbbrHKYrC0SRtnJQ+Hm70faJtsR4PFyf6P9mOQoOBjJxc3JwdLVgqZOvzVD1Awrny37N83F3p++gDxVoMRoVsfdExw9ELl83aOTnYs2zUa9Tw0ub6vqbHjb6dVMe/0aiY6kRP3ylziD9xltpVzff9Tg72LPtkMDW8zTvAy67Hhb6Pqn2HUVEwKMbr2gQcvWi+fkq2Hcv5bluPhxt9Oz5crKeI3PwCzumuEly7hlm7tk3q0++xULX/ztWX0sZuU0vnVqoWo0JGdi5r4g/TfUIEQ7+LsXj9xh09ResmQQA80qgecce0cThVNj1tg+vQr919pntmPgkXdbRu4K+WU782cSeTzNq5OzmSk1eAwWgkr8CAvQaRi2Vtx+7OjuTk5Zu0FGJvW34tRXyx9QjDHmkIQNyFFFrXVqMXHvHzIe6CeYdN2zrV6BcSqN5b8guL7y3lxcnRgeXfjMPXFKWDopCdqy/u+xPOmHc0pWfn8M+OPXQbNZGw8EjN7lmSyssdmxajKEoOsBDoIIRwEUIsEkJsE0J8B8WREn8KIeKEEHOFEJa0JAC/mv4uumI7AWsURTECm4COFtIE4I56nE5A8PU7FkIMEELsFkLsnj17ttXH5upThdx01dOoz8jEpYq32TRrbcuCq4M9zvZ29P55NT6uTrQKrElY+xYsfP0ZdFm57DpnfoAXUMWDEL+qrD16DhshaFOvZpnKv0mPoz3ODnb0/nE5Pq7OBPv6lNj2r2J+MJOWm4ebk+rYcHN0ID1Xr4ke0fhBlMtJcMUUWZKqg0tnoUELUBQ4nWDesCAPCguw6T0ccjIhXRsPt6uDnXq+FmzEx8URfy91ikbs2cuE1jH/Rhagc1Attp5J5sk5q6lXxZ06JrvyaTG1nV/X4OPqTKsAX8LahbCw31PosnPZda70AV7s6UuE1tXOs12sJ2Y9Pq7X1c2ZZELrWq6bAG93Qmr6sPZ4ktqWA8wPGMusZ85f+Lg5sT9JR3CNKgRZcDAVsfLgKavy3ZaWoutqzkrTdVWlxLal6+pqth5vVyd+ff1ZkjOyibfQH9y2nqK6+eVvtd8J8FX7ndeeLrXfWXn4NMHVvQmqql3dgOk6112AlNuLIFOO7EQ4OmPzwltgKETYmXcC3ZaW+9vBxTMol9QBlrJ7Ezi7YtP/AygsBHvzDlzy9VCQj+2QSSiZaXBVq3Nl6nPmb8DHxcnqPqeOtxthbZqysPdj6jlNMv+263YJqO5DSIAfa/cdxUYIMnP1eLu78Ovw/iSnZhCfeM6s3XMPh5CZo2fo7N9xsLNDn1+gjR7faoTUq8Oa+EPYCMGjIY1wdnSg98QIqnq441/dfDTOc63uJzMnl7CZv+JgZ0ueBnoCqnkTUrcmaw8cx0YInn2gMZm5eQyduxwHO1v0BYXlLuO29NTwISSwNmv3JmBjI8jMzVPP1cjXSz1Xd0xPNW9C6tRk7cETav20NNXPz3+UWj/PPWBdvtvWU71KibbcprE6fTI24RShweadlACuTg44O9jTe+o8fNxd8bfgBLotLTWqElLPn7V7DmNjIwisWY2wLp1ZOHYwuvRMdh07bdYuLSsHNxfVgevm7Eh6tjZO08qmx9XRVOeRi/BxcyYtW39tzOnkQHqO+TFn52b12Hr8LE+G/0K96t7UKSWq0FrK2o47Nw9i67EzPDlpDvWqV6GOBUfv7bLy+EWCfTwI8lbvDWl5Bbg5qo4IN3s70vPM922u9nY429vSe+kOfJwd8Pco03vhW/Jc+1Ays3MJmxKJg729xb62rm91wnq+wG+TP0KXls6uw8fviJ7/EjZ38aciuNPlXgG8gQHAIUVR2gA1hRAhwIdAlKIojwDHgZsn/AOKosQrinJUCDEM2KooyhHAByiKr8oAqlhImwG0BuYCqYDzdbtGUZTZiqI8qCjKgwMGWL/2RPaVFJw91YcGZ08Psq+kmE2z1rYspOXkkV9oIKbfU2To87mQnkWrQNUR4eflSkq2ZSfA+uPnidp9lIhuHTVZI0DVo1f1vPUCGfp8/jl8qsS2pYgKLxcnsvT5AGTm5ePt4mQ2321TvzmibjA2z78BvnUQLdtDUHNsHuiIcUmk+fUuAJxc1Tnq0V+BkwvUaaiJnLRc0/nq0ZEMfQFxJgfBxlP/0j7QsiPgh53H6NGiHmvffJp0fT57L5bfmVKspe/jattJy6JVgKrBz9OVFAs38yI2Jl6gfVCtcuu4SU+vTiXr5uRF2tcvvZz1iReI2nOCiJfaat+WX3+GjNx8wtfsIu70vwxfvIkj/6YQvdO842vTifNW5SuTljeeVa+rI6dLbMedNn9duTk6FE/hqO3twWWNpo0U9zuvPklGbj4X0rNpFWDqdzzdSMnOM2u36cQF4s5cYviyrRy5dJXo3cc00UO9Zog6weo6NTVM17mVGFdHY1z+AxgKUXIyyy1FNHkA0SAE21eHI2rXR7R9BuPC7zDOC4fCAsi0ELLu4ga2dhimf4hwcUMENSu3FrjuuurZiYy8/JLXVSlOaz8PF1qZnBtqf2D+nJaF9fuPEbUhjojBPfB0dSawhuogqF3Vm8tpls/B+L7PMf3tbtjb21LF3VU7PXsPE7VmK5HD+pOZqye/oJCYse+QnpNDXILlsPUJr7/CjCGv4mBnRxWP8juUAdYfSiRq8x4i3noJWxsbxvd8iumvd8HezpYqbnfm4aBUPfuPErV+BxHv9DKdK/WNbO1q3lxO0yZM/Lb0HDpJ1Ja9RLzeBVtbwfjuTzC9//O3rB9r8922ngPHidqwi4hB3bEzRURuPHiC9s0bWLRJy8pR29iI/mTk6InTaLrP+n0JRK3dTsSQvtSt7kMrUwSDX1UvUjLN9/1ebq5kme71mbl5eGtZN5VIT1p2rtoPDu5KRm4eJ5JTro059Xl4uzqbtfthQzw9QpuzdnR/0nP07D2jzRTrsrTjH9btpEerFqwd+6aqxcJ9/3bZdPYycRdSGL5mH0d06Ry6nE5WnupAycwvxNvJvMM9TZ9PvsFAzIutyMgrIO6CdtNYbmTC4H7M+GAwDvZ2VPEwH2FWq7oPrUPUiHK/aj6kpN/9/klyd7nTzosqqE6DYOBFIcRGoB7gBzQCdpryhQNnLe1ECDEIdRpKP1PSFaDIDepp2jaXlgN0VRSlL+AIaBIzeHTdRho/oa5VEdypPcc2bDGbZq1tWZgbd4TVCWextbHByc6OWVsP8teRMxgVhRO6NBpYCAnWZeUyZ8cRIrp1xNVCyHmZ9Gw7wOpDp1Q99nZ8v2lviW19oXmPcmi9WmxLVMP24k5d4OF62jwUKyvnYoz5GuOKn+DSOZTje7F56HGMiyMg3/JgXDz0GCL4fjU6oyAfNHgjCzA3/gSrj1/A1kbgZG+LvtCAoijsPK8r9S1odn4BDqYQQQdbW3Lyy//maO7OBFYfPWc6N7bMij3MXwlnTW0n3WLbAVTN55I1jbyYu+sYq48lFeuxtm50WbnM2XmMiJfa4eqgYVvefpjVR84Ut93xz7Uh6rVnmPpye5rU9KH3w+bXS5nyUnur8t2WlthDrD58+tp1tXl/iW19gcGsXdNaPhy6qM5XPXc1g9oahXHP3XmE1UfPFpc/a9uN/Y75t1NTurQl6tUnmdqlLU18q9D7wWCz+W4X5c95GOd/jfGPOZB8DmXvJusMawdh80QPsLVTp4xcPFNuLcaobzHM/AjDL1NRkk7Cv2exeeVtsLVD+AWgnDX/NsimwwuI+1qDYkTJz7McoXGbzN19nNXHk9Q+x+666yqp9OtqXvwJ/jp2Xj2nVzJooFG0jC49izlrYokY3BNXJ0ea1qnJobPqA8E53VVqVzP/Fnr3ibN8FvMn+QWFHD2fTItAbab46NIymbNqE5HvvY6rsxPzVm9m9a4D2NrY4OzgYDHCY/fxU4z7eQn5BYUknL9Ii/p1yq8lI4s563cS8dZLuDo5sPtUEp/99g/5hYUcvXCZFgHaOYut0pOeyZx/thHxbm/TuarFIdMaIOcuX7U4beSO6cnIZs7G3US88aJaPycv8NmitWr9XNTRoq55Z5y1+W5bT3oWc9ZsJ2Jwd1yd1KkfiqKw88RZQoMDLNrNXbeD1XsS1P7TwV6TSBBdeiZzVm8hYuiruDo7Mu+frfy18wBGo5ETF5Jp4Gc+IjG0cT22HVEddHEJJ3m4UfkX366MeuZu2cvqAyeK71lvd3qQbcfVyKG4k0k8bJq2fCPZefnFCwg72NmSo0GEVVnbcXZePg7212vJL7cWgCmP30fUi6FMffw+mlTzZESrYLaZ1rmIu5DCw35VzNrN3Xea1Scvlbi33Al2HznOuO+jyC8oIOH0eVo0NN8mfl6xhr+27lLb2LkLNKhj/pxK7h3umPNCCOEMdAPWAMeAbxVF6QB8CpwHjgKmVdaYjTrtw9x+WgD/A7opilLUe6wDnjBNNWkPbLCQ1hP4WAhRDXX6yEktjm1n9G94+dVi7P5Ysq+mcnTdRrNpPgF1eXnKhFvaloVeDwSzdH8iPeetwsvFkchunVi6/yQ95q7isYZ1CKrmRVJaJuFr40vYLT9wEl1WLgPmr6PPz6tZvE+bRZF6PdKUpXuO0XP2MrycHYno81SJ7bZBtUlKzSB89Y4Sds+1aMDljBy6zFyEp7MjrerdmU5HNH0E3DyweeVdbHq9j2jeCjx9EB1KrtCu7N2EaN4Km94jUHKz4fQRTcrv1aI+Sw+foef8DXg5OdA2wJeDl1IJ8vHA0XSDTErPJnzTgZJ299Vn4YFT9Jy/AX2hodSHDqu13N+QpQdO0fOXv/FydiTylfYsPXCKHj//zWMNaxNU1ZOktCzC1++5yfbgvykEVfUs1qwFvVoGsfTQaXpGrTPVTQ0OXrpasm7SsgjfsK+E3fLDZ9Bl6xmwaDN9YtazWKPFIHs91Iil+07Q86c/8XJxpK2Z6I+k1EzC/9mlSXmlanm4MUv3HqfnjyvU66rX4yW22wb5qVr+jithd59/DbxcHOk2ezmBPp6E1Da/SNpt63kgmKX7T9Lz59V4OTsQ2a0jSw+cpMe8VTwW7G/qd7IIXxd/653dLTx9EB1eLJl2+jDY2mPT8z2U7avU6WIaoyTsATsHbIdMxLhmkTo9pEp1bJ7rVyKfcdsqxMOPYRv2BeRkohzdp0n5ve4LYumhM/SMWa+2laI+p8oNfc7G/SXset9Xn6WHztAjej2PBdUiyMICvrfL8h370WVkMWBGNH2+msvJS1fwcnWm25c/ElijKiEBfiRdSSV88T8l7No1CyKvsJC+U+cx6Jl2uFp4G3i7LNu2G11aJm999SO9J0bg7ODAki276DF+Jl5uLrRtHkyS7irhC1aW1NO8EXkFhfSZFMmg5zsXP7yWh+U7D6PLyGbArEX0mRaDLj2LvEIDfafPZ9ATrXB1dCApJY3w5RvKXZZVerbvQ5eexYBpv9In/CdOXtKp52rS9wT6ViUksLZ6rhb9fXf07D6stp3Zi+kzYwG6zGy1fmYuZNDjoab6SSd8RUnnZbvGATfl00RP3AFVz8wY+kydx+LYfRw8e5Eg36o42qth92pbXlvCrlf7B1m6fR89p8zFy9WZtk3K/4C+fNtedOmZDPh6Hn2+mI2Tgz1Lt+2hx8RZPNayCUG1qqvteOGqEnbPhd7H5dQMunw6HU9XF1o1rl9uLZVRT69WISzdnUDP737Hy9WZlx9qyuWMbLp8E4OnsxOtgvxJuppO+MqtN9kt3HGInt/9jr6gkNCg8jtNy9qOe7W5j4WxB+g5fb6qpUH5HabmeK5hLS5n6+mycCueTva08vMhKSOH8NijJfU0q8vShCR6Ltmujtn8tRlf3Ei7ls3IKyigz9hwBr3yP1ydnUhK1hH+c8kvd/V6piNLNmyj++hJdH6kJUH+d9fZWxmxEeKu/VQEQuuFTYQQ44BeqFM3ohRF+VYI4QrMQ424SEV1KjgCvwAewBFggGJGjBAiEjXqIs2UNBHYBSxFnZLyh6IoY4QQVc2keQMrAAdgrKIoa0qRrgwU2i4yVR5mKRkYfplw64x3AdtXx2L4bWpFyyjGtttwDOGDK1pGMbYfRGD4/sOKlgGA7duTADDM/ayClajYvvYphh8/rmgZxdi+OR5D9BcVLaMY295jMMwPr2gZANj2/ADDz+MrWkYxtv0+xjDlnYqWUYztyO8ofF/bz1GWFbuvlwBgmF3uD3ppgu2AiRjWR1e0jGJsO/XGuH15RcsoxqbVCxhW/VjRMgCwffpNDBsXVLSMYmw79MCw8vuKllGM7bNvY1j3660z3gVsH+sLgGHrogpWomLbtmul0QImPctmVrSMYmy7vFtp2rLts29j+HZYRcsoxnbYtxgPba5oGcXYNHu0gr6TcXcYYed111Yt/aow7a7XpTZLxF6HoijjgHE3pGUDr5jJ/rQV+xtk4V/tbsh3xUxa6o1pEolEIpFIJBKJRCKR3GtU1EKad4t7/fgkEolEIpFIJBKJRCKR/MfRPPJCIpFIJBKJRCKRSCQSyd3F5p6eFCMjLyQSiUQikUgkEolEIpFUcmTkhUQikUgkEolEIpFIJP9x7vXIBM2/NvIfRlaERCKRSCQSiUQikdy73NMTKz60v3tfG5lUcA98bUQikUgkEolEIpFIJBLJ3UWIe9o3I50X1zNQeFS0hGJmKRkY96+raBkA2LR4DMOSaRUtoxjbl4ZiWDqjomUUY/viEAwbF1S0DABsO/QAqDTny/aloRi2/F7RMoqxbfcKxh1/VLSMYmxCn8Ow9peKlgGAbedXMfz+dUXLKMb2lfcxLI+oaBnF2L4wGCUxvqJlACCCHgDAuHtVBStRsXnwaYxHtlW0jGJsmrSpdHqUswcrWgYAom5zjNuXV7SMYmxavYDxwIaKllGMTUhHjEe3V7QMAGwatQLAeGhzBStRsWn2KIbNCytaRjG2j3avNHUDpvrZtqSiZQBg2+YlSL9c0TKu4Vm9ohVI7iGk80IikUgkEolEIpFIJJL/OPf6mhf3+vFJJBKJRCKRSCQSiUQi+Y8jIy8kEolEIpFIJBKJRCL5j2Nzby95ISMvJBKJRCKRSCQSiUQikVRuZOSFRCKRSCQSiUQikUgk/3Hu9ciEe/34JBKJRCKRSCQSiUQikfzHuWORF0KIcUCioihR5dzPz0AwcBl4CVXzIsAfOAC8qiiKIoSwB5YoivKcyc7JXL6y6rCxs2Pgkmginu+OnaMjAxb9ShV/P5IOHGbeqwPMppnD2nzWMnrmz5z+NxkfD3emDH2N4d/O4VJKKg3r+DH53X5mv/WbnpXDkK++p9BgoG2LJgzu+ky5NAAUGoyMWLAGXWY2AVW9mNi1EwUGA0OjVhPR738W7dJz9YT9uppCo5G2Deow6LEHy63lmp6/0WVkE1DVm4mvPKbq+XUVEf2fvS07rRgzdwmnk1PwcXdl2sDu/Lx2O2v2JuDh4sTMwT1xsDN/ORYYDAyNXEDEu7010VHZzhXAmJ8WcTr5Cj7ubgx8tgNhETH4+XgBML7/iwT6Vrul3bTBPbGztdVEz+jZ8zl9SYePuxvTw/oxIjKay6kZBNasxsQ3u1ttp5WeMb+sKG47vTs8RMSf6ufhLl5NJ+y5DnQJDbnJ5uDZi4TNXoRfFU8Axvd5lsAaPuXSUWgwMuK3ddfazksdGLNoA6evpOHj5sy0nk9gZ3uzT/xg0mXCYv7Bz8td1fJiewKreZVLS7GemFXq9VrNm09e7MiwX//kUnoWDWtW5cvuT5jtA3eeTGL637EAXEzNJOzJVnR5sEm59QAUFBYyZOI3zPp0JHEHjjDt19/Uci5fYWjfbrzY+dFb2mnF6FnRnL54GR9PN6YPe52xPywosW2ufRYaDIyY+Yva3mtVY+KAXprpAfU4wyZ/R+RHQ8nR5zHy6+9JzcyiZaMgRvbrZtbG2nz/ZS1FeoZ8NoVZ48dw8Fgi734Wjl8N9RODE94fRD1/P4u2cxf9weZde5g7+VNNtIz+YSGn/9Xh4+HK9CGvMiIyhstppj7wDQt1k5fPyFkxpGZm07JBACO7W76f3LaemfM4fbForPM6w7/9iUspV2lYpzaTh/Q3e50XGgyM+PYnLqemEVjLl4mDX9VMT0FhIWFfziBy7Htqm5g6i9SMTFo2bsDI/pbvET8u+Ys123fj6ebKzA+H4mCvzTC8oLCQsPBIIj8cQnpWNkPCIygsNNC2ZTMGv2J+zLPz0DGmzV8GwEVdCkN7dqFLx9bl1jJmzhJOX7qCj4crA//XgbCI+fhV9QJgfL8uBPpWvcnm4OkLVuUrC5Wqbn78zVQ3bkx7pzd2trbM+3sLmw8cY87IN0u1tTZfWfnhl2jWbNyMh7s7EV99gYO9/U15CgoLGfLBR8z6evId0SCRWEOljrwQQrQF7BRFCQU8gCeAPkCSoigtAG/gcSGEMxAPPH6d+U35yqrD3smJD+M30/jxjgA80qc7aUkXmHBfG1y8vWj8eCezaeawNp81xB9NxGA0snDiB2Tl6lmyfju+VbxYNuUjMrJziD2QYNZu5dZdBNWuScz4Eew9doqky1fKrKGIdUdO06imD9EDX0KXmcO+s5d4ZebvxCYmlWr3574TBNWoQvTAl9h79l+SrmaUW4uq5xSNfKsSPagrusxs9p39l1dm/EZs4vnbsku4qNNET3ziWQqNRhaMfossfR6/b4kn8eJlFox+i3bNGpCcav649fkFvDLxe2ITTmmiAyrfuYo/cUatmw8HkpWrR5eeSff2DxM1egBRowdYdFzcaLftcKI2eo6fVq+rT8LI0utZuX0vwf61iPn4XXRpGSScvWCV3bZDx7XRk3ieQoORBSNfI0ufR0Ghgajh/Yga3o+GftVp7F/DrF1Gjp7u7e4vzltexwXAuoQzNPL1IXpAF3SZOcSf+Vc9BwNfJEufzzYLbSgjN4/uDzchasALRA14QRPHBcC6wydpVKsa0e90Q5eZTXTsfmp4urH0vd5k5OiJPXHOrN3D9WsTNbgbUYO70bBmVRr7mW9jt4s+L5+Xh35E7N5DADwS0oSYKeOImTKO4IA6NKkfYJWdFsQfO4XBYGTh5++Rlavn++VrSmxvO3jMrN263QcJruNHzLih6FIzSDhTer9wO+jz8uk64nNi9x8GYOXm7bQIrk/MFx+SeP4iJ89fNGtnbb7/qhZVTx4vv/MBsXsOAJCemUXPZ58k5psJxHwzoVTHxYVkHcvWbtREB5j6MoOBhZ+8S1ZuHit37CO4Ti1ixr6DLi2ThLMW6mb7HlrUr0PM2HdIvJDMyYvJ2uhJSFT1TBpFVm4uSzbE4uvjxbKvPi51rLNu5z6CA2oTM+EDdKnpJJwu/f5vLfq8fLq+P47Yfaa2s8nUJiaPJfHcBYtt4vylyySeu8DCKZ/Q7v4QklOuaqdn5ARiDxxR9WzZSZB/LWImjWbv0USSks2PYx5uFkz0xFFETxxFw7q1aRxYp9xa4k+cVe9XHw4gKzdPvZ93eIioUW8SNepNiw6JjJxcq/LdLpWqbo6bxixjB5vGLCe4cCWV5dv23NLW2nxl5fyFiySeOsNvc77n0dahJF++uV70+jxeevUNtu3cfcd0SLTBRoi79lMhx3enCxBCuAohVgkhtgsh5prSxgkhJgghtgkh9gshfC2YJwPTbtDaCVhj+ns90FFRlFxFUUKA60dZN+Ur6zEU6PVMaNGa1CT1hhTcqT0JazYAcGz9JoI7tjObZg5r81mDj6cHfZ9RD8uoKHz3+5+0DmkMQGizYOIOW3p4UsjW61EUBQVFk8Fp24Z16Ne2BYUGI5m5efi4O7NsaA9qeLiWaqcokJ2Xb9ICR/8tvyOlWE+7+1Q9+jx83FxYNqwnNTzdbsvOzdFBEz0+7m707RQKgNGoUGgwkJGjp++UOcSfOEvtqt5m7Zwc7Fn2yWBqeHtoogMq37ny8XCj72PqGw2jopCRncuaPYfpPiGSoRExWAqYutFOK3w83Oj7uHpdGo0KHi7O9H/q0eJz5ubsZJWddnpc6dvxoZv2m5tfwDldKsF+lp0Xa/YdpXv4HIb+sMhiPd4ObRv4069N8+Lro4qrM31bN1e1lbL/DH0eaw6fpnvkEobG/KOJFoC2wXXp165lcVtOuHCZ1g3VQeYjQf7EnSy9b8vNL+DclTSCa2rjvHBydGDFd5PxrVqlZDn6PM7+m0ywhQGwJbvy4OPpTt+n1CgPo1HB3cW5xLYl2rZoTP9nOpjaey5uLubbe1lwcnRg+bef4+ujHqe7qws5uXoMBiN5efnYW4g+szbff1WLqseRFd9/jW811cmYkZXNP1t38MqQ0Qz5fEqp18ykiDm8/7o2kXlg6sueaAuo17WHixP9n2x3rU04O5q1c3dxJkefj8FoJK+gQLO68fFyp+8znYr1fPfbypJjnUPmHXFt72tK/2c7q7qzczRry06ODiyfPsF828m3fNzbDxwhIyubPmMmEX/kGLVraNfvLP9mHL4+pnGEopCdaxrjKQoJZ0p32uTm5XHu0mWCA2qXW4uPhxt9O5vGOopCRk4ua/YcofvE7xkaucBiO7Y23+1SqerG042+ndsA1+6XX8xfybCuT97S1tp8ZWX7rt2kZ2bSe8C77N67n9q1at6Ux8nJkT9ifsa3ujbtViIpK3cj8sIPiER1HtQTQhSNtIOBtsASVEfDTSiKckJRlJ1CiBcBI/AP4AOkm7JkAJZGe7fMJ4QYIITYLYTYPXv2bKsPyNWnCrnp6ltnfUYmLlW8zaZZa1tWAmpWJyQogDU792EjBI0D/XFzcVbLcXYiPSvHrN1z7R4mMzuXsKmzcbCzIy+/oMwainB1tMfZwZ7es5bg4+6CvylU/VY817Ihmfp8hkavxsHOFn1BYbm1qHocTHoW4+Pmgr+PdXrKancrAmr4EBJYm7V7E7CxEWTm5uHt7sKvI18nOTWD+ETzb4jvBJXtXAXUqEpIvdqs3XMEGyEIrFmNsC6dWTh2ELr0THYdO22VXZumQdro8a1GSP06rNl9EBsbwaMtGuHs6EDvCTOp6umGf3XzEQw32rVp1lAbPdWrEBLgx9p9R9X9Nq4HQGzCKUKDAyza1anmTdiz7Vn4wevo0rPYZSEK4XYobjs/LMfHzYXAal6E1K7O2iOn1XMQZH6AV6eKJ2GdH2ThIDXaZ9fpf8utRdVjul4jfsPH3YW0HD1uTuqDlZujA+k5+lLtY0+cI7SBvyZaSi1n70FatWh6x8u5HrU91mXNrgPY2Ah6Pd62xHab5sFm7VydHNX2/tk0qnq6419dmzeg5uj8yP1s2XuIJwaNol7tmtSpWb1c+e4VLQB1avkS1q8Hv8/4Et3VVHYeOGw23x/rtxBcP4D6dcr/cFVEgG81QurVYU38IWyE4NEQUx84MYKqHu4W+8DO9zdjy8FjPDFyMvVqVqeOhXy3radmDUIaBLImbu/NYx0Xy2MdV2cnVffYKVT18sBfI2fBjXQOvZ8tew/yxMCRpbaJ1PRMvD3difriQy6lpBJ/RJvovBt5rn2oOsabEomDvf0tx3ix+xMIbd5Yk7KLxzpF93PfqoS90ImFH72t3s+PnzFrV6e6j1X5ykvF1k1VQur5szb+MDZCkJaZQ7C/L0G1zL+AKGLljn1W5SsPV1PTqOLlRfTsmSRf1hG/78AdK0ty57G5iz8VgablCiF6CCE6FG0CBkAP9AV+BbwAZ9P/fzatQXEWsPh6WwjxPBAGPKcoSiFwBSh62vI0bZvjlvkURZmtKMqDiqI8OGCA9WtPZF9JwdlTfRPu7OlB9pUUs2nW2paH9bsPELVqA5GjBlHVy4OsnFwAsnJy8Xa3/CZ9wqA+zBjxNg72dlTxcC+XBoC0bD35hQZiBr1ERm4ecSfNh9abY/xLHZne52nsbW2p4uZ8awOr9OSa9Lxs0mNddElZ7axh/f6jRK3fQcQ7vfB0dSawhvpQULuaN5fTtJmCYQ2V7VwBrN+XQNS67USE9aVudR9aNa4PgJ+PNymZ2VbZabW+BMD6PYeJWrOVyGGvk5mrJ7+gkJiPh5CenUtcguXpKdfbaarnwHGiNu4mYmC34jUlNh46QftmDSza+FXxpFVwoPq3j1ep9WgtaTmmtjPgBbXtnLrA+oQzRG0/RETfp8yudwHg5+1Oq/q1i/9Oyc4ttxYoul4LiXmnGxk5eZy4lEKWPg+ATH0+3q6lt9GNR07TvlGgJlpKY8POPXR4uOUdL+dG1scfIurvzUQOfws7W9ubts2Rmpmttvdxw9T2fvjEHdM3e/Ff9HiqI+tmTyE9K5u9R81fW9bmu1e0APj5Vqd1S3UtG78a1blq4R6xMS6eHXsPMnzSNxw+cYqo5as0KX/93qK+rP+1PnDsO6Tn5FjsA2f/uZ4enUJZN3UM6dk57D1xRhMtAOt37VfHOqPfsXqsk5qZRX5BATETPiA9K8dihEZ5mb3oT3o81Yl1P0xV20SC+WvGzcWZQD/1jbZ/jWokp6TeET0AEwb3Y8YHg60a423YvZ8OD9y8blJZWb/PNNYZ0vuG+7kXKRnm70N+Pl5W5dOCCq2bvUeIWhdLRFg/th46TtyRkwyfNZ8jZy8QvS7WrM2m/Uetylce3FxdCayrOvJr+9UiWafNlGmJ5E6gtdPEBTWaAqAecA54C1gG9AKu742ybrUz03SSkcCziqJkmpLXoa59AWrExgYL5tbmu22OrttI4yfUYJHgTu05tmGL2TRrbcuKLi2dOSvWEDlqMK7OToQ2C2abae7njkPHeLip+TdruxMSGTd7PvkFBSScSaJFw4Ayayhi7tZ9rD6YiK2NDU72dla/ld99+iKfLdtEfqGBo/9eoYW/pRlEt6lnS9n0lNXuVujSM5nzzzYi3u2Nq5MjTevU4pBp3vC5y1ctThu5E1S2c6VLz2TO31uJCOuLq5Mj8/7Zxl87D2A0GjlxIZkGFqZF3GinFbq0DOas2kjk+6/j6uzEvFWbWL1zP7Y2Njg72KO38KbmRjvN9KRnMWftDiIGdSs+TkVR2Hn8XKmRF/PWx/FX/BGMRoUTF3U0qFX+t45zt+5n9aGTxW1Hl5nDnK37iej7FK6lTLGat+0Afx1IVLUkX6VBDW2mR8zdvIfVB0xt2cGOtzs9xLbjaoRJ3MnzPFzf8ttoRVHYeSqJ0KA7G3mhKAo7DyYQepcjL3RpGcz5cz2RI97C1dnppm1LzPtrA6vj9l1r7wXlj8yzRE6uHkfTonAO9vbk6M1Hylib717RAjBv8R/8uXGb2g+eOUeDAPPtdOqYYcR8M4GpH75H0wb16PPC0+UuW5eWyZxVm4h8z9QHrt7M6l0HTG3CwWIfmJObd61u7OzIycsvtxYAXapprDP6HXWs07wR2/abxjoHj/FwM/NjnXl/rGX19j3Y2trg7OiAPl8bPTeSk5uLo0NRm7Ajx+RAvZEm9QM4nKhGEp779zL+vncmamf3keOM+z5KHeOdPk+LhvUs5lUUhV2HjxHavJEmZRffl4f0Ue/na2L5a9dB0/38Mg38zB+ztfnKS4XXzeotRAzth6uzI1Pe7kHUhwOZOrAnTer60fsx8wuCWpuvPDRtFMyhBNW5dy4pCX+/WpqXIbl72Ii791Mhx6fx/hYCbYQQ2wCjoijbUNed+AjVmaAAt3NF9ANqAn8LIbYKIV4HogE/IcQB4Kppv+awNt9tszP6N7z8ajF2fyzZV1M5um6j2TSfgLq8PGXCLW3LyrKNcehSM3hr4kx6fzyVQoOB5KtpvDBiAp5urrRqHkzS5SuE/7K4hF27+5qSV1BAn0++ZtDLT+PqVP4HrV6hzVi6+yg9Ixbj5eJI24Y3D7SSrmYQ/te2klqC65BXWEjf75cyqNMDuDrevLpxmfS0as7SXUfoGfE7Xi5OtG1481zzpKsZhP+59bbtysLy7fvQpWcxYNqv9An/iZOXdHi5OtNt0vcE+lYlJLA2SVdSCV/0tybllUZlO1fLY/eiS8tkwDfz6PPlbJwc7Fm6bQ89Jn3PY/c3IahWdZJ0Vwn/bVWpdou3xmuiZ9m23ejSMnhryg/0njATZ0cHlmzZSY/PZ+Dl5krb5sEk6VIIn/9HqXaLN+/URM/yuANq25k5nz5Tf2Zx7D4Onr1IUM2qOJpWqk+6kkb4krUl7Hq3f5ClO/bTY8pcHmvRkCAN1nXoFdqMpfHH6Pn9UrxcHLmUno0uM4cB8/6iz+zlLI4/qradVdtLagltytI9x+jx/VIeaxJAUHVtnHW9Wrdg6a7D9Jy5EC8XJ15+uCmX07Po8nUUni5OtAryJ+lqOuErb3YSHzyfTFD1KsV1eKc4ePwk9f39cHRQnTtJly4z+cfoO1omwLItO9X2OHkWvT+bdtP24o07SLqcQnj08hJ2vR5vy5JNcfT49Bu83F1pG6LNwN0cvZ7pxIK/N9Bj1ET0+fmENm9CUrKO8HkLb5nvXtYC0Pv5p1nyz3q6hY2hc5tHCKrrT9K/yUye/fMdKe961L4sk7e++pHeEyNwdnBgyZZd9Bg/Ey83F1MfeJXwBStL2PV6rDUL1m+nx/iZ6AsKCG2izVS+ZZt2oEtN560J0+k9dsq1sc7w8aaxTiOSkq8Q/suiknqebM+S9bH0+HCy2pbvkAOx1zOPsWDVenp8MB59XgGhIaa2M3dBiXwtGwXh6e7GK8M/I8DPl5BSHpzLQ7uWzdQx3thwBr3yP1ydnVQ9P/9+U96DiWeoX7tWsfOlvCyPNY11vv2FPpN/NN3P99Jj0mwea9nYdD9PJfz31SXsend85KZ8d4IKrZtte9ClZzBg6hz6TJrF4i03L3yZpLtK+MK/NCnvdmgZ0gwvTw9e7vcWgXXq4O3lxeRp3911HRKJNQitFsW5B1AGCu0WRSwvs5QMjPs187eUC5sWj2FYMu3WGe8Sti8NxbB0RkXLKMb2xSEYNi64dca7gG2HHgCV5nzZvjQUw5abBwUVhW27VzDu+OPWGe8SNqHPYVj7S0XLAMC286sYfv+6omUUY/vK+xiWR1S0jGJsXxiMkqiNg6y8iKAHADDu1maKQHmxefBpjEe23TrjXcKmSZtKp0c5e7CiZQAg6jbHuH35rTPeJWxavYDxgGaBseXGJqQjxqPbb53xLmDTqBUAxkObK1iJik2zRzFsXnjrjHcJ20e7V5q6AVP9bFtS0TIAsG3zEqRfrmgZ1/C8M86oclBBMQN3h8nOVe7aw/2o3Kt3vS4r9adSJRKJRCKRSCQSiUQikUjubLysRCKRSCQSiUQikUgkkjuOzb0dWCIjLyQSiUQikUgkEolEIpFUbmTkhUQikUgkEolEIpFIJP9xKuorIHcLGXkhkUgkEolEIpFIJBKJpFIjvzZyDVkREolEIpFIJBKJRHLvck/HJnzj4nPXnmnfy0m563Upp41cR6X7VGol+aSjTehzleaTfKB+ls/wR2RFyyjG9rlBGGOXVrQMAGxavwhQqT6zW1k+Owfqp+cMq3+qaBnF2D71RqX59Jzto90rzWdbQf10q3IpsaJlFCN8g1AunaxoGQAI3/oAKOePVLASFeHfBOXEroqWUYxo8BDKxWMVLaMYUSsY4+EtFS0DAJum7VDOHapoGcWIOs0qX9tJOlrRMgAQtRsBVK6x4K6/KlpGMTYPPYNy7nBFyyhG1GlaeT5PWvk+TSqRaIZ0XkgkEolEIpFIJBKJRPIfR655IZFIJBKJRCKRSCQSiURSgUjnhUQikUgkEolEIpFIJJJKjZw2IpFIJBKJRCKRSCQSyX8cm3t7PVIZeSGRSCQSiUQikUgkEomkciMjLyQSiUQikUgkEolEIvmPIxfslEgkEolEIpFIJBKJRCKpQDSPvBBCjAN6AjpT0m+Kokw3k28eME5RlDO32J8T8DvgC+xVFGWAEKIqsBTwAv5UFGW0Ka8r8IuiKC+bts3mKws2dnYMXBJNxPPdsXN0ZMCiX6ni70fSgcPMe3WA2TRzWJvPWkbPns/pSzp83N2YHtaPEZHRXE7NILBmNSa+2d2sTaHBYFW+29YyK5rTFy/j4+nG9GGvM/aHBSW27WxtrbKzlO92KDQYGRG9Cl1GFgHVvPnkpU4M++VPLqVl0rBmVb7s+SRC3OyavNFuYvcnyq2liNE//KaeKw83pr/bBztbW+b9vYVNB44xd+Sbt2VXbi0zf+b0v8n4eLgzZehrDP92DpdSUmlYx4/J7/YzWzc7Dx9n2gL1e/MXr6QwtPvzdOkQWm4tRRQUFhL25Qwix75Hjj6PkVNnkZqRScvGDRjZv/Q2Om/5ajbtPsDc8R9oomVM1J+cvnwVH3cXvuzzLKOj/iQtO5eWgX6MeKGDRbuf1sWxZv9xPFycmPnmSzjYlf9cAYyZs4TTl67g4+HKwP91ICxiPn5VvQAY368Lgb5Vb7LZeew005etA+BiShphXR6jS+uW5dfyywpOJ6fg4+5K7w4PEfHnZrWMq+mEPdeBLqEhFm3nrYtj8+FE5oT1LreOIgoKCxkydiKzvvzU7LY54vYeYNpPv6q6L11m6Jt9efGpzhrqmcCsL8eZ3S6NuQuXsDluN3O/nqSJluLyx01m1oSPrpWzaDmb4/Ywd8pnZm0KDQaGT5zK5ZRUAmvXYtLIIdrqmTiNWZ8OJ+7AEaZFLQLg4uUrDO3blRcfe9Ss3aivZ3Hmwr9U8fRgxkfDNOkHCwoLGfLJF8ya9LFaxhffcOb8Bap4ezHj8zFmy8jJ1TNiwlekpmdwf7PGjBz4Wrl1XK8nLDyCyA/DSM/KZsjk7ygsNNC2ZTMGd3vOot3o6T9x+kIyPp7uTB81WJO6KdIz5LNwZo3/kIPHEnl33GT8alQHYMLwwdTz9zNrNyp8hlqPXp7MGPeBdueqkrSbYj2ffsmsiWPV62XCV1xOuUqgvx+TRoaZtYnbd5Bpc6NV3cmXGfpaH158slO5tVSmcSCYxnT/msYsw15Tx4LXbZs7BzuPJDJt0V8AXLySytCuT9Pl0Yc10XN9Oy5i7qIVbN65h7nh4yza/bhwKWu27sDD3Y3vPhuNg729JnoADhxJ4N0PPsKvpi8AE8eOpl7dOiXy5OTmMvzjz0lNS+P+kOZ8EDZYs/Il9zb3emTCnTq+8YqitDX93OS4uE26AgcURXkIeFwI0QQYBvwJtACeFkI0FEIEAjtNaUXclK8sAuydnPgwfjONH+8IwCN9upOWdIEJ97XBxduLxo93MptmDmvzWUP88dMYjEYWfhJGll7Pyu17CfavRczH76JLyyDh7AWzduv2HLIq321pOXYKg8HIws/fIytXz/fL15TY3nbwmFV2lvLdLusOnaRRrapEv9sdXUY20dv2U8PTjaXD+5CRm0fs8XNW2SVcuKyJnvjjZ9Rz9fE76nEeOsGFK6ks2xZ/23bl1nI0Ud3nxA/IytWzZP12fKt4sWzKR2Rk5xB7IMGs3cNNGxI9fjjR44fTsI4fjQNrl1tLEfq8fLq+P47YfYcBWLlpOy2C6xMzeSyJ5y5w8vxFi7YXLl9h2fptmmmJP5lEodHIgvf7kqXPZ9nOQ7QIqEX0sN4kXrrCyUspZu3OX0kj8d8rLHi/L+0a1yM5LVMbPSfOUmgwsuDDAWTl5qFLz6R7h4eIGvUmUaPeNOu4AHg4OLA4T8PaNWhcp2b5tSSeV7WMfI0sfR4FhQaihvcjang/GvpVp7F/DYu2F1LSWR53oNwarkefl8fLbw0lNn6v2W1LPNIyhJiZU4iZOYXg+gE0aVBfQz1hN+gJu6UegAuXkln29zpNdJTQM2gEsfH7r5WTfJll/2ws1W7ttjga1Qtk/rQv0F1NJSHxtEZ68nl52MfE7jsEwCMhTYgJ/4SY8E8IDvCnSb0As3bxh4+p94mpn5GVk8u2PQc10JLHy2+/R+zufWoZB4+oZUR8RVZ2Dtt2mT9nf6zdSIsmwcyfGU7imfOcPHu+3FpUPfl0HTme2P1HAFi5JY4gfz9ivhjD3qOJJCXrzNrFJ5xQdU/+kKzcXLaZ+tDy68nj5cEjiY1Xr9n0zCx6PvskMd9OJObbiRYdF/GHEjAYDCyc8aV6rkz1Wz4tlafdqHryeHng+8TG7wNg7dYdNKofyPzpk9GlpJKQeMqs3SP3NSdm2pfETPuS4HoBNAmqV24tlWkcCKYxndHIws+GqWPBFWtLbFsa4z3cJIjoT8KI/iSMhv41aRygzfjiWju+oQ9cs6FUu/P/XuLE2fMsnDGZdg/dT/IV8/f9spKRkUnPl7ow/4cI5v8QcZPjAuCP1Wu4r1kTFvwYSeLp05w8fUZTDRLJf5W74pwRQrgIIRYJIbYJIb677l9fCCF2CCG+KsU8AfjV9HeRu7YTsEZRFCOwCeioKMppRVGa3mB7U76y6C/Q65nQojWpSeoDVHCn9iSYOr5j6zcR3LGd2TRzWJvPGnw83Oj7uGpvNCp4uDjT/6lHKTQYyMjR4+bsZNaubfNGVuW7LS2e7vR96tFiLe4uziW2rbXTiraN6tLv0fspNBjJ1OeRcOEyrRuqN4dHgvyJO2l+wHmjnZuToyZ61HPVBgCjoh7nFzF/8N7LT922Xbm1eHrQ95mOxfv87vc/aR3SGIDQZsHEHT5eqn1uXj7nLukIrqud88LJ0YHl0yfg61MFAHdXF3Jy9RgMRvLyC7C3sxwk9sWP0bzXt6tmWnzcXejb/kFArR8PZ0dy8vIxGI3kFRRib2e+29xx/CwZuXr6To8h/lQStX08tdHj4UbfzqHFejJyclmz5wjdJ37P0MgFKLdoF7l5+Zy7fJXg2r4aaHGlb8eHVC3XXa+5+QWc06US7GfZefHFon8Y9nyZumCLODk6smLud/hWq2p2+1bk6vWcvfAvwfUDNdQTcYOeCKv0TJrxPe8P6K+JjhJ6fvgW32o+18r57ifef6NPqXbtHmpJ/67Pq/eIrGzcXJw10uPAiplf4FvVu0R6rj6Ps/8mExx48wAewMfLk1effxLglu3dei2OrPhpRnHd+Hh78erLz5nKMFq083BzM/VNBvT5eaX2Tbenx4Hl33yGr4+pbhTIztWjKAoKkHDa/D3Lx9ODvs8+Bmh3j1D1OLJi9jfF9ZORlc0/W3fwyrujGPJZuMXz4OPlyasv/k89hFLq8fa0VJ52o+pxZMWP04vrpt3D99O/6wvXXS8updrn6vNM/U5AubVUpnEgmMZ0T5rGdIqCu7NTie1bkZuXz7nkKwTXqaWJnhvbMcCkiDm8/3rpfeD2vQfJyMyiz/tjiT94hNq+lu9tZSEjM5N/Nmyka/8BDBk11mz7dHdzIycnV+1r9PnYaxj5Ibm3sRF376dCju8O7fcjIcRGIUSEaXsAcEhRlDZATSFEUVzx34qihAIhQogW5nakKEq8oihHhRDDgK2KohwBfIB0U5YMoIoFHaXmE0IMEELsFkLsnj17ttUH5+pThdz0DAD0GZm4VPE2m2atbVkJ8K1GSP06rNl9EBsbwaMtGuHs6EDvCTOp6umGf3Ufs3auTo5W5bt9LXVZs+sANjaCXo+3LbHdpnmwVXaW8t0uro4OODvY03vmQnzcXEjLzi12RLg5OZCeo7fKzl+jB9AA36qE1PNnTfwhbIQgNSubYP+aBPlVvy27Ns0alF9LzeqEBAWwZuc+bISgcaB/8cOJq7MT6Vk5pdrHHkggVKPzZInOofezZe9Bnhg4knq1a1Knpvl6WrlpO8EBdQjy12agAxBQvQohdWuydv9xbITgmQcaszXhNE+On029Gj7UqWr+mr2alYO3qwu/hvUiOS2T+FNJ2uip4UNIYG3W7jmCjRAE+lYl7IVOLPzobXTpmew6fqZU+9iEk4Q2Lv8bPjDVTYAfa/cdVa9X035jE04RGhxg0W7lrkME+1UnqKZ1ToW7RezuvbS63+yt567yx5oNBNevR30zb980LWfdZoLrB1C/rn+p+VydnXF2cqTX0DFU9fbCv1b5HV+lEbvvEK1a3Pju4RoBfr6EBNdnTewuhBC0ub+55hoCatcipHFD1mzZjhA2tHnI/BSrzu1C2bJzD4/3fpv6dfyp41f+iCZzPNc+lMzsHMLCI3CwsyMvv8C87lo1CGlQjzU79qj3iPss12N5qFPLl7D+Pfl95mR0V9PYecB8hEdA7VqENGrAmq1xaj0+eN8d0QOVo93AdddL2CirrpfY+H2a9TuVaRx4TY9pTCduGAuKW4/xYg8dI7RpmYKkreKP9ZsJrnfrPvBqWjpVvDyJ+noCl66kEH/IfERqWalTuzZD336TRfNmo7uSws49+27K83jHR9myI47HX+pB/cC61KltPtpJIvn/xp1yXkxUFKWDoihFE7SCgReFEBuBekDRFbjd9DseCLK0MyHEIKAd0M+UdAUoeqr0NG2bo9R8iqLMVhTlQUVRHhwwwPq1J7KvpODs6QGAs6cH2VdSzKZZa1se1u85TNSarUQOe53MXD35BYXEfDyE9Oxc4hISzdqkZmVble+2tcQfIurvzUQOfws7W9ubtq2104K07FzyCwuJGdKdjNw8TlxKIUufB0Bmbh7erubfJN5oF5eoTUgwwPq9R4haG0vk0P5sPXicHQmJvB85nyNnkoheG2uVnVb1s373AaJWbSBy1CCqenmQlZMLQFZOLt7urqXabog/SIc7NAgsYvaiP+nxVCfW/TCV9Kxs9iaYny6zcfd+dhw4wvtfRXLk5Bmi/1yrSfnrD54ganM8EW+9xA9rdtCj7X2s/XQg6Tm57D1tPrzWzcmRwBqqf7S2jyeX07M00QKwft9RotbvIGJIb+pW96FVY3Wag5+PFykZ2aXabtx/jPYh2jmb1h84TtTG3UQM7IadrXoL2XjoBO1LcaxtOpRI3LEzDJ+zlCPnLhG9cZdmesrDhtiddGitzbzq8rBx+0527NnH8M+/5PCxRKKW/HFnytmxmx17DjB8wlQOnzhJ1LK/zOZLTc8gP7+A+dO+ID0rix37tAm3t8SGnXvoYMFZUMT6uHh+/eMfIj8Zrlk/eFMZ2+L4dclKIieNtVjG7OhF9HzhadYv+JG0zEz2aPxQcz0T3unPjFHv4GBvRxVPd4v51u/cR9Rf64j8MOyO1Y2fb3Vat1TfO/nVqMbVtHSLedfH7uLXZX8SOd78uiFaUVnaTfH1Mn2yer3sLX163IbtO+kQ+qBm5VemcSCYxnT/bCFy+JvXxoLXbZfGhj2H6dCyiWZabmTjjnh27D3A8Iml94FuLi4E1lZfivjXrEHylaua6vCr6Uvrhx8s/jvlaupNeb6f9ys9X+rC+uW/k56RwZ4Dd7Yfltw72CDu2k/FHN/d4RjwraIoHYBPgaInwodMv+8DzpgzNEVk/A/opihK0auHdcATQggboD1gafKatflui6PrNtL4CXWtiuBO7Tm2YYvZNGtty4ouLYM5qzYS+f7ruDo7MW/VJlbv3I+tjQ3ODvboLbypsTbfbWv5cz2RI97C1dnppm1r7bRi7qY9rN5/AlsbG5zs7Xj7sYfZdvwsAHGJ53m4vnmv+412+oJCTfTo0jOZs2ozkcP64+rsyFcDexL94SC+HtSTJgG16d25tVV2mmhJS2fOijVEjhqMq7MToc2C2WZa52LHoWM83NTyg66iKOw6fILQZnc28iInNxdHBzVE0sHejhyT4+lGvho+kOgvP+LrEYNoUj+A3v8r/6KLuows5qzfRcSAl3F1ciQ7Lx8HU2i4g50dOXn5Zu2a+tfg0LlLAJy7kkZtH69yawFTG/h7KxFD+uDq5Mi8NbH8tesgRqORExcu06CU6B1FUdh57AyhjbSZFqFLz2LO2h1EDOqGqymSSVEUdh4/V2rkxZTXuhA1vB9TX3+RJnV86d3hIYt57xaKorBz30FCW1Z85MXUT0YRM/Mrpn4ymqbBQfR5yfLijOUq56P3iZn2BVPHDqdpg/r06fKM2XxzF61g9eZt2Nra4uzoSJ6FNq8FiqKw82ACoS0sP7DoUtP4afGfzPp0uGZTWG4q42oqPy1cyqxJH5ca9p9dom+yJyfXfBRfedl9+Djjvv+V/IICEs6cp0VD89FTutR05iz/m8gPwzS9h97IvEUr+HPjVrXfOXOOBgHmo4R0V1P56fflzBr/4R07V1B52g3A3N+Xs3rTdddLvuXrRVEUdu4/RGhLywsb3w6VaRxYrOfP9UQOf7PkWNC0XRqKorAr4SShTcofYWqJqR++R8y3k5j6Uel9YNOG9Tl0/CQA5y5ewr+mttNG5sUs5M9/1mE0Gjl+6hQNzUxdzM7JwcHRATD1NaaXTBLJ/3fulvPiB+AZIUQs6hSSotUSXxJCxAEnFUWxtHLhQCAA2CSE2CqEeBqYDjwDHED9iogll7G1+W6LndG/4eVXi7H7Y8m+msrRdRvNpvkE1OXlKRNuaVtWlm3bjS4tg7em/EDvCTNxdnRgyZad9Ph8Bl5urrRtHkySLoXw+SXf4vV6rM1N+crLsi07VS2TZ9H7s2k3bS/euIOkyymERy8v1W7xxh3l1gLQq00Llu48TM8ZC/BydeblR5pyOT2bLlOj8HRxolUDf5JS0gn/Y3Opdm2D62qiZ9nWeHTpmbw19Sd6T4pk8eab3zwn6a4SvuDP27a7bS0b49ClZvDWxJn0/ngqhQYDyVfTeGHEBDzdXGnVPJiky1cI/2XxTbYHT56lfm3f4sH7naLXM4+xYNV6enwwHn1eAaEhTUhK1hE+d8EdLRdg+c7D6DKyGBD5O32+jaZeDR8WbttHz2+i0BcUENqwLkkpaYQvK+kLvS/QDy9XZ7p99QuBpqknmuiJ3YcuPYsB3/5Cn8k/4uRgz9Jte+kxaTaPtWxMUK3qJOlSCf999U22B89cIKhWNRw1miu7PO6AqmXmfPpM/ZnFsfs4ePYiQTWr4mivOniSrqQRvkSbCBgtSPr3EpMjfrwp/eDR49Sv64+jaXBY0XoqiqR/k5n8/bwSab1feJrFq9fRfcgovDzcaXsHQ/8PHj9FfX8/HB3U85B06TKTf4opkWfZui3oUtN485Nwen3wOYv/2aS5jmV/r0eXcpU3P/iUXkNGsfivNeq5ipxTIl+vLs8wf/kqur8zkry8fFrdr81D6I20u78ZefkF9PloMoO6Pours5PaB877raTuDbHoUtN46/Nv6P3hlyxet/WO6On9wjMs+XsD3YaMpnObRwiq629qOz+X1PPPRnRXU3lzzHh6DfuIxau1XYS2iMrSbkCtm8Wr19L93Q9M10tLtW5mzb1Z97ETar/joE2/U5nGgQDLtuxCl5bJW+Hf0/vz6TdtL94Up44FY5bfZHvw1Dnq+9W44+OLGzHXB7ZsEoyXhztd3xlJoGkqlJb07vYSS1b+xSuvvc3jHR7F0dGRydO+K5mn60vMX7yM7q8PRJ+XT6uHHtBUg+Te5V5f80JouYjRfxxloPCoaA3FzFIyMO64M6HDt4tN6HMYd6+qaBnF2Dz4NIY/IitaRjG2zw3CGLu0omUAYNP6RQCM++/MgPF2sWnxGMaj22+d8S5h06gVhtU/VbSMYmyfegPD5oUVLQMA20e7Y1j7S0XLKMa286sol7QLZS4vwjcI5dLJipYBgPBVpw0p549UsBIV4d8E5UTlmAoEIBo8hHJRmy9XaYGoFYzxcNmjLLXEpmk7lHOHKlpGMaJOs8rXdpKOVrQMAETtRgCVayy4y/w0i4rA5qFnUM5p83UdLRB1mkK6Nl+oKzeepa+nJqmg+Q53iZ88qt21h/s3MnR3vS61WSZbIpFIJBKJRCKRSCQSSYVxT3tmuHvTRiQSiUQikUgkEolEIpFIyoSMvJBIJBKJRCKRSCQSieQ/TkWtRXG3kJEXEolEIpFIJBKJRCKRSCo10nkhkUgkEolEIpFIJBKJpFIjvzZyDVkREolEIpFIJBKJRHLvck9PrPjFs/pde6Z9Nf2y/NpIRVLpPpV6aHNFywDAptmjGLff/E3uisKm1QsYti6qaBnF2LbtWqk+ZQZg3Lu2gpWo2LTsjGHL7xUtoxjbdq9gWB5R0TKKsX1hMIa/51a0DABsn3wNJflURcsoRtSoV2k+TQrq50kr06dJAYwHNlSwEhWbkI4op/dVtIxiROB9laZuwFQ/ifEVLQMAEfQAyrEdFS2jGBEcinL2YEXLKEbUbV5pPt0qGjwEVK7rvLKMLUAdX5ByoaJlXMPHr6IVSCT/L5DOC4lEIpFIJBKJRCKRSP7jyAU7JRKJRCKRSCQSiUQikUgqEBl5IZFIJBKJRCKRSCQSyX+cez0y4V4/PolEIpFIJBKJRCKRSCT/cWTkhUQikUgkEolEIpFIJP9x7vElL2TkhUQikUgkEolEIpFIJJLKjYy8sBIbOzsGLokm4vnu2Dk6MmDRr1Tx9yPpwGHmvTrAbJo5rM1nLQWFhYSFRxL54RDSs7IZEh5BYaGBti2bMfiVZ83a7Dx0jGnzlwFwUZfC0J5d6NKxdbl0AIz+YSGn/9Xh4+HK9CGvMiIyhstpGQTWrMbEN7qZtcnJy2fkrBhSM7Np2SCAkd3/V24dRYz5aRGnL13Bx92Vae/0ws7Wlnl/b2XzwePMGfG6ZT2zF5KWlUPLoLqMeOUpzfSMnj2f05d0+Li7MT2sHyMio7mcaqqfN7ubtTl46hxDpv+MX1VvACa80Y3AmtXLryXiF05fTMbH053p77+FokDY17OJ/GBQqXYFhQar8t0uY35axOnkK/i4uzHw2Q6ERcTg5+MFwPj+LxLoW+2WdtMG98TO1rbcWgoNRkbErEKXkU1ANW8+ebEjw379k0vpWTSsWZUvuz+BEOb92j9t3M2aQyfxcHZkZr/ncLArvx6AMVErOZ18FR93F77s+yyjf11JWnYuLevVZsQLHa2ym/bGS9jZauOvLigsZMjY8cz68jPy8vIJ+2Qily7rCK4fyOSPRpitn/TMTN79aDyFhQbaPfIAg/v10lDLBGZ9Oc7sdmnMXbiEzXG7mfv1JE20FJc/bjKzJnx0rZxFy9kct4e5Uz4za1NoMDB84lQup6QSWLsWk0YO0UTL6Jnz1Ovcw50pQ19n+Lc/cSnlKg3r1GbykP4W2zHAvD/WsmnvIeZ+MkwTLUUUFBYyZPxUZn02CoAff1/Omm078XBz47tPR+Jgf/OwJC8/n7AJ33BJd4XgwLpMHvlOqdqtpbLVT0FhIUMmfsOsT0cC8OOiP1gTuwsPN1e++3i42brJ0esZEf4dqRmZ3N+kISNf1+a6KtbzxQxmffweOfo8RnwVqZbTuCEjXzN/zwIY9c1szly4RBUvd2aMCdOkXy4oLGTIZ1OYNX4MB48l8u5n4fjVUO+FE94fRD3/mz9TaW2+MuuZOI1Znw4n7sARpkWpn2+/ePkKQ/t25cXHHr1Zz/GTvDvxW/xqqPezCWFvUq92rXJrqWztuLKNLwBycnMZ/ulEUtPTuT+kGR+887bZfKPGf8npc+ep4u3FzEmfY6fRPVwiuZvYaHB/rMxoHnkhhJgnhPjN9PcCIcS8cu6vuhBivRBirxDiE1NaAyFEvBDikBBiyA15f7lu22y+28XeyYkP4zfT+HH1IeGRPt1JS7rAhPva4OLtRePHO5lNM4e1+axBn5dP15ETiD1wBICVW3YS5F+LmEmj2Xs0kaRknVm7h5sFEz1xFNETR9Gwbm0aB9Yps4Yi4o+fxmAwsPCTd8nKzWPljn0E16lFzNh30KVlknD2olm7ldv30KJ+HWLGvkPihWROXkwutxaA+BNnKDQYWfDRQLL0eWw7nMiFK6ksj91bqt3KHftoUa8O0WPeNum5rI2e46cxGI0s/CSMLL2eldv3Euxfi5iP30WXlkHCWfPfKs/IzqVHp1ZEj32X6LHvauK4iD+aqJ6rCSPJytGzdX8CXT/8ktiDR0u10+fnW5XvtvWcOEOh0ciCDweSlatHl55J9/YPEzV6AFGjB1h0XNxot+1woiZ61h0+SaNa1Yh+pxu6zGyiY/dTw9ONpe/1JiNHT+yJc2btzqekk5h8lQXvdqddcADJ6Vma6Ik/eV5ty8NfJUufx7Kdh2gR4Ef0e31J/PcKJy9dscpu29HTmujR5+Xx8ptDiN2tXksr1qzHt1pVls+NID0zi2279pi1W7lmIw0C6jI/Yip7Dh4h6eIlbbS8FUZs/F6z26Vx4VIyy/5eV24NN+kZNILY+P3Xykm+zLJ/NpZqt3ZbHI3qBTJ/2hforqaSkFj+cxWfYLrOJ40iKzeXJRti8fXxYtlXH5ORnUPsgQSLthd0KSzbtL3cGm5En5fPy++OIXbPQQDO/5vMibNJLPx2Iu0evI/kKylm7Vas24Jv1Sosj5xCelY22/YcKLeWylY/+rx8Xh76EbF7DwGmujmXxMKvP6fdgy0s1s0fG7bRolEQ878aR+LZJE6eM38vKZOe9z4ldt9htZyNsbQIrs/88I9JPH+Bk+fN39PjjxxX73VffUJWjp5tpuMpn5Y8Xn7nA2JN5z09M4uezz5JzDcTiPlmgkWHhLX5bl9PPi8P+5jYfeqxPRLShJjwT4gJ/4TgAH+a1Aswrycrh57PdC7Oq4XjorK148o2vijij7/XcV+zJiz4fgaJp85w8szZm/Ls3n+QQoOB3374juzsHLbt3HVHtEgkkvJxp6aNtLjhd3kYAMwHWgGjhBBuwKfAFOBhYIQQwkMI0RrYDlx/N7gpX1kEFOj1TGjRmtQk9WYd3Kk9CWs2AHBs/SaCO7Yzm2YOa/NZg5OjA8u/GYevj/pWHkUhO1ePoigoikLCmfOl2ufm5XHu0mWCA2qXWUMRPh5u9H2iLQBGRcHDxYn+T7aj0GAgIycXN2dHs3buLs7k6PMxGI3kFRRgb6dNMJCPhxt9O7dS9RgVAL6Y/yfDXn6iVDt3F2dy8vJMegqx18jr7uPhRt/H2xXr8XBxpv9Tj5rqR4+bs5NZu/ScXP7ZfZBu46YRNuNnFEUpvxZPD/o+rTrijIoRIWB5+Ef4VvEq1c7JwcGqfLetx8ONvo+1NulRyMjOZc2ew3SfEMnQiBiLx3yjnVa0Da5Lv3YtKTQYyczNI+HCZVo3VB18jwT5E3cyyazdjsTzZOTo6Rv5O/GnL1C7Spm6m5vwcXelb4cHAdO15exITv5114yFt5o32mmFk6MjK+ZF4lutKgA79uyn9YMtAQi9vwVxe80/WCqKQnZu7rX+KfGkNlrmRhRruXG7NCbN+J73B/Qvt4ab9PzwLb7VfK6V891PvP9Gn1Lt2j3Ukv5dn1f7g6xs3Fycy63Fx8udvs+oznGjovDdbytpHdIYgNBmwcQdOmbR9ou5v/Fery7l1nAjTo4OrJg1Bd+qVQDYvu8QGZnZ9BnxKfGHEqjta945u2P/YVrfH6Jqb9GUuP2Hy62lstWPk6MDK76bfK1u9h9W6+aDz4k/dNRi3Xi4uZKTq8dgMKLPz8feTHRGmfXMmFg8vvBwcyFHn6eWk5dv8d7o4+XBq889DoBiNGqkxZEV339dfF1lZGXzz9YdvDJkNEM+n2LxHmFtvtvX48CKmV/ga4qILCJXn8fZf5MJtvBCKCMrm39id/LKe58wZNI0be7nlawdV7bxRRHu7m7k5ORiMBjQ5+WZHWtWreJNv24vAWDUqO1KJBWBuIs/FcGdcl4UCiF8AAOAEMJVCLFKCLFdCDHXlBYghIgWQvwohJhTyr62An9xrY4E0AlYoyhKDrAfaKUoSizw2A22N+W7/p9CiAFCiN1CiN2zZ8+2+uBcfaqQm54BgD4jE5cq3mbTrLXViufah5KZnUvYlEgc7O3Jyy8oNX/s/gRCmzfWpOwA32qE1KvDmvhD2AjBoyGNcHZ0oPfECKp6uONf3cesXef7m7Hl4DGeGDmZejWrU8dCvtvWU6MqIfX8WbvnMDY2grSsHIL9fQmqVXrkQueWTdh66ARPjp5KvZrVtNPjW42Q+nVYs/sgNjaCR1uY6mfCTKp6ulmsn7rVqxL20pP8Nm4ourQMdh0t/wNfQM3qhAQFsGbnPmyEDW1CtGkDZdZToyoh9Wqzds8RbIQgsGY1wrp0ZuHYQejSM9l1zPxb6Bvt2jQN0kSPq6MDzg729I74DR93F9Jy9Lg5qc43N0cH0nP0Zu2uZufg7ebMr4NeITk9i/gz5t9M3i4B1asQUrcWa/cfw0YInnmgCVuPnOLJz2dRr0ZV6lQz34fcaNemUaAmem4kLT0DdzdXANxcXUjPyDSb7/knOpGRmUXY2Ak42Nujz8u/I3qs4Y81GwiuX4/6dcsfdVZqOes2E1w/gPp1/UvN5+rsjLOTI72GjqGqtxf+tXzLXXZAzRqENAhkTdxebISgcaB/sVPE1cWJ9Kwcs3Yrt+wkuG5tgmrXLLeGW3E1PYMqnh5EffUZl65cJf6w+beuaRmZuJu0u7k4k55Z/qimyl4/xXUT/gmXUq4Sf9j8Q2jnVg+yJX4/j785jPr+ftSpWeOO6Okc+gBb9hzg8bdHUt+/lsVyAmr5EtKwPmu270bY2NCmZTPNtdSp5UtYvx78PuNLdFdT2XnAvDPL2nxaEbvvEK1aNLX4/zq1ahDWpyu/f/M5uqtp7DxoOSrCWipbO65s44siHm/fli1xO3n8lT7UD6hLndo3R+EE+NcmpElj1mzago2NDW0efqgClEokkltxp5wX+4Dupt8AfkAk0BGoJ4Qouus9B/yoKIr5BQgARVE2KopyAfgCmKYoSibgA6SbsmQAVSyYl5pPUZTZiqI8qCjKgwMGWL/2RPaVFJw91beqzp4eZF9JMZtmra2WTBjcjxkfDMbB3o4qHu6l5t2wez8dHgjRrOz1ew8TtWYrkcP6k5mrJ7+gkJix75Cek0NcgvmQ/tl/rqdHp1DWTR1DenYOe0+c0U7PvgSi1m4nYkhfth46TlzCKYZ/v5AjZy8Qvc58qOQPf22iR4eHWRs+kvTsXPYm3hxaWGY9e4rq5/Vr9fPxENKzcy3WT61q3rRu2hAAv6pVSMnQZirC+t0HiFq9kcgPBmoyH7ncevYlELVuOxFhfalb3YdWjesD4OfjTUpmtlV2Wh1HWnYu+YWFxLzTjYycPE5cSiFLnwdApj4fb1fzb8XdHB0JNDkSalfx5LJG00YA1h88QdSmeCIGdOWHf7bTo+39rB03mPScXPaeMh8JcqOdVutd3Ii3pweZWeo5yszKxtvLcsTJxNHDmDHxYxwc7PHx9rojeqxh4/ad7Nizj+Gff8nhY4lELfnjzpSzYzc79hxg+ISpHD5xkqhlf5nNl5qeQX5+AfOnfUF6VhY79h3UpPz1u/YTtWoDkaPfoaqXB1k5uQBk5eTi7e5qXnP8QXYcPMr73/7EkVPniF61QRMt5nBzcSbQX3148q9ZneQrV83m8/Z0J9OkPTMnB29PbaKaKnP9uLk4E2h6sPT3rU5yivm6mf3bCnr+73HWz51OWmYWe44cvyN6Zi9aSc+nO7H+x6lqOQknLOZdH7eHX1euIXLssDtyf/HzrU7rlurYxa9Gda6mZZQrn1Zs2LmHDg+1tPh/v+pVaX1fM5OeqlxN10ZPZWvHlW18AfD9LzH0fPF51i+ZT3pGBnsOmp/OtG7LNn75fSmR4RPleheS/ywy8qJsxAP9Tb8B9EBf4FfACyga/f+jKMqOW+1MCDEZsFUU5UNT0hXA0/S3p2nbHNbmuy2OrttI4yfUML3gTu05tmGL2TRrbbVi95HjjPs+ivyCAhJOn6dFw3oW8yqKwq7Dxwht3kiTsnVpmcxZtYnI917H1dmJeas3s3rXAWxtbHB2cEBvIQokJzcPR3t7ABzs7MjR6G2sLj2TOau3EDH0VVydHZkyoDtRYwYw9e3uNKnrR+/HWpm1y9bn4VCsx5YcvUZ60jKYs2ojke+b6mfVJlbv3G+qH3uL9fPz6s38FbcXo9HIiaRLNKhd/jeyurR05vyxlsgPBuFqYbrK3USXnsmcv7cSEdYXVydH5v2zjb92HlCP+UIyDfzMv+G70U4r5m7ew+oDidja2ODkYMfbnR5i23F1nYu4k+d5uL75aVZNa1fnUJK6Rsq5lDRqV/E0m+920WVkMWddHBFvd8XVyZHsvHwc7NVBlYOdLTl55tvOjXZ3ilYP3Fe8zkXcnv080tL8bMHd+w/x6Vczyc/P5+iJU7Rook3fUxamfjKKmJlfMfWT0TQNDqLPS8/dmXI+ep+YaV8wdexwmjaoT58uz5jNN3fRClZv3oatrS3Ojo7kadAP6lLTmbNiDZGj38HV2YnQ5o3Ytl9907vj4DEebhZs1u6rYW8QPWEkXw97gyb16tD7acsLwpaXpkH1OHT8FADnLibjb+Ftfqv7mrPNtI5I3L7DPBLSpNxlV/b6aRoUyKET19WNhWkj2bm51+6h9vbk6M1HhpWX7Fy9VeXoUtP4aekqZn38vibTn8wxb/Ef/Llxm3qPOHOOBgHmI5uszacFiqKw82ACoS0st815y1bx5+btqp6zSTS4RUSWNVS2dlzZxhdFZOfk4ODgAICDgwM5JgfP9ehSrvJTzG98P2Uibq4ud1uiRCKxkjvlvNgDPGT6DfAWsAzoBVz/GvWWryaFEM8C3oqiXL/g5jrgCSGEC+q6GpYcINbmuy12Rv+Gl18txu6PJftqKkfXbTSb5hNQl5enTLilrVa0a9mMvIIC+owNZ9Ar/8PV2YmkZB3hP/9+U96DiWeoX7sWjg72mpS9bNtudGmZvPXVj/SeGIGzgwNLtuyix/iZeLm50LZ5MEm6q4QvWFnCrtdjrVmwfjs9xs9EX1BAaBNtQv+Xb9uLLj2TAV/Po88Xs1m8ZfdNeZJ0VwlfuKqknk6hLNwYR8+Js9AXFBLapL4metT6yeCtKT/Qe8JMnB0dWLJlJz0+n4GXm6upflIIn1/yDXCvzm1YsmUX3T+fTucHmhHkV37nxbJNcejS0nnri5n0/nQqizfE3pQn6fIVwn9dUu6yrGF57F50aZkM+GYefb6cjZODPUu37aHHpO957P4mBNWqrp6r31aVard4a7yFEm6PXq1bsHTXYXrOXIiXixMvP9yUy+lZdPk6Ck8XJ1oF+ZN0NZ3wlSUdj/fVrYmXixPdps8nsJo3IXXKf64AlscdQpeRxYDI3+jzbRT1aviwcOteen79i9pGg+uSlJJG+LL1pdot3r7fQgnl47nHO5J8JYXn+w/C08OdVg/cR9LFS0z+7ocS+dqFPkh+fj693x3JoH49cb1DDzY3kvTvJSZH/HhXyrKGpH+Tmfz9vBJpvV94msWr19F9yCi8PNxp++B95S5n2aYd6FLTeWvCdHqPnUKhwUDy1TReGD4eTzdXWjVvRFLyFcJ/WVTusspKyyYN8fJwp+uQMQTWrklIcBBJly4z+YdfS+R7rmNbklNSeX7gSDzd3WjVsnm5y67s9dOycUO8PNzoOmxsybr5MbpEvl7PPsH8v9bSffgn5OXn06qF9tM0AHo98xjzV62n+8jP1XJCmpJ0ScfkOfNL5Fu2fhu6q2m8+ekUeo2awOI1mzXX0vv5p1nyz3q6hY2hc5tHCKrrr15Xs3++Zb47xcHjp6jv74ej6QE56dJlJv8UU1LPs4+zZM1mug3/lM6tHiSoTvkXEK1s7biyjS+K6P1yF+YvXUH3t95Fn5dHHb9aTJ4RWSLP0r/+RnclhTfeG0XPgWEsWrnKwt4kksrNvR55IbRawKh4h+rXRcYBfwNPmv6eA8xCjXywBUYCF4FxiqL0v8X+VgHVgSI36RAgE1gIOAGRiqLMNOUNQJ2G0tm0HWQunwWUgWVbz/OOMEvJwHhI+5t+WbBp9ijG7csrWkYxNq1ewLC14gbcN2LbtivGHXcm7Px2sQlV3yAb966tYCUqNi07Y9hys/OsorBt9wqG5REVLaMY2xcGY/h7bkXLAMD2yddQkk9VtIxiRI16KJfKv8aLVgjf+ijnj1S0DACEv/p213jgzk3puB1sQjqinN5X0TKKEYH3VZq6AVP9JGrjXC0vIugBlGOavMfRBBEcinJWm2lSWiDqNkc5UTm+MiEaqGsuVJa2bBPSsdKMLUAdX5Cizdd1NMFHm6/ZSO4K9/S3RBd519D24b4UuqYm3/W61GZZ6uu4zhlRFKtWtG0ulq6/mbQb9/e0hX89YCbvGaDzdduJ5vJJJBKJRCKRSCQSiUQi+e+gufNCIpFIJBKJRCKRSCQSyd1FiHs6sOSOrXkhkUgkEolEIpFIJBKJRKIJMvJCIpFIJBKJRCKRSCSS/zj3dtyFjLyQSCQSiUQikUgkEolEUsmRkRcSiUQikUgkEolEIpH8x7nXIxM0/1TqfxhZERKJRCKRSCQSiURy73JPz6xYVsX3rj3Tdrl66b//qdT/MgOFR0VLKGaWkoHx8JaKlgGATdN2leY746B+a1w5uaeiZRQj6t+P8ci2ipYBgE2TNgAY4/+uYCUqNg88iWHtLxUtoxjbzq9i2LigomUUY9uhB8rlMxUtAwBRPQBFd66iZRQjqtWB1H8rWsY1vGuiJB2taBUAiNqNAFDOH6lgJSrCvwnK2YMVLaMYUbc5yrlDFS2jGFGnGcqZ/RUtAwAR0KLStGNQ27Jyel9FyyhGBN6Hkhhf0TIAEEEPAJXrfk765YqWcQ3P6hWtQCKplNzjHxu55yNLJBKJRCKRSCQSiUQikfzHkZEXEolEIpFIJBKJRCKR/McR9/asGBl5IZFIJBKJRCKRSCQSiaRyIyMvJBKJRCKRSCQSiUQi+Y9zb8ddyMgLiUQikUgkEolEIpFIJJUcGXkhkUgkEolEIpFIJBLJfxwZeSEBwMbOjsErFgJg5+jI4D9+Y+y+bfT/ZbbFNHNYm89aCgoLGTRpOgDpWdm8+nE4vcZ8QcRvf1i0KTQYGDYlkl5jvuCjmXPLraGI0TPn0f3DyQz+MoLsXD0Dv/iOLiPG88H0uShK6Z8cnvfHWl77/FvNtIBaNwPHTSne/vH3FXR/72Pe+vhL8gsKzdrEHThCrxHj6DViHB1efYelazdpqmfQxGmA6VyNnUyvMZOI+G2FRZu8/AIGTviWLu99wgff/nDLerSW0ZFRdP9kKoO/mk2hwUBBoYFBU74v1SY9K4dXx0+n17hviFiyWhMdRYz5ZQU9pszlnVm/EXv0NH2m/kyfqT/T6aPpLNtxwKzNwbMX6fjR9OK8p5NTtNMzdwk9vvyBd76LodBg4Ke/t9Ljyx8YMP1X8gvNt528ggIGzYzmxfERjJqzWLNzBaa2POoTtZy8fN7+4GNe6D+QD8aHWyzH2nxlJT0jk77vDqfnoKFEzIsym6ew0MDQsZ/Tc9BQPpz0labl30hc/F56DniXngPepf3zr7D0T8ttdG7Mb/R/9/07oqOgsJCBH00A1L526GeT6Rk2ig+nTL+l7dzfl/PayI+11zN2YslyFi3ntZGf3radZno+/gKAg8cSad9rAL3eG0uv98Zy6vwFi3ajwmfQPWwMgz75kkKDQUMtk0qkzV20gtc+GGfRJj0zi77DP6Hn0A+JiPpdEx0l9HzyJWCqm94D6fX+x/R6/2NOnb9o0e7H35bTfehHvPXRJIv3tjLrqSRtuaCwkIGfTi7e/vH35XQf9hFvjf3C4jHn5efz9ieTeWHQSD4In6l9n/yZOr6IO3CEXiPH0WvkODr0e5elazdbZacVle1+fj0//BJNt9ff5s2hI8gvKLjp/3l5ebz93gc836s/Iz8dr/l9SiKR3HvcEeeFEMJdCJElhHDXYF9OQog/hBC7hBCzTWlVhRBbhBAHhRBfXpfXVQix+Lpts/luF3snJz6M30zjxzsC8Eif7qQlXWDCfW1w8fai8eOdzKaZw9p81qDPy6fryPHE7j8CwMotcQT5+xHzxRj2Hk0kKVln1m5d3F6CA/yJ+WIMutR0Ek6fK7OGIuITEjEYDCycNIqs3FyWbIjF18eLZV99TEZ2DrEHEizaXtClsGzT9nJruB59Xj4vh31I7N6DAJz/N5kT55JY+M142j14H8lXzD/oPhLShJivxhHz1TiCA+vQpH6AZnq6jvic2P2HAVi5eQdB/rWI+eLDUs/Vik3b8fWpwrJvPicjK7vYvjzEHz2pnqvPh5OVq2frgaN0/WgKsYeOlWq3MnY3QbV9iRn3HnuPnyLpsjbOgvjE8xQajCwY+RpZ+jwKCg1EDe9H1PB+NPSrTmP/GmbtMnL0dG93f3HewBo+Guk5S6HRyILRb5Glz+P3LfEkXrzMgtFv0a5ZA5JTM8za/RF3gBreHiz9eDAZOXpiE05qokefl8fLb7xL7O49AKz4Zx2+1auyfN4s0jMz2bZrj1k7a/OVlZVr1tMgsC7zI6ex58Bhki7+e1OetVu20SioPvMjp6FLuUrCiURNNVzPIw+0ZP7smcyfPZPgoPo0btjAbL4L/15i6V9/3xEN+rw8Xh74PrHx+wBYu3UHjeoHMn/6ZHQpqSQknrJoeyH5Msv+Wa+9nkEjiI3ff0M5G2/bTjM973xA7B7VIZmemUXPZ58k5psJxHwzgXr+fmbt4g8lqH3W9C/Iyslhmwa69Hl5vDx4JLHx15yjF5Ivs2zNxlLtVq7fQoO6/syfNok9h4+S9G9yubWoevJ5+d3RxO5R71npWdn0/N8TxHw9npivx1PPv5ZZu/P/JnPi7HkWTptIu4cs39tuX0/lactq3Ywprhv1mJNY+O3EUu/nK9ZtwbdqFZZHTiE9K5tte8w7wsukZ+hHxO49BJjGDVPGETNlHMEBlscNN9ppQWW7n1/P+QsXSTx1ht/mfM+jrUNJvnzzOGfFqn+oUb06K2LmkZGRyba4XZrrkEj+v2Ej7t5PhRzfHdpvJ8AR6KjBvroCBxRFeQh4XAjRBBgG/Am0AJ4WQjQUQgQCO01pRdyUrywCCvR6JrRoTWqS+uYjuFN7EtZsAODY+k0Ed2xnNs0c1uazBidHB5Z/8xm+Pt5qggLZuXoURUEBEk6fN2vXtmUz+j//OIUGAxnZObg5O5dZQxE+Xu70fUZ1xBgVhe9+W0nrkMYAhDYLJq6UG+kXc3/jvV5dyq3hepwcHVgREY5v1SoAbN9/iIysbPqM/Iz4w0ep7Vu9VPtcfR5nLyYTHFhXMz3Lv/0cX58qxWnZetO5UhSLDqS4gwm0vq8JAKHNGxN38Gi5tfh4utP3qQ6Aeq4EsHzyaHyreJVuqEB2bp5JMyScTSq3FgAfD1f6dnxI1WO89tYlN7+Ac7pUgv0sOy/W7DtK9/A5DP1hkWZvbHzc3ejbKbRYT6HBQEaOnr5T5hB/4iy1q3qbtYs7eprWjesD8EhwIHHHTmuix8nRkRU/z8K3WlUAduzZR+sH7wcg9P77iNtj/kHO2nxlRUEhOyfX1N8oJJy42VnT7pGH6N/jZQoLDWRkZeHm4qqpBnPk6vWcTbpAowb1zf5/4jczGD74rTtStpOjIyt+nI5vNdWR1u7h++nf9QW1DWVl4+biYtF20swfef/Nvtrr+eHbYj0Ak777ifff6HPbdprp+f7r4v1mZGXzz9YdvDJkNEM+n2LxGvbx9uLVF/8HgGLU5jp3cnRkxexvStZNxBzef713qXaKopCdm3ut7z55RiM9DqyY9VXxPSsjM5t/tsXxypAxDPn8K4t1s33vQfXeNvxT4g/d+t5mvZ7K05bVuply7X6+7xAZmdn0GfEp8YcSLB7zjv2HaX1/CAChLZoSp4Hzv1jPd5OL9RSRq8/j7L/JBAfWuS278lDZ7ufXs33XbtIzM+k94F12791P7Vo1b8qzY/ce2jzyIAChD95PXLy2TnaJRHLvcaecF08B35l+I4QYJ4T4SwixTQjxmxDC1pS+UQjxhRCitJi1BOBX09+2pt+dgDWKohiBTUBHRVFOK4rS9Abbm/Jd/08hxAAhxG4hxO7Zs62fwuHqU4XcdPXtqz4jE5cq3mbTrLXViufah5KZnUNYeAQOdnbk5d8cogfg6uyEs6MjvT/8kqpeHvj7Vit32QE1axDSIJA1cXuxEYLGgf64uahOEVcXJ9Kzcszardyyk+C6tQmqffNNTUuupmdSxdODqCmfcunKVeIPl/5WInbvQVrdd2Nz0o7n2rciMzuXsMnf4WBvb/FcpWVmXVePzqRnZZe77ICa1QkJqsuaXfuxEYI2IY2s09z2QTJzcgn79icc7C23r9vWU70KIQF+rN13FBsbQZvG9QCITThFaHCARbs61bwJe7Y9Cz94HV16FrtOlD+CCCCghg8hgbVZuzcBGxtBZm4e3u4u/DrydZJTM4hPNF9OWnYObs6OALg5O5KenauJnpvKSc/E3U11Ari5upCemVmufGXl+Sc6k5GVRdhHn+Fgb48+L/+mPK4uzjg7OdFr0DCqVvHG3+/OXucA23buppXJaXMjf/y9lkYNgqgfoI1T8la4Ojvj7ORIr7BRVPX2wr+Wr3ld6zYRXD+A+nX976ieP9ZtvivlWEudWr6E9evB7zO+RHc1lZ0HzD9cBvjVJKRRA9ZsjUPYCNo80MJsvvLwx/otBNe7dd0837k9GVnZhH02RW33+Te3ey2o4+dL2Kvd+X3GF+iuprHzwBGz+a6mZ6j3tqmfcelKCvGHyu/gNkdlasvFx/zVZ6b7ufljTsvIxN10/3RzcSY9M+uOaQLTuKHFnRs3mKOy3c+v52pqGlW8vIiePZPkyzri990c+ZKWno67mxsAbq6upGdoe5+SSCT3HnfKedEBGA+0vy4tVlGUNkAK8IIp7RFgl6IoT1nakaIo8YqiHBVCDAO2KopyBPAB0k1ZMgBLbuxS8ymKMltRlAcVRXlwwIAB1h4b2VdScPb0AMDZ04PsKylm06y11ZIJ7/Rnxqh3cLC3o4qn+Vk7qZlZ5BcUEDNpDOlZOZq8zQdYv2s/Uas2EDn6Hap6eZCVoz68ZeXk4u1u/o3rxviD7Dh4lPe//Ykjp84RvWqDJlpuxM3FmUDTg5O/b3WSU66Wmn9D3B46PGz+AUgrJrzTnxmj38XBzvK58vZwv64ec/B2d9Ok7PXxB4n6exORIwZgZ2t7a4MizQN6MuO9N1XNHuWeFXZNz4HjRG3cTcTAbtjZqt3SxkMnaN/MfOg/gF8VT1oFB6p/+3iRkll+x06xnv1H+T/27js8inLt4/j3CaSRkEIogZAQCBiKghTpKBY8R8/BclCRgIoeQboKUgQElKIBUSnSlHIUElE6FqSEHmroSO+hhBBITzZt3j92EwnZDUsyyS6898crl7vD/ez8dufZMjPPzCyM2MmMviF4urlSs4px1EP1St5cjzd/2IiXezmS0wwAJKWl4+1uec9kcXh7eZBk2oiVlJKCt+nzpKh1xTF+2CCmTRiDk6MjPt5eBf79VkIiGRkZhM/6hoSkJHbuO6B7hjtt3BrJk21bmf23Tdt3sGNPFAM/+YyjJ06y8JdlJZrF+PwzCZ8aSkJyMjv3mx+2vmnnXnbuP8SgcV9y9OQZFq74rUTybNq5l537DjFo3GSOnjrDwhW/l8h8rOXnW5nWjY17xv2qVOamhfcWQMSOPfy48ndmfvbxPX1mWcu4DA4zaPxXHD11ttDXZvygPkwbM8TY7730f18B+FWpROvGj+TdvhmfYLbOvVw5alY3HlLi71vlrt9tRWVPfdm9nCs1/U3f51UrE3PD/HP29ixPkun7Myk1tUQ+A2+3cfc+2jdvXKLzMMfevs9zubu5UdO0Eau6XzViYgseNuLl5UVSsnGjkvF7ylP3HEL8f6NK8T9b0H3jhenQDF9gKVBNKZW79pF7INsBoKbp9lFN0+7661Ep1RtoB7xlmnQDyP2E8zTdN8fauntyfMMm6j1rPEQi+KknOLFxq9lp1rbVy96jJxkz+0cyMjM5dv4SjR6qZbZuwcq1rIncS5kyDrg6O+my5yj2VgLzVq1j5rC+uLm60PKRumw/aDzPxc7DJ2j+cLDZdl9+8F8WjRvMVx/8l/q1Auj6nB5HGhXUoHZNjpwyHqN78co1/AsZWqtpGrsP/0XLEtyDsvfoCcbMyl1WF2n0kPkh7i0fqcf2A8a9kTsPH6f5I9btVSlMbHwi837dwMyP3sPN1cX6zMfPMGbuz8bMFy7TqE5gsbMAxCYkM2/9Tmb0fg03F+PIBU3T2H3yYqEjLxZE7OL3qL/IydE4dSWWOtWKP4LImCeJeWu3M6NfV9xcnGkQUI0jF4yHjF28ftPiYSMt69Zi+1/GczrsOn6O5sE1zdYVV6umjfPOX7Er6iAtmpjfC21tXVHtPXiI0V9OISMjg+Onz9CoQb0CNfN/+oU1G7dQpkwZXJ1dMBgMuma4k6Zp7N5/gJZNza9ATP7sE8LnTOersaNoEPwQ3V79T4nmmf/LStZs3m56/s4YLHzWTh4xiLApXzB55Ec0eCiIbi/9q0TyTB4xkLApnzN55CAa1Ami20vPl8h8rLVg6Wp+27SdnJwcTp2/SJ1A83vrY2/eYu4vK5n12cd5I9H0Nnn4h4R9M57JIwbSoE4ti6/N3kN/MXrKbDIyMjl+5hyN6hXpaNS7WrD0V37bbHptLlyiTqD5QxEa1KnFkZPGQ7aM323mD7MrLnvqyw1q1+LIydzv8xj8q5p/zq0efSTv/Ci7DhylRcP6umfJZfzdcKxEfzeYY2/f57drUDeYI8eMo1wvRkfj71fwvC2tHmuad56LnXujaGFh1JwQQuQqiZEX/wAmaZrWHvjSdB+MoywAmgC5B0ffdQyfUqoR8C/gNU3Tcse1bQCeVUo5YBzdYWl3vbV192T3op/x8qvGyIORpNy8xfENm8xO8wmsQadJ4+7aVi/tmjyMISOTbiNC6f3Kv3FzdSE6JpaJC37OVxfy3JMs27Cd14dNwKu8G20ffbjY816xeSextxLoMW4qXUdOIis7m5ib8bw4aCye7m60eqQu0TE3mPjDkmLPqyga13sIL4/yvPL+CGpWr0bD4NpEX7tO6PcFr5Jw+OQZggL8cHZyKrE87Zo8giEzk27Dv6D3qx1vW1aL89V1fKIlMXG3ePGDUcbXUYcfXyu27CI2PpEeX8yk65hvWLqp4MlSo6/HMXHRivyZG9U3Zv50Cr1f/kfehobiWrnrELEJyfScHk63yf9jaeQBDl+4Qu2qFXF2NF7NOfpGPBOXrc/XrusTzVi+8yCvT5rP040eonZVfTZerNxxwJhnyo90mziXM9di8XJz5bUJs6npW5GGNasTfeMWE5fkP+ljx+YNuR6fxEufzcDTzZVWdc1vPCyujh2eJCb2Bi+81QtPj/K0atqY6CvXCP12zl3r9NSuZXMyMjLo2ncgvd/qxq34eEKn5z/Dfdf/vMjS3/6k83sD8PL0oG3zZrpmuNPhv44TFBiIs7Mzl65cJXTqjBKd3910ffF5lq5ZT+d+Q/DyKE/bZo2JvhpD6Cz9rvJUXNFXYwidvcAm8+76wnMsWxvBawM+5pk2Lahdw9+YZ87/8tWtWLeJ2JvxvDt8HCEfjmTpmg2lks/42uTP0q55YzIyMuk6cCS9u72Kmw7njDKn6wv/ZNnaTbz2/giead2c2jWqG7+z5vyQr65xfdN3W/+Pjd9tdWuXTB476sv5n3PVv7/Pv/sxX13HJ9sSE3eLF3oNxrO8O61MI1lKwuGTZwjy//t3g/H3xaISm18ue/s+v13jhg/j5elBp7d6UDMgAG8vL0KnfJuv5oV/diDmeiwdQ97C08ODVo811T2HEP/fqFL8swWl92WJlFK/AuM0TduplGoFjAD2YtxoUQGIBrpqmpatlNpk2shR2OPNxDjqIt40aTzGURzLAW9gtaZpH99Wf1rTtNqm2xUt1Zmh9VIlO6TwXszSEsk5qt+ojOJwaNCOnEMlczhHUTg0fBLtjP2c1EkFNSHnr+22jgGAQ/02AORElczVFO6VQ9N/kL3+h7sXlpIyz7xJ9qafbB0jT5n2r6NdP2/rGACoyoFosfqcN0QPqlIA3Cp4BROb8a6KFl0y5xO4V6q6cQSWdsn8eRBKm/Kvj3bhsK1j5FE1HkG7qN8VHYpLBTyMdl7fE+YWlQpsZDf9GIx9WTt3wNYx8qiaj6KdjrJ1DABUbeOKvD19n5Nw3dYx/uapz8lpxf9LtlrvLhVrKlYrtWsO//PGlVJ/Lcvq/YCapv37tts7gH8rpcYAX2matumO2vZWPF5vC/9k9jIduRsuTLdvWKoTQgghhBBCCCEeFOqB3jRTAhsvzNE0bUxpzEcIIYQQQgghhBAPnlLZeCGEEEIIIYQQQoiS84APvCixS6UKIYQQQgghhBBC6EJGXgghhBBCCCGEEPc5hwd87IXuVxu5j8kLIYQQQgghhBAPrgd67X59Jb9SW6d9Jvby/X+1ESGEEEIIIYQQQpSuB3rLDLLxIp9eysPWEfLM0hLRLhy2dQwAVI1H7Oa652C89rl2YqetY+RRwS3tJo8KbglA9tZfbJzEqEy7V8nZ+4etY+RxaPYc2pUTto6RR1ULhoTrto5h5FkZEmJsneJvnlXQrp2xdYo8yjfIbvqOqhYMgHbxiI2TGKmAh+0mCxjzEBdt6xh/86mOdu20rVMAoHxro122j34MoPyC7e/3xaW/bB0DAOVf33gj6YZtg+QqX9HWCYQQ9xmllBsQBlQEtgOjgCWAP3AIeFO7x8NA5ISdQgghhBBCCCHEfU6p0vuzQldgp6ZpbYAGQA8gWtO0RoA30OFen59svBBCCCGEEEIIIYSe4gF3pVQZwBVoDawz/VsE8OS9PqBsvBBCCCGEEEIIIe5zqjT/lOqplNp721/PO+IsB/4JnAGOARWABNO/JZru3xM554UQQgghhBBCCCGspmnaHGBOISUfAzM1TfteKRUOOAGepn/zBO75pD4y8kIIIYQQQgghhLjPqVL8zwrlgXTTbQMQDjxruv8UsPFen59svBBCCCGEEEIIIYSevgV6K6V2YDznxf8AP6XUIeAmsOFeH1D3jRdKqQVKqZ9Nt39SSi0o5uO5KKVWK6X2KKXmmKZVVEptVUodVkp9cVutm1Jq6W33zdYVhUPZsvRZtRiAss7O9Fn9MyMPbKf7D3MsTjPH2jprZWZl0euTzwE4fOI0T4T0JOTDkYR8OJKzly4X2nb+ktW8PfTTYmcokOfTSQDsOvQXIYPHEDJ4DO3f6sfy9VusaqdrlrFfG7McPkbI0HGEDB1H+3c+ZPmGbWbbJCSn8Mbwz+kyZCwzflr5wOb5eO4SXp8wi77TFnL4XDRPDp5Ity/m0O2LOZy7FmtVu6zsbN3yDJu1iM6jvqbP5O/Iys4ucN/adnrJzMqi1/CxefeHfv41nft8RO8R4yzOJzUtnT4jxtGl3xAmzZqvW5bbfffDIl575z3eff8jMjIzC/y7wWDgvQ+H8EJIdwaPHss9Xn2qCHnCeO2dXrz7/mCzeXLNX7SY7n0/LJEMmVlZ9Bo2xuJ9a9vpmseO+o7xO2ICYPqO6NKDkA9GEPLBCIvfEYaMDN4bOYEX3xvIkC+m6NqP7C1PaloavYd8wuvvDWDit7Mt1n238Cde69GPdwcOK7SvF4exT35q8b45h4+d5IlX3iSk32BC+g3m7EX9LhF7e1/Oys7m/TFf0KX/EIZPnFJou6FffE3nvoX3+SJlsZPfFnmPO3J8vmnzl6zk7cGj77mdXg4dPcbjz79El//2pst/e3P2/AXLGT4cUiIZhBDidpqmndc0rY2maa00TeusaZpB07R/a5rWUNO0N+71MqlQciMvGt3x/+J4BTikadpjQAelVH3gA+A30+M/p5R6SClVE9h9xzwL1BUlgKOLC8OjtlCvg/GEqC26dSY++jLjHm1DOW8v6nV4yuw0c6yts0a6wUCnvkOI3HcIgISkZLr8+x+EfT2OsK/HUcvfz2LbyzGxrFi/qcjzNp8ng07vjyBy/xEAWjSsT9ikMYRNGkNwYAD1gwKtaqdblg9HE3ngqDHLI/UICx1JWOhIggP9qV8rwGy7XzfvoE6AH+ETP2HfsVNEF7Iif7/miTp1nqycHH4a3ovktHRiE5Lo/ERzFg7rycJhPanpW8mqdtuPni52FoCoE2fJzs5h8WcfkpyWzuyV6/Ld3374hFXtLNXdq3SDgU7vfUjk3gPG+Rz+yzifGV+SnJLK9j37zbZbvX4TjeoHEz59IqfPX+LMhUu65Ml16fIVTp89z8/zZvN465bEXC/YF1b9sZYqlSuzKmwBiYlJbN+1R9cMBfOc4+d5s3i8dQuzeQAuX73G8t/WlEiGdIOBTj0GEBm13+x9a9vpmseO+k66wUCnPoOJjLrjO+Kb8YR9M97id8Sq9VvwrejDytlfkZCcwvaogw9kHoDVf27g0Yfr8dPsqZw+e4EzZlb4Ll2+wulz5/n5u+k83rK5xb5eHMY++f4dffn9u/bRhORkurz4PGHTJxE2fRK1Aqrrl6fXh0RGHQBg/bad1A2qSfi0icTevMWx02fNtsvr899+SXKq5T5/b1ns57eF8XENdOr9EZG39cPLMddZsXbTPbfTU2JSIl06vUz43JmEz51JrcAaBTOkG/hPt3dK9LtBCGFbDqr0/mzy/ErocbOUUj5ANuSNiPhDKbVDKTXfNO1bpdQzptvTc2+bcQz40XS7jOn/TwHrNE3LATYDT2qadk7TtAZ3tC1QV5Qnk5mezrhGrbkVfQWA4Kee4Ng64yE6JyI2E/xkO7PTzLG2zhouzs6smv0VvpV8AEhMTmHttp282n8Y/T+bVOjeqQkz5jHwna5Fnrf5PE6s+jYU34r5Txyblm7gwtUYgmuaX0G31K7YWaaNx9fHO38WQ+FZNE0jJS0NTdPQ0Dh2zvyei/s5j4+HO2883RqAHE0jMSWNdfuO0nncTN6fEWax39zZTi8+nuV545+PGx83R6N8Odd8961tpxcXZ2dWzZ2W977y8fbizU4dATB+lJjn4e5Oalo62dnZpGcYcCyr7/mQd+zZS0JSEl179mPv/oNUr1a1QM3Ovfto06IZAC2bNWFX1D5dM+TPE3VbnkNm8wCMnzyVQX3vPPm0PlycnVk1fwa+lSqavW9tO13z2FHfcXF2ZtWcrwt+R/QbSv9PJ1p8r+88cJjWTRsC0PLRh9l1UJ+VP3vLA1C+vDupqWnG195gwLGsY4GaHXv3k5CUTNfeH7D34GGLfb04jH3y2zv68rd37aOJScms3RzJq+99SP9Pxus2KsXF2ZlV3//dl9s1b0L3V18iKzubxOQU3MuVM9vOx9uLN/9j6vM5lvv8vWWxn98Wxsd1ZtV33+S9NgATvp3LwP92u+d2ekpMTGJtxCZeefNd+g8ebrYvuLg4s/qnH/CtbH4nhRBC2LuS2nhxAOhs+j+AHzAT48aDWkqpKsAPQFfTdV9bYrzWawGapkVpmnZcKfUBsE3TtL8AH6y7zEqhdbdf3mXOHOsP4XDzqUBaQiIA6YlJlKvgbXaatW31ElDNlwFvvc4v074g9uYtdh86arZudcRWgoMCCdJpD83dRO4/TKtGd25Xso3I/Udp1bC+xX9/oX1rElNSGfD5NJwcy5KeUTLDg22ZJ7BKRRrWqs76fX/hoBQ1q1ZiwEvPsHhkb2ITkthz4pxV7do0qF3sLACBvpVoGFSDdXsO4eCgCOnQNt/9No8EW9XOUl2x81WvRsN6D7Fu6w6UcqDNY43N1j3TriVbd++jQ9f3CArwJ8BP3xWcm7fiqeDlxaI504m5HkvUgUMFauITEijv7g6Au5sbCYlJuma41zyr16yj7kO1CaoZWGI57Jm99J1cAdV8GdC9C79MDyX2ZrzF74j4xCTKuxlXTt3LlSMhKfmBzdPhibZs3bWHDq++QVBgAAHVqxWouRkfTwUvTxbN/MbY1w8e1m3+xRXgV5UB/+3GL7O/JjbuJrsPlEw2N1dXXF2cCek/lIreXvhX8zVbl6/PO1ju83qwl98WqzdsMf6mquFv0xwB/tV5v3cPlvzwPbFxcezWeWSZEOL+UJqXSrWFktp4EQV0N/0fjGcZfQPjCAovwFXTtF1AfeA5YL1WyG4ppVRvoB3wlmnSDay7zEqhdZqmzdE0rZmmac169rR+z2DKjThcPT0AcPX0IOVGnNlp1rbVi59vZVo3Nu6d8qtSmZvxiWbrNu2KYuf+wwya8DVHT51l4co/dMtgzsbd+2jfvOR+wNyLjXv20/6xRwutGd//v0wbPgCnso74mJbVg5Yn4sAxFm7YwYwBb1Cjsg+t6gUB4OfjTVxSilXtypYpY7HunvNEHWHhn1uYOagHZcuUKXDf2nYlJWL7Ln5c9iszJ4y0OJ85i5bQ5cXniPjpe+KTkth35JiuGdzd3Khp+nFc3a8aMbEFh657eXmRlGxcsUtKScHb07NAjX55ylGzRoApT1ViYgt+DG/atoMde6IYOPJTjh4/wcKflxaoedDZQ9/Jlf87ohI34xPM1nl7epCUkgpAUkoq3h7lH9g8s38Io8vLHYlYFkZCYhL7DhfcgOLu5kbNgNvfe/d8ZbcS4+dbhdZNG+fdvnnL/GtYXLcSEsnIyCR8WigJScns3F9wY2WuiO27+HH5r8wcb7nP68Feflts2rmXnfsOMWjcZI6eOsPCFb/bJIdf1aq0bt4s73bcrVs2ySGEECWppDZe7AMeM/0foAewAggBbl8zWgVMxzgKwyylVCPgX8Brmqbl7nbeADyrlHIAnsDyZVasrbsnxzdsot6zxnNVBD/1BCc2bjU7zdq2elmwdDW/bdpOTk4Op85fpE6g+b0Akz/+gLCvxzF5+Ic0qFOLbi8+p1uGO2maxu7Dx2hpB3tHjFmO07JhPYs1e4+eYPSM/5GRmcnxcxdpFBz0wOWJTUhi3p/bmDHgDdxcnFmwdju/7z5k7DeXY6jjV8WqdnqJjU9k3m8RzPyoB26uLgXuW9uupMTevMXcxcuZNeETi0OlAVLS0nB2Mg45d3J0JDUt3WJtUTSoG8yRY8bzelyMjsbfr+Ae4laPNc07lnnn3ihaNGuiawbLeS7jb2a0wORxowj/7lu+GjeaBnWD6fZapxLLY4/spe/kWrBkFb9t2nbbd4T54fatGj+Sd16JXQcO0+LRhx/YPCmpaTg5OQHg5ORIampagZoGwXU4cvwkkNvXC773bGXBz8v5LWKz8TU8d4E6tQqe50AP839ZwZrN2yhTpgyuLs4YDBlm62Jv3mLuz8uZNb7wPl9c9vTbYvKIgYRN+ZzJIwfRoE4Q3V563iY5Fiz6id/WricnJ4eTZ87yUFAtm+QQQtiWjLwomvPASSD3AP11wAiMGxM0IPebfylww3QoiCW9gEBgs1Jqm1LqOWAq8DxwCPhN0zRLZw60tu6e7F70M15+1Rh5MJKUm7c4vmGT2Wk+gTXoNGncXdvqpesLz7FsbQSvDfiYZ9q0oHYNf6KvxhA653+6zeNeHT55hiB/P5xNPw6jr10n9PtFtsly6ixBAdVuyxJL6LzwfDXtmjYkIzOTrsPG07vzCyW6UmyrPCsj9xMbn0TPrxfQ7Ys5uDg5snz7Pl6fMJunm9SndrXKRMfeZOLPfxTabum2KAtzuDcrtu4mNj6RHqGz6PrplAL3l27aSfT1OCYuWllou6WbduqSp0C+PyOIjbvJu0NGE9J/KEt/X0f01WuEzpyXry7kpecJX/kHnfsOxmDIoFWThrrmaNzwYbw8Pej0Vg9qBgTg7eVF6JRv89W88M8OxFyPpWPIW3h6eNDqsaa6ZjCfp6fFPPYg+uo1Qmd8b5N520vfydX1xedZ9udGXus/LP93xOz83xEdn3qcmBs3eaHnh3iWd6dV4wc3T9dOLxK+fDWde/Qj3ZBBgF81QqfNylfT+JEGxr7+Th9qBvjTsH5d3eZ/L8z15a7/6ciyP9bzWq+BPNOuFbUtbAAqrq4v/oulf6ync7/BeHmUp+1jjc325bw+P3Q0IQOGsvSPdSWSx55+W5hj7McLSnWeXTt3Ytmq33m1ew86PPk4zs7OhH4zvVQzCCFESVMlfSk9izNWqg0wAxiradoSm4TIT+ulSvYQgXsxS0tEu2Afx9WqGo+gndZnRVUPqnZTtBMls6JaFCq4pd3kUcEtAcje+ouNkxiVafcqOXtL9rCke+HQ7Dm0K/pclUQPqlowJFy3dQwjz8qQEGPrFH/zrIJ27YytU+RRvkF203dUNeP5XbSL+l5FoahUwMN2kwWMeYjT75KhxeZTHe2aPldnKi7lWxvtsn30YwDlF2x/vy8uFbY/rfQof9P5sJLs5DCl8vqe4FgIG7LVoIFSsb2Kf6mt3LeJuVTqr6W+p8O/B5qmbUefS6kKIYQQQgghhBDiAWazjRdCCCGEEEIIIYTQh3qgx5WU3DkvhBBCCCGEEEIIIXQhIy+EEEIIIYQQQoj73IM+MuFBf35CCCGEEEIIIYS4z9nsaiN2SF4IIYQQQgghhHhwPdBnhdjlW3pXG2lx7f/R1Ubskd1dKtVOLh+majcl58gWW8fI4/Dw4+Qc3GDrGHkcGj1Nzp7fbR0DAIfHngcg+4/vbZzEqMxz79rdZfm4ecXWMf5WoRrEXbZ1CiMfP7u5nCOYLul4/bytY+RRlQPRoo/ZOgYAqno9ALvKY3eXtY05a+sYeVSVWnbTl1XlQLu55C8YL/ubc2ijrWPkcWj4pFyaVAgh7JhsvBBCCCGEEEIIIe5z6gG/3Iic80IIIYQQQgghhBB2TTZeCCGEEEIIIYQQwq7JYSNCCCGEEEIIIcR97sE+aERGXgghhBBCCCGEEMLOycgLIYQQQgghhBDiPicjL4QQQgghhBBCCCFsqMQ2XiilxiiluunwOH2VUnuUUruVUoGmaeOUUkeUUtuVUpVvqx2plGp7232zdUXhULYsfVYtBqCsszN9Vv/MyAPb6f7DHIvTzLG2zlqZWVn0+nQSALsO/UXI4DGEDB5D+7f6sXz9Fqva6SkzK4veE6YBkJCcwpujJhEy/Atm/PKrxTaHT5+jfY/BdB0RStcRoZy7fE2XLMOm/4/OIybSJ3QmKenp9PpiBi8NHs+QaQvQNM1sm91HT9L1k8l0/WQyT/YezopNO3XJAjBs1iI6j/6GPpO/Jys7u8B9c1LTDfT9ai4hn05hUvgq3bJ8vOh3Xv96IX2/W0ZSmoG+3y+n65RFfLlqk8U2CanpvDXtJ7pOWcTMPyN1y5IrMyuLXsPHApCVnc37Y76gS/8hDJ84xWIbQ0YG7w3/jBffHcCQCV9ZXK5FsWvfAbq8158u7/XniRdfY/lva4pUo5fUtDR6DxnJ6+/1Z+K3sy3WZWZl0Wvw8BLLkTePYZ9avG9Oalo6fYZ/Rpe+HzFp5jx9swwdBYDBkMF7Qz7hxe69GDJ2YqH9Yej4SXR+7316DxtNVpb591+R84wYB5j68acT6TJgGMMnTbPYJjUtnT6fTKDLgGFMmr1Atyx2m2fYGIv3CzN/8TLeHqhf3zbOe7TF++YYDBm8N3Q0L77dhyHjJun6mWOXfdn0mQww9POv6dznI3qPGGfxOwvg+/CldO7zET2GjiEjM1OXLMOmL6Dz8FD6fDGDlLR0en3+LS99NJYhU+dbfG2ysrP5YPIcQkZOZMSMH3TJcbtDR4/x+PMv0eW/veny396cPX+hYIasLAYMHcnr7/Ti408n6J5BCCHupJQqtT9bsOuRF0opR6A/0BL4HeijlKoNvAQ0ApYDH5hqfwSG3dbWbF1ROLq4MDxqC/U6PAlAi26diY++zLhH21DO24t6HZ4yO80ca+uskW7IoNP7I4jcf8T42A3rEzZpDGGTxhAcGED9oECr2ukl3ZDBK4PHEXnoLwB+3bqb2v7VCJswjP3HTxMdE2u2XWJyKq//oz2Lxg9l0fih1PTzLXaWqOOnyc7JYfH4ISSnpbMsYge+FbxYMWkEiSmpRB46ZrZd8wYPsWjsIBaNHcRDAX7Uq1m92FkAok6cNeb59AOS09KZvWp9vvvbD58w2+7XyCga1a5B2Oj3OR19jTOXY4qf5Ww0WTk5/PRhN5LTM1ix+wiNalRl0ftdOX0tjjPX4sy2+y3qL2pX9WHR+13Zf+4y0XHxxc6SK91goFOvD4mMOgDA+m07qRtUk/BpE4m9eYtjp8+abbdq3SZ8K1Vk5fdTSUhOZvveA7platHkUcJnTyN89jSCa9eiXnCdItXoZfWfG3j04fr8NHsap8+e54yZH8rpBgP/ebsX2/dElViOdIOBTj3eJzJqv9n7lqxet5FG9esS/u2XnD5/gTPnL+qT5b/9iNy7D4BVazfgW7kiKxfMIiEpie179pltF3XoCNnZ2SyePYXklFTdXi9jPx5EZNRBANZv20XdoEDCp35BbJzlfrx6w2Ya1XuI8KlfcPrCJc5cuPTg5ukx4I6+M+CufQfg8rUYVvy5QZccefN+tz+Re/ebvW/JqnURxs+c+TNISEq22MeKlMfe+vJ7HxJp+kyNOvwX2dk5LJ7xpWk+5l+nS1eucer8RRbP+JJ2zZsSE2v+++ReRB07bXyOE4aSnJbGso2R+Pp4seLLTwr9Pt+w+wDBgdUJGzeE2FsJHDunTz/OlZiUSJdOLxM+dybhc2dSK7BGgZr1m7ZSt05tfpo3i9i4OI6dOKlrBiGE+P+mxDdeKKW6K6W6m263N43IaK+U+l4ptU4pdUIpZWkN3hH4WNO07NuyPgVsNE2LAJ4E0DTtDWDJbW3N1hVFZno64xq15lb0FQCCn3qCY+s2AnAiYjPBT7YzO80ca+us4eLsxKpvQ/GtWCHf9LR0AxeuxhBcM+Ce2hWXi7MTK78eg6+Pt3GCppGSlo6maWiaxrHz5n84JKSksnbnPl4bOp4BE2fqsifLx9ODN543LvIcTePbX36jdcN6ALR8OJhdRwv/AZFmyODitViCa+iz8cLHszxv/OPxvDzlXV3y3bekfDlXUtMNZOfkYMjMxLFsmeJnKe/GG483zZu3h6szqRmZpnlk4VjW/MeCBqSkZ5iWJxy/fL3YWXK5ODuz6vtp+FbyAaBd8yZ0f/UlsrKzSUxOwb1cObPtdu4/ROumjwLQsnFDdh04pFumXGnp6VyIvkLd2kHFqimu8uXdSU1NIzs7m3SDAceyBU9Z5OLszOofv8e3UqUSy+Hi7Myq+d/iW6mi2fuWeLi7k5qWmz8DR0dHfbL8b1bevHfuO0DrZk0AaNnkUXbtO2i2nY+3N2++8hIAmpZT7Bz58nw/5bZ+3Jjur7x4137s4e5Galr6ba+NPqejsss882fc0Xdm3LXvAEyYNpuBPbvrkiNv3gtm5s9y231Ldu47SOtmjQFo2aQRu/br85ljl3157t+fyT7eXrzZqeNd57Nj30ESk1Po9v4wog4fpXrVKsXO4uNVnjeeN/5MzNE0vv351/zf50fMb/xv+2gDuv/7GWN/T0nFvZxLsbPcLjExibURm3jlzXfpP3i42d8u7Vq34O1ur5OVlUVSUhLubm66ZhBCiDs5qNL7s8nzs81sAePGhFeAnsDr5go0TUvVNG25aRTFy8B0wAdIMJUkApbWwO9ap5TqqZTaq5TaO2eO9YdwuPlUIC0hEYD0xCTKVfA2O83atnqL3H+YVo0a6P6496rjEy1JSkljwKSZODk6YsgwP3y0hm9lBnR5kZ9DRxAbn8Ceu2xYsEZg1co0rB3Iut0HcFCKejX9cS/nCoCbqwsJyamFto88dIyWjwQXO0deHt9KNAyqwbo9h3BQipAObfPdb2NhXs80a8jWQ8d5duA4alWrQkCVu//Iv2uWSt40rFGV9YdO4qAUzzetx7Zj5/jH2O+oVaUCARXN98mOTeuTlGbg/fkrcSpbhvTMrGJnscTN1RVXF2dC+g+lorcX/tXMj8aJT0yivJtxBcy9XDkSkpJ1z7J9915amVZWilNTXB2eaMvWXbvp8Go3ggJrEFDdr0Tnp7dnHm/F1t1RdAh5l6Aa/gT4VdV9HvEJSZR3N64cuLuVIyEpyWxdoL8fDevXZd2W7SjlQJvHmuqeBW7rxwOGUdHb02I/fqZtS7bu2UeHN3oRFFCdgGr6vzb2mMdaq9dtJDioFkE1zG+QL03xCYn5+1ii+T5W/PnYV18OrF6NhvUeYt3WHab5mP+8uxmfQAVPDxZO+YJrsXFEHf6r+POuWoWGdWqybtf+gt/n5Sx/n7u5uuDq7ETXkZOo6OWBfxV9N+oG+Ffn/d49WPLD98TGxbHbzAgit3LlcHVxoct/e+NToQL+99nnthBC2BtdN14opV5XSrXPvQvceVCk6223l2ualgBcAJwKecwgYDHwuqZpF4EbgKfpnz1N9825a52maXM0TWumaVqznj17WopQQMqNOFw9PYxPyNODlBtxZqdZ21ZvG3fvo33zkl2Rsta4Pm8xbUgfnBzLUsGjvNmaapV98vai+FXyIc60cae4IvYeYuEfG5k5tDcVvTxITk0DIDk1De/yhe/92Bh1mPZNHtElR16eqCMsXLuVmYPepWyZMgXumzNn9Xpef7oNG74ZRUJyKvtPntMny5HTLNyyjxk9/sN363bxeptHWT/6PRJS0tl/7rLFdmO7/JOp77yEY9kyVHA3v9dWD7cSEsnIyCR8WigJScnstLB309vTg6QU4w/XpJQUvE3vLT1t3LaDJ9u0KnZNcc3+IYwuL79AxLJwEhIT2XdY38O+StqchT/T5cV/EbF4PvGJSew7UvyVmjt5e3mQlJwC3L0/RGzbwY9LVjAz9FPK6jCiyZy8fjz1CxKSU9i5/7DZujlhS+nS8Tkiwr4jPimZfUeP/7/IY61NO3azc98BBn32BUdPnGbhstU2y+LteVsfS07B20v/zxywv74MELF9Fz8u+5WZE0Za/M5ydytHTX/jCrp/VV9idPqNE7HnoPH7fFhfq7/PbyUlk5GZSdi4ISQkp1ocoVFUflWr0rp5s7zbcbduFcwQn0BGRgY/zZtFYlISO/eW3CF9QggBoBxUqf3Zgt4jL8oBuSfMrAVcBDKA3M3dz91We9ddpMp4JpDvgK6aph01Td4APKWUKoPp0BALza2tu2fHN2yi3rPGIYzBTz3BiY1bzU6ztq2eNE1j9+FjtLSDkRd7/zrJmNkLycjM5Ni5SzR6qJbZuv+tWsfv2/aQk5PDqYuXqRNQ/D0TsfEJzFu1jplD++Dm6kLLh4PZbjoudueREzRvYHlUhaZp7Dl6ipYP6zfyIjY+kXm/RTBz0Lu4uboUuG9JapoBZ9OQbSfHsqQaDMXPkpjMvIjdzOjxH9xcnEgxZODkaPwh6lS2DKmGDLPt9p6N5tOf15KRlcXxy9dpFFit2Fksmf/LCtZs3kaZMmVwdXHGYCFTqyYN2W46Rn3X/sO0eFTfDU6aprF73wFaNm1SrBo9pKSm4uRk3M7r5OREqunH+/0iJS0NZyfjoSJOTo6kpqXrPo9WTRvnnRtgV9RBWjRpZLYuNu4mc8N/YVboWIuHTuhh/i8rWbN5u7EfOztjyDD//s332jiWJTWtZJatveWx1uRRQwmb/iWTRw2jQXBtuv2no82ytGr66N99bN9BWjQ238eKPx/76suxN28xd/FyZk34pND5NHioNkdOnAbg4uWr+Fct/jmsYm+Zvs+H9TV+nz9Sl+0HTd/nh0/Q3MJ39YLV61mzYx9lyjjg6uxEeob575GiWrDoJ35bu56cnBxOnjnLQ0EFf+PMXxTOH+s3UqZMGVxcXDCkF/87XAgh/j/Te+PFYqCNUmo7kKNp2naMGxE6KqW+Be51l0Bz4BHge6XUNqXUNE3TzgJLgUMYT8hp9lIE1tYVxe5FP+PlV42RByNJuXmL4xs2mZ3mE1iDTpPG3bWtng6fPEOQvx/OppWc6GvXCf1+ka7zsFa7xg9jyMyk28iJ9H71X7i5uhAdE8vE//2Sry7k+SdZtnE7nYdN4JkWjantX/yV4hWbdhF7K5Ee46fT9ZPJZGVnE3Mznhc/GoenuxutHgkm+voNJv6wtEDbw2cuEFTdN+/Hux5WbN1DbHwSPSbOputnUwvcX7p5F9HX45gYtjJfu5AObflpw3ZeH/MN6RmZtGzwULGzrNx9lNjEFHrOWkK3KWHUquLD4u0H6PL1QtIzs2j5UA2i4+KZuDL/9r529WpiyMrmjanh9H62FW7OFgdMFVvXF//F0j/W07nfYLw8ytP2scZEX71G6B1Xqej4dHtibsTxwrv98SzvTisLP/CL6vBfxwmqGYizsxOXrlwldOrMQmtKUtdOLxG+fBWde/Qj3WAgwK8aodMK5rEH0VevETrj+3zTQl76N+Erf6dz70EYDBm6LyuAjh2eJCb2Bi+81QtPj/K0atqY6CvXCP02/2GBK9asIzbuJu8OGk5In4Es/e1P3bMAdH3xeZau2UDnfkON/bhZY6KvxhA6a36+upAXnyN89Ro69xuKISODVo0b/r/IY465vmMrxr7zXb5pHTs8afzM6d7b1MceLZF521tfXvFnhHE+Q0YT0n8oS39fZ/YzuXGDunh5lueVXgOp6e9Hw3rF/85asXknsbcS6DFuKl1HTvr7+3zQWNP3eV2iY24w8Ycl+dqF/OMJlkVE8vrwULzKu9FW5506XTt3Ytmq33m1ew86PPk4zs7OhH4zPX/Nq51YuupXOr/dEy9PD9q2aqFrBiGEuJNSpfdnk+en52W+7nNaL1Uywz+LYpaWiHbaPoYXqtpNyTli+bKrpc3h4cfJOajfWeeLy6HR0+Ts+d3WMQBweOx5ALL/sI8f/2Weexftsr5DdYtD+QXDzSu2jvG3CtUgzvJhOqXKxw/t2mlbp8ijfGujXT9v6xh5VOVAtGjzVzUobaq68TA7e8qjXTtj6xh5lG8QWoz5K6nYgqpSy276sqociHbFjj6TqwWTc0i3gbHF5tDwSUiydDRyKStf/HNcCSHMstFqd+k4GBBYaiv3jS6eL/XXUp9TiAshhBBCCCGEEMJmbDUiorTY8mojQgghhBBCCCGEEHclIy+EEEIIIYQQQoj7nHrAh17IyAshhBBCCCGEEELYNdl4IYQQQgghhBBCCLsmVxv5m7wQQgghhBBCCPHgeqCPqzhSs2aprdM+fO6cXG3EluzuUqkXDts6BgCqxiNop/bYOkYeVecxslfPtHWMPGU69ib7z/m2jgFAmX+8DYAWfdzGSYxU9bposRdtHSOPqhRgd5cJ1K6ctHUMAFS1h+zvUqn2drnLi0dtHQMAFdAAwG6Wl/KtbXfvq5yjW20dI49Dg3Z28x2q6jxGzs7Vto6Rx6FlR/u7fLUQQgi7JRsvhBBCCCGEEEKI+5ycsFMIIYQQQgghhBDChmTkhRBCCCGEEEIIcZ97wAdeyMgLIYQQQgghhBBC2DcZeSGEEEIIIYQQQtznHB7woRcy8kIIIYQQQgghhBB2TTZeWMmhbFn6rFoMQFlnZ/qs/pmRB7bT/Yc5FqeZY22dtTKzsuj1yecAHD5xmidCehLy4UhCPhzJ2UuXzbbJys7m/bFf0uWDEQyf/G2xMxTI8+lkAHYd+ouQIZ8RMuQz2ncfwPINWyy2G/rVLDoPGk3vzyaTlZ1d7BxZ2Tl88MNvdJ2+mBGL12LIzKL33JW8PHkhQ8PWoGmWL4GcmZ1Nn7kri53hTh8v/JXXJ/9A3zlLSEpLp++cJXT9+ke+XLnR6nZZ2Tm65cnMyqLXiHGAqU98GkqXAUMZPmmqxTaHj5/iic7vEPL+MELeH8bZS9G65QFISEzijX6D6NL7fWYsWGixbui4iXTu2Z/eQz8hK6v4/eVOmVlZ9Bo+9u/5ff41nft8RO8R4yz2z4SkZN74YDhd+g1hxg8/lUCez8zkGWsxT1Z2Nu+P+YIu/YYwPHSK/nmGfWrxvjm79h8ipN9gQvoNpv0rb7F8zXods4y2eN8cgyGD94aO5sW3+zBk3KRCPw+KlOeTCfmmzV+yireHjLHYZtfBI4R8MJyQD4bTPqQHy9cW/plwz3nsZFnlzd9O3luZWVn0nmD8vEtITuHNTyYS8vHnzPjZ8qVEDRmZ9Bo/lZc+HMOQKd/r33fs4PsTYNiccDp/NpU+X88jKzubD6b/QMjY6Yz4frHFNtbWFVVqWhq9h4zg9Z79mDh9ltkagyGD9wZ9zAtv/JfBn07QdfkIIcT9QKnS+7OFEtt4oZQao5TqdpeaTVY8zudKqV1Kqc1KKS9lNF8pdUgp9YdSytVUp5RSc5RS1W+7X6CuKBxdXBgetYV6HZ4EoEW3zsRHX2bco20o5+1FvQ5PmZ1mjrV11kg3GOjUdwiR+w4Bxh94Xf79D8K+HkfY1+Oo5e9ntt367bupWyuQ8G/GExt3i2NnzhU5Q/48GXT64BMiDxwBoEXD+oRNHEXYxFEEB/pTv1ag2XZRR0+QnZ3D4smfkpyaxvZ9h4udZcORM9StVpFF/ToTm5jCou0HqeLpzvJB3UhMMxB58qL555CZxavfhBN5yvy/F1XUmUtkZefw06A3SU43sGL3ERoF+rHowzc4ffUGZ67dsKrd9uN6LSsDnXoNJDLqAADrt+2kblBNwqeGGvvE6bNm2yUkJ9PlhX8SNuULwqZ8QS3/6rrkyfXrugjq1KxB+Mwp7Dt0lOgrVwvURB08QnZ2NovnTCM5JZXte/bqmiHdYKDTex8SufeAcX6H/zL2zxlfmua333z29ZupExhA+PSJ7DtyjOir10ooz1Hj879LnrxlOn0isTdvWlymRcrT430io/abvW9Ji8YNCZs+ibDpkwgOCqR+nSB9srzbn8i9+83et2TVugh8K1Vk5fwZJCQls33PvmJnyZt/n8FERh3Mm3Y55jor1hW+MaJFo4cJ+2YCYd9MILhmDerXrqlfHjtZVnnzt5P3Vrohg1cGjyXy4F/GeWzdRW1/P8I+/5j9x08THRNrtt2qzTvw9fFmxddjSExOzWuvRx57+f6MOnmO7JwcFo8aQHJ6Or/u2E+wfzXCPulHbHwixy6Y3zGyYd8Rq+qKavWf63m0QX1+mjOd0+fOc+b8hQI1q/5cR5XKlVj141wSE5PYvlvf7wchhBC2ZdcjL5RS/kBbTdNaAOeAEOBpoKqmaQ2BM8AbpvII4M3bmluqu2eZ6emMa9SaW9FXAAh+6gmOmX6MnojYTPCT7cxOM8faOmu4ODuzavZX+FbyASAxOYW123byav9h9P/M8t7Edo89SvdOHcnKziYxJRX3cuWKnCF/HidWTf8c34re+aanpRu4cDWG4JoBZtv5eHny5gv/ANBtL0nbujV46/EmZGXnkJRu4Njl67R+yDj/FrX92XXmkvnn4FiWFYO6UcXTXZccuXzKu/FG+2YA5GgaHq7OpGZkkJ2TgyEzE8cyZaxqpxcXZ2dWfT81r++0a96E7q+8aOwTySkW+0RiUjJrt+zg1T4f0X/MF7rv1dLQSElNQ9M0NDSOnTpToManghdvvvqysb4E9qq5ODuzau60vNfGx9uLNzt1NM3P8siXfNk1OHZanw1Nf+epaMrjzZudXjDlsfz82zVvQvdX775Mi5Rn/rd5ee68fzdp6elcuHyV4KDir6C7ODuzasHM/Fluu2/Jzn0Had2sMQAtmzRi1/5Dxc6SN/85X+f1HYAJM+Yx8J1Ct+PnSUs3cOHKNYItrKgWKY+dLKu8+dvJe8vF2YmVX3+Kr4937kxISUs3ffbAsXPmvyN2HTlO60b1AWj5SF12HTle7Cy5eezl+9PHw503Ohh/m+TkaHiUc6X7Px83fpakpuPu6mK2XdtH6lpVV1Tl3d1JTUsjOzubdEMGjmULnrZt5959tGneFICWzRqzy7SBXggh/r9QSpXany2U+MYLpVR3pVR30+32Sqkx99A8E8itz836FLDOdDsCeBJA07QngZ23tTVbd0e2nkqpvUqpvXPmWH8Ih5tPBdISEgFIT0yiXAVvs9OsbauXgGq+DHjrdX6Z9gWxN2+x+9BR8xlcXXF1cSbkgxFU9PLEv2oV3TKYE3ngCK0aNbD474F+vjQMDmJd5B6UUrRp8kix5+nm7ISrkyNdpy/Gx70c8SlpuLs4A+Du4kRCanqx53EvAitXoGGNaqw/eAIHpXi+aX22/XWWf3w2i1pVKhJQyXw/uLNdm7r6rETcKa9PDBhKRW8v/Kv5mq0L8KvKgLe78suML4mNu8nug0d0zfHCs8+QmJzMgBGf4uToSLoho0BNoH91Gtavy7rN24z95bFmumYoML/q1WhY7yHWbd2BUg60eayx+ewd2pOYksKA0Z/j5GQ+u/55lMU8xmXqQki/IYUu09IWuXc/rZo0smmG+IREyru7AeDuVo6ExKQSmc/qiC0E1wokqIa/VfWR+w7SqnHxP//0UtLLyp7eWx2faElSSioDJs7AqWxZDBmZZuvik1JwL2ccyOnm6kJCUoruWW5ni+/PQN9KNAwKYN3ewzg4KB5vVBdXZye6jptORU93/Cv7mG3n5uJsVV1RdWjfjq07d9Phla4E1QggoHrB0aXxiYmUdzPufHB3cyMhMVHXDEIIIWzLrkdeaJp2TdO0DUqplsDDwCLAB0gwlSQCFSw0v2udpmlzNE1rpmlas549e1qdK+VGHK6eHgC4enqQciPO7DRr2+rFz7cyrRs3NN6uUpmb8ea/tG8lJpGRkUn4N+NJSE5h5wF9V0DvtHH3Ptpb+FGaK2JXFD+uXsvMUYMoa2EUwr2IT0kjIyuLsP6dSUwzcOpaHMnpBgCS0gx4uxX5KKIiizh8ioWbo5jR8xW+W7uD19s2Yf2YPiSkprH/rOVzR9zermyZknnL3kpINPaJqaEkJCez08KeaL8qlWltWpnx863CzfgEs3XFMX7YIKZNGIOToyM+3l5mayK2RfLjkhXMnDiWsmWL31/uJmL7Ln5c9iszJ4wstH+OH9yfaZ8Nx8mxLD7eniWcZzUzJ3xiMU/eMp0+kYQky8u0tG2M3E371s1tmsHb04OkZONKZ1JyCt5eHiUyn007o9i5/xCDxk/m6KkzLFzxe6H1G3fsoX2Lkt0Ydy9KY1nZ03trXN/uTBvaFyfHslTwLG+2xru8O8mpaQAkp6bh7aHvKL072eL7EyBi31EWrtvGzA/eISktnYzMLMI+6U9CShq7jp022+ZWcopVdUU1+3+L6PKfF4lY/hMJSUnsO1Twt4uXpydJKclA7nu75D6HhRDCHimH0vuzBV1nq5R6XSnVPvcucOeZo+55jVEp1QKYCvxb07QE4AaQ+23kabpvjrV19+z4hk3Ue9Z4rorgp57gxMatZqdZ21YvC5au5rdN28nJyeHU+YvUCTS/t2/+klWs2bKDMmXK4OrshCGjZPYQg3EY6+7Dx2hpGmZrTuyteOYu/Y1Zowfl7dEqrvmb97Hm4CnKODjg4liW955uzvaTxuNjd52+RPMg6/aE6iU2MZl5G3Yx471XcHNxJsWQgZOj8UemU9kypBrM7+W7s11Jmf/LStZs3m7qE84W+8SCJSv5beNWYx87d4E6geaHMhfV3oOHGP3lFDIyMjh++gyNGtQrUBMbd5O5Yb8wa+JY3Q6FKEzszVvMXbycWRM+KXR+ew8eZfRXM8jIyOT46XM0qh9cgnmWMWvCqELzzP95BWs2bzMuUxdnDCU0EuReaJrG7gOHadnYtiMvWjV9NO88F7v2HaRFCeWZPPxDwr6ZwOQRg2hQJ4huLz1vsVbTNHYfOkpLOxl5URrLyp7eW3uPnmTM7B/JyMzk2PlLNHqoltm6lg3rsf2AcVTjzsPHaf5wXd2z5LLV92dsfCLz/tjEzIHv4ObqwoI/NrNm90HKODjg6uRIuoVRKdbWFVVKahpOTk4AODk6kpqWVqCmVbMmbN9lPM/Fzqh9tGhS+IYfIYQQ9xe9t5mUA9qabtcCLgIZQCXTtOfu5cGUUi7AN0BHTdOumCZvAJ413X4KsHQmNGvr7tnuRT/j5VeNkQcjSbl5i+MbNpmd5hNYg06Txt21rV66vvAcy9ZG8NqAj3mmTQtq1/An+moMoXP+d0fdP1n6ZwSd3x+Ol0d52jYtuR+nh0+eJcjfD2fTD47oa9cJnRuWr2bFhq3E3orn3VETCRnyGUvXbi72fEPaNGL57qN0mfYTXm6udGrRgOsJKbw0eSGe5VxoVcef6LgEJq62fAZ3Pa3cdYTYxGR6zvyZbt8spFYVHxZv20+Xr34gPTOLlsE1iI6LZ+KKiELbLd1x0MIciqfri8+zdM16OvcbYuwTzRob+86s+fnrXvoXy/7cwGv9BvNM25bU1nnjRbuWzcnIyKBr34H0fqsbt+LjCZ0+O1/Nij/WEht3k3cHfkxI7w9Y+usaXTPcacWfEcb5DRlNSP+hLP19HdFXrxE6c17+7C2akpGRSdf3h9H7jc64uZbM6J4Vf24gNu4W7w4ZRUj/IbflmZuvrutL/2LpH+vp3PcjvDw8aHuXvbd6ir56jdAZ3xeYfvj4SYJq+OPs7FR6Wa5cI/Tb7/JN69jhSWJuxPFC9954epSnVdNHSy/P1RhCZy8oMP3widMEBVTP+6wsvTy2W1b29N5q1+RhDBmZdBsRSu9X/o2bqwvRMbFMXPBzvrqOj7cg5mY8L344Gs/ybrRqWHADq15s9f25YvteYuMT6THpO7qOm46rsxPLtu7m9c+m4eXuRttHgomOjWNieP6rsoQ83aZAnZ66vvIS4ctW0rlHX9INBgL8qhE6dWa+mhf+8QwxsTfo2O2/eHp40OqxJrpmEEIIe/egn/NC6XnCO6WUG7AE8ABOa5r2llKqCvALkHsK7FhN08aY6jdpmta+kMfrDHwJ5J5S+nfgc2Au8BgQDbysaVp67uMB3TRNi1bGV9RsnQVaL1UyQ4eLYpaWiHah+GcN14Oq8QjaqT22jpFH1XmM7NUz715YSsp07E32n/PvXlgKyvzjbQC0aH1OIldcqnpdtFh9r9xSHKpSANqVE7aOkUdVC0a7ctLWMQBQ1R5Cu6bvMO/iUL610WL0uUKKHlSVWmgXzZ9HqLSpAOM5EOxleSnf2nb3vso5qt+oxuJyaNDObr5DVZ3HyNlp+VKwpc2hZUe4eeXuhaWlQjVbJxBClDwbXeSzdJyuV6fUrhFd+9ipUn8tC56quRg0TUvhjtEVmqbFAI9bqG9/l8dbDJi7WPg7d3s8zbhVxmydEEIIIYQQQggh7h+6brwQQgghhBBCCCFE6bPR0Rylxq6vNiKEEEIIIYQQQgghIy+EEEIIIYQQQoj7nK1OpFlaZOSFEEIIIYQQQggh7JqMvBBCCCGEEEIIIe5zD/jAC30vlXqfkxdCCCGEEEIIIR5cD/Tq/bmHHyq1ddqaR07e35dKvd/1Uh62jpBnlpZIzsENto4BgEOjp8n+bY6tY+Qp86+eZK+eaesYecp07I12OsrWMQBQtZsCoF09ZeMkRqpqHYi7bOsYf/Pxs5vXBoyvj3blhK1jAKCqBaNFH7d1jDyqel20a2dsHSOP8g2yq2UFoF08auMkRiqgAdqpPbaOkUfVeQztxE5bx8ijgluS89d2W8cAwKF+G0i4busYf/OsbOsEQgjxQHF4wIdeyDkvhBBCCCGEEEIIYddk5IUQQgghhBBCCHGfe8AHXsjICyGEEEIIIYQQQtg3GXkhhBBCCCGEEELc59QDPvRCRl4IIYQQQgghhBDCrsnICyGEEEIIIYQQ4j73gA+8kJEX1nIoW5Y+qxYDUNbZmT6rf2bkge10/2GOxWnmWFtnrWHT/0fnERPpEzqTlPR0en0xg5cGj2fItAVomvnL/KamG+g7cRYhn3zJpIXLip0h18dhf/D6N2H0nbucm8mpvPXtYrpODWfm2h0W2xy+eI0nP51Nt2nhdJsWzrnrN3XJkpWdwwc//EbX6YsZsXgthswses9dycuTFzI0bI3F1wbg4/A/eX3qT/Sdt4qs7Bxd8gBkZmXR69NJefe/X7KazgNH0WNUKBmZWWbbpKan0+ezyXT5aAyT5oXpliUvz8ef5t0f+vlXdO49iN7DPyMrK9vqdnpJTUuj95CRvP5efyZ+O7vw+Q8ervv8C8zDjl6bzKwseg0fe1uer+nc5yN6jxhHVrb5PKlp6fQZMY4u/YYwadZ8/fOMGAdAVnY2738aSpcBQxk+aepd287/ZSVvD/5E3yzDxli8X2iWxct4e6C+fckul9UnE/JNm79kFW8PGWOxTWpaOn1GfU6X9z9m0nc/6J/n08kA7Dr0FyFDPiNkyGe07z6A5Ru2FNp2/vLfeXvE5/pmGfs1YPxe7DPuG7oMGcuk+YutbqenzKwseo+fkpen74SphHw8gUn/+9liG2vriuO7Hxbx2jvv8e77H5GRmVng3w0GA+99OIQXQrozePTYQr9fhRBCiOLQfeOFUqq8UipZKVVep8f7XCm1Sym1WSnlpYzmK6UOKaX+UEq5muqUUmqOUqr6bfcL1BWFo4sLw6O2UK/DkwC06NaZ+OjLjHu0DeW8vajX4Smz08yxts4aUcdPk52Tw+LxQ0hOS2dZxA58K3ixYtIIElNSiTx0zGy7X7ftoVGdQMLGfsTpS1c5E321yBnyspyNJisnh58+CCE5PYM1B05Q29eHRQO6sP/cFaLjEsy2S0xLp3PrRizs34WF/btQs3KFYmcB2HDkDHWrVWRRv87EJqawaPtBqni6s3xQNxLTDESevGj+eZy7bHweA14nOd3A9pMXdMmTbsig0/sjiNx/BIBLV2M4dTGaxV99RrtmjYi5EWe23eqN22lUtzbhX47h9IVozly8rFMeA516fkDk3gMARB06SnZ2NotnTiY5JZXte/dZ1U5Pq//cwKMP1+en2dM4ffY8Z84XfO3TDQb+83Yvtu+J0n3+t8/Dnl6bdIOBTu99+Heew3+RnZ3D4hlfGvPs2W+23er1m2hUP5jw6RM5ff4SZy5c0i9Pr4FERhnzrN+2k7pBNQmfGkps3C2OnT5rse3lmOusWBuhS468LD0GEBm13+z9wly+FsOKPzfoliVv/va2rPoMJjLqYN60yzHXWbFuY6HtVkdsoVG9hwif8jmnz1/kzIVonfJk0OmDT4g8YPwcbNGwPmETRxE2cRTBgf7UrxVose3l6zdYsWGbLjnysnw4msgDRwFYvSmSRsFBhE/8hNOXLnPm0hWr2umZ55WPPiPyoPFxf92yg0bBQYR9PpzTl65YzGNtXVFdunyF02fP8/O82TzeuiUx12ML1Kz6Yy1VKldmVdgCEhOT2L5rj64ZhBBCWE+p0vuzhZIYefEU4Aw8WdwHUkr5A201TWsBnANCgKeBqpqmNQTOAG+YyiOAN29rbqnunmWmpzOuUWtuRRt/FAQ/9QTHTD/+TkRsJvjJdmanmWNtnTV8PD1443njy5yjaXz7y2+0blgPgJYPB7Pr6Emz7cqXcyU13UB2Tg6GjEwcyxb/6CGf8m680a5JXpbsHI0UQyaapqGhcfzydbPtElPTWXfoFJ2/XsT781fptsembd0avPV4E7Kyc0hKN3Ds8nVaPxQAQIva/uw6Y37lwMe9HG+0a2x6HrpEAcDF2YlV34biW9G4cWbHwaMkJqXQbchnRB05TnXfymbbebi7kZqWTnZ2DukZGTg66nOkl4uzM6vmTce3UkUAfCp48WanFwAKXQZ3ttNT+fLupKamkZ2dTbrBYLZfujg7s/rH7/GtVEn3+d8+D3t6bVycnVk1dxq+lXyMeby9eLNTR1MeyyODPNzdTX0nm/QM869nkfN8PzUvT7vmTej+yotkZWeTmJyCe7lyFttOmP49A98t8kex+SzzZ+S95nfeL8yEabMZ2LO7blny5m9vy2rO13l5ACbMmMfAd7oV2u7vz51snT93nFg1/XN8K3rnm56WbuDC1RiCawZYbDthzo8MfOs1XXLkZZk2Hl8fYxYP93LG78XsHNINGTiWLWNVOz3zrPzmM3x9jN8R5d3K5X32GwwZFvuEtXVFtWPPXhKSkujasx979x+kerWqBWp27t1HmxbNAGjZrAm7osxv4BVCCCGKqyQ2XvwT+Nb0f5RS3ZVS3U232yulxphGRYQppfYopX5WSlkaf5kJjLkj61PAOtPtCEwbSTRNexLYeVtbs3W3U0r1VErtVUrtnTPH+kM43HwqkJaQCEB6YhLlKnibnWZt26IKrFqZhrUDWbf7AA5KUa+mP+7ljANM3FxdSEhONdvumeaPsvXAXzzbfxS1/HwJ8C3+imBgJW8a1qjK+kOncFCKfzepS1JaOu8vWIVT2TKkWzgsIqCiNwOea8PiD7sSm5TMnjP67OFzc3bC1cmRrtMX4+NejviUNNxdnAFwd3EiITXd8vMI8GX94dM4KGjzUA1d8tzpZkIiFTw9WDhxFNfibhJ19ITZumdaNWNr1EE6vPsBQf5+BFStUiJ5Aqv70bBeMOu2RqKUok2zJiUyn8J0eKItW3ftpsOr3QgKrEFAdb9Sz2COPbw2+fNUo2G9h1i3dQdKOdDmscZm655p15Ktu/fRoet7BAX4E+BXcKVDD26urri6OBMyYCgVvb3wr+Zrtm71hs0EBwUSVMO/RHLci9XrNhIcVIugGpZXlvVgb8tqdcQWgmvdfRk806YFW/fup8NbfQjyr06AhWWql8gDR2jVqIHFf1+9KZLgmgEEBZTcZ8IzLZuydd8hOrw3mCD/aiX2WWt1nhZN2Lr/CM/2Hkqt6lUJqGp+A7e1dUV181Y8Fby8WDRnOjHXY4k6cKhATXxCAuXd3QFwd3MjITFJ1wxCCCFErpLYeNEeGAs8UUiNF1BR07THgNqapn1orkjTtGuapm1QSrUEHgYWAT5A7jEIiYCl4wzuWqdp2hxN05ppmtasZ8+ehT6p26XciMPV0wMAV08PUm7EmZ1mbdviiNh7iIV/bGTm0N5U9PIgOTUNgOTUNLzLu5ltM2fFn7z+7ONs+HYcCcmp7D9xplgZ8rIcOc3CrfuZ8d+XKVPGgbGd/8HUt1/EsWxZKpQ3vzfWr4IHrUwjIvy8PYmzsMHlXsWnpJGRlUVY/84kphk4dS2O5HQDAElpBrzdLB9FFHH0DAu3HWDGOy9StkzJnBbGvZwrNasbV1D8fSsTE2f+XB9zfl5Fl391IGL+VOKTktn3l/nRNHqI2L6LH5euZubnoyhrYa9jSZr9QxhdXn6BiGXhJCQmsu/wkVLPYImtXxuzeZb9yswJIylbxnyeOYuW0OXF54j46Xvik5LYd8T8YWTFdSshkYyMTMKnhpKQnMzO/QVXbgA27dzLzv2HGDTuS46ePMPCFb+VSB5rbNqxm537DjDosy84euI0C5etLrF52dOy2rQzyrgMxk/m6KkzLFzxu/k84cvo8u9/ELFwtvFz5+jxEsmTa+PufbS3sGEHYNOe/ew8eJRBE6dz9PQ5Fq5eq3uGOUt+pctzTxHx/WTjcz52Svd53FOepb/z+j+fZMOcSSQkp7D/+Oli1RWVu5sbNU0bu6r7VSMmtuBhI15eXiQlJwOQlJKCt6enrhmEEEJYTzmoUvuzBV3XzJRSDwG+wFKgmlKqzh0luWuMaYCLUmoHxg0ShT1mC2Aq8G9N0xKAG0DuN6On6b451tbds+MbNlHvWeO5KoKfeoITG7eanWZt26KKjU9g3qp1zBzaBzdXF1o+HMx203kudh45QfMGwWbbpaal42waBuzkWJZU00p9ccQmpjBv415mvPsybi5O7D0Tzae/rCcjK4vjl6/TqIb5PYkLNkfx+/4T5ORonLp2gzq++gy5n795H2sOnqKMgwMujmV57+nmeeev2HX6Es2DzO95jE1MYd6mKGa88yJuLk66ZDGnQe2aHDllPDfAxSsx+Fs4bCQlLQ1nR0cAnBwdSU03P2KkuGLjbjH3p6XM+nx0ocP+S1JKaipOTsbX3MnJiVTThjhbs4fXJl+em7eYu3g5syZ8UmielLQ0nJ1u6ztpJdN35v+ykjWbt1OmTBlcnZ0xZGSYrZs8YhBhU75g8siPaPBQEN1e+leJ5LHG5FFDCZv+JZNHDaNBcG26/adjiczH3pbV5OEfEvbNBCaPGESDOkF0e+n5QvI4lXgeMB6KtfvwMVo2qm+xZvLgvoRNHMXkIf1oULsm3To+q3uOlLT0UvmstVaqlXmsrSuqBnWDOXLMODLwYnQ0/n7VCtS0eqxp3nkudu6NooWNR6cJIYR4cOm9W/kfwCRN09oDX5ruZwC5xyU8Z/p/c2C5pmmtNE2bbOnBlFIuwDdAR03Tcs9CtQHI/eXyFGDpzGPW1t2z3Yt+xsuvGiMPRpJy8xbHN2wyO80nsAadJo27a9uiWrFpF7G3EukxfjpdP5lMVnY2MTfjefGjcXi6u9HqkWCir99g4g9L87UL+ccT/LRuK6+PmER6RgYtH6lb5Ay5Vu45SmxiCj3nLKHbtHBiE1MwZGXxxrTF9O7QEjdnJ6LjEpi4alO+dl3bPsry3Ud4fcoinn6kNrV9fczP4B6FtGnE8t1H6TLtJ7zcXOnUogHXE1J4afJCPMu50KqOvzHP6vxnt1+59y/j8/huOd2m/8zS3fqelC1X43oP4eXhzisfjKRm9ao0DK5N9LXrhH6ff1teyL+fJfz39XQeNApDRgatGj1cInlW/LmB2LhbvDt4FCH9hrD097VEX71G6Iy5JTI/c7p2eonw5avo3KMf6QYDAX7VCJ02s9Tmb4k9vDb580QQG3eTd4eMJqT/UJb+vs6YZ+a8fHUhLz1P+Mo/6Nx3MAZDBq2aNCyRPF1ffJ6la9bTud8QvDzK07ZZY6KvxhCq81Uzisq4rL63ybztbVmZE301htDZC/LneeE5wlevofOAYRgyDLRq/EiJzf/wybME+fvlbSyJvnad0Ln6XlnJGiHPP034HxF0HvyZ8bO2YQOir8USOi+81LMY8zzFT39u5PWh403f0/WJjoll4oLFd63TU+OGD+Pl6UGnt3pQMyAAby8vQqd8m6/mhX92IOZ6LB1D3sLTw4NWjzXVNYMQQgjrPegn7FR6XtJKKfUrME7TtJ1KqVbACOC/wC/AYVNZLDADOACcBm4CkzVNKzAEQSnVGeNGkNzLDvwOfA7MBR4DooGXNU1LN9VvArppmhatlFKW6izQeimPIj5z/c3SEsk5qO+Z8IvKodHTZP9W/Mu66qXMv3qSvdr2K7W5ynTsjXa65K5+cS9UbeOPRu2qbYc851JV60CcPldI0YWPn928NmB8fbQr5s93UtpUtWC06JI9POBeqOp10a7pc0ibHpRvkF0tKwDtYslsXL1XKqAB2in7ucKEqvMY2omddy8sJSq4JTl/bbd1DAAc6reBBPMn0LYJT33P0SGEEFaw0Wp36bjarF6pXa+66t5jpf5a6npaak3T/n3b7R1A7v3Hb69TSv0L4waJbIyjP8yehUvTtMWAuQuuv2Ohvv1ttzVLdUIIIYQQQgghxIPEwVZDIkqJvtfUspKmab8BtjtbmxBCCCGEEEIIIe4bNtl4IYQQQgghhBBCCP084AMvSuRSqUIIIYQQQgghhBC6kZEXQgghhBBCCCHEfU494EMvdL3ayH1OXgghhBBCCCGEeHA90Gv3sS0alNo6baVdR+/vq40IIYQQQgghhBCi9D3gAy9k48XteikPW0fIM0tLJCdyua1jAODQ+mVydq62dYw8Di07ol05YesYeVS1YLhxydYxjCr6A6DFnLNxECNVpSbaxaO2jpFHBTRAi71o6xh5VKUAu+nLqlow2mX7yAKg/ILRrpy0dYw8qtpDaNfP2zoGAKpyIAA5+9fbNoiJQ+Nn0E7tsXWMPKrOY2jnD9o6Rh4V2AgSY20dw8ijkq0TCCGEEEUmGy+EEEIIIYQQQoj73IN+zgu52ogQQgghhBBCCCHsmoy8EEIIIYQQQggh7nMP+MALGXkhhBBCCCGEEEII+yYbL4QQQgghhBBCCGHX5LARIYQQQgghhBDiPicn7LxHSik3pdQKpVSkUupHVcxXUClVWSkVoZTar5QaZZpWRykVpZQ6opTqf0ftD7fdN1tXFA5ly9Jn1WIAyjo702f1z4w8sJ3uP8yxOM0ca+usNey7n+k89lv6TPkfWdnZACz4cytvT/q+0HaZWdn0/mZBseefL8uccDp/NpU+X88jKzubD6b/QMjY6Yz4fvE9tdNLZlYWvYaPzbs/9POv6dznI3qPGGdxPrsOHCak/1BC+g+l/WvvsHzNBt3yACQkJvFGv4G83ut9vp2/sPDsQ0bqOm+z8xg2GgCDIYP3ho7ixbd7M2TcRDRNK7Tt/MVLefvDYfrn+WRC/vksWcXbQ8YU2u77xcvp3H8oPYaPJSMzU7c8xmU1iC6932fGAsvL6vtFi+ncsz89Bg3Xdf63s7e+fHuerOxs3h/zBV36D2H4xCmFthv6xdd07lt47qJl+ezveeS9NmMtziMvc78hDA8tPHOR8gwdBZjeV0M+4cXuvRgy1vL7ytq6ezVsxg90HjmJPpNmkZKeTq/Qmbw0ZAJDpi+wOI+E5FTe/PQbQkZNZsbSP3TJcbvMrCx6fToZgF2H/iJkyGeEDPmM9t0HsHzDFrNtsrKzef/zqXQZ/CnDvyn+92a+LKO+AODwidM80bUXIQM/IWTgJ5y9dMVsm4SkZN4YPIYuH37CjEVLdMuS69DRYzz+r5fp8m5vurzbm7PnC17a2ZoaIYQQ4kFUEoeNvAFEaprWGsgBmhXz8XoC4UArYKhSyh0YDUwCmgMfKaU8lFKtgR1AtdvaFqgrSgBHFxeGR22hXocnAWjRrTPx0ZcZ92gbynl7Ua/DU2anmWNtnTWiTp4nOyeHxZ/0JTktne1HTnH5xi1WbI8qtF16RiavfDqNyKOnizzvglnOGbOMGkByejq/7thPsH81wj7pR2x8IscuXLaq3fYjJ3XJk24w0Om9D4nce8A4n8N/kZ2dw+IZX5Kcksr2PfvNtmvx6COETQslbFoowbUCqV+nli55cv26LoLaNQP5adYU9h0+wqUrV81m/887vdm+p/DlWBzpBgOd3u1H5N59AKxatwHfShVZOX8mCUnJbN+zz2Lby9diWLFmvf55+gwmMurg3/OJuc6KdRsLbXfp6jVOXbjE4mmhtHusCTE34nTL9Ou6COrUrEH4zCnsO3SUaDPL6tLlq5w6d4HFc6bRruVjxFy/odv8c9lbX043GOjU60Mio4x51m/bSd2gmoRPm0jszVscO33WbLu83N9+SXKq5dz3nCXfa3OU7Ozsu742eZmnTyT25k2LmYuU57+3va/WbsC3ckVWLphFQlKSxfeVtXX3Iur4aeNrMW4wyanpLNu4A18fL1ZMHE5iShqRh46bbffr9j3U9q9K2GeD2H/yDNE69ul0QwadPviEyANHAGjRsD5hE0cRNnEUwYH+1K8VaLbd+h1R1K0ZQPik0cTeiufY2Qv6ZOk3jMh9hwFISE6hy7+eJeyrsYR9NZZa/tXMtvt14zbq1KhO+Ndj2Xf0BNHXrhc7y+0Sk5Lo0uklwr+fSfj3M6kVGFCkGiGEEP8/KYfS+7OFkphtNPCiUqqWpmlvaZq2RylVRSm1Rim1Syn1MYBSapNSKsw0MmJIIY+3DfgdyB3BoYCngHWapqUCB4FWmqZFAk/f0bZAXVGeUGZ6OuMateZWtHFPTPBTT3DMtFJ1ImIzwU+2MzvNHGvrrOHj4c4bHdoAkGPai/Z52Go+7PTPQtu5ODmycuwH+FbwLPK8zWcxPpecHA2Pcq50/+fjZGVnk5iajruri1Xt9OLi7MyqudPwreRjnI+3F2926giApuXctX1auoELV64SHFRTt0zGeWukpKYa93pqGsdPnTGbffUP3+FbqZKu875zHqsWzMK3UkUAdu47SOtmTQBo2aQRu/YftNh2wtRZDOz5tv555nydt7wAJsyYx8B3uhXabsf+wyQmJdNt4EiiDv9Fdd8qumXS0EhJTUPTNDQ0jplZVjui9pOYlES3vgOJOniY6tV8dZt/Lnvryy7Ozqz6/u887Zo3ofurLxnf68kpuJcrZ7adj7cXb/7HlDvn7rmtzjJ3Wl4/9vH25s1OLxjnUcjoBWPmF++auUh5/nf7++rAbe+rR9m1z/z7ytq6e+Hj6cEbzxk3uOdoOXy75HdaP1LXOI+HH2LXXxY2FGsaKWnpxn6vwbHz0cXOksvF2YlV0z/Ht6J3vulp6QYuXI0huKb5lfB2TRvS/aXnTMsrFfdyrvpkmfUlvhUrAJCYlMLa7bt4tf/H9P/sS4v9R9MgJdX0+gDHzpwvdpbbJSYmsTZiM6+81YP+Q0aYzWFNjRBCCPEg0n3jhaZpvwKTgaVKqW+UUmWAj4GfNE1rgXHDRu4aygyMoyK6KKUqW3i8TZqmXQY+B6ZompYE+AAJppJEoIKFOIXWKaV6KqX2KqX2zplj/VBUN58KpCUkApCemES5Ct5mp1nbtqgCfSvSsJY/66KO4KAUt5JTCPavSm0/sy9liQr0rUTDoADW7T2Mg4Pi8UZ1cXV2ouu46VT0dMe/so9V7do8/FDJ5KtejYb1HmLd1h0o5UCbxxoXWh+5dz+tGjfUPccL/3iGxKQU+g//FEdHJ9INBt3nURTxCYmUdzeuwLm7lSMhMcls3ep1GwmuXYugEt7TtzpiC8G1Agmq4V9o3c34BCp4ebLwq3FcuxFH1JFjumV44dlnSExOZsCIT3FydCTdkGFm/vFU8PJi4bdfcS32BlGHjug2f0vspS/ncnN1xdXFmZD+Q6no7YW/hQ04+XI73D13UeR/bZTFeRgzuxDSb0ihmYsrPiGJ8u5ugOl9lWT+fWVt3b0IrFqZhrUDWbf7AA7KgXqB1fNW+t1cXUhITjHbrmO75iSlpjHgq+9wciyLIaNkDoW6XeSBI7Rq1MDiv7u5uhj72ODPqOjtib+v/t9xAX6+DHizM79M+5zYm/HsPvSX2boXnm5HYkoKA8ZOxsmxrNnPhWLl8Pfj/V7vsuR/3xF7I47d+wqOHrKmRgghxP9PSqlS+7OFkjjnRV1gA9AUqAh0A4KB3kqpTYA7fx/asUfTtGzgOGBxLUUpFQqU0TRtuGnSDSB32ICn6b45hdZpmjZH07RmmqY169mzp9XPMeVGHK6exiNQXD09SLkRZ3aatW2LI2L/XyxcH8nM97uz7fBJdh47zcCZ4fx1PppF6yOL9dj3nGXfURau28bMD94hKS2djMwswj7pT0JKGruOWT5E5fZ2ZcuUKbl823fx47JfmTlh5F3ns3HHHtq3eqxEckz4eBDTPx+Dk5MjPt5eJTKPe+Xt6UlScioAScmpeHuZH5WzaccudkbtZ9CnX3D0xGkWLl1VInk27Yxi5/5DDBo/maOnzrBwxe9m69zLlaNmdePHiX/VKsTcuKlrjvHDBjFtwhicHM0vK3e3ctQMqG6cf7WqxMTqf9iIOfbSlwFuJSSSkZFJ+LRQEpKS2bn/kMXaiO27+HH5r8wcf/fcRWV8bVYzc8InFueRl3n6xLtmLg5vLw+STBsJklJS8PY0f+SitXX3KmLvIRau2cTMIb2o6OVBcmoaAMmpaXiXd7fYbtx7XZk2qCdOZctSwbO8LlkKs3H3PtoXsjHrVmISGZmZhE8aTUJyCjstbFgoDr8qlWjd+JG82zfjEyzWjv+wN9NGfWT8XPDSZ1nl5ahaldbNjUfb+lXzJe7mrSLVCCGEEA+ikjhs5G3gP5pxPPMxwAU4AQzTNK098CWQ+03bQilVFqgHmD2IVSn1b8Bb07TbT7i5AXhWKVUOaATstJDF2rp7cnzDJuo9azxXRfBTT3Bi41az06xtW1SxCUnM+2MLMz/ojpurM1/26sKi4b35qncX6gdWp+szrYv82PecJT6ReX9sYubAd3BzdWHBH5tZs/sgZRwccHVyJN3C3rs725VYvpu3mLt4ObMmfHLXIeKaprH7wGFaNtF/b/WeA4cYPekbMjIyOH7qDI0a1Nd9HkXRqumjeefY2LXvAC0s7KmfPGoYYd9+xeTRw2gQXJtupiH6eps8/EPCvpnA5BGDaFAniG4vPW+2rsFDQRw5aTyc4+KVa/hX1e+wkb0HDzH6yynGZXX6DI0a1Cs4/+CHOHLcOPz+YvQV/KtV1W3+lthLX841/5cVrNm8jTJlyuDq4ozBwp7o2Ju3mPvzcmaNv3vuojK+NsuYNWFUofOY/7N1mYurVdPGeeev2BV1kBZNGhWr7l7Exicwb/V6Zg7pjZurCy0fDmb7IePIpJ1HT9K8gflRbnuPnWbM9z+RkZnJsQvRNKoTWOwshdE0jd2Hj9GykeXPwvnLf2fNtl2UKeOAq7NTiSyvBUt/5bfN28nJyeHUhUvUsTC6bO/hY4yeOoeMjEyOnzlPo3r6jhZcEPYTv63dQE5ODifPnOOhoILnqrGmRgghxP9TDqr0/mzx9ErgMacAbymltmE8JORH4AtgsFJqJ/AMcM1U+19gF/CjpmmWdln2BZoqpbaZ/hoDnwEfAXuAiaZDScyxtu6e7F70M15+1Rh5MJKUm7c4vmGT2Wk+gTXoNGncXdsW1YptUcQmJNFj8ly6TpjJ0i17CtREx95k4k+/FXkeVmfZvpfY+ER6TPqOruOm4+rsxLKtu3n9s2l4ubvR9pFgomPjmBi+utB2S7fsLpl8f0YQG3eTd4eMJqT/UJb+vo7oq9cInTmvQO3h46cICgzA2clJ9xyPt2qOISODkD4f0qd7V27GxxM6fbbu87lXHTs8ScyNOF7o3gtPj/K0atqY6CvXCP32O1tHyxN9NYbQ2QvyTWtcPxgvj/K80ncwNatXo2HdOrrNr13L5mRkZNC170B6v9WNW2aWVeOH6+Pl6cEr7/alZkB1Gtavq9v8LbGXvpyr64v/Yukf6+ncbzBeHuVp+1hjs3nycg8dTciAoSz9Y53uWVb8uYHYuFu8O2QUIf2H3PbazM2f+SVT5r4f4eXhQdsSOIQFTO+r2Bu88Nad76s5d60rrhWbdxEbn0CPz6fTdfRksrKzibmZwItDxuPpVo5WDwcTff0GE39clq9du0cbYMjMpNuYr+n9n+dwcym5jcoAh0+eJcjfL6+PRl+7TujcsHw1Xf/VgaXrttB50Bi8yrvTtgQ2xnV94Z8sW7uJ194fwTOtm1O7RnVjljk/5Ktr99ijZGRm0nXQKHqHdNJ9o3vX1zqxbPVvvNq9Jx3aP46zszOh30wvtKZ2LX3PzSSEEELYK2WrEz0ppTaZRmLYC61X0S5GUiJmaYnkRC63dQwAHFq/TM7O1XcvLCUOLTuiXTlh6xh5VLVguHHJ1jGMKhqPvtJiztk4iJGqUhPt4lFbx8ijAhqgxdrPZQVVpQC76cuqWjDaZfvIAqD8gtGu6HP1IT2oag+hXT9v6xgAqMqBAOTs1/eqP0Xl0PgZtFMFN57biqrzGNr54p/0VC8qsBEkxto6hpFHyZ0IWggh7hO2GTJQShKefLTUVu49Nx4o9dfSRhc5ATvbcCGEEEIIIYQQQgg7VdbWAYQQQgghhBBCCFE8troKSGmx2cgLIYQQQgghhBBCCGvIyAshhBBCCCGEEOJ+Z6OrgJQWGXkhhBBCCCGEEEIIu2azq43YIXkhhBBCCCGEEOLB9UAPTUjs0LTU1mk91kWV+msph43cxt4ulZq9bYmtYwBQpu0r9ne5y5izto6RR1WpBXGXbR3DyMfP+P+bV2ybI1eFavZ3+c3o47aOkUdVr2tfl7W1t8vI2tn73F76jqpeF4Cco1ttnMTIoUE7u7ucNgkxto7xN88qtk4ghBBCPBDksBEhhBBCCCGEEELYNRl5IYQQQgghhBBC3OeUnLBTCCGEEEIIIYQQwnZk44UQQgghhBBCCHG/U6r0/qyKo4YopXYqpf5QSnkopX5VSh1USv2olJUPchvZeCGEEEIIIYQQQgjdKKVqAQ00TWsJ/AG8DkRrmtYI8AY63OtjyjkvhBBCCCGEEEKI+5ydnfPiacBbKbUFiAGygNzLaUYATwJr7+UBZeSFEEIIIYQQQgghrKaU6qmU2nvbX887SioBsZqmPQ5UByoDCaZ/SwQq3Os8dR15oZQqD/wI+AKngHc0Tcu0UPsogKZpB+7ymP8DgoHrwH8wZl4C+AOHgDc1TdOUUo7AMk3TOprauZirK+pzcyhbll7LFjHjhc6UdXam55IfqeDvR/Shoyx4s6fZaeZYW2etj+cu4dy1G/iUd2NK3xDKlinDgj+3seXwSeZ99I7ZNqmGDAbPWUx8ciqNa9fgo1f/WawMt8vMyqL/pxOZNXZ43rT5S1axZfc+5k8cYz5PWjofff41txISafJwPQb3eFO/LCPHMuuLTzEYMhgwajzXrscSHFST0BEfYe4wq4SkJPqNGEtWVjbtWjSlz1shumTJlZqWxqDR47mVkECThg8zpO97BWqysrIZOHos12/EUTPAn89HDNE1w+127TvAN7PnAnDlWgwf9HyHl//1z3uu0UNmVhb9R33OrAmfkJWdzaCxk7ged5Oa/n5MGPK+2TbW1hUpy+gvmDV+pHEe4778ex6DB1hs9/1Py1i3bQce7u58O3Y4To6O+uXJ15fH3daXB5vty1lZ2Qz67HOu37hJzYDqTBg2UJcsuRISk+g3fAxZ2Vm0a/EYfbp3s1g7/6clbNmxm/lTJuqaAezvfW6PfWfAxBnMHD6AhOQU+od+S1ZWNm0bP0yf1zpabDds6lzOXY7Bx7M8U4f2oWyZMsXOMmxOOOeuxeJT3p2pA97io5mLuH4rkZpVKzH+3c5m22RlZ1tVVxzf/RDGuk1b8ChfnhlfTijw2h/66xj9hozEr6ovAONHDqVWjQDdcwghhBDFdu+nkSgyTdPmAHMKKUkETphun8V42MgM031P4Ma9zlPvkRf9gVOm41ocgdcKqX3U9GeRUqotUNb0eB7As0A37jhWRinlCkSR/7iZAnVFeUIAji4uDI/aQr0OTwLQoltn4qMvM+7RNpTz9qJeh6fMTjPH2jprRJ06T1Z2Dj+N6EVyuoHtR09z+cYtVkbuL7TdrzsP0KhWAIs+fo/Tl2M4c+V6kTPcLt1goFOfwURGHcybdjnmOivWbSy03eqILTSq9xDhUz7n9PmLnLkQrU+Wd/sTudf4WqxaF4FvpYqsnD+DhKRktu/ZZ7bdr+s2USewBuEzJrPv8F9EX7lW7Cy3W/3nBh59uD4/zZ7G6bPnOXP+QoGa9Vu2Ubd2ED/NnkZs3E2OnTyta4bbtWjyKOGzpxE+exrBtWtRL7hOkWqKK91goFOvD4mMOgDA+m07qRtUk/BpE4m9eYtjp8+abWdt3b1nGVgwy9RQYuMsz+PSlWucOn+RxdMn0a55E2Ji44qdJS/Pu/2I3Gvss6vWbTD15ZmF9uX12yKpG1SL8BlfGfvRqTO65Mn167oI6tSsQfjMKew7dJToK1fN1l2+FsOKP9bpOu9c9vY+t7++k8Erg8cSefAvAH7duova/n6Eff4x+4+fJjom1my7qGOnyM7OYXHocJLT0th+4Gixs0SdPEd2Tg6LRw0gOT2dX3fsJ9i/GmGf9CM2PpFjFy6bbbdh3xGr6orq0uUrnD57jp/nzeLx1i2IuV7wNUlMTKLLf14k/LtvCf/uW9lwIYQQQlgnCmhmul0b+Bjj+jzAU0DhK4lm6L3xojmw2XR7G9BMKeWilPpJKbVDKbVKKeWqlAoFhgPDlVKbCnm8GGDKHVmfAnJ/CUcAT2qalqZpWkPg9rXeAnVFfVKZ6emMa9SaW9FXAAh+6gmOmVbIT0RsJvjJdmanmWNtnTV8PNx545lWAOTkGAeVfB7+Gx90erawZpQv50qqwUB2Tg6GzCwcyxZ/jxqAi7Mzq+Z8jW8ln7xpE2bMY+A7lvfIAni4u5Galk52djbpGRk4OhZ/QJCLszOrFszEt1JFAHbuO0jrZo0BaNmkEbv2HzLbTtM0UtLS0DQNTdM4dlrfFb7y5d1JTU0zPleDAceyBZ9ru5bNebvLq2RlZZOUlIy7WzldM5iTlp7Ohegr1K0dVKyaonJxdmbV99Py+k675k3o/upLZGVnk5icgns586+BtXX3nmVq/iyvvHjXeezYf4jE5GS6ffAxUYf/onrVKsXOkpdnwaw7+nITILcvHzTbrl3zZnTv/B+ysrJJTNa/H2lopKSa3itoFjeOTJgyg4G9zI8CKy57e5/bX99xYuXXn+Lr422coEFKWrppmcGxc5fMtvPx9OCNfz8NQE7RByzmf0wPd97oYPy+y8nR8CjnSvd/Pm58bVLTcXd1Mduu7SN1raorqh17okhISqJrz37s3X+I6tWqFqhJTEpi7cbNvNK9J/2HjqQYgziFEEKIkuWgSu/vLjRN2wHEKaX2YByBMQXwU0odAm4CG+756d1rg7soD6SYbqdiHC3REzioaVorYBXQUNO0ocAEYIKmae0tPZimaac0TdutlHoZyMF4Qg8frDtW5q51tx+nM2dOYSNe8nPzqUBaQiIA6YlJlKvgbXaatW2LKrBKRRrW8mf9vqM4OCjik1MJ9veldrXKhbZ7pnF9th05xT+GTaZW1UoEVPYptL6oVkdsIbhWIEE1/AvP06YFW/fup8NbfQjyr05ANV/ds8QnJFLe3Q0Ad7dyJCQmma174dmnSExKZsDIcTg5OpJuyNA1R4cn2rJ11246vNqNoMAaBFT3K1DjVs4VVxcXuvTqj08Fb/z9qumawZztu/fSyrTSV5wavbi5uuLq4kxI/6FU9PbC30KfsLZOlywDCp/HzfgEKnh6svCbz7kWG0fU4b90zwK5fdm4ElxYX87tRyF9B1LR2xt/MytlxfHCs8+QmJzMgBGfWnyvrF4bQXDtWgQF1tB13pbYy/s8l731nY5PtCQpJZUBE2fgVLYshgyzR3USWK0KDevUYt3OfTgoRZtHGxR73oG+lWgYFMC6vYdxcFA83qgurs5OdB03nYqe7vhb+B5yc3G2qq6obt6Kp4KXF4vmTCfmeixRBwpu8AqoXp3333uXJQvmEHsjjt37DuiaQQghhHhQaZrWW9O0xzRNe1PTNIOmaf/WNK2hpmlvFOWUDnpvvEgE3E233TBuPKgL7DZNmwfsvZcHVEq9AAwAOmqaloXx2BhP0z8XdqzMXes0TZujaVozTdOa9exp/bknUm7E4erpAYCrpwcpN+LMTrO2bXFEHDjGwvU7mNH/DbYdOcmuY2cZNHsxf124zKINO8y2+e73zbzevjnrJw4mISWN/acLHrqgh007o9i5/xCDxk/m6KkzLFzxu9m6OeHL6PLvfxCxcDbxScnsO3pc9yzenh4kJRu3qyUlp+Dt5WGxdvywD5g2/hOcnBzx8fbSNcfsH8Lo8vILRCwLJyExkX2HjxSouZWQQEZGBj/NnkZiUhI7owo/DEgPG7ft4Mk2rYpdo5dbCYlkZGQSPi2UhKRkdlrYg25tnS5ZpoaSkGx5Hu5u5ajpb9wY5V+tCjHFfG9b4u3pSVJyKgBJyal4e3marTPmziB8xlfG12af+REaxTF+2CCmTRiDk6P598qmyJ3s3LufQaPHc/TEKRYuXaF7htvZy/s8l731HYBxfbszbWhfnBzLUsGzvMW6iN0HWPj7BmYOH6DL+S4AIvYdZeG6bcz84B2S0tLJyMwi7JP+JKSkseuY+cPjbiWnWFVXVO5u5ahpOgykul9VYmIL/qTwq+pL6+ZNTberEnfzlq4ZhBBCCL0opUrtzxb03nixE2hvut0O40aL40AL07QRwNum22kYN3CgLDx7pZQvMBj4t6ZpubvQNmDdsTLW1t2z4xs2Ue9Z47kqgp96ghMbt5qdZm3boopNSGLemq3MeP9N3FydmdSzMws/7snk9zpTv4YfXZ82v6KZkm7IOyGZU9kypKaXzF7HycM/JOybCUweMYgGdYLo9tLz5vOkpeHs5GTM4+hIalq67llaNX007/j3XfsO0qJxI7N1ew8eYfSX08nIyOD4qbM0ql9X1xwpqak45T5XJydSU9MK1MwP/4U/IjZTpkwZXFxcMBgMuma4k6Zp7N53gJZNmxSrRk/zf1nBms3bKFOmDK4uzhgs7Bm3tq54WVayZvN24zycnTFkmJ9HgzpBHDGdn+Ti5aslMgoEcvtyFGA8mWqLxg3N5168lDWbtt722ujbj/YePMToL6cY3yunz9CoQb0CNZPHDCds5jdM/nQEDYLr0K3TS7pmuJO9vM9z2Vvf2Xv0JGNm/0hGZibHzl+i0UO1zNbF3kpg3so/mTl8AG46HaYRG5/IvD82MXPgO7i5urDgj82s2X2QMg4OuDo5km5hFIi1dUXVoG4wR44ZzyV2Mfoy/n4FRygtCPuZ39ZuICcnh5Nnz/JQkPnXTQghhBAlS++NF9OBmkqpXRgPG1kCfAc8qpTaBjQGFppq1wGdlFI7gLYWHu8toCrwp1Jqm1LqHWAR1h0rY23dPdu96Ge8/Kox8mAkKTdvcXzDJrPTfAJr0GnSuLu2LaqV2/cTm5BEz68W0O3zOSzdWnBQS3TsTSYu/iPftJCnWrJ40y66jJ9FemYWLevrfw4DS6KvxhA6e0H+PC88R/jqNXQeMAxDhoFWjR/Rfb4dOzxJzI04XujeG0+P8rRq+ijRV64R+u13+eratWxGRkYGXfsNpvdbXXAr56prjq6dXiJ8+So69+hHusFAgF81QqfNvKPmRZb++gede/TDy8ODti0e0zXDnQ7/dZygmoE4Oztx6cpVQqfOLLSmNHR98V8s/WM9nfsNxsujPG0fa0z01WuEzpx31zr9szzP0jXr6dxviHEezRob+/Gs+fnqGjeoi5dHeV7pM4ia/n40rPuQ7lng9r7cy9SXG5vty11f7sjS39bSufcHxtymPcd6adeyufG90ncgvd/qxq34eEKnz9Z1HvfKXt7nueyt77Rr8jCGjEy6jQil9yv/xs3VheiYWCYu+Dlf3YqNkcTeiqfHZ1/TdfgXLN2wrdjzXrF9L7HxifSY9B1dx03H1dmJZVt38/pn0/Byd6PtI8FEx8YxMXx1vnYhT7cpUKenxg0fxsvTg05v9aRmQADeXl6ETvk2X03X115m2a9/8OrbvejQ/nFq1wrUNYMQQgihGzs650VJUHLiqTxaL2V5iHFpm6Ulkr1tia1jAFCm7StoF4t/tnm9qIAGaDHFv6qEXlSVWhCn7xnwi8zHdA6Nm1dsmyNXhWpol0/cva6UKL9gtGj9D0sqKlW9LlrMOVvHAEBVqYkWe9HWMfKoSgF29z63l76jqhtHiuQcLfrIPT05NGhHzs7Vdy8sJQ4tO0JCjK1j/M1TnxOwCiGE0IVt1rpLScpLrUtt5d5tRWSpv5bFv6yDEEIIIYQQQgghbMtG56IoLXofNiKEEEIIIYQQQgihK9l4IYQQQgghhBBCCLsmh40IIYQQQgghhBD3OfWAD014wJ+eEEIIIYQQQggh7ndytZG/yQshhBBCCCGEEA+uB/qMlqmvtC21ddpyS7bJ1UZsyd4ulaqd3G3rGACoh5pDXLStY/zNp7rdXdKRW9dsHcPI29f4/xuXbJsjV0V/tOhjtk6RR1WvZzeXJgX7ujypqhRgN1nAlOf6eVvHyKMqB9rNJaNVQAMAsjeG2TiJUZknQ+TSpEIIIYQocbLxQgghhBBCCCGEuM8phwd6YImc80IIIYQQQgghhBD2TUZeCCGEEEIIIYQQ9zslIy+EEEIIIYQQQgghbEZGXgghhBBCCCGEEPc7OeeFEEIIIYQQQgghhO3IyAsrOZQtS69li5jxQmfKOjvTc8mPVPD3I/rQURa82dPsNHOsrbNWZlYW/SdMYdaoQew6fIwpPy4B4ErsDd7v9govP92uQBtr64oqNS2NQaMncCshgSYNGzCk73sFag79dZx+H4/Gr6rx0p7jP/6IWjX8dcuQKyExiX7Dx5CVnUW7Fo/Rp3s3s3VDx03k/MVLVPD2Ytr4MZQtW0b3LAC7ovbzzey5AFy5do0P3nuXl//1z4J5PpvAuQvGPNO/GEvZsiXzVk1NS2PQmAncSkikySMNGNK3YH+0pkYPmVlZ9B/9BbPGjyQrO5tB4yZzPe4mNf39mDC4v4X86Xw04StjtgZ1Gfxed/2yjBzLrC8+xWDIYMCocVy7HktwUE1CRwxGmTme8PCxE/QbORY/38oAjBv6IbUC9OvT9taX7SVPZlYW/Ud8xqzQz4zL6pOxpmVVi9CR5pcVwNDxkzh/MdqYa9wo3XJlZmXR/9OJzBo7PG/a/CWr2LJ7H/MnjjHbJjUtnY8+/9rYjx+ux+Aeb+qS5eMFKzgXcwOf8m5Mea8z/1u/g3UHjuFRzpXpvV/HycJzvrNd2TL67+f47ocw1m3agkf58sz4cgJOjo4FaoaOGc85U9+ZHjquxD4HhRBCiAeFpd89DwqrfpEopdorpWYrpebl/lmoW6CUmmC6PUYpNaa4AZVS/1NK7VRKrVJKlVVKuSilflVKHVRK/ahMS0gp5aiUWn1bO7N1ReHo4sLwqC3U6/AkAC26dSY++jLjHm1DOW8v6nV4yuw0c6yts0a6IYNOH44i8sBR42M/Uo+wiZ8QNvETggP9qV+rhvkMVtYV1eo/N/Dow/X4afZUTp+9wJnzFwrUJCYl0+XlFwifNYXwWVNKZMMFwK/rIqhTswbhM6ew79BRoq9cLVATdfAI2dnZLJ4zjeSUVLbv2VsiWQBaNG1M+JzphM+ZTnDtIOo9VKdAzd4Dh8jKyubnuTNJSUll++6Sy7N67QYebVCPn2ZN4fS582aXlTU1xZVuMNCp1yAiow4CsH7bLuoGBRI+9Qti425x7PRZ8/k3bKZRvYcIn/oFpy9c4syFS/pkebcfkXv3AbBq3QZ8K1Vk5fyZJCQls33PPrPtEpKS6fLivwj79ivCvv1K1w0XYH992R7ypBsMdPrvbctq7QZ8K1dk5YJZJCQlWVxWUYdMuWZPMeWK0i9Pn8F5/Rjgcsx1VqzbWGi71RFbjP14yuecPn+RMxeii50l6vRFsrJz+GnouySnGfhlaxSnr8by09B3adegNjG3Eq1qt/2vM8XOcqdLl69w+uw5fp43i8dbtyDmemyBmr0HDpGVnc3P82YZPwd37dE9hxBCCCHuL9buTpkJLAQ+ve3Pkh5KKZfiBgNQSrUFymqa1hLwAJ4FugHRmqY1AryBDkopVyAK6HBb8wJ1Rc2RmZ7OuEatuRV9BYDgp57gmOnH6ImIzQQ/2c7sNHOsrbOGi7MTq6ZNwLeid77paekGLlyNIbhmQKHtra27V+XLu5OamkZ2BsHSfgAAknZJREFUdjbpBgOOZQvuUUtMSmLtpi288t8+9B8+Bk3TdM2QS0MjJTUNTdPQ0Dh2quAPcZ8KXrz56svG+hLKcae09HQuRF+mbp2gAv9WsUIF3ur8CgA5Wk6J5ijv7k5qWrppWWWYXVbW1BSXi7Mzq76fgm8lHwDaNW9M91deJCs7m8TkFNzLlTPbzsPdLX82x+LvmXVxdmbVgln4VqoIwM59B2ndrAkALZs0Ytf+g2bbJSYls3bzNl7tOYD+I8fq3pfsrS/bQx4XZ2dW/e/2ZXXgtmX1KLv2mV9WPt7evPnKS6Zc+r3HXJydWTXn67x+DDBhxjwGvmN+VEqufP04Q59+7FPejTeeagFAjqYZ30upabzx5XyiTl+kekUvq9qVhB17okhISqJrz37s3X+I6tWqFqipWMGbt143fQ7mlOznoBBCCPHAcFCl92eLp2dl3SVgv6ZpF3L/Cqk9AnTNvaOUclZKhSultiulwpRSTkqpQUqprqZ/76+UesPCY8UAU+7I+hSwznQ7AnhS07Q0TdMaArfvripQd+eDK6V6KqX2KqX2zpkzp5CnlJ+bTwXSEox7rdITkyhXwdvsNGvb6i3ywBFaNWygW9296vBEW7bu2kOHV98gKDCAgOrVCtQEVPfj/R5vs2TuDGJvxLHbwgphcb3w7DMkJiczYMSnODk6km7IKFAT6F+dhvXrsm7zNpRStHmsWYlkud323XtpZVrJKpAnoDoNG9Rj3aYtOCgH2jQvuTx5y+q1Ny0uK2tq9Obm6oqrizMhA4ZR0dsT/2q+ZuueaduSrXv20eGNXgQFVCfAzEpQccUnJFLe3bjxxN2tHAmJSWbrAqpXY8C7b/LLnKnExt1k94FDuuawt75sb3kA4hOSKO/uBpiWVZL5ZRXo72fMtWU7SjnQ5rGmJZJndcQWgmsFEnSXkWXPtGnB1r376fBWH4L8qxNgob/fi8AqPjSs6cf6/cdwUIqkdAPe7uX48aO3ibmVSNTpi1a1a1O/4AbW4rp5K54KXl4smjOdmOuxRJl5rwQG+NOwQX3WbdyCg4MDbVo8pnsOIYQQQtxfCt14oZQarZQaBVwA9iulJiqlRpmmWfItcPtJDnoAf2ma1gY4BbwNLAFyD/R/Glhl7oE0TTuladpupdTLQA6wFvABEkwliUAFCznuWqdp2hxN05ppmtasZ0/rj+NPuRGHq6cHAK6eHqTciDM7zdq2etu4ez/tmz+qW929mv1DGF1e7kjEsjASEpPYd/hogRq/qlVo/VgT021f4m7F654j1/hhg5g2YQxOjo74eHuZrYnYFsmPS1Ywc+LYEjtHwO02bo3kybatLf77hi3b+eHnpcz88vMSPc579g/hdHmpIxFLF1lcVtbU6O1WQiIZGZmET/2ChOQUdu4/bLZuTthSunR8joiw74hPSmbf0eO6Z/H29CQpORWApORUvL08zdb5+VahddPGxttVq3DzVoLZuuKwt75sb3m8vTxISk4BICklBW/TZ635XDuMuUI/LbFcm3ZGsXP/IQaNn8zRU2dYuOJ3s3VzwpfR5d//IGLhbF37ccTBEyzcuJsZfbvgWc6VmlWMI1SqV/Tmerz5DTt3tiuJ8124u5WjZg3jiL/qflWJib1htm7Dlm3Gz8HJX8j5LoQQQghrKFV6fzZwt18lm4DNGA8ZeRf4zXR/cyFtrgHHgfam+/WBHabbO4D6ppEbPkopNyBL0zSLv/KVUi8AA4COmqZlATeA3LUHT9N9c6ytu2fHN2yi3rPGc1UEP/UEJzZuNTvN2rZ60jSN3UeO0bJhfV3qiiIlNQ0nJycAnJwcSU1NK1CzIHwJv63fSE5ODifPnuOhWoG65wDYe/AQo7+cQkZGBsdPn6FRg3oFamLjbjI37BdmTRxr8fAEPWmaxu79B2hpWtEtmCeOuYvCmT35C9zdSjZPSmoqTs6mZeVofllZU6O3+b+sZM3m7ZQpUwZXZ2cMGQazdSlpaTg7OZqylSU1Tf9srZo+mndOhF37DtCicUOzdQt+XsZvGzaTk5PDqbPnqaPzuWTsrS/bWx6AVk0b553nYlfUQVo0aWS2LjbuJnPDf2FWaMnmmjz8Q8K+mcDkEYNoUCeIbi89b7bO2I9ve4+lpRd73rEJycxbF8mMvl1wc3GmQY2qHLlgPPTxYuxNqt9xuKGldiWhQd1gjhw7YcwSfRl/v4IjpmJvxDH3x5+Y/VXJfw4KIYQQ4v5Q6MYLTdM2a5q2GTiSe9t0v/JdHvdr4AnT7aNAS9Ptlqb7YNwAMhjjBhGzlFK+ppp/a5qWu5toA8ZzX4Dx0BBLZ0Kztu6e7V70M15+1Rh5MJKUm7c4vmGT2Wk+gTXoNGncXdvq6fCpswT5++X9EI6+dp3QuWF3rdNT104vEr58NZ179CPdkEGAXzVCp83KX/PKSyz77U9efbcfHZ5oS+2agbrnAGjXsjkZGRl07TuQ3m9141Z8PKHTZ+erWfHHWmLjbvLuwI8J6f0BS39dUyJZch3+6zhBgTVwdnbm0pWrhE6dke/fl//2J7FxN/nv+4Pp0rMfS1ZbfIsUW96y6tmfdIPBuKzueH3urGnVzPxGF11zvfg8S9dsoHO/oXh5lKdts8ZEX40hdNb8fHUhLz5H+Oo1dO43FENGBq0sbFgojo4dniTmRhwvdO+Fp0d5WjVtTPSVa4R++13+zC93ZNkfa3mt1/s883gbagfqu/HC3vqyveUB07KKvcELb925rPIfFrhizTpjrkHDCekzkKW//VmiuW4XfTWG0NkL8k0LecHUjwcMw5BhoFXjR4o9n5U7DxCbkETPqQvpNmkeZ67ewMvdldc+/46apkNDom/cYuKStYW2W7p9f7Gz3Klxw4fx8vSg01s9qRkQgLeXF6FTvs1Xs/y3NcTGxfHfAR/RpUdflqwquc9BIYQQQtwflDUnUVNKbdE07fHb7m/VNK3AmSaVUguA7zVN26aU2oRx5MbnwAIgAOPhJ901TctQStUCDgCBmqbdtDDfoRgPO7lmmjQPWAQsNT3eQeBNzfQklFKnNU2rbbrtbKnOAq2XsjzEuLTN0hLRTu62dQwA1EPNIa74Z7/XjU91tFjzx2vbgqoUALeu3b2wNHibjpW/Ufyrbuiioj9a9DFbp8ijqtdDizln6xh5VJWadtOXVaUAu8kCpjzXz9s6Rh5VORDtYskfMmUNFWA8V1H2xoIbpm2hzJMhkBBj6xh/86xi6wRCCCHs1wN9LVHDm0+XztUHAOcfNpT6a1noQaRKqScwHv4RcNt5LtwBsxsbNE3rftvt9rf9UxcztWcxXkHEIk3TQoFQM//0bwv1tW+7bbBUJ4QQQgghhBBCiPvH3c6AdR7j6IlO/H2eizRA/3GkQgghhBBCCCGEKBobXcK0tBS68cJ0Ys0LSql5pnNdCCGEEEIIIYQQQpQqa6899qdSahiQd3ZHTdM+K5lIQgghhBBCCCGEuBfKRpcwLS3WbrxYAnwB2M/Z3IQQQgghhBBCCPH/grUbL2KBcE3TskoyjBBCCCGEEEIIIYrgAT/nhbWXSv0SaAmEAckAmqb9ULLRSl2pXVZGCCGEEEIIIUSpe6DX7jP++2yprdM6zV1rX5dKvc1h05/GA7zAe6lCr9xaqmZpiXDziq1jGFWoBklxtk7xt/L/x959R0dV7W0c/+70EEgCoQRCgFCMoILYABEpir56rdcCUtR7r0YsYMEGYgcUFLuAqIhKVVSwK1V6Cx0BASkGJARI72W/f8zABTIJQzLJBO7zWWsWM3v275xnzsy4nJ199omoOscGoFYDbFLVOKPK1GnkuFNVjo8+O6Wr1QBSE72dwiGsHmSlejvFf1ULqzLfK3B8t4p+X+ztGAD4tOrouFNV3q9qYd5OICIiIgBn+JoXPm72mwwEAhcA/sCkCkskIiIiIiIiInIMdwcvPgHqAz8BUcCEigokIiIiIiIiIqfG+JhKu3mDu6eNNLHW9nHe/8UYs6iiAomIiIiIiIiIHMvdwYs9xphngKVAB3TJVBEREREREZGqQ2teAHA3kAL8EzgM3FVBeUREREREREREjlPqzAtjzPgTm4BLgIuBf1dUKBERERERERE5BV5ai6KynGzmRTWgPY7BCj9gLTAeeKGkAmPMC8aYP4wx8c5TTcrFGBNkjPnOGLPSGDPO2VbbGLPQGLPBGPPqMX1DjDFfHfPYZb+y8PHz44FvpwHgFxjIA999wZC1i7n7s3Eltrnibr9TsXz1Wu64rz933Nefzjfezjc//FysT1Z2Nvc/+Qw94x5i5HtjPbLf0nwycQp3PzDA5XPLV63mjv/0447/9KPzP27im+9/rNAsVen4pKal0/ehgdxx/8OMnjCx1L6fTJ3Ovx5+ssKyQNU6NkdUlc9OVTw2H342mdv/3Y97Hn6CvPx8l32eemEYt/+7H/0GPk1BQUGFZSkoKGDAE0/T8+57GPTCyyX2y88voN/Dj1VYDqha36v8ggLuH/Y2AFk5uTw4/B16DRrOa59+UWKNu/3Kqiq9VyIiIiJlVerghbW2p7W2FdAZx3oXvYDfgF9Ost2XgE7A7caYf5Qz463AemvtxUB3Y0wr4BHgB6ANcI0x5ixjTAywwtl2RLF+ZQngHxTE4PgFtOzeFYB2fXqQkrCXoed3pFrNcFp27+ayzRV3+52Kdhecz5QP3mXKB+8S27wpLWNbFOvz3S+zOf+cVkwd9x7bd+5ix67d5d5vSfb+/Tff/PBTyXkvuoApH49lysdjiW3ejJaxZXpb3FaVjs/3s+bSIqYxU8a8zer1m0jY97fLfnv3JzLjp1kVkuFYVenYQNX67FS1Y/PX3n1s/3MnX4wfy+WXtiPxQFKxPqvWrqegsJAvxo8lMzOLxctXVlie2fN+4+yzWjB1wkckJR1k89Y/ivXJycnhn73vZPGyFRWWA6rO9yonN49bH3+JJes2OXItWEqb2GZMfmUw2//ax46/9rnO72a/sqpK75WIiIhUHGNMpd28odTBC2PMVGPMZhwDFpcCU4CuwP+dbMPW2ixgGtDFGFPNGDPdGLPYGPO+c9u1jTE/GGOWG2M+McaUlGUz8Lnzvq/z327ALGttkTNbV2vtTmvtOSfUFut3styu5OfkMLTNpSQnOP6HMrZbZzbPmgfA1rm/Edu1k8s2V9ztVxbZOTnsTtjH2c2bFXuuRvXqZGVnU1hYSE5uHv5+7q7VeuqGvf4WAx/sd9J+2Tk57P5rL2e3aF5hWYrtz8vHx2LJzMrGWovFsnnbDpf9hr89msf6Vd6ZWVXh2EDV/OxUlWOzdGU8qenp9I57iFVr1tOwQf1ifWrXqsldPW8FoKioqMKyAHTq2IF/9elNQUEB6enpVA8JKdYnKCiI776YTGS9uhWapap8r4ICA5j51ktERtQCoEZINbKycygsLCK3lM+Hu/3Kqiq9VyIiIiJldbLTRrKBZcAqoADHDIa7gefd3P5BoCYQB2y01nYE6htjWgODgYnW2nbAH0BjVxuw1sZba7cYYx4BFllrfwcigFRnlzSgVgn7L7WfMSbOGLPKGLNq3Dj3T+EIiahFdmoaADlp6VSrVdNlm7u1nrJ4xSo6XNTW5XPdu3Ri4bIVdL+1N80aN6JRwyiP7fdY3/38K2ef1YJmTWNO2nfxshV0uOTCCsnhcn9V4PjccNWVpGVkMOCZFwnw9ycnN69Yn+9+nUts86Y0a+LyK1EhqsKxqaqfnapwbAAOJ6dQKzycSePeI/FAEvFr1xfr06RRNK3PacWseQvw8fGhY7uLKyxPSLVqBAcHcce/7iUiohbRFfjaT6aqfq+ubHcBC9ds5Kr7n6Jpw/o0qu96YMDdfmVVld4rERERkbI62Wkj/3J1w7HuhTtqAclALHCzMWY+0BSIAs7GcZoHwEigxPnWxpj7cZyGcuQqJweBMOf9MOdjV0rtZ60dZ629yFp7UVxcnJsvCTIPHiI4LBSA4LBQMg8ectnmbq2nzFu0lK4dO7h87oNPJ3HHP29k7jdTSU1PZ/X6jR7b77HmL1zM0hWreGzwc2zavJWJ06aXnHfhYrpe1rFCcrjcXxU4PgDDnh7Iu8NfIMDfn4ia4cWen79kGctWrWHg88PYtHUbE7+aUWFZjqgKx6aqfnaqwrEBqB5SjZjGjQBoGFWfxCTX/9mbs2ARn33xFWNGvYpfBc4ESU5JIS8vj6kTPiItLZ1lK1dV2L7cURW/V+O++pGe/9eVOeNeIzUjkzVbtperX1lVtfdKREREKoiPqbybN16eO52MMXNPaBrhRk0wcDswC9gKvGWt7YJj1sZfwBagnbP7OByneLjaThvgH8Dt1tojK9TNAa5ynmrSGZhXQgx3+52SLXPm0/IqR9zYbp3ZOm+hyzZ3az3BWsuK1Wtpf+EFLp/PzMomICAAgAB/f7Kysz2y3xONGvYiUz4eyxvDX+KclrH06XFryXnjV9P+4sr563lVOT6r1q3n+dffJi8vjy3bd9DmnJbF+ox6YTCTx7zFqBef4ZzYFvS55aYKyXJEVTk2VfGzU1WODcA5Z8eycfNWAPYk7CU6qvhpI0kHD/Hx51P54I1XqR5SrcKyAHzy+WR+mjUHX19fgoKCyM3JrdD9laYqfq8AsrJzCPT3B5yfj5yccvUrq6r0XomIiIiU1cnWvGhjjLkLiDLG3Om8PQCc7P+sngMWAp9Za38FPgSuNcYswXEKyR7gFaCvMWYxUIRjoMGVfkAT4DdjzCJjzDXAO8C1wHrgB2ttSX+mcrffKVkx6QvCoxowZN0SMg8ns2XOfJdtEU0ac8trQ09a6wkbft9Cs5gmBAYG8Ne+vxnxzpjjnu99601M+XomPe59kJzcXDpc5PrHmKf9tXcfI956t3jeTZtpFhNDYGBgpeSoKsenU/tLyMvLo/eDj3H/XX1ITklhxHsfVMi+3FVVjs2JqsJnpyodm7atzyU8LJRb7oojplEjaoaHM+Lt94/r880PP5N06BD/GfA4d9z7INO//aHC8vTucStfzfyWHnf+m/DwMGKaNGbEG29X2P5KUxW/VwC9ru3G1F/m0fOpYeTk5dH+vFYkJCYxcsK0k/bzpKr0XomIiEgFMqbybt54edbakp90zHo4H8f6FMMAg2MdjFnW2uTKCFiJbD8T6u0MR421aXDYsyvOl1mtBpDuudNbyq1GRNU5NgC1GmCT9ng7BQCmjuO0gipzfPTZKV2tBpCa6O0UDmH1ICv15P0qS7WwKvO9Asd3q+j3xd6OAYBPK+cpU1Xl/aoWdvI+IiIiVYN3fnVXkoL+15f8497D/N79rtKPZaknRFtr1wHrjDEtrbWfVVImERERERERETkVXpoRUVncWvPCWvt0RQcREREREREREXHF3QU711R0EBEREREREREpozN8zQu3Bi+A8caYhys0iYiIiIiIiIiIC6WueXGMfwL1jTF34Fiw01prXV7aVEREREREREQqmY+7cxNOT6VebeR/jA6EiIiIiIjImeuMXtGy4NGbK+9qI29+U7WuNnKEMSYMeBJoBWwCXrPWVpFrtImIiIiIiIj8jzvDrzbi7mkjnwNfA58BHZyPb6ioUN7Sz4R6O8JRY20a9o8V3o4BgDnrEopW/ujtGEf5XHxt1cuz5BtvxwDA59KbAbA713o3iJOJOR+7Z5O3YxxlGp2D3b/D2zGOMpHNsPu2ejsGAKZBLEVrZns7xlE+ba+kcME0b8c4yvfyHlXqvRIRERH5X+Pu4EVta+0E5/2txpi4CsojIiIiIiIiIqdKMy8AWGWM+RBYimPmxaqKiyQiIiIiIiIi8l9uDV5YawcYY/4BtAS+ttb+VLGxRERERERERMRtZ/jMC7eupWKMaQm0BkKAi40xz1VoKhERERERERERJ3dPG5kOvArsqcAsIiIiIiIiIiLFuDt4kQRMsdYWVGQYERERERERESkDH7dOrDhtlTp4YYy503l3FTDfGDMZyACw1n52ktoXgO3W2onlCWiM+RSIBQ4A/3Rmng5EA+uBO6211hjjj2M9juuPqS3WVlY+fn70+3oSo2/ogV9gIHHTP6dWdBQJ6zcx4c44l22uuNvPXfkFBfQf/jZjnxvI8g2befvz6QDsSzrIw31u5eYrOhWrcbffqXp67CR2/p1ERGh13nnkXwz5cOpxj/18fV3WffT9HGat3EBYSDDvPfYfAvzcHVM7zfJ8+AU79zv3/1Af/Hx9mfDLQn5bv5VPnrjnlOo8Ib+ggP4vj2Lsi08B8NGXM5m1eAWh1avz/vNPEODv+nWfWOcp+QUF9H9xJGNfHny07ZPp37JgxWo+GfmCy5oNW7fx0AsjiKpXF4ChAx+kaXSUZ7IMGcrYV19w+diVgoJCBr40ggOHDhET3ZDhTz9a7hzH5XnuFcYOfxaAp155k11/7aVWzXDefWmQy89EanoGDz07nIKCAjpdcgEP3NnTI1meHv0ZO/clEhFWg3ceuxdrYcAb4xjz5P0l1uTm5fPwmx+x/1AyZzVqwIgH78J46JzMQeO/Zuf+g0SEhtDvH10YMHoKUbXDAXj5rpuIiaxdrCYrN48nPpxOSkYmbZs34vFbr/ZIFqha75WIiIjImeRkQzPGedsAfIhj4OJIW4UzxlwG+Flr2wOhwFVAHyDBWtsGqAl0N8YEA/FA92Nqi7WVlX9QEIPjF9Cye1cA2vXpQUrCXoae35FqNcNp2b2byzZX3O3njpzcPG559DmWrN3k2PZ5LZk88lkmj3yW2CbRtGra2HUGN/udivitf1JYVMS0Fx8hIzuHD76dfdzjxRu2uqz768BBtifsZ9qLj9CpTUsSD6eUO0uVzPPHLsf+n33Qsf+N29h7MJkZi+NPuc4TcnLzuOWhQSxZvQGAv/5OZNvuBKa9NYxOF51P4sFDbtV5Sk5uLrc88ARL4tcdbdubeIAZs+aVWpeanskd1/0fk98azuS3hntk4CInN5db7h3Akvg1Lh+XZPaipZzdPIYp748i6dBhNm/bUe4sR/d/36MsWbUWgPgNv1NYWMS00a+TkZnF4pWuc30/+zdaNGnElPdGsnrjZhL+3l/uLPFbtlNYWMi0oU+QkZXDonWbuXXwqyzZsKXUum8XrSAyIpwZIweTlpnNkvWl93c7z7bdFBQWMXVwHBnZuSSlptOjy8VMfOoeJj51j8uBC4Dvl6+nTdOGTHr6XrbvO8COv5M8kqcqvVciIiLyP8iYyrt5QamDF9baT621nwKTgUDgAsAfmOTuDowxIcaYn4wxS40xnzjbXjDGDDXGLDbGrDPGRJZQngi8fULWbsAs5/25QFdrbba1tjWQcEz2Ym1llZ+Tw9A2l5KcsA+A2G6d2ez8UbV17m/Edu3kss0Vd/u5IygwgG/fHU5k7ZrHtWfn5LL770RiYxqVWu9uP3dEhNWg79WXA1BkLTWCg457XJKlm7aRlplNn5ffJX7rnzSsE1HuLFUyT2h1+nbveNz+X5n8HY/e8n+nXOcJQYEBfDv2NSJr1wJg6dqNpKVn0ufx54nfuJmGkXXdqvNcnkC+Hfcmkccc7+Gjx/PYv/uUWpeWkcGvi5Zy20NP0v/FkVgPHKOgwEC+/WQ0kXVqu3xckk6XXMjdt99MQUEhaRmZVA+pVu4sR/f/8btHj01EzXDuvMUxmczaohLrLJbMrGystVgLm7fvLHeWiLBQ+l7jGMQtskUYAzNHPkNkrfBS65Zv/INLzzsbgPbnnsXy3/8odxZwfj+ubO/MY0nLymbW6t/pMewDHh4ztcTPQ43gILJy8ygsKiI3rwB/D81mqkrvlYiIiMiZxt2TYj4B6gM/AVHAhFPYRxQwBugKNDXG1HO2xwKXAV/jGJAoxlq7zVq7whhzM1AE/ApEAKnOLmlAmX9FGWPijDGrjDGrxo0b53ZdSEQtslPTAMhJS6darZou29yt9bQlazfSofU5HuvnjiaRdWjdrDGzVq7Hxxh6db/suMcdz4t1WZeclkHN0OpMfLY/+w+nEL/1zzM0T21aN41mVvxGfIwhOSOT2Oj6NI9yPUhQUl3Hc1t4JM+JDqemUSsslImvv8j+g4eJ3+SZv4yX1XdzFxDbtAnNGkeX2q9Rg/oMuPsOvnxvJEmHk1mxflMlJSwupFowwUFB9HpoILVrhRPdoH6F7KdJwwa0bnkWsxYuxRgfOl7c1mW/G7p3IS0zkwHPv0JAgD85uXnl33f9urRu3oRZK9biY3zo2LqlW3UpGZlUrxYMQEhwEKkZmeXOAtCkXgStYxoye/Xv+BhDTGRtBtzYjWnP3EdSajor/9jlsu7Kti1ZtHEbVw9+i6b169CormcH447m8+J7JSIiIv+D/pdnXhyjibX2RWvtL9baF4EmrjoZY3oaY7oceQgUAjlAX+BzIBwIdj7/qXX8WWw3EFDSjo0xNwADgOudC4YeBMKcT4c5H5eJtXactfYia+1FcXHurz2RefAQwWGhAASHhZJ58JDLNndrPW3eijV0ueR8j/Vz19z4jUz8dSFjBt6Dn69vsceuVA8OIqZ+HQCi60aQmJzqst8ZkWfN70ycvYQxD9/Nog1/sGzzdh4bM4XfdyUwafYSt+o8td7FiapXCyYm2vFjO7p+XRIPHq6Q/bhr/rJ4lq1Zz8Bho9i0bQcTZ/zosl9UZF0ubdvGcb9eXQ6neO79OlXJqWnk5eUz5f1RpKZnsGz1upMXldHcxcv5/OvvGTN8SKmfiWFP9OfdlwYT4O9HRM2wEvud0r5XrWfiz/MZ82Q/tz+PNWuEkJGVDUBGVjY1a1T3SBaAuWu3MHHuMkb3703juhF0aNkMgKiIcA6luR4k+fCnBfTscgmzX32M1Mxs1myvuAtpefO9EhERETmTuDt4sccY84wxppsx5hlKvmRqNRyzKQCaOvvdC8wAegHH/p9kxsl26jyd5AngOmtturN5Do61L8AxY6P0k+IrwJY582l5lWOySGy3zmydt9Blm7u1nmStZcXGzbRv3coj/dyVlJLG+B/mMmbgPYQEBxV7XJJWMdFs+vMvAPYkHiS6rmdO06hyeVLTGf/TAsY8cjchwYG83u8OJg2+nzfuv4NWTRrS+8pL3aqrKOc0b8rGPxyzTPbsSyS6fr2TVFSsUYMfZfJbwxn1zEDOadGMPjdd67LfhOnf8sP8RRQVFbFt1x5aNCn/KVBl9cm0r/l5/kJ8fX0JDgwkN69i/nqedDiZj6d9w9jhz1K9Wsmnpqxat4nn3xhNXl4+W7bvpE0r17ONTmnfKamM/242Y568v9Tv0YnanxvL4vWbAVi26Q8uOeescmcB5/fjl0WM7t+HkKBAJsxawo8rNzg+D3sP0KKEmU2ZOXlHF6QN8PMlq4JmOnjzvRIREZH/Qf/LMy+c61U8CkwFUoDvcZyqcV8JJdOAjsaYxUCRtXYxjvUpnsEx6GCBBqeQ7y4cp6v8YoxZZIz5N471NqKMMeuBw87tVqoVk74gPKoBQ9YtIfNwMlvmzHfZFtGkMbe8NvSktZ60YdufNIuOIjDAMZklYf8BRnw8+aT9ymvGwpUkpaRz78gP6P3SO8Uef/XbchIOHGLk5JnH1bVt0YSwGiHc9uwbjinpzcq/eGiVzLMonqTUdO4d9TG9h4/hqwUri/VJSDrMyKk/nHKdJ7RtdRbhoTW4tf8gYhrWp3Vsc8dn58PPK2R/ZZHwdyIjPphwXFvvG6/h61/mcnv/p7iyYzuan+Q0E89l2c+I0R8dn+Xm6/jqx1/pcf9jhIeFctnFF1TIvmf8MpekQ4e558nn6dX/Kb76cZYjz5jxx/Xr1O5C8vLy6f3w09zftwchwcElbPEU9v3bcpJSUrn3lffo/fwovppXfMZQwoGDjPz86+Parr/sYhIPp3Ljk8MIC6lGh3M98+N85pK1JKVmEPfWZ/QZ8RFBAf58s3gNPYeP44q2LWneoC4JScmM/PLn4+p6db2EafNXcMcr48jJL6B9y6YeyXMib75XIiIiImcaU9oCd8aYGcAvwE/W2l3GmEuALkBHa+2NlZKw8th+JtTbGY4aa9Owf6zwdgwAzFmXULTS9bR9b/C5+Nqql2fJN96OAYDPpTcDYHeu9W4QJxNzPnaP99ahOJFpdA52v2euAuIJJrIZdp/rK99UNtMglqI1s70d4yiftldSuGCat2Mc5Xt5jyr1XomIiEiZeGfKQCUpeKa351b4Pwm/YZMq/Vj6neT5SGvtmCMPrLUrgBXGmOUVG0tERERERERExOFkgxe/GmPmAj/iOEWjOnA1sKyig4mIiIiIiIiIm7y0FkVlKXXwwlr7nDGmA44Bi2Y41rv4wFr7bWWEExERERERERE52cwLrLVLgaWVkEVEREREREREyuIMn3nh7qVSRURERERERES8otSrjfyP0YEQERERERE5c53RUxMKnruz8q428tJnVe5qI/9TqtylUndv8HYMAEzj87A7Vns7xlGm2QXYbSu9HeMo0+JiChdN93YMAHwvuxWgyrxfptkFVeZzDM7PclW7dGsVOT6m8XlV7ntFaqK3Y/xXWD1vJxARERH5n6bTRkRERERERESkStPMCxEREREREZHTnPE5s+cmnNmvTkREREREREROe5p5ISIiIiIiInK606VSRURERERERES8RzMvRERERERERE53mnkhAD5+fjzw7TQA/AIDeeC7LxiydjF3fzauxDZX3O3nrvyCAvo9+woAG7Zup3OvOHo9OoRejw7hz7/2llj30Rcz6DFgEPcOHkpefn65cxyX54XX/rufL7+lx6PPcu+zr5KXX+CyZsMfO+jc90F6Pf4CvR5/gT8T9nkuy4ujAFi+/nd6PfkSvZ58iS53D+CbOQtKrf3kmx/51zOveCTHEYM+nk7PYWN58J3PKSgsBGDCL4v49+vjS6zJys3jwXc/p/crH/D6lz97NE9Veq+O5qkin2VHluHHtX0y/Vv+9eQLJdYsX7eRXo8Mptcjg+nS616++XWeR7L8N0/VODZH81Sh7xbAh59N5vZ/9+Oeh58o9bV+Mmkadz/4qMf3LyIiIiIVy+MzL4wxLwB3AEnOpi+ste+46DcBeMFau+sk2wsCvgQigTXW2jhjTG3gGyAc+MFa+7SzbwjwmbX2lmPqi7WdKv+gIJ5aPpd6ZzUHoF2fHqQk7GX09bfzwHdf0LJ7N2o1alisbfOsucW25arWVT935OTmcvuAQexK+BuA1PQM7rjuavr1Kv2l/vV3Itt2/cW0d17hs29+IPHgYaLr1ytThuPz5HH7o0PYtXf/f/ezJ4Fpb77MZzN/JvHgIZf7Sc3I5I5/XEm/njeXO8NxWQY+fzRLu9atmDzyOQDue+E1WjVtUmLt3gMHmTFnEbXCangsT/y2XRQUFjH1mX7cNfIjFm/aTvMGdZm5ZA01a4SUWPf9srW0adqIuH90pt9bn7Jj3wGaNahb7jxV6b1y5Kk6n+Wc3Fxu7/80u44ZmNmbeIAZs+ZRKyysxLp2bc5l8luOAY/7nhlKq+Yx5cpxXJ4qcmwcearWdwvgr7372P7nTr4YP5bPpk0n8UAS0VENiu//7/1888PP1KoZ7tH9i4iIiFQJmnlRJi9bay9z3ooNXJyiW4H11tqLge7GmFbAI8APQBvgGmPMWcaYGGCFsw0AV21lkZ+Tw9A2l5Ls/DET260zm2c5/qq6de5vxHbt5LLNFXf7uSMoMJBvP3iDyDoRAKRlZPLromXc1v9p+r/0GtZal3VL16wnLSOTPo89S/zGzTSMLP+PYUeeAL4dPZLI2rUc+1m30bGfJ14kftOWEveTlp7Jr4tXcNsjQ+g/9M0Sc59ylvdeIbJ2zePas3Ny2f13IrExjUqsHT7ucx676/ZyZzhWRGh1+l7ZAYCiIsfre2XKDzxyy1Wl1tWoFkxWbi6FRUXk5hfg7+frkTxV6b1y5Kk6n+WgwEC+Hffm0SwAw0eP57F/93GrPjsnl9379hNbyo/4U85TRY6NI0/V+m4BLF0ZT2p6Or3jHmLVmvU0bFDfZb9ho95h4INxHt+/iIiIiFS8SjltxBhTzRgz3Riz2Bjz/jFPvWKMWWaMeb2U8s3A5877R365dQNmWWuLgN+Artbandbac44tdNXmCSERtchOTQMgJy2darVqumxzt9ZTGjWIZMBdPfny3VdJOpzMivWbXPY7nJpGrbBQJr7xMvsPHiZ+42aPZTh+P+mO/bz2vGM/m7aWkLseA/rexpdvDSUpOZkVGyomD8CStRvp0Kbkj8R385cQG9OIZo2iPLrfJvVq07ppNLNXb8LHx5CSkUVsdCTNTzKL4sq2rVi0cRtXPz2KpvXr0KhuRKn9y6qqvVdV6bP83dwFxDZtQrPG0W71X7J6HR3anufxHEdUpWNzLG99twAOJ6dQKzycSePeI/FAEvFr1xff/8+zOPus5jSLaeLx/YuIiIhUCT4+lXfzxsuroO0+Y4yZb4wZ7XwcB2y01nYE6htjWjvbf7HWtgdaG2Nczo6w1sZba7cYYx4BFllrfwcigFRnlzSgVllCGmPijDGrjDGrxo1zf/2JzIOHCA4LBSA4LJTMg4dctrlb6ylRkXW5tK3j0EbVq8vhlDSX/apXq0ZMtGNKdXRkXRIPHvZYhuP3E0xMVP3/7ueQ6/1E1avDpc4fe1F163A4JdVlP0+Yt2I1XS5uW+Lz81euYdm6TQwc+R6btu9k4ne/emzfc9duZuLspYzu35dFG/9g+eY/GfjBNH7fvZdJc5a6rPnwx9/o2eUSZo98gtTMbNZs3+2xPMeqau9VVfosz18Wz7I16xk4bBSbtu1g4owfS+0/b+lKurS7yOM5jqhKx+ZY3vxuVQ+pRkxjx4yPhlH1SUw6WHz/i5aydGU8jw15kU1btjLxi688tn8RERERqXgVNXgxzFrbxVr7gPNxLHCzMWY+0BQ48qe3I7/Y4oHmJW3MGHM/0Am4y9l0EDhy8nmY8/Eps9aOs9ZeZK29KC7O/anEW+bMp+VV3QDHaSBb5y102eZuradM+Oo7fpi/mKKiIrbt2kOLJq7/UnxOi6Zs/GMHAHv27ffIefAu99M8ho3b/vzvfkqYtj7hmx/54bcljty7/yoxd3lZa1mxYTPt27Qqsc+oJx5k8sjnGPXkQ5zTPIY+15d+Woe7klLTGf/zQkY/fCchwYG8FteDiYPiGHVfD1o1jqL3FR1c1mXm5BLg7w9AgJ8vWTl5Hslzoqr2XlWlz/KowY8y+a3hjHpmIOe0aEafm64tsa+1lhXrN9G+AmdeVKVjc4Q3v1sA55wdy8bNjtlCexL2Eh1V/LSRUUOfY8qH7/PG0Oc55+xY+txe5mWQRERERKomYyrv5gWVNd9jK/CWtbYL8Dzwl7P9Yue/5wO7XBU6Z2T8A7jdWntkCfk5wFXGGB+gM+C5Zf3dsGLSF4RHNWDIuiVkHk5my5z5LtsimjTmlteGnrTWU3rfcA1f/zqX2wcM4sqO7WjeOJqEvxMZMe7T4/q1bRVLeGgNbn3oKWKiG9D67BYey3Dcflqe5djPw88Q07ABrWObk7D/ACM+mnh87uuv4utZv3H7o89y5aUX07xRwwrJs+GPP2kWHUVgQACAI8vHkytkXyeauXgNSanpxL0xgT6vjOOrhauK9UlIOszIaT8d19arW3umzV/OHcPGkpNfQPtWzSokX1V7r6raZ/lECX8nMuKDCcXaN2zdTrNGDY9+xipCVTw23vxuAbRtfS7hYaHcclccMY0aUTM8nBFvv3/yQhERERE5bRhPLbh3dIOOq41st9ZOPKYtBJiAY8ZFMo6rkbwDhDrbVlprHyphe2NwzLpIcTYNA1biuNpITeA7a+2gY/pvt9Y2P2EbxdpcsP1MqHsvshKMtWnY3Ru8HQMA0/g87I7V3o5xlGl2AXbbSm/HOMq0uJjCRdO9HQMA38tuBagy75dpdkGV+RyD87O8x/UaEd5gGp1TZY6PaXxelftekZro7Rj/FVZxM1dERESk0pzRl+MofOU+z/64L4XvoA8q/Vh6/FKp1toXXLRlAred0Hy3m9u7v4SnXF6mw9UghRsDFyIiIiIiIiJSRXl88EJEREREREREKpmX1qKoLN65xomIiIiIiIiIiJs0eCEiIiIiIiIiVZpOGxERERERERE53fmc2XMTzuxXJyIiIiIiIiKnPY9fKvU0pgMhIiIiIiJy5jqjV7QsfO3ByrtU6hPvn/6XSj2d9TOh3o5w1FibRtGWpd6OAYDP2R0oWvmjt2Mc5XPxtRRtmO/tGEf5nNeFonVzvB0DAJ82VwBgd2/wchIH0/g8ijYu8HaMo3zOvZyi3xd7O8ZRPq06UrR0prdjAODT4UZs0m5vxzjK1Gns7QgiIiIiUoVo8EJERERERETkdKdLpYqIiIiIiIiIeI9mXoiIiIiIiIic7nS1ERERERERERER79HMCxEREREREZHTnda8EBERERERERHxHs28cJOPnx/9vp7E6Bt64BcYSNz0z6kVHUXC+k1MuDPOZZsr7vZzV35BAQNefZcxQx4lKyeXJ0aNJTktnbYtW/DE3T1c1hQUFvL462M4cDiFmKj6DBvwn3JlOOLpsZPY+XcSEaHVeeeRfzHkw6nHPfbz9XVZ99H3c5i1cgNhIcG899h/CPDzzMfy6Xc/Yee+RCLCavDaw/9h4Jsfsf9QMmc1jmJE/39hShiZzC8oZMBrYxgz6CGP5Dia571P2fl3IhGhNXjt4X8x8K3xjjyNohjx0F0u86zY9AdvT/0OgH0HD/Fwjxu4qUt7j+TJLyig/4uvMfblQWzYup2HXhxJVL26AAx97H6aRke5rHtq5LvsSthHrfAw3n3+iRLf17LkGTByDGMG9yc1I5P+I0dTUFDIZW3P5YHbrnNZs2H7TvqPGE1U3dqO3A/cRUxUpGeyjHifMc887PhevfEByekZtD27OU/cdbvLmtSMTPq/+h4Fhc7Mt99Q7hxHPP3hNOd3KYR3+t/J42MmcyAljZj6dRj2H9d5snLzeGLsZJLTM2nboglP9PiHx/IApKal89DgFykoLKBTu4t44O4+xTNkZ/P4i6+SnJrKBeedwxMP3OvRDCIiIiJyjCo288IY8xhwLXAdMB2IBtYDd1pr7aluz+MzL4wxE4wxXzjvTzXGTCjn9uoaY+YaY9YYY55ztrUwxsQbYzYaY/qf0PczF/WfnbjdU+EfFMTg+AW07N4VgHZ9epCSsJeh53ekWs1wWnbv5rLNFXf7uSMnN49bH3uBJWs3AfD9b0tpE9uMySOGsH3PXnb8tc9l3Zxlq4mNacTkEUNISk5h85+7y5zhiPitf1JYVMS0Fx8hIzuHD76dfdzjxRu2uqz768BBtifsZ9qLj9CpTUsSD6eUOwtA/ObtFBYWMe2Vp8nIyuHruUuIjKjJjFHPkpaRxZJ1m13W5eTmceuTw1iy3vXzZc6zZbvjeAx7kozsHL6eu5TIWuHMeO0Z0jKzStzfJeecxaSXBzLp5YGc1SiKljENPZInJzeXWx58kiWr1wOQmp7BHdddzeQ3hzL5zaElDlzEb9xMYWEh0955hYysLBbHr/NQnjxufWIoS9b/DsD3C1fQPLoBk4c/zZot20lITHJZl5aRRc+ruzBp2FNMGvaURwYucnLzuPXxl1iyzvm9WuD8Xr0ymO1/7Svxe/X9gmWOzK8MLjXzqYr/Y6fjmD/3EBnZuXy/bC2xjRoweciDJKWks3l3CXmWrqZNs0ZMHvIg2/cmsmNfokfyHN3+rHm0iGnMlDFvsXr97yTs+7tYn+9+nUubc85mypi32L5zNzt27fFoBhERERGpmowxjYG7nA/7AAnW2jZATaB7WbZZUaeNtDnh3/KIA6YAHYCnjDHVgeeB14BLgMeNMaHGmEuBpUCDI4Wu2soiPyeHoW0uJTnB8SMhtltnNs+aB8DWub8R27WTyzZX3O3njqDAAGa+M5TIiFoA1AipRlZ2DoWFReTm5eNfwgyGyy44j7tvvJqCwkLSMrOoXi24zBmOiAirQd+rLwegyFpqBAcd97gkSzdtIy0zmz4vv0v81j9pWCei3FkAIsJr0Pcf3Zz7L+L9L7/j0jYtAWh/XizLN7keTAkKDGDmG88RGVHTIzmO5gkLpe+1XZ15LO9/+QOXtnbmOTeW5Zv+KLU+OzePPfuTiG3smcGLoMBAvv3gDSKdxzstI5NfFy3jtv5P0/+l1yhpIDSiZjh33uz4C74tOuXB0lLyBDDzzRf+e9ytJTM7B2st1lo27/rLZV1qZha/LlvN7U8NY8DIMSXmPuUsb73k+nuVm1fi9wogM+eYzDs980M9IrQ6fa+6DHB8dkKrBXH31Z0c39+sbKoHB7qsq1EtmKycPAqLisjNL/m/B2VlsWRmZTteL5bN23YU6xNavTpZWTkUFhaSk5uLv78m+4mIiIhUGGMq73ZybwODnPe7AbOc9+cCXcvy8ipq8KLAGBMBFAIYY0KMMT8ZY5YaYz5xtjUxxkwyxnxkjBlfyrYWAT8CR46QwfnirbVZwDqgg7V2CXDFsYWu2o5ljIkzxqwyxqwaN26c2y8uJKIW2alpAOSkpVOtVk2Xbe7WesqV7S9g4ZoNXNXvCZo2rE+j+nVdZwgOIjgwkN5PDaN2eCjRka77nYomkXVo3awxs1aux8cYenW/7LjHHc+LdVmXnJZBzdDqTHy2P/sPpxC/9c9yZwFoUr8erVvEMGv5GnyMDy2bRB8dpAkJDiY1I9Mj+3E/T11aN2/CrBVr8TGGljHH5gkiNSOr1Pol6zfTvoRj6AmNGkQy4K6efPnuqyQdTmbF+k0u+zWJqk/rs1swa9FyjI+h44WeGJ8s7vrO7UnPzGbAa2MI8PcnNy/fZb/GkXUZcMeNfDHiGZJSUll5kkGgsriy3QUsXLORq+5/qtTv1fWdOzgyj3i/1MynqklkHVo3bcSs+I34GMPlrc8mODCA3sNGUzu0BtF1XQ/4XXnBuSzcsJWrnhhB0/p1aVRCv7K64aorSMvIYMAzLxHg709Obl7xDJ07snD5Srr3uJtmjRvRKKpc48giIiIiUkUc+1vaeYs75rleOH6n/+5sigBSnffTgFpl2WdFDV6sBXo4/wWIAsbgGGFpaoyp52y/HvjIWvvvkjZkrZ1vrd0LvAK8ba1Nx0Mv3lo7zlp7kbX2org499eeyDx4iOCwUACCw0LJPHjIZZu7tZ4ybvoP9Py/bsz5cBSpGZms2bzNZb/ktAzy8vOZPGIIqRlZLPfQKRJz4zcy8deFjBl4D36+vsUeu1I9OIiY+nUAiK4bQWJyqst+Zcqzch0Tf5zLmEEPUjs8jIysbAAysrKpWaO6x/bjdp5V65n40zzGPHU/tcNDT8gTUmrtvPgNdLngvArLFhVZl0vbtnbcr1eXwylpJfadu3Qln8/8kTEvDfLYeheuDH3gLt598gEC/P2oFVrDZZ8GdSOOzmCJqhPBodSSc5fVuK9+pOf/dWXOuNcc36st20vO/ODdvPv0QwT4+VErzHXmspi7ZhMTZy1izCN3k56dQ15+AZOHPEhqVhbLN7vOM+6HufTs1p45owaRmpnFmm27PJbniGFPP8a7w58nwN+fiJrhxTN8PpU7br6eudM/JyUtndUbXA+KiYiIiIgH+PhU2u3Y39LO27GzAa7DMYlgKnAhcBEQ5nwuDDhYppdXnmNTinjgbue/ADlAX+BzIBw4cp7Cr9baZSfbmDFmBOBrrR3sbDqIB158WW2ZM5+WVzlOSYjt1pmt8xa6bHO31lOysrMJDPAHIMDfj6ycXJf9Jsz8mZ8Xr8TX14fgwABy8or/xfRUJaWkMf6HuYwZeA8hwUHFHpekVUw0m/50nBKwJ/FgiX9FPuU8yamMn/krYwY9REhwEO3PO5vF6xwDf8s2buGScytuFoPLPCmpjP92FmOeesCR59xYFjsHjZZt3Mol55Scx1rLyk3baF+BmSd89R0/zF9MUVER23btoUWTaJf9kg4n8/GXMxn70iCPnG5UklW//8ELH0wkLz+fzTv/os1ZTV32+/TbWfy4aKUj9569tGjkeq2O8sjKziHQ/8j3yp+snBzXmTdt5YWxnzsy79pDm7OaeWT/SSnpjP/pN8Y8+m9CgoOY8PMCfl65Hl8fH4IDAsgpYYZHVnbuf3P7+ZHlYmZEeaxat4HnX3+HvLw8tmzfQZtzWhbrk5mV9d//JgX4k5Wd7dEMIiIiIlL1WGt7WWsvA3riGBN4ArjK+XQ3YF5ZtltRgxergYud/wLcC8wAegHHztfPONmGjDHXATWttf2PaZ4DXGWMqYZjXY2TDoB40opJXxAe1YAh65aQeTiZLXPmu2yLaNKYW14betJaT+l17RVM/WkuPZ98mZzcfNq3bkVCYhIjP5larN/XsxfS88mXCa9Rncvalv8v+jMWriQpJZ17R35A75feKfb4q9+Wk3DgECMnzzyurm2LJoTVCOG2Z99wnFrRrHG5swDMmL+UpJRU7h36Nr2HjKSgsJDEQync+NhLhFUPocN5Z5OQeJCRn073yP5Onmc5Sclp3DvsPXo/O8qR53AKNz4+1JknloQDBxn52VfFajfs2E2zhpFHfwRWhN43XMPXv87l9gGDuLJjO5o3jibh70RGjPv0+Ncxaz5Jh1O4Z/BQej06hK9+nlMheTq1PZfc/Hz6DBnJ/bf9g5DgIMdn+dMvj+vX69qufD1vMT2eHs6V7drSPNrzpyX0urYbU3+ZR8+nhpGTl0f785zfqwnTjs98wXmOzINf5f7bri910O5UzFi8yvFdev0jeg8bTXBAAF8vXEnPl98jvHo1LjsvloSkw4yc+v3xua+4lKlzl9Lz5ffIyc+nfavmHslzRKf2F5OXl0fvBwdy/129SU5JYcR7x59+1+ufNzBlxvf0uO9hcnPz6HBhW49mEBEREZHTwiQgyhizHjiM4/f8KTOeWODuuA06ri7yAvALcLXz/nhgLI4ZEr44Rl72AS9Ya+8+yfZ+AuoCR/5k1x9IB6YBQcAYa+17zr5NcJyGcuUx9cXaSmD7mVC3XmNlGGvTKNqy1NsxAPA5uwNFK3/0doyjfC6+lqIN870d4yif87pQtK5ifsSfKp82jiVe7O4NXk7iYBqfR9HGBd6OcZTPuZdT9Ptib8c4yqdVR4qWzjx5x0rg0+FGbFL5rzzkKaaOZwYyRURERI5Rta4l6mGF7z3u2R/3pfB96PVKP5YeX/r9mMGII3Pcjzxu5aL73S7aTtzeNSU8daGLvruAK0/WJiIiIiIiIiKnD123TkREREREROR0594lTE9bFbXmhYiIiIiIiIiIR2jmhYiIiIiIiMjpzpzZcxPO7FcnIiIiIiIiIqc9zbwQEREREREROd35nNlrXnj8UqmnMR0IERERERGRM9cZ/eu+cOzTlXep1H6vnv6XSj2d9TOh3o5w1FibRuGi6d6OAYDvZbdit630doyjTIuLKVo/z9sxjvJp3ZWiLUu9HQMAn7M7AFC0dKaXkzj4dLixyn12CudO8naMo3y79cYm/untGACYek29HUFEREREykNrXoiIiIiIiIiIeI9mXoiIiIiIiIic7swZfVaMZl6IiIiIiIiISNWmmRciIiIiIiIipzufM3tuwpn96kRERERERETktKeZFyIiIiIiIiKnuzN8zYsKGbwwxtQA/gbqW2vTy7mtIOBLIBJYY62NM8bUBr4BwoEfrLVPO/uGAJ9Za285pr5YW1n4+PnR7+tJjL6hB36BgcRN/5xa0VEkrN/EhDvjXLa54m4/dw36eDo79x8kokYIbz/YCz9fXyb8sogFG/5g/OP/dlmzYsufvPPNbAD2HUphwM1XclPHC8qV44j8ggL6D3ubsc8PZPn633l7ouNyr/sOHOThvrdy8xWXu6x76o2x7Nr7N7XCQnn3mUfw8/Utd5an35vAzn2JRITW4LWH/83Atz5m/6HDnNWoISP6340p5cs94bvZ/LZmI58890i5cxyRX1DAgFffZcyQR8nKyeWJUWNJTkunbcsWPHF3D5c1BYWFPP76GA4cTiEmqj7DBvzHI1me/nAaO/9OIiI0hHf638njYyZzICWNmPp1GPaf213WrNi8g7e//gWAfYeSefifV3PTZRd5JA9Urc/OoAkz2Jl4yPG9uu92Pp2zlFlrthBaLYj37u9JgF/xfaRmZjPggy8oKCzksnOac/+1rvOWRX5BAf2HvMzYV18kNzePAc8NY/+BJGKbxTDimcddfpazsnN4/KURJKemccF5rXjifs98dkREREREvKGiThvpBgQCXT2wrVuB9dbai4HuxphWwCPAD0Ab4BpjzFnGmBhghbMNAFdtZeEfFMTg+AW07O54Oe369CAlYS9Dz+9ItZrhtOzezWWbK+72c0f8tl0UFBYx9Zl+ZOTksnjTdvYeTGbmkjWl1l1ydlMmDopj4qA4zmpYj5aNGpQ5w7FycvO45ZFnWbJ2IwDtWrdi8sjnmDzyOWKbRNOqaRPXr2PTVgoLi5g26kUysrJZvHpDubPEb95OYWEh04Y/RUZ2Nl/PW0JkRDgzXn+WtMwslqzfXGLt3qRDzPhtabkzHCsnN49bH3uBJWs3AfD9b0tpE9uMySOGsH3PXnb8tc9l3Zxlq4mNacTkEUNISk5h85+7y50l/o+djmPz3ENkZOfy/bK1xDZqwOQhD5KUks7m3a6zXNKyGZOeeYBJzzzAWQ3r07JxVLmzHFGlPjvb91BQVMTUp/5DRk4uXy6KZ/u+JKY+9R86ndOcxOQ0l3U/rNxI8/p1mPTEv1mz4y8SDiaXOwtATm4ut9zTnyWrHN/rb2fNJbJObWZ+MprU9AwWr1ztsu67WXNpc87ZTBk9iu07d7Nj1x6P5BERERER8YaKGrz4P+B9578YY14wxvxojFlsjPnCGOPrbJ9vjHnFGPNzKdvaDHzuvH/kz53dgFnW2iLgN6CrtXantfacYwtdtZVFfk4OQ9tcSnKC40ddbLfObJ41D4Ctc38jtmsnl22uuNvPHRGh1el7ZQcAioosAK9M+YFHbrnKrfrs3Dz2HDhMbHRkmTMcKygwgG/fe4XI2jWP309OLrv/TiQ2ppHLuojwMO684WoArLUeyRIRXoO+1zoGhoqs5f0vvufS1i0BaH9uLMs3bi2x9pVPvuDRXjd5JMcRQYEBzHxnKJERtQCoEVKNrOwcCguLyM3Lx9/P9SSoyy44j7tvvJqCwkLSMrOoXi243FkiQqvT96rLAMexCa0WxN1Xd3LsIyub6sGBpdY7PjcHiY2uX+4sR1Spz05oCH27tQMcx6egsIi0rBz6jppA/I49NKwd7rLOYsnMzcNai7WWLQmJHskTFBjItxPGEFmnNgDLVq/j0ovaAtD+gjYsX7PeZV1o9epkZWdTWFhITm4e/v46S1BERETkjGZ8Ku/mBRW11y7Ay0DnY9qWWGs7AoeAG51t7YCV1tr/K2lD1tp4a+0WY8wjwCJr7e9ABJDq7JIG1CpLSGNMnDFmlTFm1bhx49yuC4moRXaq46+vOWnpVKtV02Wbu7Vl1aRebVo3jWb26k34+BhSMrKIjY6keYO6btUv+X077Vs2LfP+3bVk7UY6tCl5DKlJVCStY5sxa8lKjDF0vOC8cu+zSf16tG4Rw6zla/AxhpYx0Ud/+IdUCyI1I8tl3fcLVxDbuCHNG3ruh7krV7a/gIVrNnBVvydo2rA+jeq7fs9CgoMIDgyk91PDqB0eSnSke+9taZpE1qF100bMit+IjzFc3vpsggMD6D1sNLVDaxBdN6LU+iWbttG+VYty53CHVz47dSNo3SSK2Wu34GMM6dk51KxRjc8H3k1ichrx213PYLj+ktakZ+Xw8LgvCfDzIycvv9xZXElJTaNG9RAAqodUIzXN9Zl5V15+KQuXx9P9jn/TrHE0jaI8M8NKRERERMQbPD54YYw5C8f6FF8BDYwxR37lrHT+uxaIcd7fZK392o1t3g90Au5yNh0Ewpz3w5yPT5m1dpy19iJr7UVxce6vPZF58BDBYaEABIeFknnwkMs2d2vLY+7azUycvZTR/fuyaOMfLN/8JwM/mMbvu/cyaU7ppz7MX7eFzm3OLtf+3TFvxWq6XNy21D5zl8fz+Xe/Mua5gR5ZswBg7sp1TPxpHmOefpDa4aFkZGUDkJGVTc0aIS5r5sdvYNmGLTz21sf8/uceJv00zyNZTjRu+g/0/L9uzPlwFKkZmazZvM1lv+S0DPLy85k8YgipGVksL+V0l1Mxd80mJs5axJhH7iY9O4e8/AImD3mQ1Kwslm/eXmrtvLW/06USPjfgxc/Ouq1MnLec0Q/0JCwkmJh6jgGdhrVrciCl5GV8Xu57Pe/cdzv+/r7UKuEzVl41w0JJz8gEID0jk5rhoS77jZs4jTtu+gdzv/iUlPR0Vm/4vULyiIiIiEgVYUzl3bygImZeXA28Zq3tArzufAyOWRYAFwA7nPczTrYxY0wb4B/A7dbaI3/KnANcZYzxwTG7o2J+YZZgy5z5tLzKcUpCbLfObJ230GWbu7VllZSazvifFzL64TsJCQ7ktbgeTBwUx6j7etCqcRS9r+hQYq21lhVbd1b4zAtrLSs2bKZ9m1Yl9klKTuHjr35g7PMDPXJahGObqYz/dhZjnn6QkOAg2p93NovXOX74L9uwlUvOjXVZ9/oj/2HS0Cd445H/0KppI3pf44llW4rLys4mMMAfgAB/P7Jycl32mzDzZ35evBJfXx+CAwPIycsr976TUtIZ/9NvjHn034QEBzHh5wX8vHI9vj4+BAcElDpjwFrLyi1/0r5l83LnOBmvfXZSMxg/awmjH7iDkKBAzmlUn427/wZgT9JhGtZxPVtq1bbdvDj5B/LyC9jyVyJtYhp6JM+JOlx4/tF1LpavXke7tq6X9MnMyiYwIACAAH9/srKzKySPiIiIiEhlqKjBi7nO+3NxrnsBXGSMWYRjpsR3p7C9fkAT4DdjzCJjzDXAO8C1wHocVxsp/U/FHrZi0heERzVgyLolZB5OZsuc+S7bIpo05pbXhp60tqxmLl5DUmo6cW9MoM8r4/hq4apifRKSDjNy2k/F2jfsTKB5/boE+vuXef/u2PDHnzSLjjr6Iyph/wFGfDz5uD4z5iwkKTmFe54bSa8nX+KrX38r935n/LaMpORU7h36Dr2HvEZBYSGJh1O4ceDLhFUPocN5Z5OQeJCRn00v977Kote1VzD1p7n0fPJlcnLzad+6FQmJSYz8ZGqxfl/PXkjPJ18mvEZ1Lmtb/tMiZixeRVJKOve+/hG9h40mOCCArxeupOfL7xFevRqXnRfr+NxM/b5Y7Yadf9GsQd2jAy8VyVufnZnL1pGUlkHcu5Po8/on7Nh/kPCQYG5/9SNi6tWmdZMoEg4mM/KrX4+r63Ruc3ILCug7agL3X9uJkKCAcmdx5fruXUk8eIgb7r6fsNAadLjwfBL27WfE+x8e16/XzdczZcYP9Lj/UXJz8+hw4fkVkkdEREREqggfn8q7eYHx1CJ3pe7EmBeA+dba+RW+s7Kz/Yzr6dfeMNamUbjIOz+sT+R72a3YbStP3rGSmBYXU7S+UifblMqndVeKtnj26iRl5XO2cwHXpTO9nMTBp8ONVe6zUzh3krdjHOXbrTc28U9vxwDA1Kv49W9EREREvMw75ztUksJPX674H/dOvnc9W+nHslKWn7fWvlAZ+xERERERERH5n+SltSgqi3fme4iIiIiIiIiIuKlSZl6IiIiIiIiISAUyZ/bchDP71YmIiIiIiIjIaU8zL0REREREREROdz5n9poXlXK1kdOEDoSIiIiIiMiZ64z+dV846ZXKu9pI70Fn5tVGRERERERERKQCneFrXmjw4hj9TKi3Ixw11qZRtPJHb8cAwOfia6tMFnDksX+s8HaMo8xZl1C0+ldvxwDA54KrACjauMDLSRx8zr2cwgXTvB3jKN/Le2D37/B2jKNMZDNvRxAREREROS1o8EJERERERETkdGfO6LNidLUREREREREREanaNHghIiIiIiIiIlWaThsREREREREROd2d4Qt2ntmvTkREREREREROe5p5ISIiIiIiInK68zmzF+z0+OCFMWYCUM1ae7sxZiqQY629uxzbCwK+BCKBNdbaOGNMbeAbIBz4wVr7tLNvCPCZtfaWY+qLtZWFj58f/b6exOgbeuAXGEjc9M+pFR1FwvpNTLgzzmWbK+72c9fTYyex8+8kIkKr884j/2LIh1OPe+zn61usZsXv23l7uuPSp/sOJvPwrddw0+WXlCtHVcsCkF9QQP/hbzP2uYEs37CZtz+f7thP0kEe7nMrN1/RqVjNhj/+5KHhbxFVtw4AQwfcQ9OG9T2S5+nRn7Pz7wOO4/HYPVgLA978iDFP3Fdq3UffzmbWynWEhQTz3uNxBPh55mubX1DAgJFjGDO4P6kZmfQfOZqCgkIua3suD9x2Xcl5ZvzMrGWrCasewntPPUiAf/nzDBr/NTv3HyQiNIR+/+jCgNFTiKodDsDLd91ETGTtYjVZuXk88eF0UjIyadu8EY/fenW5cxyRX1BA/yFDGfvqCy4fu1JQUMjAl0Zw4NAhYqIbMvzpRz2WR0RERETkf11FnTbS5oR/y+NWYL219mKguzGmFfAI8INz+9cYY84yxsQAK47dp6u2svAPCmJw/AJadu8KQLs+PUhJ2MvQ8ztSrWY4Lbt3c9nmirv93BG/9U8Ki4qY9uIjZGTn8MG3s497vHjDVpd1l7RqzqTnBjDpuQGcFV2flk0aljlDVcwCkJObxy2PPseStZsAaHdeSyaPfJbJI58ltkk0rZo2dlmXmpHJHddccbSvpwYu4rfscByPlweSkZ3DonWbuXXwSJZs2FJq3V+JB9me8DfTXh5Ip/NbkXgoxSN5cnLzuPWJoSxZ/zsA3y9cQfPoBkwe/jRrtmwnITHJdZ79SWz/ax/TXh1Mp7bnkngoudxZ4rftpqCwiKmD48jIziUpNZ0eXS5m4lP3MPGpe1wOXAB8v3w9bZo2ZNLT97J93wF2/O0686nKyc3llnsHsCR+jcvHJZm9aClnN49hyvujSDp0mM3bdngkj4iIiIiIW4ypvJsXVNTgRYExJgIoBMfsB2PMT8aYpcaYT5xt7xtjrnTef+/IfRc2A5877x/50303YJa1tgj4Dehqrd1prT3n2EJXbWWRn5PD0DaXkpywD4DYbp3ZPGseAFvn/kZs104u21xxt587IsJq0PfqywEospYawUHHPT6Z7Nw89iQeJLZRgzJnqIpZAIICA/j23eFE1q55/H5yctn9dyKxMY1c1qVlZvLrkpXc9tjz9B/+NtaN7O6ICKtB3//rDDiOhzGGmSMHEVkrvNS6pRu3kpaZRZ8X3yJ+yw4a1o3wSJ6gwABmvvkCkRHO42Mtmdk5WGux1rJ511+u82zYTFpGFn2GjCR+8zYa1nM9sHAqIkKr0/fK9oDj2KRlZTNr9e/0GPYBD4+ZWuJ7UCM4iKzcPAqLisjNK8DfxcyesggKDOTbT0YTWae2y8cl6XTJhdx9+80UFBSSlpFJ9ZBqHskjIiIiIiIVN3ixFujh/BcgChgDdAWaGmPqAZ8BvY0xvkB7YK6rDVlr4621W4wxjwCLrLW/AxFAqrNLGlCrLCGNMXHGmFXGmFXjxo1zuy4kohbZqWkA5KSlU61WTZdt7taWVZPIOrRu1phZK9fjYwy9ul923OOO58WWWr9k41ban3NWmfdfVbOUup+1G+nQuuTxrEb16zGgz618+caLJCWnsGJj6TMj3NWkfl1aN2/CrJXrHMej9dlu1SWnZ1AztDoTn3+E/YdTiN9aMX/Nv75ze9Izsxnw2hgC/P3Jzct3nSct3ZFn6JPsP5RM/OZt5d53k3oRtI5pyOzVv+NjDDGRtRlwYzemPXMfSanprPxjl8u6K9u2ZNHGbVw9+C2a1q9Do7pl+s+Ax4RUCyY4KIheDw2kdq1woht4ZtaOiIiIiIhbjE/l3bygovYaD9zt/BcgB+iLYwZFOBBsrV0OtAKuAWY7Z1G4ZIy5H+gE3OVsOgiEOe+HOR+fMmvtOGvtRdbai+Li3F97IvPgIYLDQgEIDgsl8+Ahl23u1pbH3PiNTPx1IWMG3oOfr2+xx6WZt3oTXdq2Ktf+q2qWEvezYg1dLjm/xOej6tbm0vPPcd6vw+GUNI/te+6qDUz8+TfGPHHfSY/HEdWDg4ipXw+A6Lq1STycepKKshv6wF28++QDBPj7USu0Rgl5gomJinTkqVebxMMpHtn33LVbmDh3GaP796Zx3Qg6tGwGQFREOIfSMl3WfPjTAnp2uYTZrz5GamY2a7bv8UiWskpOTSMvL58p748iNT2DZavXeTWPiIiIiMiZpKIGL1YDFzv/BbgXmAH0Ao79JfIt8B6OWRguGWPaAP8AbrfWHvlz8BzgKmOMD9AZmOfJ8CezZc58Wl7lWKsitltnts5b6LLN3dqySkpJY/wPcxkz8B5CgoOKPS6NtZaVm3fQvlWLMu+/qmYpbT8rNm6mfeuSB0kmzPiZHxYso6ioiG17EmjR2DNrcCSlpDH++9mMeeK+kx6PY7WKacSmPx0/yvfsTyLaQ6eNnGjV73/wwgcTycvPZ/POv2hzVlPXeZo1ZtP2Xf/NU69OufedlJrO+F8WMbp/H0KCApkwawk/rtzgeA/2HqBFVF2XdZk5eUcXCw3w8yUrN6/cWcrjk2lf8/P8hfj6+hIcGEhunnfziIiIiMj/GB9TeTdvvLwK2u4u4A9gt/PxLOAZHIMOFjiysMFXwEHnqSAl6Qc0AX4zxiwyxlwDvANcC6zHcbWR7Z5+AaVZMekLwqMaMGTdEjIPJ7NlznyXbRFNGnPLa0NPWltWMxauJCklnXtHfkDvl94p9vir35aTcOAQIyfPLFa74c89NIuqR2CAf5n3X1WzlGTDtj9pFh1FYEAAAAn7DzDi48nH9el9XXe+nr2A2we+wJXtL6R5oyiP7HvGguUkpaRx76uj6f3Cm3w1b2mxPgkHDjJy4jfHtbU9K4awGiHc9sxrNGngOPWkInRqey65+fn0GTKS+2/7ByHBQSQkJjHy0y+PzxPbjLAa1bntyaE0aVCP1i1iyr3vmUvWkpSaQdxbn9FnxEcEBfjzzeI19Bw+jivatqR5g7okJCUz8sufj6vr1fUSps1fwR2vjCMnv4D2LV0PuFSEhL/3M2L0R8e19b75Or768Vd63P8Y4WGhXHbxBZWWR0RERETkTGc8tSDhKe/YmI7AaOBla+10r4Q4nu1nQr2d4aixNo2ilT96OwYAPhdfW2WygCOP/WOFt2McZc66hKLVv3o7BgA+F1wFQNHGBV5O4uBz7uUULpjm7RhH+V7eA7u/6lwFxEQ283YEERERkf8l3pkyUEkKv3m30n7c+97cv9KPpV9l7/AIa+1iPHMpVRERERERERE5g3lt8EJEREREREREPMSc0RNLKmzNCxERERERERERj9DMCxEREREREZHTnTmz5yac2a9ORERERERERE57XrvaSBWkAyEiIiIiInLmOqMXhSicObryrjZy4wP/O1cbqYqq2qVSCxd/7e0YAPh2/Cd26zJvxzjKxLavcpffLFo/z9sxAPBp3RWgyhwf38t7wKEEb8f4r4iG3k4gIiIiIlIxfM7osRmdNiIiIiIiIiIiVZtmXoiIiIiIiIic7rRgp4iIiIiIiIiI92jmhYiIiIiIiMjpzmjNCxERERERERERr9HMCxEREREREZHTnc+ZPTdBgxdu8vHzo9/Xkxh9Qw/8AgOJm/45taKjSFi/iQl3xrlsc8Xdfu4a9NEX7Nx/kIjQ6rz9YG/8fH2Z8MtCFqzfyvgn7nFZs2HnXwx4byJRETUBePlftxBTv065chyRX1BA/1feZeyzj5KVk8vjr48hOS2dC1qexRP/6uFWnacMGv+189iE0O8fXRgwegpRtcMBePmum4iJrF2sZsPOvW71K4un35vAzn2JRITW4LWH/83Atz5m/6HDnNWoISP6340pYZrXsXXvPHEffr6+5c5S1Y4NQFZ2NgOfH05yaioXtD6HJx+8r1if9b9v4aFBzxNVPxKAYYMep2njaI9lEBERERGRqqnChmaMMS8YY/p4YDsPGmNWGmNWGGOaONuGGmM2GmMWG2PqHtN3iDHmshPqi7WdKv+gIAbHL6Bl964AtOvTg5SEvQw9vyPVaobTsns3l22uuNvPHfF/7KKgqIipQx4gIzuHxZu2sfdgMjMXry61Li0zmx5d2jNxcD8mDu7nsYGLnNw8bnn0eZas3QTAd/OX0Ca2GVNGPsv2v/ay4699btV5Qvy23RQUFjF1cBwZ2bkkpabTo8vFTHzqHiY+dU+JP7rTsrLd6nfKeTZvp7CwkGnDnyIjO5uv5y0hMiKcGa8/S1pmFkvWb3arbvG638ufpYodmyO++2UO55/bkqkfvMP2P3ezY9fu4hnSM7jj5huYMvZtpox9WwMXIiIiIiJHGFN5Ny+o0vNKjDH+QH+gPfAj8IAxpjlwE9AG+AZ4xNn3c+DpE+qLtZVFfk4OQ9tcSnKC48d3bLfObJ41D4Ctc38jtmsnl22uuNvPHRFh1el7ZUcAiqwF4JUp3/PIrVeXWpeWlcOs+I30ePl9Hn5/ItZZW15BgQF8++4wIp0zOkKrVyMrJ5fCwiJycvPw93M9Y+DEOk+ICK1O3yvbA45jk5aVzazVv9Nj2Ac8PGZqia/Z3X6nnCe8Bn2v7XY0z/tffM+lrVsC0P7cWJZv3OpWnUeyVLFjc0SNGtXJysqmsLCQnNxc/P38i2dIT+fX+Qu49T8P0H/wCx7PICIiIiIiVVOFD14YY+42xtztvN/FOSOjizHmI2PMLGPMVmNMSdMP/IFB1trCY7J2A+Y52+YCXQGstX2B6ccWu2rzhJCIWmSnpgGQk5ZOtVo1Xba5W1tWTerVpnXTaGbHb8LHGFLSs4iNjqR5g3ql1jWqG8GAm7sz7dkHSUpJZ+XWnWXOUJor21/IwtXr6X7fEzSLbkCj+qXn8qQm9SJoHdOQ2at/x8cYYiJrM+DGbkx75j6SUtNZ+ccul3WN6ka41e+U89SvR+sWMcxavgYfY2gZE031asEAhFQLIjUjy626jm1alT9LFTs2R3TvfBkLl6+k+219adakEY0aNiieoWEUD9/7L6Z/PJqkg4dYsWadRzOIiIiIiJy2jE/l3bzAmzMvugK3AnFAT1cdrLVZ1tpvnLMtbgbeAyKAVGeXNKBWWQMYY+KMMauMMavGjRvndl3mwUMEh4UCEBwWSubBQy7b3K0tj7lrfmfinCWMHnAXizb+wfLfdzBw7BR+372XSXOWuKyJqh1Oh1bNnfdrcigto1wZSjJu+vfccU035n40ipT0DFZv3lYh+ynJ3LVbmDh3GaP796Zx3Qg6tGwGQFREOIfSMl3WREWEu9WvTHlWrmPiT/MY8/SD1A4PJSMrG4CMrGxq1ghxq84T611A1Ts2AB98Npk7br6euV9PJjUtndUbip9GFFW/HpdefIHzfiSHklM8mkFERERERKomjw5eGGN6GmO6HHkIFJ7QJfiY+99Ya1OB3UBAKdtsBkwDelpr9wAHgTDn02HOx2VirR1nrb3IWntRXJz7C2dumTOfllc5JovEduvM1nkLXba5W1tWSanpjP95IaMfvouQ4EBeu68nEwf3Y1S/O2jVOIreV1zqsm7CL4v4ccU6ioqK2LY3kRZRFTMjIjM7h0B/x9T/AH9/snJyKmQ/riSlpjP+l0WM7t+HkKBAJsxawo8rNzhf8wFaRNV1Weduv1POk5zK+G9nMebpBwkJDqL9eWezeJ1jnYtlG7ZyybmxbtV5JEsVOzZHZGZlExDg+E9BQIA/Wc7BneMyTJnOD7PnUVRUxB9/7uSspk08mkFERERE5LSlNS9OSTXgyOKYTYE9QB5wZEXIa47pe9I/9xvH5Rc+BHpba4/8GXYO0M0Y44vzFBIP5D4lKyZ9QXhUA4asW0Lm4WS2zJnvsi2iSWNueW3oSWvLaubi1SSlphE3ajx9ho/lq4WrivVJSDrMyGk/HtfW+4oOfLMonp5DR3PFBa1oXkGDF72uvYIpP82lxxMvkZuXR4fW55CwP4kR46dUyP6ONXPJWpJSM4h76zP6jPiIoAB/vlm8hp7Dx3FF25Y0b1CXhKRkRn7583F1vbu2K9bPE2b8toyk5FTuHfoOvYe8RkFhIYmHU7hx4MuEVQ+hw3lnk5B4kJGfTS+17qu5i8udpaodm6Pbv+VGpnzzHT3ufYic3DwaRTVgxLtjj+9z6018/cMv3HbPQ3TvfBnNY5p4NIOIiIiIiFRNxpML3hljQnCsMREKbLfW3mWMqQd8CWxwdksC5gNdrLUvOK8g8oK19m4X22sHfA8cWc1wjbW2vzHmJeAWIAW4yVqb5Ow/AfjIWrvomG0UayuB7WdCT/UlV5ixNo3CxV97OwYAvh3/id26zNsxjjKx7SlcMM3bMY7yvbwHResrfQzNJZ/WjiviVJXj43t5DziU4O0Y/xXR0NsJRERERMR7vDNloJIUzv6s0laz973yzko/ln6e3Ji1NpPjZ1dgrU0ELnfRfb7z+V3A3SVsbzn/nbVxbPtzwHMu2ottx1WbiIiIiIiIiJw+qvSlUkVEREREREREPDrzQkRERERERES8wEsLaVYWzbwQERERERERkSpNMy9ERERERERETnfmzJ6bcGa/OhERERERERE57Xn0UqmnOR0IERERERGRM9cZvShE4bzJlXep1K69Tu9LpZ7u+plQb0c4aqxNo2jNbG/HAMCn7ZUUznjP2zGO8r3pIQp/+sjbMY7yveYeCj992dsxAPC961kA7O4NXk7iYBqf5+0IIiIiIiJyBtDghYiIiIiIiMjpTmteiIiIiIiIiIh4j2ZeiIiIiIiIiJzufM7oJT0080JEREREREREqjbNvBARERERERE53WnNCxERERERERER79HMCzf5+PnR7+tJjL6hB36BgcRN/5xa0VEkrN/EhDvjXLa54m4/dz09+jN27kskIqwG7zx2L9bCgDfGMebJ+0utyy8odKufuwoKi3h8yi8kpWXSpE44w267kvzCQh7+/EdG33196Vnc7HeqBk36kZ0HDhNRvRqv9vkHT0/6kZTMLNrGRPH4DV1c1qRm5TDg4xkUFBVy2dkx3H/1pR7JUlBUxOMzFpGUkU2TWqH0vKAFA75aQFRYCAAv/6M9MRFhLms/XrqJWVv/IjQogPdu60yAr69HMuUXFND/xdcY+/IgNmzdzkMvjiSqXl0Ahj52P02jo1zWffTFDGYtWk5o9RDef/EpAvz9PZJHRERERETKwWjNizIxxrxgjOlzkj7z3djOK8aY5caY34wx4cbhE2PMemPMT8aYYGc/Y4wZZ4xpeExtsbay8A8KYnD8Alp27wpAuz49SEnYy9DzO1KtZjgtu3dz2eaKu/3cEb9lO4WFhUwb+gQZWTksWreZWwe/ypINW0qty8nLc6vfqZiz6U/Orl+bSQ/cSlJaJmt3/81t70xjyba/Ss+SX+BWv1MV/2cCBUVFTH20Dxk5ecxYsZE2jesz6eHebN9/iB37D7ms+yH+d5rXj2DSw71Zs3MvCYdSPJJnzta/OLtuTSbdeTVJGdms2J1IjwtaMPHOq5l459UlDlz8lZzO9oOpTL37/+jUrAGJaVkeyZOTm8stDz7JktXrAUhNz+CO665m8ptDmfzm0BIHLv76O5Ftu/5i2juv0OnitiQePOyRPCIiIiIiIqWp0qeNGGOigcuste2AnUAv4AqgvrW2NbAD6OvsPhe484RNuGo7Zfk5OQxtcynJCfsAiO3Wmc2z5gGwde5vxHbt5LLNFXf7uSMiLJS+1zgGVIpsEcbAzJHPEFkrvNS6oIAAt/qdistiG3FXp/MpKCwiPSePiOrVmPFoL+qFVS89i7+fW/1OVUSNEPpefiEARdYSGhxIVl4+hUVF5OYX4O/n+qNvgcycPKy1WAtb9h7wSJ7LmjXgrnYtKSgqIj03DwvM2rKHHp/8xMNf/Ya11mXdsl37ScvJpe/nvxL/1wEahnvmOAUFBvLtB28QWScCgLSMTH5dtIzb+j9N/5deKzHP0jXrScvIpM9jzxK/cTMNI+t6JI+IiIiIiJST8am8mxdU+F6NMXcbY+523u9ijHnhFMrzgSP9j2TtBsxy3p8LdAWw1nYFlh1b7KrthGxxxphVxphV48aNcztUSEQtslPTAMhJS6darZou29ytLasm9evSunkTZq1Yi4/xoWPrlmXeVnmFBAYQHOBP7zHTiageTHQJMwkqS5M6NWnduD6z1/+BjzFce2FLFm3eydUvf0jTerVoVNv1cb/+wlakZ+fy8CczCfDzJSe/wCN5QgL8Cfb3o/dnvxAREkSHJpEM6NyGaf+6hqSMbFbuSXRZdzgrl5rVgvi871UkpmcR/1eSR/KcqFGDSAbc1ZMv332VpMPJrFi/yXWe1DRqhYUy8Y2X2X/wMPEbN1dIHhERERERkWNV6ZkX1tr91to5xpj2wLnAJCACSHV2SQNqlWP746y1F1lrL4qLc3/ticyDhwgOCwUgOCyUzIOHXLa5W1sec1etZ+LP8xnzZD/8PLQWQlmkZGaTV1DI5AduJS07l+U7EryW5Yi5G7czccFqRt/7Tz6ctZyeHc9n9vP3kZqZw5qde0use/mO/+Odf9+Ev58vtapX80iWlKxcx/G582rSsvPYm5pJhyb1AYgKq86hzFyXddUD/Ymp5fi8NAyvzoF0z5w2cqKoyLpc2ra14369uhxOSXOdp1o1YqIbABAdWVenjYiIiIiISKXw6OCFMaanMabLkYdA4QldgsuwzXbAO8B11tpU4CBw5M/6Yc7HlWrLnPm0vMqxVkVst85snbfQZZu7tWWVlJLK+O9mM+bJ+wkJDirzdjzhk4Vr+Hn9Nnx9fAjy9/PYjIWySkrLYPzcFYy+95+EBAWQmZtHgL9jcCfAz5es3DyXdav+TODFL34lr6CALXsP0KZJA4/k+WTF7/y8ZffR4zN28QZ+/H0XRdayLSmFFnVcz1Q5J7IWG/92DHDtSU6nYU3Pnl5zxISvvuOH+YspKipi2649tGgS7TpPi6Zs/GOHI8++/UTXr1cheURERERE5NQYYyrt5g2ennlRDbjMeb8psAfIA+o42645lY0ZY4KAt4DrrbX7nM1zgKuc97sB88qRt0xWTPqC8KgGDFm3hMzDyWyZM99lW0STxtzy2tCT1pbVjN+Wk5SSyr2vvEfv50fx1bwlxfokHDjIyM+/LvM+3NWrQ2u+WbWZO97/kvCQYC47q1HxLIdTGfn9ogrPAjBzxSaS0jKJGzudPm9Ppmm9CKYtXssdb04kJ7+A9mc1JuFQCiNnHv/x6dQyhtyCQvq+M4X7r+pASGCAR/L0ujCWb9bt4I5PfyY8OIAxt3flm/U76DnhJ66IjaZ5nXASUjIYOSf+uLrzG9YhPDiQ2z/5kZhaobRuUNsjeU7U+4Zr+PrXudw+YBBXdmxH88bRJPydyIhxnx7Xr22rWMJDa3DrQ08RE92A1me3qJA8IiIiIiIixzIlLcxXpo0ZEwJMB0KB7dbau4wx9YAvgQ3ObknW2hec/edba7uUsr0ewOvAbmfTj8ArwMfAxUACcLO1NufI9oA+1tqEY7ZRrK0Etp8Jdfu1VrSxNo2iNbO9HQMAn7ZXUjjjPW/HOMr3poco/Okjb8c4yveaeyj89GVvxwDA965nAbC7N5ykZ+Uwjc/zdgQRERERkSPO6GuJFi2d6bkf9yfh0+HGSj+Wfp7cmLU2kxNmV1hrE4HLS+jf5STbmwZMc/HUv93d3sn2ISIiIiIiIiJVm0cHL0RERERERETEC7x0CdPKcma/OhERERERERE57WnmhYiIiIiIiMjpzueMXtJDMy9EREREREREpGrTzAsRERERERGR090ZvuaFRy+VeprTgRARERERETlzndHnVRSt/LHyLpV68bWn96VST3f9TKi3Ixw11qZR+N0Yb8cAwPf6+yn86SNvxzjK95p7KFzg6gq63uF7eQ/szrXejgGAiTnf2xFERERERMQbzBk9NqM1L0RERERERESkatPMCxEREREREZHT3Rm+5sWZ/epERERERERE5LSnmRciIiIiIiIipzuteSEiIiIiIiIi4j2aeSEiIiIiIiJyujvD17zw+OCFMaYG8DdQ31qb7oHtvQJ0A3KAG4FUYDxwIbAX+Ke1NtsYY4APgJestQnO2mJtZeXj50e/rycx+oYe+AUGEjf9c2pFR5GwfhMT7oxz2eaKu/1OpqCwiMcn/URSWgZN6tTkuX9245HPfmB/Sjpn1a/Nq3dcjSlh2tCgKb+wMymZiOrVePuu6/Dz9cyHfNCkH9l54DAR1avx8h3/x6OffEtBUSGXnR3D/VdfWmJdfmEhD4+fyeh7/+mRHEfzjP+anfsPEhEaQr9/dGHA6ClE1Q4H4OW7biImsrbLuo9/Xsis1ZsJDQnivQd7EeDnma9JfkEB/V8exdgXnwLgoy9nMmvxCkKrV+f9558gwL/4fgoKCxn4ytscOJxMTMMGDH/sfo9kEREREREROZ1UxNBMNyAQ6FreDRljooHLrLXtgJ1AL+AKHAMjrYEdQF9n97nAnSdswlXbKfMPCmJw/AJadne8pHZ9epCSsJeh53ekWs1wWnbv5rLNFXf7ncycjTs4u0FtJj3Ug6S0TCYtXke9sOp8M7APadm5LPljj8u6+J17KSgqYuqAnmTk5LL4j91l2n+x7f6Z4Njuo33IyMnj5zVbaF4/gkkP92bNzr0kHEpxWZeTl89tr3/Gkq27PJLjaJ5tuykoLGLq4DgysnNJSk2nR5eLmfjUPUx86p4SBy7+SjrM9n1JTB0cR6dzzyIxOc0jeXJy87jloUEsWb3BsZ+/E9m2O4Fpbw2j00Xnk3jwkMu62UtWcnbTxkx542WSDqeweccuj+QRERERERE5nVTE4MX/Ae87/8UYc7cx5m7n/S7GmBeMw2RjzEpjzBfGmDdL2FY+8MIJWbsBs5z35+IcJLHWdgWWHVvsqq0s8nNyGNrmUpIT9gEQ260zm2fNA2Dr3N+I7drJZZsr7vY7mcvObsxdl19AQWER6Tm5bN57gEvPagRAu+bRLN/xl8u6iOrV6NupLQBFtky7dr3dGiH0vfxC53YthUWWzJw8rLVYC1v2HnBZFxTgz4yn/kW98BqeCwNEhFan75Xtj+ZJy8pm1urf6THsAx4eMxVrXb/4ZZv/JC0rm74jPyZ+224a1q7pkTxBgQF8O/Y1ImvXAmDp2o2kpWfS5/Hnid+4mYaRdV3WdbrofO7+53UUFBaSlpFJ9WrBHskjIiIiIiJnGB9TeTdvvLwK2GYX4GWgcyl9woHa1tqLgebW2kdddbLW7rfWzjHGtAfOBSYBEThOHQFIA2qVNagxJs4Ys8oYs2rcuHFu14VE1CI71fEX+Zy0dKrVqumyzd3asggJDCA4wJ/e700jono1UjKzqR4UCED1oABSs3Jc1jWpU5PWjSKZvWE7PgY6ntW4TPt3ud3G9Zm9/g98jOG6C1uSnp3Lw5/MJMDPl5z8Ao/sx+089SJoHdOQ2at/x8cYYiJrM+DGbkx75j6SUtNZ+ccul3WH0zOpWT2Ez5/8D4nJqcRv88zMlGL7SU2jVlgoE19/kf0HDxO/aYvLfiHBQQQHBdLrseeoXTOM6Pr1KiSPiIiIiIhIVebRwQtjzFlAJPAV0MAY0+KELkf+bJwNBBljluIYkChtm+2Ad4DrrLWpwEEgzPl0mPNxmVhrx1lrL7LWXhQX5/7aE5kHDxEcFgpAcFgomQcPuWxzt7YsUjKzySsoYHL/HqRl57Jt/yEycnIBSM/OpWZIyX+hn7tpBxMXrWX0v2/02HoXAHM3bmfigtWMvvef+Pr48PId/8c7/74Jfz9falWv5rH9uJ1n7RYmzl3G6P69aVw3gg4tmwEQFRHOobRMlzXVg4OIiYwAoGHtWhxIKfeyLa73Uy2YmOj6AETXr0viwcMu+yWnpZOXl8+UN14mNSOTZes2VkgeERERERE5zRmfyru5E8eYT40xy4wx3xpjqhtjvjfGrDPGfG5KWqCxFJ6eeXE18Jq1tgvwuvNxHlDH+fw1zn8vAb6x1naw1o4qaWPGmCDgLeB6a+0+Z/Mc4Crn/W7APE++AHdsmTOfllc51qqI7daZrfMWumxzt7YsPvltNT+v24avjw9B/n7cd8UlR9evWL79Ly5pFu2yLiktk/Hz4xn97xsJCQoo075dbzeD8XNXMPrefxISFMCqPxN48YtfySsoYMveA7Rp0sBj+3IrT2o6439ZxOj+fQgJCmTCrCX8uHIDRUVFbNt7gBZRrk/TOKdxfTbucnzU9iQdomEdz5w2Umw/zZuy8Y8/HfvZl1jijIpPvvqenxcuw9fXh+DAQHJz8yskj4iIiIiIiKcYYy4D/Ky17YFQ4N9AgrW2DVAT6H6q26yIwYu5zvtzcax7MQe43hjzPuDrfG4L8IQxZoExZoYxpqSFH24EGgJfGWMWGWMG4xis2GuM2QA0BSZ6+DWc1IpJXxAe1YAh65aQeTiZLXPmu2yLaNKYW14betLasujVsQ3frNjEHe9OJTwkmFvancOB1ExuGjWRsGpBdGgRTcKhVEZ+t+C4upmrficpLZO4D7+hz3tf8NWKTWU9DMdvd8Umx3bHTqfP25NJSs0gt6CQvu9M4f6rOhASGEDCoRRGzqycsaaZS9aSlJpB3Fuf0WfERwQF+PPN4jX0HD6OK9q2pHmDuiQkJTPyy5+Pqzu/WSPCq1fj9qFjialXm9YxDSskX9tWZxEeWoNb+w8ipmF9Wsc2J2H/AUZ8+Plx/XpffzVf/TqPHo8MIbxGdS67sE2F5BERERERkdOcMZV2O3YJBuftxFMZEoG3nfd9cKxlWWztylN6eSUtXFiRjDH/AIbguPxpOjDZWju10oMcz/YzoV6O8F9jbRqF343xdgwAfK+/n8KfPvJ2jKN8r7mHwgXTvB3jKN/Le2B3rvV2DABMzPnejiAiIiIiUlV5Z6XJSlK0YX6l/bj3Oa+LW8fSGHMz8DBQCLxirZ1tjLkHuNhae9+p7NPv1GOWn7X2B+AHb+xbRERERERE5Izj5loUlcUYcwMwALgeGEs5166sWq9ORERERERERE5rxphI4AkcF95IxwNrV2rwQkREREREROR0V4lrXrjhLqA+8IsxZhHgD0QZY9YDh3EMZpwSr5w2IiIiIiIiIiJnJmvtCGDECc0flGebGrwQEREREREROd1VsTUvPM0rVxuponQgREREREREzlxn9tVGfl9ceVcbadWx0o+lZl6IiIiIiIiInO58zuyZFxq8OEY/E+rtCEeNtWkUzp/q7RgA+HbpSeEHg70d4yjf+4Zjd2/wdoyjTOPzvB1BRERERETkjKbBCxEREREREZHTnHHvKiCnrTN7XomIiIiIiIiInPY0eCEiIiIiIiIiVZpOGxERERERERE53Z3hl0o9s1+diIiIiIiIiJz2NPNCRERERERE5HR3hi/Y6fHBC2NMCDAJqAvsAO601tpybK8uMBWoCXxjrX3JGNPC2RYIfGCtffeYvq9ba+88of64trLw8fOj39eTGH1DD/wCA4mb/jm1oqNIWL+JCXfGuWxzxd1+7hr0ydfsTDxERI0Q+v2jMwPGTCUqIhyAl++8kZjI2sVqUjOzGTB2KgWFhVx2TnPu/0eXcmUAKCgq4vEfVpCUmUOTmtW5sVVj3lm8CYB9aVkM6HgON53T2GXtxyu3MmvbPkKD/HnvxksJ8PXMhKD8ggL6v/gaY18exIat23noxZFE1asLwNDH7qdpdFTx11FYyMDhb3LgUDIx0Q0YPvBBj2QRERERERGRsquI00b6AkustZcCRcBF5dxeHDAF6AA8ZYypDjwPvAZcAjxujAk1xlwKLAUaHCl01VYW/kFBDI5fQMvuXQFo16cHKQl7GXp+R6rVDKdl924u21xxt5874rfvpqCoiKlP30tGTi5Jqen06HwRE5/8DxOf/I/LgQuAH1asp3n9Okx68h7WbP+LhIPJZc5wxJzt+zi7ThiTenYhKTOHGoH+TOzZhYk9u3BWnTBa1g13WfdXSgbbD6UxtVdXOjWJJDE9q9xZAHJyc7nlwSdZsno9AKnpGdxx3dVMfnMok98c6nLgAmD24hWc3bQJU94aRtKhZDbv2OmRPCIiIiIiIhXK+FTezQsqYq8JwI3GmKbW2rustSuNMfWMMT8bY5YbYwYBGGPmG2MmG2PijTFPlrK9RcCPwJE5MAboBsyy1mYB64AO1tolwBXHFrpqK4v8nByGtrmU5IR9AMR268zmWfMA2Dr3N2K7dnLZ5oq7/dwRUaM6fbu1B6CoyJKWlcOs1Zvp8co4Hh47lZImvFggMzcPay0Wy5a/9pc5wxGXNYnkrgtbUFBURHpuPtUDHJN6svML2JOSQWydMJd1y/YkkZaTT99pvxG/9yANw0LKnQUgKDCQbz94g8g6EQCkZWTy66Jl3Nb/afq/9FqJx6bTxedz9y3XU1BYSFpmFtWrVfNIHhERERERESk7jw9eWGu/B0YBXxlj3jLG+AKDgKnW2nY4BjYinN1H45g9cYfz9A5X25tvrd0LvAK8ba1NByKAVGeXNKBWWbIaY+KMMauMMavGjRvndl1IRC2yU9MAyElLp1qtmi7b3K0tqyb1Imgd05DZazbj42OIiazNgBu7MW1QHEmpGaz8Y5fLuuvbtSY9K4eHx04jwM+PnPz8Mmc4IiTAj2B/P3pPnU9EtUCiw6sDsGT3Ado3cvnWAnA4O5eawYF83qMziRnZxO89VO4srjRqEMmAu3ry5buvknQ4mRXrN7l+HcHBBAcF0uuRZ6gdHkZ0/XoVkkdERERERMSjjKm8mxd4fPDCGHM2MAe4EKgN9AFigfuNMfOB6vz3NI6V1tpCYAsQXco2RwC+1trBzqaDwJE/5Yc5H58ya+04a+1F1tqL4uLcX3si8+AhgsNCAQgOCyXz4CGXbe7WlsfcdVuYOHcZox/sReM6tehwdlMAoiLCOZSeWWLdy3feyDv398Tfz5daNco/2yElO5e8gkIm9+xKWk4+y/ccAGD+n3/TOSayxLrqAX7E1HIMdDQMC+FARna5s7gSFVmXS9u2dtyvV5fDKWku+yWnpZOXl8+Ut4aRmpHJsrUbKySPiIiIiIiIuK8iThv5F/BPa20RsBkIArYCT1truwCvA0cWWWhnjPEDWgK7XW3MGHMdUNNa2/+Y5jnAVcaYakAbYFkFvI4SbZkzn5ZXOdaqiO3Wma3zFrpsc7e2rJJS0xn/62JGP9SbkKBAJsxewo+rNlJUVMS2fQdo0cD1jIdV23bz4qTvyMsvYEvCftrENCxzhiM+id/Gz3/sxdfHEOTvS05BIdZaVvyVVOrMi3Pq1WRjouPjsCclw2OnjZxowlff8cP8xY5js2sPLZq4Hiv7ZPq3/LxgKb6+vgQHBpCbl1cheURERERERDzKx6fybt54eRWwzbeBu4wxi3CcEvI58CrwhDFmGXAlcGSRhf8Ay4HPrbUlzZ54ELjQGLPIeWsLvAQ8DqwERjpPJak0KyZ9QXhUA4asW0Lm4WS2zJnvsi2iSWNueW3oSWvLaubStSSlZhD39uf0GfkxQQH+fLNkDT1f/ZArzj+b5g3qknAwmZHTfzmurtO5LcjNL6Dv6+O5/9rOhAQFljnDEb3aNOObTbu4Y8o8woMCuKxJJBv2J9M8IpRAP18AElIzGfnb+uPqzm8QQXhQALdPmktMzRq0rl+mM4BOqvcN1/D1r3O5fcAgruzYjuaNo0n4O5ER4z49od//8dUvc+nx8GDCQ2tw2YVtKiSPiIiIiIiIuM+U4yqm5duxMfOdMzGqCtvPhHo7w1FjbRqF86d6OwYAvl16UvjB4JN3rCS+9w3H7t7g7RhHmcbneTuCiIiIiIicnHcWa6gkdte6Svtxb5q0qfRj6Z35HkAVG7gQERERERERkSrKz9sBRERERERERKScjNfmJlSKM/vViYiIiIiIiMhpTzMvRERERERERE535oxe0kMzL0RERERERESkavPa1UaqIB0IERERERGRM9cZPTXB7tlYeVcbaXRupR9LnTZyjCp3qdQvRnk7BgC+tw/UpUlFRERERESqtDN6bEanjYiIiIiIiIhI1aaZFyIiIiIiIiKnOy3YKSIiIiIiIiLiPZp5ISIiIiIiInK608wLERERERERERHv0cwLERERERERkdOeZl4I4OPnxwPfTgPALzCQB777giFrF3P3Z+NKbHPF3X4nU1BYxCNTZ9H7w5k88818AAZ9NY+eH8zgwYk/U1BY5LIuKy+fByf9Qu8PZ/L6L8vKvP+S5BcU0O/ZVwDYsHU7nXvF0evRIfR6dAh//rW31NpPpn/Hv5560eOZRERERERE5PTm0cELY0wNY8wMY8wyY8znxhj/Uvqeb4w5341tfurc3rfGGD9jTJAx5ntjzDrnPoyzn78x5rsTaou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x=\"150\" xlink:href=\"#SimHei-32\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"250\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"300\" xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"350\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_12\">\r\n     <g id=\"line2d_37\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"66.325\" xlink:href=\"#mf10d4a0afe\" y=\"271.552875\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_38\">\r\n      <!-- Nov 2010 -->\r\n      <g transform=\"translate(19.325 274.970844)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 44.921875 1.5625 \r\nL 35.15625 1.5625 \r\nL 13.671875 50 \r\nL 13.28125 50 \r\nL 13.28125 1.5625 \r\nL 4.296875 1.5625 \r\nL 4.296875 68.359375 \r\nL 14.0625 68.359375 \r\nL 35.546875 19.921875 \r\nL 35.9375 19.921875 \r\nL 35.9375 68.359375 \r\nL 44.921875 68.359375 \r\nz\r\n\" id=\"SimHei-78\"/>\r\n        <path d=\"M 45.3125 45.3125 \r\nL 28.90625 0.78125 \r\nL 20.3125 0.78125 \r\nL 3.90625 45.3125 \r\nL 12.109375 45.3125 \r\nL 24.21875 11.328125 \r\nL 25 11.328125 \r\nL 37.109375 45.3125 \r\nz\r\n\" id=\"SimHei-118\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-78\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-111\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-118\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-32\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"250\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"300\" xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"350\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_13\">\r\n     <g id=\"line2d_38\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"66.325\" xlink:href=\"#mf10d4a0afe\" y=\"293.296875\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_39\">\r\n      <!-- Dec 2010 -->\r\n      <g transform=\"translate(19.325 296.714844)scale(0.1 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xlink:href=\"#SimHei-32\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"250\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"300\" xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"350\" xlink:href=\"#SimHei-49\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_15\">\r\n     <g id=\"line2d_40\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"66.325\" xlink:href=\"#mf10d4a0afe\" y=\"336.784875\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_41\">\r\n      <!-- Feb 2011 -->\r\n      <g transform=\"translate(19.325 340.202844)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-70\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-101\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-98\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-32\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"250\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"300\" xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"350\" xlink:href=\"#SimHei-49\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_16\">\r\n     <g id=\"line2d_41\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"66.325\" xlink:href=\"#mf10d4a0afe\" y=\"358.528875\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_42\">\r\n      <!-- Mar 2011 -->\r\n      <g transform=\"translate(19.325 361.946844)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-77\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-97\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-114\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-32\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"250\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"300\" xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"350\" xlink:href=\"#SimHei-49\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_17\">\r\n     <g id=\"line2d_42\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"66.325\" xlink:href=\"#mf10d4a0afe\" y=\"380.272875\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_43\">\r\n      <!-- Apr 2011 -->\r\n      <g transform=\"translate(19.325 383.729906)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-65\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-112\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-114\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-32\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"250\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"300\" xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"350\" xlink:href=\"#SimHei-49\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_18\">\r\n     <g id=\"line2d_43\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"66.325\" xlink:href=\"#mf10d4a0afe\" y=\"402.016875\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_44\">\r\n      <!-- May 2011 -->\r\n      <g transform=\"translate(19.325 405.473906)scale(0.1 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xlink:href=\"#SimHei-32\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"250\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"300\" xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"350\" xlink:href=\"#SimHei-49\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_20\">\r\n     <g id=\"line2d_45\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"66.325\" xlink:href=\"#mf10d4a0afe\" y=\"445.504875\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_46\">\r\n      <!-- Jul 2011 -->\r\n      <g transform=\"translate(19.325 448.922844)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-74\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-117\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-108\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-32\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"250\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"300\" xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"350\" xlink:href=\"#SimHei-49\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_21\">\r\n     <g id=\"line2d_46\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"66.325\" xlink:href=\"#mf10d4a0afe\" y=\"467.248875\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_47\">\r\n      <!-- Aug 2011 -->\r\n      <g transform=\"translate(19.325 470.705906)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-65\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-117\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-103\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-32\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"250\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"300\" xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"350\" xlink:href=\"#SimHei-49\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_22\">\r\n     <g id=\"line2d_47\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"66.325\" xlink:href=\"#mf10d4a0afe\" y=\"488.992875\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_48\">\r\n      <!-- Sep 2011 -->\r\n      <g transform=\"translate(19.325 492.449906)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-83\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-101\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-112\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-32\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"250\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"300\" xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"350\" xlink:href=\"#SimHei-49\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_23\">\r\n     <g id=\"line2d_48\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"66.325\" xlink:href=\"#mf10d4a0afe\" y=\"510.736875\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_49\">\r\n      <!-- Oct 2011 -->\r\n      <g transform=\"translate(19.325 514.154844)scale(0.1 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xlink:href=\"#SimHei-32\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"250\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"300\" xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"350\" xlink:href=\"#SimHei-49\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_25\">\r\n     <g id=\"line2d_50\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"66.325\" xlink:href=\"#mf10d4a0afe\" y=\"554.224875\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_51\">\r\n      <!-- Dec 2011 -->\r\n      <g transform=\"translate(19.325 557.642844)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-68\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-101\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-99\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-32\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"250\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"300\" xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"350\" xlink:href=\"#SimHei-49\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_52\">\r\n     <!-- CohortMonth -->\r\n     <g transform=\"translate(14.035938 320.796875)rotate(-90)scale(0.1 -0.1)\">\r\n      <defs>\r\n       <path d=\"M 46.875 28.125 \r\nQ 46.484375 13.28125 40.625 7.03125 \r\nQ 34.765625 0.78125 26.5625 0.78125 \r\nQ 17.1875 0.78125 10.546875 8.390625 \r\nQ 3.90625 16.015625 3.90625 32.8125 \r\nQ 3.90625 51.171875 10.34375 60.15625 \r\nQ 16.796875 69.140625 26.953125 69.140625 \r\nQ 35.546875 69.140625 41.203125 62.6875 \r\nQ 46.875 56.25 46.484375 44.53125 \r\nL 37.890625 44.53125 \r\nQ 37.890625 53.125 35.15625 57.421875 \r\nQ 32.421875 61.71875 26.953125 61.71875 \r\nQ 20.703125 61.71875 16.984375 55.265625 \r\nQ 13.28125 48.828125 13.28125 33.59375 \r\nQ 13.28125 19.53125 16.984375 13.859375 \r\nQ 20.703125 8.203125 26.5625 8.203125 \r\nQ 30.859375 8.203125 34.375 12.296875 \r\nQ 37.890625 16.40625 37.890625 28.125 \r\nz\r\n\" id=\"SimHei-67\"/>\r\n      </defs>\r\n      <use xlink:href=\"#SimHei-67\"/>\r\n      <use x=\"50\" xlink:href=\"#SimHei-111\"/>\r\n      <use x=\"100\" xlink:href=\"#SimHei-104\"/>\r\n      <use x=\"150\" xlink:href=\"#SimHei-111\"/>\r\n      <use x=\"200\" xlink:href=\"#SimHei-114\"/>\r\n      <use x=\"250\" xlink:href=\"#SimHei-116\"/>\r\n      <use x=\"300\" xlink:href=\"#SimHei-77\"/>\r\n      <use x=\"350\" xlink:href=\"#SimHei-111\"/>\r\n      <use x=\"400\" xlink:href=\"#SimHei-110\"/>\r\n      <use x=\"450\" xlink:href=\"#SimHei-116\"/>\r\n      <use x=\"500\" xlink:href=\"#SimHei-104\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_53\">\r\n    <!-- 100.0 -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(71.681 35.142312)scale(0.1 -0.1)\">\r\n     <defs>\r\n      <path d=\"M 17.1875 1.5625 \r\nL 8.203125 1.5625 \r\nL 8.203125 10.15625 \r\nL 17.1875 10.15625 \r\nz\r\n\" id=\"SimHei-46\"/>\r\n     </defs>\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_54\">\r\n    <!-- 35.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(109.893 35.142312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_55\">\r\n    <!-- 33.0 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(145.605 35.142312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_56\">\r\n    <!-- 42.3 -->\r\n    <g 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xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-54\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_62\">\r\n    <!-- 35.4 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(395.589 35.142312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-52\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_63\">\r\n    <!-- 41.9 -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(431.301 35.142312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-52\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-57\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_64\">\r\n    <!-- 49.3 -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(467.013 35.142312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-52\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-57\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-51\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_65\">\r\n    <!-- 37.5 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(502.725 35.142312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_66\">\r\n    <!-- 26.9 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(538.437 35.142312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-54\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-57\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_67\">\r\n    <!-- 23.9 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(574.149 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xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_73\">\r\n    <!-- 25.0 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(788.421 35.142312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_74\">\r\n    <!-- 30.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(824.133 35.142312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_75\">\r\n    <!-- 29.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(859.845 35.142312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-57\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_76\">\r\n    <!-- 40.3 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(895.557 35.142312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-52\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-51\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_77\">\r\n    <!-- 19.5 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(931.269 35.142312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-57\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_78\">\r\n    <!-- 100.0 -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(71.681 56.886312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_79\">\r\n    <!-- 20.9 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(109.893 56.886312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-57\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_80\">\r\n    <!-- 31.9 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(145.605 56.886312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-57\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_81\">\r\n    <!-- 31.3 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(181.317 56.886312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-51\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_82\">\r\n    <!-- 26.1 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(217.029 56.886312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-54\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-49\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_83\">\r\n    <!-- 31.9 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(252.741 56.886312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-57\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_84\">\r\n    <!-- 25.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(288.453 56.886312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_85\">\r\n    <!-- 23.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(324.165 56.886312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_86\">\r\n    <!-- 27.5 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(359.877 56.886312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_87\">\r\n    <!-- 32.5 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(395.589 56.886312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_88\">\r\n    <!-- 30.7 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(431.301 56.886312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-55\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_89\">\r\n    <!-- 17.1 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(467.013 56.886312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-49\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_90\">\r\n    <!-- 22.3 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(502.725 56.886312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-51\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_91\">\r\n    <!-- 18.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(538.437 56.886312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-56\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_92\">\r\n    <!-- 18.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(574.149 56.886312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-56\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_93\">\r\n    <!-- 15.4 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(609.861 56.886312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-52\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_94\">\r\n    <!-- 23.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(645.573 56.886312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_95\">\r\n    <!-- 20.3 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(681.285 56.886312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-51\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_96\">\r\n    <!-- 18.6 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(716.997 56.886312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-56\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-54\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_97\">\r\n    <!-- 19.7 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(752.709 56.886312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-57\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-55\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_98\">\r\n    <!-- 25.5 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(788.421 56.886312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_99\">\r\n    <!-- 19.7 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(824.133 56.886312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-57\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-55\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_100\">\r\n    <!-- 24.4 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(859.845 56.886312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-52\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-52\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_101\">\r\n    <!-- 6.1 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(898.057 56.886312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-54\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-49\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_102\">\r\n    <!-- 100.0 -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(71.681 78.630312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_103\">\r\n    <!-- 23.3 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(109.893 78.630312)scale(0.1 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style=\"fill:#262626;\" transform=\"translate(217.029 78.630312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-52\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_107\">\r\n    <!-- 20.7 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(252.741 78.630312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-55\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_108\">\r\n    <!-- 18.4 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(288.453 78.630312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-56\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-52\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_109\">\r\n    <!-- 28.6 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(324.165 78.630312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-56\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-54\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_110\">\r\n    <!-- 25.7 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(359.877 78.630312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-55\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_111\">\r\n    <!-- 27.4 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(395.589 78.630312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-52\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_112\">\r\n    <!-- 11.7 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(431.301 78.630312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-55\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_113\">\r\n    <!-- 11.4 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(467.013 78.630312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-52\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_114\">\r\n    <!-- 14.3 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(502.725 78.630312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-52\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-51\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_115\">\r\n    <!-- 17.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(538.437 78.630312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_116\">\r\n    <!-- 12.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(574.149 78.630312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_117\">\r\n    <!-- 19.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(609.861 78.630312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-57\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_118\">\r\n    <!-- 15.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(645.573 78.630312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_119\">\r\n    <!-- 17.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(681.285 78.630312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_120\">\r\n    <!-- 13.7 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(716.997 78.630312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-55\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_121\">\r\n    <!-- 23.3 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(752.709 78.630312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-51\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_122\">\r\n    <!-- 22.7 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(788.421 78.630312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-55\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_123\">\r\n    <!-- 14.6 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(824.133 78.630312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-52\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-54\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_124\">\r\n    <!-- 5.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(862.345 78.630312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_125\">\r\n    <!-- 100.0 -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(71.681 100.374312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_126\">\r\n    <!-- 19.7 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(109.893 100.374312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-57\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-55\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_127\">\r\n    <!-- 23.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(145.605 100.374312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_128\">\r\n    <!-- 24.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(181.317 100.374312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-52\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_129\">\r\n    <!-- 23.5 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(217.029 100.374312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_130\">\r\n    <!-- 21.1 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(252.741 100.374312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-49\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_131\">\r\n    <!-- 25.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(288.453 100.374312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_132\">\r\n    <!-- 30.6 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(324.165 100.374312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-54\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_133\">\r\n    <!-- 28.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(359.877 100.374312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-56\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_134\">\r\n    <!-- 10.9 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(395.589 100.374312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-57\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_135\">\r\n    <!-- 11.4 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(431.301 100.374312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-52\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_136\">\r\n    <!-- 14.3 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(467.013 100.374312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-52\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-51\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_137\">\r\n    <!-- 20.4 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(502.725 100.374312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-52\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_138\">\r\n    <!-- 16.0 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(538.437 100.374312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-54\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_139\">\r\n    <!-- 20.4 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(574.149 100.374312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-52\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_140\">\r\n    <!-- 16.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(609.861 100.374312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-54\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_141\">\r\n    <!-- 18.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(645.573 100.374312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-56\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_142\">\r\n    <!-- 15.5 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(681.285 100.374312)scale(0.1 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style=\"fill:#262626;\" transform=\"translate(788.421 100.374312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-49\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_146\">\r\n    <!-- 8.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(826.633 100.374312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-56\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_147\">\r\n    <!-- 100.0 -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(71.681 122.118312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-48\"/>\r\n    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xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-55\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_151\">\r\n    <!-- 19.0 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(217.029 122.118312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-57\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_152\">\r\n    <!-- 21.9 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(252.741 122.118312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-57\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_153\">\r\n    <!-- 27.5 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(288.453 122.118312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_154\">\r\n    <!-- 26.0 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(324.165 122.118312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-54\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_155\">\r\n    <!-- 10.0 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(359.877 122.118312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_156\">\r\n    <!-- 9.3 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(398.089 122.118312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-57\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-51\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_157\">\r\n    <!-- 7.4 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(433.801 122.118312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-52\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_158\">\r\n    <!-- 13.4 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(467.013 122.118312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-52\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_159\">\r\n    <!-- 14.1 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(502.725 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15.6 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(609.861 122.118312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-54\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_163\">\r\n    <!-- 13.4 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(645.573 122.118312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-52\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_164\">\r\n    <!-- 16.0 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(681.285 122.118312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-54\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_165\">\r\n    <!-- 17.1 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(716.997 122.118312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-49\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_166\">\r\n    <!-- 21.9 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(752.709 122.118312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-57\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_167\">\r\n    <!-- 6.0 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(790.921 122.118312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-54\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_168\">\r\n    <!-- 100.0 -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(71.681 143.862312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_169\">\r\n    <!-- 15.4 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(109.893 143.862312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-52\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_170\">\r\n    <!-- 17.1 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(145.605 143.862312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-49\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_171\">\r\n    <!-- 17.9 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(181.317 143.862312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-57\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_172\">\r\n    <!-- 17.9 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(217.029 143.862312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-57\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_173\">\r\n    <!-- 25.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(252.741 143.862312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_174\">\r\n    <!-- 22.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(288.453 143.862312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_175\">\r\n    <!-- 12.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(324.165 143.862312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_176\">\r\n    <!-- 6.0 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(362.377 143.862312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-54\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_177\">\r\n    <!-- 6.4 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(398.089 143.862312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-54\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-52\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_178\">\r\n    <!-- 11.1 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(431.301 143.862312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-49\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_179\">\r\n    <!-- 12.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(467.013 143.862312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_180\">\r\n    <!-- 15.0 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(502.725 143.862312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_181\">\r\n    <!-- 15.0 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(538.437 143.862312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_182\">\r\n    <!-- 8.6 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(576.649 143.862312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-56\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-54\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_183\">\r\n    <!-- 11.5 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(609.861 143.862312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_184\">\r\n    <!-- 13.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(645.573 143.862312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_185\">\r\n    <!-- 17.1 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(681.285 143.862312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-49\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_186\">\r\n    <!-- 14.1 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(716.997 143.862312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-52\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-49\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_187\">\r\n    <!-- 5.1 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(755.209 143.862312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-49\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_188\">\r\n    <!-- 100.0 -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(71.681 165.606312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_189\">\r\n    <!-- 17.1 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(109.893 165.606312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-49\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_190\">\r\n    <!-- 19.5 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(145.605 165.606312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-57\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_191\">\r\n    <!-- 20.7 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(181.317 165.606312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-55\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_192\">\r\n    <!-- 22.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(217.029 165.606312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_193\">\r\n    <!-- 28.9 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(252.741 165.606312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-56\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-57\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_194\">\r\n    <!-- 13.0 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(288.453 165.606312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_195\">\r\n    <!-- 7.7 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(326.665 165.606312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-55\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_196\">\r\n    <!-- 8.1 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(362.377 165.606312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-56\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-49\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_197\">\r\n    <!-- 11.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(395.589 165.606312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_198\">\r\n    <!-- 10.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(431.301 165.606312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_199\">\r\n    <!-- 13.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(467.013 165.606312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_200\">\r\n    <!-- 13.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(502.725 165.606312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_201\">\r\n    <!-- 11.4 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(538.437 165.606312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-52\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_202\">\r\n    <!-- 11.0 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(574.149 165.606312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_203\">\r\n    <!-- 10.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(609.861 165.606312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_204\">\r\n    <!-- 12.6 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(645.573 165.606312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-54\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_205\">\r\n    <!-- 20.3 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(681.285 165.606312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-51\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_206\">\r\n    <!-- 5.3 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(719.497 165.606312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-51\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_207\">\r\n    <!-- 100.0 -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(71.681 187.350312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_208\">\r\n    <!-- 15.3 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(109.893 187.350312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-51\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_209\">\r\n    <!-- 17.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(145.605 187.350312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_210\">\r\n    <!-- 30.1 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(181.317 187.350312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-49\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_211\">\r\n    <!-- 28.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(217.029 187.350312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-56\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_212\">\r\n    <!-- 13.5 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(252.741 187.350312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_213\">\r\n    <!-- 9.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(290.953 187.350312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-57\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_214\">\r\n    <!-- 12.9 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(324.165 187.350312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-57\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_215\">\r\n    <!-- 12.3 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(359.877 187.350312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-51\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_216\">\r\n    <!-- 11.7 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(395.589 187.350312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-55\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_217\">\r\n    <!-- 11.0 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(431.301 187.350312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_218\">\r\n    <!-- 14.7 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(467.013 187.350312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-52\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-55\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_219\">\r\n    <!-- 11.7 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(502.725 187.350312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-55\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_220\">\r\n    <!-- 12.9 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(538.437 187.350312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-57\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_221\">\r\n    <!-- 19.0 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(574.149 187.350312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-57\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_222\">\r\n    <!-- 17.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(609.861 187.350312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_223\">\r\n    <!-- 23.3 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(645.573 187.350312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-51\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_224\">\r\n    <!-- 8.0 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(683.785 187.350312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-56\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_225\">\r\n    <!-- 100.0 -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(71.681 209.094312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_226\">\r\n    <!-- 20.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(109.893 209.094312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_227\">\r\n    <!-- 29.5 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(145.605 209.094312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-57\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_228\">\r\n    <!-- 30.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(181.317 209.094312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_229\">\r\n    <!-- 16.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(217.029 209.094312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-54\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_230\">\r\n    <!-- 12.1 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(252.741 209.094312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-49\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_231\">\r\n    <!-- 8.1 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(290.953 209.094312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-56\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-49\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_232\">\r\n    <!-- 12.1 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(324.165 209.094312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-49\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_233\">\r\n    <!-- 12.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(359.877 209.094312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_234\">\r\n    <!-- 13.4 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(395.589 209.094312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-52\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_235\">\r\n    <!-- 11.4 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(431.301 209.094312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-52\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_236\">\r\n    <!-- 12.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(467.013 209.094312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_237\">\r\n    <!-- 14.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(502.725 209.094312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-52\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_238\">\r\n    <!-- 17.4 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(538.437 209.094312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-52\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_239\">\r\n    <!-- 18.1 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(574.149 209.094312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-56\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-49\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_240\">\r\n    <!-- 18.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(609.861 209.094312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-56\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_241\">\r\n    <!-- 6.0 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(648.073 209.094312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-54\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_242\">\r\n    <!-- 100.0 -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(71.681 230.838312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_243\">\r\n    <!-- 24.1 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(109.893 230.838312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-52\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-49\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_244\">\r\n    <!-- 23.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(145.605 230.838312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_245\">\r\n    <!-- 12.7 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(181.317 230.838312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-55\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_246\">\r\n    <!-- 9.1 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(219.529 230.838312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-57\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-49\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_247\">\r\n    <!-- 10.4 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(252.741 230.838312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-52\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_248\">\r\n    <!-- 14.6 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(288.453 230.838312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-52\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-54\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_249\">\r\n    <!-- 9.6 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(326.665 230.838312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-57\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-54\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_250\">\r\n    <!-- 12.7 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(359.877 230.838312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-55\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_251\">\r\n    <!-- 13.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(395.589 230.838312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_252\">\r\n    <!-- 12.3 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(431.301 230.838312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-51\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_253\">\r\n    <!-- 10.0 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(467.013 230.838312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_254\">\r\n    <!-- 20.9 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(502.725 230.838312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-57\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_255\">\r\n    <!-- 17.3 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(538.437 230.838312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-51\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_256\">\r\n    <!-- 15.9 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(574.149 230.838312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-57\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_257\">\r\n    <!-- 5.5 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(612.361 230.838312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-53\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_258\">\r\n    <!-- 100.0 -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(71.681 252.582312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_259\">\r\n    <!-- 24.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(109.893 252.582312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-52\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_260\">\r\n    <!-- 14.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(145.605 252.582312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-52\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_261\">\r\n    <!-- 10.9 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(181.317 252.582312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-57\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_262\">\r\n    <!-- 8.3 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(219.529 252.582312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-56\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-51\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_263\">\r\n    <!-- 7.7 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(255.241 252.582312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-55\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_264\">\r\n    <!-- 13.3 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(288.453 252.582312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-51\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_265\">\r\n    <!-- 13.6 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(324.165 252.582312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-54\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_266\">\r\n    <!-- 10.3 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(359.877 252.582312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-51\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_267\">\r\n    <!-- 9.4 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(398.089 252.582312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-57\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-52\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_268\">\r\n    <!-- 10.9 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(431.301 252.582312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-57\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_269\">\r\n    <!-- 13.6 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(467.013 252.582312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-54\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_270\">\r\n    <!-- 19.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(502.725 252.582312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-57\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_271\">\r\n    <!-- 23.3 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(538.437 252.582312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-51\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_272\">\r\n    <!-- 6.5 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(576.649 252.582312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-54\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-53\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_273\">\r\n    <!-- 100.0 -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(71.681 274.326312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_274\">\r\n    <!-- 17.7 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(109.893 274.326312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-55\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_275\">\r\n    <!-- 8.5 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(148.105 274.326312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-56\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-53\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_276\">\r\n    <!-- 9.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(183.817 274.326312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-57\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_277\">\r\n    <!-- 7.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(219.529 274.326312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_278\">\r\n    <!-- 8.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(255.241 274.326312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-56\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_279\">\r\n    <!-- 13.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(288.453 274.326312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_280\">\r\n    <!-- 10.5 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(324.165 274.326312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_281\">\r\n    <!-- 9.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(362.377 274.326312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-57\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_282\">\r\n    <!-- 9.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(398.089 274.326312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-57\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_283\">\r\n    <!-- 10.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(431.301 274.326312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_284\">\r\n    <!-- 14.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(467.013 274.326312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-52\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_285\">\r\n    <!-- 26.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(502.725 274.326312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-54\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_286\">\r\n    <!-- 6.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(540.937 274.326312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-54\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_287\">\r\n    <!-- 100.0 -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(71.681 296.070312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_288\">\r\n    <!-- 7.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(112.393 296.070312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_289\">\r\n    <!-- 4.7 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(148.105 296.070312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-52\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-55\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_290\">\r\n    <!-- 7.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(183.817 296.070312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_291\">\r\n    <!-- 9.4 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(219.529 296.070312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-57\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-52\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_292\">\r\n    <!-- 7.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(255.241 296.070312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_293\">\r\n    <!-- 4.7 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(290.953 296.070312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-52\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-55\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_294\">\r\n    <!-- 7.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(326.665 296.070312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_295\">\r\n    <!-- 6.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(362.377 296.070312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-54\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_296\">\r\n    <!-- 3.1 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(398.089 296.070312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-49\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_297\">\r\n    <!-- 9.4 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(433.801 296.070312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-57\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-52\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_298\">\r\n    <!-- 18.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(467.013 296.070312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-56\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_299\">\r\n    <!-- 3.1 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(505.225 296.070312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-49\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_300\">\r\n    <!-- 100.0 -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(71.681 317.814312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_301\">\r\n    <!-- 17.7 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(109.893 317.814312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-55\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_302\">\r\n    <!-- 22.6 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(145.605 317.814312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-54\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_303\">\r\n    <!-- 22.6 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(181.317 317.814312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-54\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_304\">\r\n    <!-- 24.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(217.029 317.814312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-52\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_305\">\r\n    <!-- 16.1 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(252.741 317.814312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-54\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-49\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_306\">\r\n    <!-- 14.5 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(288.453 317.814312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-52\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_307\">\r\n    <!-- 11.3 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(324.165 317.814312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-51\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_308\">\r\n    <!-- 12.9 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(359.877 317.814312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-57\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_309\">\r\n    <!-- 21.0 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(395.589 317.814312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_310\">\r\n    <!-- 25.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(431.301 317.814312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_311\">\r\n    <!-- 12.9 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(467.013 317.814312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-57\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_312\">\r\n    <!-- 100.0 -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(71.681 339.558312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_313\">\r\n    <!-- 15.6 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(109.893 339.558312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-54\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_314\">\r\n    <!-- 16.5 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(145.605 339.558312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-54\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_315\">\r\n    <!-- 17.4 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(181.317 339.558312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-52\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_316\">\r\n    <!-- 24.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(217.029 339.558312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-52\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_317\">\r\n    <!-- 16.5 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(252.741 339.558312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-54\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_318\">\r\n    <!-- 15.6 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(288.453 339.558312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-54\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_319\">\r\n    <!-- 14.7 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(324.165 339.558312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-52\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-55\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_320\">\r\n    <!-- 15.6 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(359.877 339.558312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-54\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_321\">\r\n    <!-- 17.4 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(395.589 339.558312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-52\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_322\">\r\n    <!-- 6.4 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(433.801 339.558312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-54\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-52\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_323\">\r\n    <!-- 100.0 -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(71.681 361.302312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_324\">\r\n    <!-- 18.3 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(109.893 361.302312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-56\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-51\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_325\">\r\n    <!-- 22.6 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(145.605 361.302312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-54\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_326\">\r\n    <!-- 20.1 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(181.317 361.302312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-49\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_327\">\r\n    <!-- 20.7 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(217.029 361.302312)scale(0.1 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style=\"fill:#262626;\" transform=\"translate(324.165 361.302312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-56\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-57\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_331\">\r\n    <!-- 23.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(359.877 361.302312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_332\">\r\n    <!-- 9.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(398.089 361.302312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-57\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_333\">\r\n    <!-- 100.0 -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(71.681 383.046312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_334\">\r\n    <!-- 24.7 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(109.893 383.046312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-52\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-55\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_335\">\r\n    <!-- 17.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(145.605 383.046312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_336\">\r\n    <!-- 20.4 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(181.317 383.046312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-52\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_337\">\r\n    <!-- 18.3 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(217.029 383.046312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-56\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-51\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_338\">\r\n    <!-- 23.7 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(252.741 383.046312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-55\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_339\">\r\n    <!-- 17.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(288.453 383.046312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_340\">\r\n    <!-- 26.9 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(324.165 383.046312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-54\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-57\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_341\">\r\n    <!-- 10.8 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(359.877 383.046312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-56\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_342\">\r\n    <!-- 100.0 -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(71.681 404.790312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_343\">\r\n    <!-- 22.7 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(109.893 404.790312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-55\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_344\">\r\n    <!-- 22.7 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(145.605 404.790312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-55\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_345\">\r\n    <!-- 17.5 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(181.317 404.790312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_346\">\r\n    <!-- 21.6 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(217.029 404.790312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-49\"/>\r\n 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xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-51\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_350\">\r\n    <!-- 100.0 -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(71.681 426.534312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_351\">\r\n    <!-- 24.5 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(109.893 426.534312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-52\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_352\">\r\n    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xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_355\">\r\n    <!-- 25.5 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(252.741 426.534312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_356\">\r\n    <!-- 8.5 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(290.953 426.534312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-56\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-53\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_357\">\r\n    <!-- 100.0 -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(71.681 448.278312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n  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xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-56\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-57\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_361\">\r\n    <!-- 35.6 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(217.029 448.278312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-54\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_362\">\r\n    <!-- 15.6 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(252.741 448.278312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-54\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_363\">\r\n    <!-- 100.0 -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(71.681 470.022312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_364\">\r\n    <!-- 30.2 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(109.893 470.022312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_365\">\r\n    <!-- 29.1 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(145.605 470.022312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-57\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-49\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_366\">\r\n    <!-- 25.6 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(181.317 470.022312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-54\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_367\">\r\n    <!-- 16.3 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(217.029 470.022312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-54\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-51\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_368\">\r\n    <!-- 100.0 -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(71.681 491.766312)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n 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      "text/plain": [
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   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Finding"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "***Special group***\r\n",
    "- Group of 2009 Dec, have a high retention rate, keep remaining around 20 - 40 % \r\n",
    "- Group of 2010 Dec, have a relatively low retention rate that keeping under 12 % afterward\r\n",
    "\r\n",
    "\r\n",
    "***Special period***\r\n",
    "- All groups have a significant increase in retention rate in Oct, Nov 2010, and Nov 2011, we believe it is related to the Black Friday events.\r\n",
    "\r\n",
    "\r\n",
    "***Special trend***\r\n",
    "- A notable increase in the retention of the group after Jan 2011 can be observed from the cohort analysis."
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Average quantity by Monthly Cohorts (optional)"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "source": [
    "# group = df.groupby([\"CohortMonth\", \"Month_Index\"])\r\n",
    "# cohort_data = group[\"Quantity\"].mean().reset_index()\r\n",
    "\r\n",
    "# average_quantity = cohort_data.pivot(index = \"CohortMonth\", columns = \"Month_Index\", values= \"Quantity\")\r\n",
    "# average_quantity.round(1)\r\n",
    "\r\n",
    "# # cohort_data.head()"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "source": [
    "# plt.figure(figsize = (20,10))\r\n",
    "# sns.heatmap(data = average_quantity.round(1), annot = True, cmap = \"Reds\", fmt = \".1f\", linewidths = 0.2, yticklabels = month_list)\r\n",
    "# plt.title(\"Average quantity by Monthly Cohorts from Dec 2009 to Dec 2011\")"
   ],
   "outputs": [],
   "metadata": {}
  }
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