data_prep.json

{"cells":[{"cell_type":"code","execution_count":27,"metadata":{"id":"B9k8CU5M4_QP","executionInfo":{"status":"ok","timestamp":1654536127172,"user_tz":-180,"elapsed":356,"user":{"displayName":"Erwin Ackerman","userId":"18341777393051230132"}}},"outputs":[],"source":["## 1. Importing libraries\n","import numpy as np \n","import pandas as pd\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","pd.options.display.float_format = '{:,.2f}'.format\n","pd.set_option('display.max_rows', 500)\n","pd.set_option('display.max_columns', 500)\n","## 2. Paths and directories\n","sales_data_path = \"item_sales.csv\"\n","calendar_data_path = \"daily_calendar_with_events.csv\"\n","prices_data_path = \"item_prices.csv\"\n"]},{"cell_type":"code","execution_count":29,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"fS7PNaBN4_QS","executionInfo":{"status":"ok","timestamp":1654536174900,"user_tz":-180,"elapsed":1597,"user":{"displayName":"Erwin Ackerman","userId":"18341777393051230132"}},"outputId":"210d1150-1ce3-40e7-f586-3bac7bd18557"},"outputs":[{"output_type":"stream","name":"stdout","text":["The shape of the sales datataframe is : (8196, 1920)\n","The shape of the calendar datataframe is : (1913, 5)\n","The shape of the prices datataframe is : (604192, 5)\n"]}],"source":["## 3. Import files\n","### 3A. Sales data\n","pd_sales = pd.read_csv(sales_data_path, sep = \",\")\n","print(\"The shape of the sales datataframe is :\", pd_sales.shape)\n","pd_calendar = pd.read_csv(calendar_data_path, sep = \",\")\n","print(\"The shape of the calendar datataframe is :\", pd_calendar.shape)\n","pd_prices = pd.read_csv(prices_data_path, sep = \",\")\n","print(\"The shape of the prices datataframe is :\", pd_prices.shape)"]},{"cell_type":"markdown","metadata":{"id":"V_DRlh2W4_QU"},"source":["# Creating list with column names for un pivot"]},{"cell_type":"code","execution_count":9,"metadata":{"id":"yEFLTlL14_QV","executionInfo":{"status":"ok","timestamp":1654535970495,"user_tz":-180,"elapsed":4,"user":{"displayName":"Erwin Ackerman","userId":"18341777393051230132"}}},"outputs":[],"source":["d = []\n","n = []\n","\n","for column in pd_sales.columns:\n","    if 'd_' in column:\n","        d.append(column)\n","    else:\n","        n.append(column)"]},{"cell_type":"markdown","metadata":{"id":"gCr3yl4A4_QV"},"source":["## Un pivoting"]},{"cell_type":"code","execution_count":10,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":224},"id":"koKroyEH4_QW","executionInfo":{"status":"ok","timestamp":1654535971746,"user_tz":-180,"elapsed":834,"user":{"displayName":"Erwin Ackerman","userId":"18341777393051230132"}},"outputId":"9c663bb7-e304-4c54-c4ae-4553d71f18e7"},"outputs":[{"output_type":"stream","name":"stdout","text":["(796120, 9)\n"]},{"output_type":"execute_result","data":{"text/plain":["                        id              item    category    department  \\\n","7   ACCESORIES_1_008_NYC_1  ACCESORIES_1_008  ACCESORIES  ACCESORIES_1   \n","8   ACCESORIES_1_009_NYC_1  ACCESORIES_1_009  ACCESORIES  ACCESORIES_1   \n","14  ACCESORIES_1_015_NYC_1  ACCESORIES_1_015  ACCESORIES  ACCESORIES_1   \n","15  ACCESORIES_1_016_NYC_1  ACCESORIES_1_016  ACCESORIES  ACCESORIES_1   \n","21  ACCESORIES_1_022_NYC_1  ACCESORIES_1_022  ACCESORIES  ACCESORIES_1   \n","\n","                store store_code    region    d  units  \n","7   Greenwich_Village      NYC_1  New York  d_1  12.00  \n","8   Greenwich_Village      NYC_1  New York  d_1   2.00  \n","14  Greenwich_Village      NYC_1  New York  d_1   4.00  \n","15  Greenwich_Village      NYC_1  New York  d_1   5.00  \n","21  Greenwich_Village      NYC_1  New York  d_1   2.00  "],"text/html":["\n","  <div id=\"df-e70101e3-5471-4d34-bcea-4ce5b0f551ef\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>id</th>\n","      <th>item</th>\n","      <th>category</th>\n","      <th>department</th>\n","      <th>store</th>\n","      <th>store_code</th>\n","      <th>region</th>\n","      <th>d</th>\n","      <th>units</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>7</th>\n","      <td>ACCESORIES_1_008_NYC_1</td>\n","      <td>ACCESORIES_1_008</td>\n","      <td>ACCESORIES</td>\n","      <td>ACCESORIES_1</td>\n","      <td>Greenwich_Village</td>\n","      <td>NYC_1</td>\n","      <td>New York</td>\n","      <td>d_1</td>\n","      <td>12.00</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>ACCESORIES_1_009_NYC_1</td>\n","      <td>ACCESORIES_1_009</td>\n","      <td>ACCESORIES</td>\n","      <td>ACCESORIES_1</td>\n","      <td>Greenwich_Village</td>\n","      <td>NYC_1</td>\n","      <td>New York</td>\n","      <td>d_1</td>\n","      <td>2.00</td>\n","    </tr>\n","    <tr>\n","      <th>14</th>\n","      <td>ACCESORIES_1_015_NYC_1</td>\n","      <td>ACCESORIES_1_015</td>\n","      <td>ACCESORIES</td>\n","      <td>ACCESORIES_1</td>\n","      <td>Greenwich_Village</td>\n","      <td>NYC_1</td>\n","      <td>New York</td>\n","      <td>d_1</td>\n","      <td>4.00</td>\n","    </tr>\n","    <tr>\n","      <th>15</th>\n","      <td>ACCESORIES_1_016_NYC_1</td>\n","      <td>ACCESORIES_1_016</td>\n","      <td>ACCESORIES</td>\n","      <td>ACCESORIES_1</td>\n","      <td>Greenwich_Village</td>\n","      <td>NYC_1</td>\n","      <td>New York</td>\n","      <td>d_1</td>\n","      <td>5.00</td>\n","    </tr>\n","    <tr>\n","      <th>21</th>\n","      <td>ACCESORIES_1_022_NYC_1</td>\n","      <td>ACCESORIES_1_022</td>\n","      <td>ACCESORIES</td>\n","      <td>ACCESORIES_1</td>\n","      <td>Greenwich_Village</td>\n","      <td>NYC_1</td>\n","      <td>New York</td>\n","      <td>d_1</td>\n","      <td>2.00</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" 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Please use Series.dt.isocalendar().week instead.\n","  \"\"\"\n"]},{"output_type":"execute_result","data":{"text/plain":["                               id                 item       category  \\\n","0          ACCESORIES_1_008_NYC_1     ACCESORIES_1_008     ACCESORIES   \n","1          ACCESORIES_1_009_NYC_1     ACCESORIES_1_009     ACCESORIES   \n","2          ACCESORIES_1_015_NYC_1     ACCESORIES_1_015     ACCESORIES   \n","3          ACCESORIES_1_016_NYC_1     ACCESORIES_1_016     ACCESORIES   \n","4          ACCESORIES_1_022_NYC_1     ACCESORIES_1_022     ACCESORIES   \n","...                           ...                  ...            ...   \n","796115  HOME_&_GARDEN_2_217_NYC_1  HOME_&_GARDEN_2_217  HOME_&_GARDEN   \n","796116  HOME_&_GARDEN_2_222_NYC_1  HOME_&_GARDEN_2_222  HOME_&_GARDEN   \n","796117  HOME_&_GARDEN_2_223_NYC_1  HOME_&_GARDEN_2_223  HOME_&_GARDEN   \n","796118  HOME_&_GARDEN_2_225_NYC_1  HOME_&_GARDEN_2_225  HOME_&_GARDEN   \n","796119  HOME_&_GARDEN_2_226_NYC_1  HOME_&_GARDEN_2_226  HOME_&_GARDEN   \n","\n","             department              store store_code    region       d  \\\n","0          ACCESORIES_1  Greenwich_Village      NYC_1  New York     d_1   \n","1          ACCESORIES_1  Greenwich_Village      NYC_1  New York     d_1   \n","2          ACCESORIES_1  Greenwich_Village      NYC_1  New York     d_1   \n","3          ACCESORIES_1  Greenwich_Village      NYC_1  New York     d_1   \n","4          ACCESORIES_1  Greenwich_Village      NYC_1  New York     d_1   \n","...                 ...                ...        ...       ...     ...   \n","796115  HOME_&_GARDEN_2  Greenwich_Village      NYC_1  New York  d_1913   \n","796116  HOME_&_GARDEN_2  Greenwich_Village      NYC_1  New York  d_1913   \n","796117  HOME_&_GARDEN_2  Greenwich_Village      NYC_1  New York  d_1913   \n","796118  HOME_&_GARDEN_2  Greenwich_Village      NYC_1  New York  d_1913   \n","796119  HOME_&_GARDEN_2  Greenwich_Village      NYC_1  New York  d_1913   \n","\n","        units       date   weekday  weekday_int event  Year  Quarter  Month  \\\n","0       12.00 2011-01-29  Saturday            1   NaN  2011        1      1   \n","1        2.00 2011-01-29  Saturday            1   NaN  2011        1      1   \n","2        4.00 2011-01-29  Saturday            1   NaN  2011        1      1   \n","3        5.00 2011-01-29  Saturday            1   NaN  2011        1      1   \n","4        2.00 2011-01-29  Saturday            1   NaN  2011        1      1   \n","...       ...        ...       ...          ...   ...   ...      ...    ...   \n","796115   5.00 2016-04-24    Sunday            2   NaN  2016        2      4   \n","796116   2.00 2016-04-24    Sunday            2   NaN  2016        2      4   \n","796117   1.00 2016-04-24    Sunday            2   NaN  2016        2      4   \n","796118   5.00 2016-04-24    Sunday            2   NaN  2016        2      4   \n","796119   2.00 2016-04-24    Sunday            2   NaN  2016        2      4   \n","\n","       Week  Weekday  Day  yearweek  \n","0        04        5   29  201104.0  \n","1        04        5   29  201104.0  \n","2        04        5   29  201104.0  \n","3        04        5   29  201104.0  \n","4        04        5   29  201104.0  \n","...     ...      ...  ...       ...  \n","796115   16        6   24  201616.0  \n","796116   16        6   24  201616.0  \n","796117   16        6   24  201616.0  \n","796118   16        6   24  201616.0  \n","796119   16        6   24  201616.0  \n","\n","[796120 rows x 20 columns]"],"text/html":["\n","  <div id=\"df-f0f1e8f3-8bc9-43eb-a72f-f6c8e25d519a\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>id</th>\n","      <th>item</th>\n","      <th>category</th>\n","      <th>department</th>\n","      <th>store</th>\n","      <th>store_code</th>\n","      <th>region</th>\n","      <th>d</th>\n","      <th>units</th>\n","      <th>date</th>\n","      <th>weekday</th>\n","      <th>weekday_int</th>\n","      <th>event</th>\n","      <th>Year</th>\n","      <th>Quarter</th>\n","      <th>Month</th>\n","      <th>Week</th>\n","      <th>Weekday</th>\n","      <th>Day</th>\n","      <th>yearweek</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>ACCESORIES_1_008_NYC_1</td>\n","      <td>ACCESORIES_1_008</td>\n","      <td>ACCESORIES</td>\n","      <td>ACCESORIES_1</td>\n","      <td>Greenwich_Village</td>\n","      <td>NYC_1</td>\n","      <td>New York</td>\n","      <td>d_1</td>\n","      <td>12.00</td>\n","      <td>2011-01-29</td>\n","      <td>Saturday</td>\n","      <td>1</td>\n","      <td>NaN</td>\n","      <td>2011</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>04</td>\n","      <td>5</td>\n","      <td>29</td>\n","      <td>201104.0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>ACCESORIES_1_009_NYC_1</td>\n","      <td>ACCESORIES_1_009</td>\n","      <td>ACCESORIES</td>\n","      <td>ACCESORIES_1</td>\n","      <td>Greenwich_Village</td>\n","      <td>NYC_1</td>\n","      <td>New York</td>\n","      <td>d_1</td>\n","      <td>2.00</td>\n","      <td>2011-01-29</td>\n","      <td>Saturday</td>\n","      <td>1</td>\n","      <td>NaN</td>\n","      <td>2011</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>04</td>\n","      <td>5</td>\n","      <td>29</td>\n","      <td>201104.0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>ACCESORIES_1_015_NYC_1</td>\n","      <td>ACCESORIES_1_015</td>\n","      <td>ACCESORIES</td>\n","      <td>ACCESORIES_1</td>\n","      <td>Greenwich_Village</td>\n","      <td>NYC_1</td>\n","      <td>New York</td>\n","      <td>d_1</td>\n","      <td>4.00</td>\n","      <td>2011-01-29</td>\n","      <td>Saturday</td>\n","      <td>1</td>\n","      <td>NaN</td>\n","      <td>2011</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>04</td>\n","      <td>5</td>\n","      <td>29</td>\n","      <td>201104.0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>ACCESORIES_1_016_NYC_1</td>\n","      <td>ACCESORIES_1_016</td>\n","      <td>ACCESORIES</td>\n","      <td>ACCESORIES_1</td>\n","      <td>Greenwich_Village</td>\n","      <td>NYC_1</td>\n","      <td>New York</td>\n","      <td>d_1</td>\n","      <td>5.00</td>\n","      <td>2011-01-29</td>\n","      <td>Saturday</td>\n","      <td>1</td>\n","      <td>NaN</td>\n","      <td>2011</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>04</td>\n","      <td>5</td>\n","      <td>29</td>\n","      <td>201104.0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>ACCESORIES_1_022_NYC_1</td>\n","      <td>ACCESORIES_1_022</td>\n","      <td>ACCESORIES</td>\n","      <td>ACCESORIES_1</td>\n","      <td>Greenwich_Village</td>\n","      <td>NYC_1</td>\n","      <td>New York</td>\n","      <td>d_1</td>\n","      <td>2.00</td>\n","      <td>2011-01-29</td>\n","      <td>Saturday</td>\n","      <td>1</td>\n","      <td>NaN</td>\n","      <td>2011</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>04</td>\n","      <td>5</td>\n","      <td>29</td>\n","      <td>201104.0</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      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<td>Greenwich_Village</td>\n","      <td>NYC_1</td>\n","      <td>New York</td>\n","      <td>d_1913</td>\n","      <td>2.00</td>\n","      <td>2016-04-24</td>\n","      <td>Sunday</td>\n","      <td>2</td>\n","      <td>NaN</td>\n","      <td>2016</td>\n","      <td>2</td>\n","      <td>4</td>\n","      <td>16</td>\n","      <td>6</td>\n","      <td>24</td>\n","      <td>201616.0</td>\n","    </tr>\n","    <tr>\n","      <th>796117</th>\n","      <td>HOME_&amp;_GARDEN_2_223_NYC_1</td>\n","      <td>HOME_&amp;_GARDEN_2_223</td>\n","      <td>HOME_&amp;_GARDEN</td>\n","      <td>HOME_&amp;_GARDEN_2</td>\n","      <td>Greenwich_Village</td>\n","      <td>NYC_1</td>\n","      <td>New York</td>\n","      <td>d_1913</td>\n","      <td>1.00</td>\n","      <td>2016-04-24</td>\n","      <td>Sunday</td>\n","      <td>2</td>\n","      <td>NaN</td>\n","      <td>2016</td>\n","      <td>2</td>\n","      <td>4</td>\n","      <td>16</td>\n","      <td>6</td>\n","      <td>24</td>\n","      <td>201616.0</td>\n","    </tr>\n","    <tr>\n","      <th>796118</th>\n","      <td>HOME_&amp;_GARDEN_2_225_NYC_1</td>\n","      <td>HOME_&amp;_GARDEN_2_225</td>\n","      <td>HOME_&amp;_GARDEN</td>\n","      <td>HOME_&amp;_GARDEN_2</td>\n","      <td>Greenwich_Village</td>\n","      <td>NYC_1</td>\n","      <td>New York</td>\n","      <td>d_1913</td>\n","      <td>5.00</td>\n","      <td>2016-04-24</td>\n","      <td>Sunday</td>\n","      <td>2</td>\n","      <td>NaN</td>\n","      <td>2016</td>\n","      <td>2</td>\n","      <td>4</td>\n","      <td>16</td>\n","      <td>6</td>\n","      <td>24</td>\n","      <td>201616.0</td>\n","    </tr>\n","    <tr>\n","      <th>796119</th>\n","      <td>HOME_&amp;_GARDEN_2_226_NYC_1</td>\n","      <td>HOME_&amp;_GARDEN_2_226</td>\n","      <td>HOME_&amp;_GARDEN</td>\n","      <td>HOME_&amp;_GARDEN_2</td>\n","      <td>Greenwich_Village</td>\n","      <td>NYC_1</td>\n","      <td>New York</td>\n","      <td>d_1913</td>\n","      <td>2.00</td>\n","      <td>2016-04-24</td>\n","      <td>Sunday</td>\n","      <td>2</td>\n","      <td>NaN</td>\n","      <td>2016</td>\n","      <td>2</td>\n","      <td>4</td>\n","      <td>16</td>\n","      <td>6</td>\n","      <td>24</td>\n","      <td>201616.0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>796120 rows × 20 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f0f1e8f3-8bc9-43eb-a72f-f6c8e25d519a')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 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fact_sales['date'].dt.day\n","\n","fact_sales['Week'] = fact_sales['Week'].apply(lambda x: str(x).zfill(2))\n","\n","fact_sales['yearweek'] = fact_sales['Year'].astype(str) + fact_sales['Week'].astype(str) +'.0'\n","fact_sales"]},{"cell_type":"code","execution_count":13,"metadata":{"id":"45M8l2ja4_QZ","executionInfo":{"status":"ok","timestamp":1654535974246,"user_tz":-180,"elapsed":3,"user":{"displayName":"Erwin Ackerman","userId":"18341777393051230132"}}},"outputs":[],"source":["pd_prices = pd_prices[pd_prices.yearweek.isna() == False]"]},{"cell_type":"markdown","metadata":{"id":"-9C5Gmlm4_QZ"},"source":["### Formating pd_prices['yearweek'] for merge"]},{"cell_type":"code","execution_count":21,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":424},"id":"scF8R1_D4_Qa","executionInfo":{"status":"ok","timestamp":1654536077401,"user_tz":-180,"elapsed":403,"user":{"displayName":"Erwin 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ACCESORIES      NYC_1  201225.0        1.29\n","\n","[96836 rows x 5 columns]"],"text/html":["\n","  <div id=\"df-09cebcd4-1402-415d-9587-63a4addd78d5\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>item</th>\n","      <th>category</th>\n","      <th>store_code</th>\n","      <th>yearweek</th>\n","      <th>sell_price</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>ACCESORIES_1_001</td>\n","      <td>ACCESORIES</td>\n","      <td>NYC_1</td>\n","      <td>201328.0</td>\n","      <td>12.74</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>ACCESORIES_1_001</td>\n","      <td>ACCESORIES</td>\n","      <td>NYC_1</td>\n","      <td>201329.0</td>\n","      <td>12.74</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>ACCESORIES_1_001</td>\n","      <td>ACCESORIES</td>\n","      <td>NYC_1</td>\n","      <td>201330.0</td>\n","      <td>10.99</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>ACCESORIES_1_001</td>\n","      <td>ACCESORIES</td>\n","      <td>NYC_1</td>\n","      <td>201331.0</td>\n","      <td>10.99</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>ACCESORIES_1_001</td>\n","      <td>ACCESORIES</td>\n","      <td>NYC_1</td>\n","      <td>201332.0</td>\n","      <td>10.99</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>100207</th>\n","      <td>ACCESORIES_2_007</td>\n","      <td>ACCESORIES</td>\n","      <td>NYC_1</td>\n","      <td>201221.0</td>\n","      <td>1.29</td>\n","    </tr>\n","    <tr>\n","      <th>100208</th>\n","      <td>ACCESORIES_2_007</td>\n","      <td>ACCESORIES</td>\n","      <td>NYC_1</td>\n","      <td>201222.0</td>\n","      <td>1.29</td>\n","    </tr>\n","    <tr>\n","      <th>100209</th>\n","      <td>ACCESORIES_2_007</td>\n","      <td>ACCESORIES</td>\n","      <td>NYC_1</td>\n","      <td>201223.0</td>\n","      <td>1.29</td>\n","    </tr>\n","    <tr>\n","      <th>100210</th>\n","      <td>ACCESORIES_2_007</td>\n","      <td>ACCESORIES</td>\n","      <td>NYC_1</td>\n","      <td>201224.0</td>\n","      <td>1.29</td>\n","    </tr>\n","    <tr>\n","      <th>100211</th>\n","      <td>ACCESORIES_2_007</td>\n","      <td>ACCESORIES</td>\n","      <td>NYC_1</td>\n","      <td>201225.0</td>\n","      <td>1.29</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>96836 rows × 5 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prices"]},{"cell_type":"code","execution_count":22,"metadata":{"id":"gfaBWvXt4_Qa","executionInfo":{"status":"ok","timestamp":1654536083087,"user_tz":-180,"elapsed":806,"user":{"displayName":"Erwin Ackerman","userId":"18341777393051230132"}}},"outputs":[],"source":["fact_sales = fact_sales.merge(pd_prices, how='left', on=['item', 'category', 'store_code', 'yearweek'])"]},{"cell_type":"code","execution_count":23,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":311},"id":"WCt879ZE4_Qa","executionInfo":{"status":"error","timestamp":1654536084969,"user_tz":-180,"elapsed":307,"user":{"displayName":"Erwin Ackerman","userId":"18341777393051230132"}},"outputId":"72c09231-04c3-45d2-fdd2-fa3b56ed6cc8"},"outputs":[{"output_type":"error","ename":"KeyError","evalue":"ignored","traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)","\u001b[0;32m<ipython-input-23-c1dae903f988>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mfact_sales\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfact_sales\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'date'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m","\u001b[0;32m/usr/local/lib/python3.7/dist-packages/pandas/util/_decorators.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    309\u001b[0m                     \u001b[0mstacklevel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mstacklevel\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    310\u001b[0m                 )\n\u001b[0;32m--> 311\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    312\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    313\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mwrapper\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.7/dist-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36mset_index\u001b[0;34m(self, keys, drop, append, inplace, verify_integrity)\u001b[0m\n\u001b[1;32m   5449\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5450\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mmissing\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 5451\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"None of {missing} are in the columns\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   5452\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5453\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0minplace\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mKeyError\u001b[0m: \"None of ['date'] are in the columns\""]}],"source":["fact_sales = fact_sales.set_index('date')"]},{"cell_type":"code","execution_count":17,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":693},"id":"W9PKGVwJ4_Qb","executionInfo":{"status":"ok","timestamp":1654535978246,"user_tz":-180,"elapsed":12,"user":{"displayName":"Erwin Ackerman","userId":"18341777393051230132"}},"outputId":"951d1b88-5437-43ac-b35a-d994bbcf3f66"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["                                   id                 item       category  \\\n","date                                                                        \n","2011-01-29     ACCESORIES_1_008_NYC_1     ACCESORIES_1_008     ACCESORIES   \n","2011-01-29     ACCESORIES_1_009_NYC_1     ACCESORIES_1_009     ACCESORIES   \n","2011-01-29     ACCESORIES_1_015_NYC_1     ACCESORIES_1_015     ACCESORIES   \n","2011-01-29     ACCESORIES_1_016_NYC_1     ACCESORIES_1_016     ACCESORIES   \n","2011-01-29     ACCESORIES_1_022_NYC_1     ACCESORIES_1_022     ACCESORIES   \n","...                               ...                  ...            ...   \n","2016-04-24  HOME_&_GARDEN_2_217_NYC_1  HOME_&_GARDEN_2_217  HOME_&_GARDEN   \n","2016-04-24  HOME_&_GARDEN_2_222_NYC_1  HOME_&_GARDEN_2_222  HOME_&_GARDEN   \n","2016-04-24  HOME_&_GARDEN_2_223_NYC_1  HOME_&_GARDEN_2_223  HOME_&_GARDEN   \n","2016-04-24  HOME_&_GARDEN_2_225_NYC_1  HOME_&_GARDEN_2_225  HOME_&_GARDEN   \n","2016-04-24  HOME_&_GARDEN_2_226_NYC_1  HOME_&_GARDEN_2_226  HOME_&_GARDEN   \n","\n","                 department              store store_code    region       d  \\\n","date                                                                          \n","2011-01-29     ACCESORIES_1  Greenwich_Village      NYC_1  New York     d_1   \n","2011-01-29     ACCESORIES_1  Greenwich_Village      NYC_1  New York     d_1   \n","2011-01-29     ACCESORIES_1  Greenwich_Village      NYC_1  New York     d_1   \n","2011-01-29     ACCESORIES_1  Greenwich_Village      NYC_1  New York     d_1   \n","2011-01-29     ACCESORIES_1  Greenwich_Village      NYC_1  New York     d_1   \n","...                     ...                ...        ...       ...     ...   \n","2016-04-24  HOME_&_GARDEN_2  Greenwich_Village      NYC_1  New York  d_1913   \n","2016-04-24  HOME_&_GARDEN_2  Greenwich_Village      NYC_1  New York  d_1913   \n","2016-04-24  HOME_&_GARDEN_2  Greenwich_Village      NYC_1  New York  d_1913   \n","2016-04-24  HOME_&_GARDEN_2  Greenwich_Village      NYC_1  New York  d_1913   \n","2016-04-24  HOME_&_GARDEN_2  Greenwich_Village      NYC_1  New York  d_1913   \n","\n","            units   weekday  weekday_int event  Year  Quarter  Month Week  \\\n","date                                                                        \n","2011-01-29  12.00  Saturday            1   NaN  2011        1      1   04   \n","2011-01-29   2.00  Saturday            1   NaN  2011        1      1   04   \n","2011-01-29   4.00  Saturday            1   NaN  2011        1      1   04   \n","2011-01-29   5.00  Saturday            1   NaN  2011        1      1   04   \n","2011-01-29   2.00  Saturday            1   NaN  2011        1      1   04   \n","...           ...       ...          ...   ...   ...      ...    ...  ...   \n","2016-04-24   5.00    Sunday            2   NaN  2016        2      4   16   \n","2016-04-24   2.00    Sunday            2   NaN  2016        2      4   16   \n","2016-04-24   1.00    Sunday            2   NaN  2016        2      4   16   \n","2016-04-24   5.00    Sunday            2   NaN  2016        2      4   16   \n","2016-04-24   2.00    Sunday            2   NaN  2016        2      4   16   \n","\n","            Weekday  Day  yearweek  sell_price  revenue  \n","date                                                     \n","2011-01-29        5   29  201104.0         NaN      NaN  \n","2011-01-29        5   29  201104.0         NaN      NaN  \n","2011-01-29        5   29  201104.0         NaN      NaN  \n","2011-01-29        5   29  201104.0         NaN      NaN  \n","2011-01-29        5   29  201104.0         NaN      NaN  \n","...             ...  ...       ...         ...      ...  \n","2016-04-24        6   24  201616.0         NaN      NaN  \n","2016-04-24        6   24  201616.0         NaN      NaN  \n","2016-04-24        6   24  201616.0         NaN      NaN  \n","2016-04-24        6   24  201616.0         NaN      NaN  \n","2016-04-24        6   24  201616.0         NaN      NaN  \n","\n","[796120 rows x 21 columns]"],"text/html":["\n","  <div id=\"df-b0a325a5-b072-4524-8451-8396bec65c9d\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>id</th>\n","      <th>item</th>\n","      <th>category</th>\n","      <th>department</th>\n","      <th>store</th>\n","      <th>store_code</th>\n","      <th>region</th>\n","      <th>d</th>\n","      <th>units</th>\n","      <th>weekday</th>\n","      <th>weekday_int</th>\n","      <th>event</th>\n","      <th>Year</th>\n","      <th>Quarter</th>\n","      <th>Month</th>\n","      <th>Week</th>\n","      <th>Weekday</th>\n","      <th>Day</th>\n","      <th>yearweek</th>\n","      <th>sell_price</th>\n","      <th>revenue</th>\n","    </tr>\n","    <tr>\n","      <th>date</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>2011-01-29</th>\n","      <td>ACCESORIES_1_008_NYC_1</td>\n","      <td>ACCESORIES_1_008</td>\n","      <td>ACCESORIES</td>\n","      <td>ACCESORIES_1</td>\n","      <td>Greenwich_Village</td>\n","      <td>NYC_1</td>\n","      <td>New York</td>\n","      <td>d_1</td>\n","      <td>12.00</td>\n","      <td>Saturday</td>\n","      <td>1</td>\n","      <td>NaN</td>\n","      <td>2011</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>04</td>\n","      <td>5</td>\n","      <td>29</td>\n","      <td>201104.0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>2011-01-29</th>\n","      <td>ACCESORIES_1_009_NYC_1</td>\n","      <td>ACCESORIES_1_009</td>\n","      <td>ACCESORIES</td>\n","      <td>ACCESORIES_1</td>\n","      <td>Greenwich_Village</td>\n","      <td>NYC_1</td>\n","      <td>New York</td>\n","      <td>d_1</td>\n","      <td>2.00</td>\n","      <td>Saturday</td>\n","      <td>1</td>\n","      <td>NaN</td>\n","      <td>2011</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>04</td>\n","      <td>5</td>\n","      <td>29</td>\n","      <td>201104.0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>2011-01-29</th>\n","      <td>ACCESORIES_1_015_NYC_1</td>\n","      <td>ACCESORIES_1_015</td>\n","      <td>ACCESORIES</td>\n","      <td>ACCESORIES_1</td>\n","      <td>Greenwich_Village</td>\n","      <td>NYC_1</td>\n","      <td>New York</td>\n","      <td>d_1</td>\n","      <td>4.00</td>\n","      <td>Saturday</td>\n","      <td>1</td>\n","      <td>NaN</td>\n","      <td>2011</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>04</td>\n","      <td>5</td>\n","      <td>29</td>\n","      <td>201104.0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>2011-01-29</th>\n","      <td>ACCESORIES_1_016_NYC_1</td>\n","      <td>ACCESORIES_1_016</td>\n","      <td>ACCESORIES</td>\n","      <td>ACCESORIES_1</td>\n","      <td>Greenwich_Village</td>\n","      <td>NYC_1</td>\n","      <td>New York</td>\n","      <td>d_1</td>\n","      <td>5.00</td>\n","      <td>Saturday</td>\n","      <td>1</td>\n","      <td>NaN</td>\n","      <td>2011</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>04</td>\n","      <td>5</td>\n","      <td>29</td>\n","      <td>201104.0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>2011-01-29</th>\n","      <td>ACCESORIES_1_022_NYC_1</td>\n","      <td>ACCESORIES_1_022</td>\n","      <td>ACCESORIES</td>\n","      <td>ACCESORIES_1</td>\n","      <td>Greenwich_Village</td>\n","      <td>NYC_1</td>\n","      <td>New York</td>\n","      <td>d_1</td>\n","      <td>2.00</td>\n","      <td>Saturday</td>\n","      <td>1</td>\n","      <td>NaN</td>\n","      <td>2011</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>04</td>\n","      <td>5</td>\n","      <td>29</td>\n","      <td>201104.0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>2016-04-24</th>\n","      <td>HOME_&amp;_GARDEN_2_217_NYC_1</td>\n","      <td>HOME_&amp;_GARDEN_2_217</td>\n","      <td>HOME_&amp;_GARDEN</td>\n","      <td>HOME_&amp;_GARDEN_2</td>\n","      <td>Greenwich_Village</td>\n","      <td>NYC_1</td>\n","      <td>New York</td>\n","      <td>d_1913</td>\n","      <td>5.00</td>\n","      <td>Sunday</td>\n","      <td>2</td>\n","      <td>NaN</td>\n","      <td>2016</td>\n","      <td>2</td>\n","      <td>4</td>\n","      <td>16</td>\n","      <td>6</td>\n","      <td>24</td>\n","      <td>201616.0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>2016-04-24</th>\n","      <td>HOME_&amp;_GARDEN_2_222_NYC_1</td>\n","      <td>HOME_&amp;_GARDEN_2_222</td>\n","      <td>HOME_&amp;_GARDEN</td>\n","      <td>HOME_&amp;_GARDEN_2</td>\n","      <td>Greenwich_Village</td>\n","      <td>NYC_1</td>\n","      <td>New York</td>\n","      <td>d_1913</td>\n","      <td>2.00</td>\n","      <td>Sunday</td>\n","      <td>2</td>\n","      <td>NaN</td>\n","      <td>2016</td>\n","      <td>2</td>\n","      <td>4</td>\n","      <td>16</td>\n","      <td>6</td>\n","      <td>24</td>\n","      <td>201616.0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>2016-04-24</th>\n","      <td>HOME_&amp;_GARDEN_2_223_NYC_1</td>\n","      <td>HOME_&amp;_GARDEN_2_223</td>\n","      <td>HOME_&amp;_GARDEN</td>\n","      <td>HOME_&amp;_GARDEN_2</td>\n","      <td>Greenwich_Village</td>\n","      <td>NYC_1</td>\n","      <td>New York</td>\n","      <td>d_1913</td>\n","      <td>1.00</td>\n","      <td>Sunday</td>\n","      <td>2</td>\n","      <td>NaN</td>\n","      <td>2016</td>\n","      <td>2</td>\n","      <td>4</td>\n","      <td>16</td>\n","      <td>6</td>\n","      <td>24</td>\n","      <td>201616.0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>2016-04-24</th>\n","      <td>HOME_&amp;_GARDEN_2_225_NYC_1</td>\n","      <td>HOME_&amp;_GARDEN_2_225</td>\n","      <td>HOME_&amp;_GARDEN</td>\n","      <td>HOME_&amp;_GARDEN_2</td>\n","      <td>Greenwich_Village</td>\n","      <td>NYC_1</td>\n","      <td>New York</td>\n","      <td>d_1913</td>\n","      <td>5.00</td>\n","      <td>Sunday</td>\n","      <td>2</td>\n","      <td>NaN</td>\n","      <td>2016</td>\n","      <td>2</td>\n","      <td>4</td>\n","      <td>16</td>\n","      <td>6</td>\n","      <td>24</td>\n","      <td>201616.0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>2016-04-24</th>\n","      <td>HOME_&amp;_GARDEN_2_226_NYC_1</td>\n","      <td>HOME_&amp;_GARDEN_2_226</td>\n","      <td>HOME_&amp;_GARDEN</td>\n","      <td>HOME_&amp;_GARDEN_2</td>\n","      <td>Greenwich_Village</td>\n","      <td>NYC_1</td>\n","      <td>New York</td>\n","      <td>d_1913</td>\n","      <td>2.00</td>\n","      <td>Sunday</td>\n","      <td>2</td>\n","      <td>NaN</td>\n","      <td>2016</td>\n","      <td>2</td>\n","      <td>4</td>\n","      <td>16</td>\n","      <td>6</td>\n","      <td>24</td>\n","      <td>201616.0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>796120 rows × 21 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b0a325a5-b072-4524-8451-8396bec65c9d')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 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In the dcumentation says that if there is no price for that yearweek then there was no sale. I will drop this rows"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"mcWly81N4_Qc","outputId":"dcfb189b-293f-4db4-ed0a-204a23c9fb77"},"outputs":[{"data":{"text/plain":["(18441889, 21)"]},"execution_count":17,"metadata":{},"output_type":"execute_result"}],"source":["fact_sales = fact_sales[fact_sales.sell_price.isna() == False]\n","fact_sales.shape"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"MeY5Qz3f4_Qc"},"outputs":[],"source":["regions = pd.pivot_table(data=fact_sales, index=[pd.Grouper(freq='M'),'region'], values='revenue', aggfunc=[sum, len, np.mean]).reset_index()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"5u-ctvDW4_Qc","outputId":"85ffd676-914a-4747-d2b5-8763b584c481"},"outputs":[{"data":{"text/plain":["<AxesSubplot:xlabel='date', ylabel=\"('len', 'revenue')\">"]},"execution_count":19,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["<Figure size 1080x360 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["# Number of transactions by region\n","plt.figure(figsize=(15,5))\n","sns.lineplot(data=regions, x='date', y=('len', 'revenue'), hue='region')"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"Dv3wR5zD4_Qd","outputId":"0aa063a8-4f36-4229-a5fb-14752f0a195a"},"outputs":[{"data":{"text/plain":["<AxesSubplot:xlabel='date', ylabel=\"('sum', 'revenue')\">"]},"execution_count":20,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["<Figure size 1080x360 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["# Sum of revenue by region\n","plt.figure(figsize=(15,5))\n","sns.lineplot(data=regions, x='date', y=('sum', 'revenue'), hue='region')"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"B2NusMVi4_Qd","outputId":"3e677762-b9d2-47a6-b69f-14c5298c57ee"},"outputs":[{"data":{"text/plain":["<AxesSubplot:xlabel='date', ylabel=\"('mean', 'revenue')\">"]},"execution_count":21,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["<Figure size 1080x360 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["# AVG price per transaction by Region\n","plt.figure(figsize=(15,5))\n","sns.lineplot(data=regions, x='date', y=('mean', 'revenue'), hue='region')"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"Xg34694H4_Qd"},"outputs":[],"source":["stores_rev = pd.pivot_table(data=fact_sales[fact_sales.region == 'New York'], index=[pd.Grouper(freq='M'),'store'], values='revenue', aggfunc=[sum, len, np.mean]).reset_index()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"cJ1Qkk3l4_Qe","outputId":"51c27b0d-f62d-4906-c5fb-a9ab801dfe24"},"outputs":[{"data":{"text/plain":["<AxesSubplot:xlabel='date', ylabel=\"('len', 'revenue')\">"]},"execution_count":23,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["<Figure size 1080x360 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["# Number of transactions in New York\n","plt.figure(figsize=(15,5))\n","sns.lineplot(data=stores_rev, x='date', y=('len', 'revenue'), hue='store')"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"CCj0308K4_Qe","outputId":"87f6d68b-5101-4386-a830-d235b25a3d7c"},"outputs":[{"data":{"text/plain":["<AxesSubplot:xlabel='date', ylabel=\"('mean', 'revenue')\">"]},"execution_count":24,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["<Figure size 1080x360 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["# AVG Price per transaction in New York\n","plt.figure(figsize=(15,5))\n","sns.lineplot(data=stores_rev, x='date', y=('mean', 'revenue'), hue='store')"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"FcqYIjQ64_Qe","outputId":"ef6b6339-8124-4c5e-b760-c3d1f795389b"},"outputs":[{"data":{"text/plain":["<AxesSubplot:xlabel='date', ylabel=\"('sum', 'revenue')\">"]},"execution_count":25,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA44AAAE9CAYAAABENjxmAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAADZsUlEQVR4nOzddXhURxfA4d/EjYQkxCA4FHeHGm6F4m7FXVq8QJG2lCIfBQptgeLuUqBIoS3uxR0CIULcdXe+P+5CoUBIQpJNwrzPkyfJ3Xvnnk0IydmZOUdIKVEURVEURVEURVGU1zExdgCKoiiKoiiKoihK5qYSR0VRFEVRFEVRFCVJKnFUFEVRFEVRFEVRkqQSR0VRFEVRFEVRFCVJKnFUFEVRFEVRFEVRkqQSR0VRFEVRFEVRFCVJZsYOILPIlSuXLFCggLHDUBRFURRFURRFMYpz584FSildXvWYShwNChQowNmzZ40dhqIoiqIoiqIoilEIIbxe95haqqooiqIoiqIoiqIkSSWOiqIoiqIoiqIoSpJU4qgoiqIoiqIoiqIkSe1xTEJCQgLe3t7ExsYaOxQlg1lZWeHp6Ym5ubmxQ1EURVEURVEUo1OJYxK8vb3JkSMHBQoUQAhh7HCUDCKlJCgoCG9vbwoWLGjscBRFURRFURTF6NRS1STExsbi7OysksZ3jBACZ2dnNdOsKIqiKIqiKAYqcXwDlTS+m9T3XVEURVEURVH+pRLHd9zcuXOJjo42dhiKoiiKoiiKomRi6Zo4CiFGCCGuCiGuCCHWCSGshBBOQogDQojbhveOz50/TghxRwhxUwjR8LnjlYQQlw2PzROG6SAhhKUQYoPh+CkhRIHnruluuMdtIUT39HyeWVlqEkedTpdO0SiKoiiKoiiKkhmlW+IohMgDDAUqSylLA6ZAB2AscEhKWRQ4ZPgcIURJw+OlgEbAQiGEqWG4RUBfoKjhrZHheC8gREpZBPgfMMMwlhPwFVANqAp89XyC+q6KioqiadOmlCtXjtKlSzNlyhR8fHyoXbs2tWvXBmDdunWUKVOG0qVLM2bMmGfX2tnZMWnSJKpVq8aJEydYvXo1VatWpXz58vTr108lk4qiKIqiKFlEzNWrJPj6GjsMJYtJ76WqZoC1EMIMsAF8gE+BFYbHVwAtDB9/CqyXUsZJKe8Dd4CqQggPwF5KeUJKKYGV/7nm6VibgbqG2ciGwAEpZbCUMgQ4wL/J5jtr37595M6dm3/++YcrV64wfPhwcufOzeHDhzl8+DA+Pj6MGTOGP/74g4sXL3LmzBm2b98OaEln6dKlOXXqFM7OzmzYsIFjx45x8eJFTE1NWbNmjXGfnKIoiqIoivJG4fv386Bdex717YtUL/wrKZBuiaOU8jEwC3gI+AJhUsr9gJuU0tdwji/gargkD/DouSG8DcfyGD7+7/EXrpFSJgJhgHMSY73TypQpw8GDBxkzZgx///03Dg4OLzx+5swZPv74Y1xcXDAzM6Nz58789ddfAJiamtK6dWsADh06xLlz56hSpQrly5fn0KFD3Lt3L8Ofj6IoiqIoipJ8EQcP8vjzLzBzcyXu9h3CDBMEipIc6dbH0bA09FOgIBAKbBJCdEnqklcck0kcT+01z8fYF20JLPny5UsitOzhvffe49y5c+zZs4dx48bRoEGDFx7XJnRfzcrKClNT02fnde/enenTp6drvIqiKIqiKEraiPjjD7yHj8C6VCnyLlnMw969CfhhHvaNG2NiY2Ps8JQsID2XqtYD7kspA6SUCcBWoCbgb1h+iuH9E8P53kDe5673RFva6m34+L/HX7jGsBzWAQhOYqwXSCl/kVJWllJWdnFxeYunmjX4+PhgY2NDly5dGDlyJOfPnydHjhxEREQAUK1aNf78808CAwPR6XSsW7eOjz766KVx6taty+bNm3nyRPvWBQcH4+XllaHPRVEURVEURUmeiMOH8R42HKuSJcm7ZDGmOXLgNno0iU+eELxypbHDU7KI9EwcHwLVhRA2hn2HdYHrwE7gaZXT7sAOw8c7gQ6GSqkF0YrgnDYsZ40QQlQ3jNPtP9c8HasN8IdhH+TvQAMhhKNh5rOB4dg77fLly88K2nzzzTdMmDCBvn370rhxY2rXro2HhwfTp0+ndu3alCtXjooVK/Lpp5++NE7JkiX5+uuvadCgAWXLlqV+/fr4qg3WiqIoiqIomU7kn3/yeOgwrIoVI58haQSwqVQJu3p1CVq8hMSgICNHqWQFIqnliW89uBBTgPZAInAB6A3YARuBfGjJZVspZbDh/C+Bnobzh0sp9xqOVwaWA9bAXmCIlFIKIayAVUAFtJnGDlLKe4ZregLjDaF8I6VcllSslStXlmfPnn3h2PXr1ylRosTbfAmULEx9/xVFURRFycoi//4b74GDsCxalHzLfsX0P/Ut4u7d416z5ji2b4/7pIlGilLJTIQQ56SUlV/5WHomjlmJShyV/1Lff0VRFEVRsqrIo8fwHjgQi8KFyb/sV0xz5nzleb6TJxO6eQuFdu3EsmDBjA1SyXSSShzTux2HoiiKoiiKoigZKOr4cbwHDcKiUCHy/br0tUkjgMvgwQgLCwL+NzfD4lOyJpU4KoqiKIqiKEo2EXXyJI8GDMQif37yLfsVM0fHJM83y5UL5149idi/n+jzFzIoyuxHFxlp7BDSnUocFUVRFEVRFCUbiDp1mkf9B2CRLx/5li97Y9L4lHOPHpi65OLJzJlJtmdTXi1k40ZuValKzOUrxg4lXanEUVEURVEURVGyuOgzZ3jUvz/mnnm0pNHJKdnXmtja4jJkCDEXLhBx8GA6Rpn9RJ08hd/UaSAlkYf/MHY46UoljoqiKIqiKIqShUWfPcvDfv0x9/Ag//LlmDk7p3iMnK1aYVG4MAGzZiMTEtIhyuwn3suLx8OGYZE/P5bFixN17LixQ0pXKnHM5ExNTSlfvvyzvorHj6fNP8jly5czePDgl45PnjyZWbNmpck9FEVRFEVRlPQVdfIkj/r2w9zVVZtpzJUrVeMIMzNcv/iCeC8vQjZtSuMosx9dRASPBgwEIO+iheSoU4eYy5fRhYUZObL0oxLHTM7a2pqLFy/yzz//MH36dMaNG/fSOTqdzgiRKYqiKIqiKMYUvncvj/r0xTxPbvKtWIG5q+tbjWdX+2NsqlQhcMGP6CKjUj1OYkgICY8fv1UsmZlMTOTxiM+Jf/iQPPPmYZEvH7a1aoJeT9SpU8YOL92oxDELCQ8Px9GwyfnIkSPUrl2bTp06UaZMGWJjY/nss88oU6YMFSpU4PDhwwCvPf683377jRo1ahAYGPjs2N27d6lYseKzz2/fvk2lSpUAKFCgAF999RUVK1akTJky3LhxIz2ftqIoiqIoivIfwWvW8PjzL7AqU4b8q1dj7vZ2SSOAEALXUSPRBQcTtHRJiq+XOh3Ba9Zwt34D7rVqjS48/K1jyoz8v/+eqKNHcZ80EdtqVQGwLlsWE1vbbL1c1czYAShJi4mJoXz58sTGxuLr68sff/y76fb06dNcuXKFggULMnv2bAAuX77MjRs3aNCgAbdu3eLHH3985fGntm3bxpw5c9izZ8+zpBSgcOHCODg4cPHiRcqXL8+yZcvo0aPHs8dz5crF+fPnWbhwIbNmzWLJkpT/56IoiqIoSsrIhATCdv+GuZsrtjVrGjscxQiklATMm0fQop+wq1OHPHNmY2JllWbjW5cti32TxgQvW45jh47JTkhjr13D96vJxF6+jHWFCsRcuEDw8uW4DB2aZrFlBiEbNhKychVO3bvh2K7ds+PC3BybatWISqNtZZmRShyTacquq1zzSdtXTUrmtuerZqWSPOfpUlWAEydO0K1bN65c0Ur9Vq1alYIFCwJw9OhRhgwZAkDx4sXJnz8/t27deu1xgMOHD3P27Fn279+Pvb39S/fu3bs3y5YtY86cOWzYsIHTp08/e6xVq1YAVKpUia1bt77FV0FRFEVRlDeRiYmE7dxF4MKFJHh7g4kJbuPH49Sls7FDU5IgpST412WErF2Lc58+5GzbBmFqmvrxEhPxmzKV0E2bcGjTGo/JkxFmaf/nvMuIEYQfOEjggvl4TJuW5Lm6yCgC588jeNVqTB0dyT1zJvafNOXx8BEEL1+BY5cuKarwmplFnTyF37Rp2H7wAa6jRr30uG3NmkT+8QfxDx9ikS+fESJMX2qpahbydDlpQEAAALa2ts8ee13PnaR68RQqVIiIiIgXZiCf17p1a/bu3cvu3bupVKkSzs9V6LK0tAS04j2JiYkpfi6KoiiKoryZ1OkI27Wbe580w3f8eEzt7fFcMB+7jz/G/+uv8Z/xPVKvN3aYWVrYzp34jBlDYkhImo4rExPxmzxF642o0+E3eTIP2ncg5vLlVI2nj43Fe/hwQjdtwrl/PzymTUuXpBHAIm9enDp1JHTLVuJu337lOVJKwvfv517TpgSvXEXOdm0pvOc3HJp9ghACl6FD0MfGErRkabrEmNGer6CaZ87sV37tbWtpqwCy66yjmnFMpjfNDGaEGzduoNPpXkjgnvrwww9Zs2YNderU4datWzx8+JBixYq99vj58+fJnz8/s2bNomXLlmzatIlSpV58jlZWVjRs2JABAwawdGn2+KFXFEVRlKxA6vVE7D9AwIL5xN+5i+V772kJY926CCGwq10b/2++JXjZMhJ8fMg947s0Xa74rpDx8fjPnIkuIJDos+fwXDAfqxIl3npcXWQkj4ePIOroUZz79sVl+DDCf9uD//czeNCuPTnbtcNl+DDMntsmlOR44eE8GjiQmHPncfvyS5y6dnnrGN/EuX9/Qrdu48ms2eT9+acXHov3foz/118TeeQIlsWL4/nDXKzLl3/hHMvChXFo9gkha9bg1L17muzBNBZdePgLFVRNc+R45XkWBQpgltuDqGPHcezQISNDzBBqxjGTe7rHsXz58rRv354VK1Zg+oolDgMHDkSn01GmTBnat2/P8uXLsbS0fO3xp4oVK8aaNWto27Ytd+/efWnczp07I4SgQYMG6fo8FUVRFEXRZnEiDh3ifqvWPB4+HPSSPP+bQ8Ht28hRrx5CCACEqSluEyfgOno0Eb//zsPPeqb5jNm7IPz3/egCAnEZPhyZmMiDjp0I27X7rcZM8PXFq3MXok6cwH3aVFw/H4EwMcGh2ScU3rsXp27dCN28mXuNmxCyadMbZ4wT/J/g1aUrMf9cIs/sWRmSNAKYOTri3LcPkX/+SdRJrVKoTEggaMkS7jVrRtTp07iOHk3BzZteShqfyjV4MFKnI+jnnzMk5vQgExN5/PkXL1RQfR0hBLY1axJ18iQyG67IE0ktZXyXVK5cWZ49e/aFY9evX6dEGrzqlJXNmjWLsLAwpr1hfXt2pL7/iqIoSkaRUhL1998EzJtP7JUrmOfPh8ugQdg3bfrGPXHh+37HZ/RozD08yLv4l2y5tyq93G/fHn1oGIX27kEXHMzj4SOIPnsWp+7dcR01MsVLQWOvXeNR/wHoo6PJ88Nc7GrVevV5N2/hN20qMWfPYVWuLO4TJ2Fd+uXVbXH37/OoV290oaF4Lpif4QWR9LGx3G3cBDMnJ9zGj8Nv8hTibt/Grm5d3L8cj3nu3G8cw/eryYRu3UrhvXux8MyTAVGnLb9vviVk1Srcp03FsW3bN54fvncvj0d8ToH1616bUGdmQohzUsrKr3pMzTgqr9WyZUtWrlzJsGHDjB2KoiiKomRbUSdP4tWxE4/69kMXEoLHN19T+LffcGjePFmFVOwbNSTf8mXowsK0PXSGonpK0mIuXSL2n0s4dumCMDHBLFcu8i37FceuXQlesYKHPXuRGByc7PEijhzhQZeuYGpK/rVrXps0AlgVe4/8q1aR+/sZJDz24UHbtvhNnfpC8/iYy5fx6tQZfWws+VauNEoVXRMrK1yGDSX26lW8OndBFxmJ548LyPvjgmQljQC5BvRHCEHgwoXpHG3aC1m/gZBVhgqqyUgaAWyqVwchiDx2LJ2jy3hqxtFAzTgq/6W+/4qiKEp6SgwJwX/6dMJ37sLM3Z1c/fuTs1VLhIVFqsaLf/CAh337kejvT+6Z32Ofwm0muogIoo4eJfLIEYSlFW7jxmJibZ2qWLKCx6NHE3noD4r8eQRTO7sXHgvbsQPfSV9h6uSE5/z5r5wNfF7wmjX4f/MtViVK4LloIeauyd/Pp4uIIGD+fEJWr8HUwQHXkSMxc3XBe9hwzJycyLdkMRYFCqTmKaYJqdPhM3YcZq4uuAwciMlzxRmTy3/6dIJXrabQb7uxNHQEyOyiTp7iYe/e2NaoQd5FC1M0+3y/TVuEpSUF1qxOxwjTR1IzjipxNFCJo/Jf6vuvKIqipJfw/fvxmzoNXWgoufr2xblfX0yeq0GQWonBwXgPGEjMpUu4jR2DU/fuSZ4f7+VFxOHDRB75k+izZyExEVMHB3QREdhUrUreRQuzZfKYGBDA7Tp1cWzfHvcJX77ynJirV/EeMgRdYBDukyeTs1XLl86ROh1Pvp9J8IoV2NWuTZ7ZszCxsUlVTLE3buA3dRox588DYFm8OPkW/4KZi0uqxstMEgMDuVO/ATlq1ybPnNnGDueN4r28uN+uPWa5clFg/brXFsN5nSdz/kfQr7/y3skTL70okdmppaqKoiiKoiiZQGJQEN4jRvB46DDMXF0ouHkTLkOHpEnSCGgzVCuWk6NeXfynf4fft98idbpnj8uEBKJOncZ/xvfcbdyEuw0b8eS7GeiCAnH+rAf516ym6PFj5P5uOtGnTvFowED0MTFpEltmErJxIyQk4Ni502vPsS5VioJbtmBdsSK+48fjN3UaMj7+2eP6mBgeDx9O8IoVOHbtiueC+alOGgGsihcn/+pVeEyfTs727cm/amW2SBoBzHLlwqlrV8L37CH25k1jh5MkKSW+k74Ckq6gmhTbWrUgMZHo53qgZweqHYeiKIqiKEo6k1ISvmcP/l9/gz4yEpfhw3Du1Qthbp7m9zKxsiLP3Lk8+f57glesJNHXlxwNGhB5+AiRR4+iDw9HmJtjU7Uqjp06YVf7Yyw8PV8Yw6F5cwB8xozl0YCB2WrmUcbHE7J+PbYffvDGZZNmjo7kW7KYJ7PnELxsGbE3b+I5938APBo4iNirV3EbPx6nbl3TJDZhYkLOli3I2bJFmoyXmTj36knIunUEzJtP3h8XGDuc14r6+2+iT53C7csvU11oyrpCeYS1NVHHjpOjTp00jtB4VOKoKIqiKIqSjhKePMFvylQiDx3CqmxZcn/zNZZFi6brPYWpKW7jxmGeJw/+078j4sBBTJ2dyVGvHna1P8a2Rk1M7ZLeq5Zdk8enLTicvkleWwthZobbmNFYlS6F75cTuN+6DcLMjMSQEDwXLCBHndrpHHH2YOrggNNnPQicN5+YS5ewLlvW2CG9ROp0PJk1G/O8eXFs3y7V45hYWGBTpTJR2axAjkocFUVRFEVR0oGUkrAdO/Cf/h0yJgbXUSNx6t49xS0e3oZTt27YVK2KjI/HqnRphEnKdim9kDwOHEjehVk/eQxZvRqL/Pmxff/9FF3n0LQplkWK4D14CPrYGPKvWvXGojnKi5y6dSdk5SoCfphHvqVLjB3OS8J27SLu1i1yz56V6iJVT9nVqoX/X9+R4OOT7Aq0mZ3a45gF+Pv706lTJwoVKkSlSpWoUaMG27ZtM2pMkyZN4uDBg699fPny5QwePDhZY/Xo0YOf/9MYdvv27TRp0oSzZ88ydOjQl8acPHkys2bNSmX0iqIoipK+Evz8eNS/P75jx2FZuDAFt2/XlqZmYNL4lFXx4liXLZvipPEph+bNtT2PJ0/xaGDW3vMYc+kSMf/886wFR0pZFStGod27KLJvn0oaU8HUzhbnPn2IOnaM6DNnjB3OC/RxcQTMm4dVqVLYN2781uM9bZ8Sdfz4W4+VWaRb4iiEKCaEuPjcW7gQYrgQwkkIcUAIcdvw3vG5a8YJIe4IIW4KIRo+d7ySEOKy4bF5QghhOG4phNhgOH5KCFHguWu6G+5xWwiRdEmxTExKSYsWLfjwww+5d+8e586dY/369Xh7e79wXmJiYobGNXXqVOrVq5cmY3Xs2JH169e/cGz9+vV07NiRypUrM2/evDS5j6IoiqKkN5mYSMjGjdz7pBnRp07jNn4c+VetxLJQ1mhB8DoOn36aLZLH4NWrMbGxweEt9hCaWFqmqiWFonHs3AkzFxee/PADmam7Q8iatST6+OI68otUv8jyPIsiRTBzdc1W/RzTLXGUUt6UUpaXUpYHKgHRwDZgLHBISlkUOGT4HCFESaADUApoBCwUQjztersI6AsUNbw1MhzvBYRIKYsA/wNmGMZyAr4CqgFVga+eT1Czkj/++AMLCwv69+//7Fj+/PkZMmQIy5cvp23btjRr1owGDRoQFRVFz549qVKlChUqVGDHjh0A6HQ6Ro0aRZUqVShbtuyz2b0jR47w8ccf06ZNG4oXL07nzp2RUnL69GlatWoFwI4dO7C2tiY+Pp7Y2FgKFSoEaLOEmzdvBuDMmTPUrFmTcuXKUbVqVSIiIgDw8fGhUaNGFC1alNGjR7/2OdarV48bN27g6+sLQHR0NAcPHqRFixYcOXKETz75JMmv0eLFi6lSpQrlypWjdevWREdHA3D37l2qV69OlSpVmDRpEnbPlUOeOXPms6/HV199lfxviKIoiqIYyPh4Yq9dI2TTJnynTOF++/bcrFQZv0lfYVWyJIV27sCpWzeEqembB8sCsnrymBgQQPjefTi0apXlWiRkJyZWVjgP6E/M2XNEHc0cSZUuLIzAn3/G9v33sa1RI03GFEJgW7Mm0cdPvFDZOCvLqPUSdYG7UkovIcSnwMeG4yuAI8AY4FNgvZQyDrgvhLgDVBVCPADspZQnAIQQK4EWwF7DNZMNY20GFhhmIxsCB6SUwYZrDqAlm+tS/Qz2jgW/y6m+/JXcy0Dj75I85erVq1SsWPG1j584cYJLly7h5OTE+PHjqVOnDr/++iuhoaFUrVqVevXqsWbNGhwcHDhz5gxxcXHUqlWLBoamwBcuXODq1avkzp2bWrVqcezYMapXr86FCxcA+PvvvyldujRnzpwhMTGRatWqvXD/+Ph42rdvz4YNG6hSpQrh4eFYG/Y+XLx4kQsXLmBpaUmxYsUYMmQIefPmfek5mJqa0qpVKzZu3MiwYcPYuXMntWvXJkcyyx+3atWKPn36ADBhwgSWLl3KkCFDGDZsGMOGDaNjx4789NNPz87fv38/t2/f5vTp00gpad68OX/99Rcffvhhsu6nKIqivHv0cXHE3bxJ7LVrxF69RuzVq8Tevg0JCQCY2NlhVaIEjh07Yl2xAjnq1UuTWYvMxuHTTwHwGTsO70GD8Pzxxyyz5zE5LTiUjOHYpg3BS5YS8MMP2L5fC8NiQqMJWrIEfXg4rl98nqbj2taqRdj27cReu451mdJpOrYxZFTi2IF/kzY3KaUvgJTSVwjhajieBzj53DXehmMJho//e/zpNY8MYyUKIcIA5+ePv+KaLG3QoEEcPXoUCwsLBg0aRP369XFycgK0hGjnzp3P9v7Fxsby8OFD9u/fz6VLl57NEIaFhXH79m0sLCyoWrUqnoYS3OXLl+fBgwe8//77FClShOvXr3P69Gk+//xz/vrrL3Q6HR988MEL8dy8eRMPDw+qVKkCgL29/bPH6tati4ODAwAlS5bEy8vrlYkjaMtVR40axbBhw1i/fj3dunVL9tfkypUrTJgwgdDQUCIjI2nYUFvlfOLECbZv3w5Ap06dGDly5LOv0/79+6lQoQIAkZGR3L59WyWOiqIoCqD1Ooy7fZuYS5eJuXKZ2MtXiLtzBwyzBiYODliVLIFz925YlSyJValSmOfNmy0TxVdx+PRTrdfduPFZJnl81oLjgze34FDSn7CwINegQfh++SWRhw6RI422P6VGgq8vwStXYd/sE6xKlEjTsW1rarOXUcePq8QxOYQQFkBzYNybTn3FMZnE8dRe83xsfdGWwJLvTX1a3jAzmF5KlSrFli1bnn3+448/EhgYSOXKlQGwfW6NvZSSLVu2UKxYsRfGkFIyf/78ZwnVU0eOHMHyuYbDpqamz/ZKfvDBB+zduxdzc3Pq1atHjx490Ol0LxWkkVK+9lWi1439KrVq1cLX15d//vmH48ePv7TnMSk9evRg+/btlCtXjuXLl3PkyJEkz5dSMm7cOPr165fseyiKoqSVpw3E37Zin5I2pF5PvJcXsVeuEHPpMrGXLxN7/ToyLg7QWghYlS6N3ccf/5sk5slt9BkSY8vZogVAlkkeU9qCQ0l/Dp82J2jxYgJ+mIdd7dpGW9IdMH8B6PW4DB2W5mObOTtjWbw4UceOkatf3zQfP6NlxEtjjYHzUkp/w+f+QggPAMP7J4bj3sDz01GegI/huOcrjr9wjRDCDHAAgpMY6wVSyl+klJWllJVdXFxS/QTTU506dYiNjWXRokXPjj3dw/dfDRs2ZP78+c82Gj9dbtqwYUMWLVpEgmE5za1bt4iKikryvh9++CFz586lRo0auLi4EBQUxI0bNyhV6sUKYsWLF8fHx4czhspYERERqSrUI4SgXbt2dO/enSZNmmBlZZXsayMiIvDw8CAhIYE1a9Y8O169evVnSffziWjDhg359ddfiYyMBODx48c8efIERVGU9BR77Rq+U6Zwq2YtbtV6H79pXxN785axw8r2pE6HLjKShCdPtATxxg0iDh3iyf/m8rBnL25Vr8G9xk3wGTWa0E2bwNQUxw4dyD17FoX3/07RkyfIt3QJriOGY9+wARaeed75pPGpnC1a4DH9W6JOnOTxiM8zVaGT/0ptCw4l/QgzM3INGUzc7duE791nlBhib90ibPt2HDt1wsIzfRYn2taqSfSFC+hf8/d7VpIRS1U78uLewp1Ad+A7w/sdzx1fK4SYA+RGK4JzWkqpE0JECCGqA6eAbsD8/4x1AmgD/CGllEKI34FvnyuI04A3z3hmSkIItm/fzogRI/j+++9xcXHB1taWGTNmEPOfTekTJ05k+PDhlC1bFiklBQoUYPfu3fTu3ZsHDx5QsWJFpJS4uLg8W8L5OtWqVcPf3//Z8s2yZcvi6ur60i9LCwsLNmzYwJAhQ4iJicHa2jrJNh1J6dixIzNnzuS771I2uztt2jSqVatG/vz5KVOmzLPiPHPnzqVLly7Mnj2bpk2bPls226BBA65fv04Nw+ZnOzs7Vq9ejaur62vvoSiKkhq6yEjCd/9G6KZNxF69irC0JEfDBqCXhG7cSMiaNViXK0fOdu2wb9wIExsbY4ec5USdOEHwipXoo6PRx8Sgj4lGHx2NjI5BHxPzbObwJaamWBZ7D/tGjbAqUxrrsmWxLFzYKO0ysrKcLVqgDw/H/9vphO/c+WwPZGbytAWH2/jx78xy4qzCvnFjgn7+hcD587Fv1DDDf/4C5vwPE1tbnPun3yo025o1CV76K9Fnz2KXxbdFifR8dUgIYYO217CQlDLMcMwZ2AjkAx4CbZ8rYvMl0BNIBIZLKfcajlcGlgPWaEVxhhgSRCtgFVABbaaxg5TynuGansB4QyjfSCmXJRVr5cqV5dmzZ184dv36dUqk8VpnJeNER0djbW2NEIL169ezbt26Z5Vmk0N9/xVFSQ0pJbH//EPIpk2E79mLjInBslgxcrZti0OzTzA1vIiVGBJC2I4dhG7cRPy9e5jY2eHQvDk527XFqnhxIz+LrEFKyf3mzUl8EoBF0SKYWNtgYmODibU1JjbWCGtr7Zi1NSa22nthbY2ZiwtWJUpgkoLVLcrrSb0er85diL9/n0J7fsPMUHshs3g8ejSRBw9R5K8/VTXVTCji0CG8Bw3G45uvydm6dYbdN/rMGby6dsPl88/J1bdPut1HHxvLrWrVcezQHrdxmX8eSwhxTkpZ+ZWPZeZlBRlJJY7Zz99//83gwYORUpIzZ05+/fVXihQpkuzr1fdfUZSU0IWGErZzJ6GbNhN3+zbCxgaHpk3I2bYtVmXKvHZ5o5SSmHPnCNm4kYh9vyPj47EqVxbHdu2wb9z4tbOQ+vh4Ev38SPDxJcHPl0RfXxJ8/Ujw9cXc3Q33SZMQ5ubp+ZSNLvLYMR716o3H9OnkfIu+fMrbi7t9m3utWuPQpDG5Z8wwdjjPJAYEcLtOXRzbt8d9wpfGDkd5BSklD9q1RxceRuG9ezNkVlhKiVeHjiT4+VF4395035/7sGcvEgOeUGjXrnS9T1pIKnFU6zGUDFWtWjXi/rNsaNWqVZQpUybN7/XBBx/wzz//pPm4iqIoz4s+d46QdeuJ2L9fS/rKlMF96hTsmzTF1O7NTcKFENhUroxN5croxo8nbOdOQjZsxPfLCfh/Ox375s2wyJ//hcQwwdcXXWDgS2OZOjtj5uJC1N9/Y+rkjOuI4enwjDOP4JUrMc2VC/umTYwdyjvPsmhRnHv3ImjRT9g3b45drVppNrZMSCBw0SJsqlbFtnr1FF2rWnBkfkIInLp1w2fUKKJPnsS2Zs10v2fE/gPE/PMPHl9Py5CiTra1avFk5kwS/P0xd3NL9/ulFzXjaKBmHJX/Ut9/RVGSogsNxe/bbwnfuQuTHDlwaNYszZaZSimJuXCB0A0bCd+3DxkXh7CxwdzDA3N3d8xze2Dm4YG5uwfmuT0w9/DAzN0dE0M1a58JEwjbspX8K1dgY2iXlN3E3bvHvSZNyTVkMC6DBhk7HAWt1+X9T1sgdToK7dyRZn+Q+037mhBD8TvHTp1wHflFsvYDy/h4bteti1XxEuRb/EuaxKKkD318PHc++hibKlXwnPdDut5LJiRwr1lzMDWl0I7tGbKvMvbGDe63aJklVkeoGUdFURRFSUPh+/fjN3UautBQcg0ciHOf3mn6qrUQApuKFbGpWBG3iRMhMQETB4dkV/N0HzeO6DNneDx6DIV2bMf0uR672UXwqlUICwscO3QwdiiKgYmlJe5Tp/CwW3cCf/wRV0P/5LcRunkzIWvW4Ni1K8JEELxiJZFHj5L7u+nYVKyY5LXh+w+oFhxZhImFBQ6tWhK8YiUJT55gno4FC0O3bCH+wQM8F/6YYcV4LN97D1NnZ6KOH8/0iWNSVGkpRVEURUmmxKAgvIeP4PHQYZi5ulBw8yZchg5J16VOpna2mObMmaIWECa2tuSZOZPEJ0/wmzwlU7dJSA1daChh23dg3+wTzJydjR2O8hzbqlVxaNOaoGXLib1+/a3Gij5/Ad8pU7GtWRO3MaNxGzeOfCtWgE6HV+cu+M+cif51VXOBkFWrVAuOLMSxXTtITCRs69Z0u4c+KoqABT9iXakSdrVrp9t9/kuYmGBbsyZRx48j9foMu29aU4mjoiiKoryBlJKw3b9xr+knRB46hMvw4RTcsCFTVz+1LlsWlyGDCd+zh/AsUJAhJUI2bkLGxODUrbuxQ1FewW3UKEwdHfGdOAmp06VqjAR/f7yHDcXcw4M8c2Y/mxmyrVaVgjt2kLNdO4KX/sr91q2JuXL1petjLl8m5p9/cOzcWbXgyCIs8ufHtmYNQjZuTPW/mzcJWrECXWAgrl98keH9WG1r1kQXFETcrazbv1f9JGVydv8pG718+XIGDx6cojGOHDnCJ598kpZhKYqivDMS/J/gPWgwPiNHYp4/HwW3bSVX/35ZomKpc58+WFeqhN+UqcR7exs7nDQhExIIWbMGmxrVsSr2nrHDUV7B1MEB9/HjiL1yhZDVq1N8vT4uDu/BQ5BR0eT9cQGmOXO+OL6dLR5TJpN38S/oIyJ50L49AfMXIBMSnp0Tsno1JjY2OLRq+bZPR8lAOdt3INHHl8i//07zsRODgghespQc9ethU7FCmo//Jk+L/kQdO5bh904rKnHM5hITE40dgqIoSpYkpSR06zbuNWtG1LFjuI4ZQ4G1a7FMQVsfYxOmpuT5fgYIgc+o0chs8Dsh/Pf9JPr749RdzTZmZjkaN8buo4948sM8Eh4/TvZ1Ukr8Jn1F7OXL5P5+BpZFi772XLsPPqDQzh04fNKUwB9/5H779sTeukViQABhe/bi0LKl6tuYxeSoUxtTl1yErt+Q5mMHLvoJfVwcLiM+T/Oxk8PczRXLokWIOnbcKPdPCypxzMJ27dpFtWrVqFChAvXq1cPf3x+AyZMn07dvXxo0aEC3bt1euCYqKoqePXtSpUoVKlSowI4dOwBtJrNFixY0a9aMggULsmDBAubMmUOFChWoXr06wcHBGf78FEVRjCXBx4dHffriO348Vu+9R6Ed23H+rAfC1NTYoaWYeZ48uH/1FTEXLhD488/GDuetSCkJXrECiwIFsPvwQ2OHoyRBCIH7pIkA+E6dmux9tiErVxK2Ywe5hgwmR716bzzf1MGB3DNmkGf+PBL9/HnQug3ew0cYWnB0fqvnoGQ8YW5OzjZtiPzrLxJ8fNJs3HgvL0I2bCBn69ZYFiqYZuOmlG3NWkSfPYs+NtZoMbwNVVU1mWacnsGN4BtpOmZxp+KMqTomyXNiYmIoX778s8+Dg4Np3rw5AO+//z4nT55ECMGSJUv4/vvvmT17NgDnzp3j6NGjWFtbc+TIkWfXf/PNN9SpU4dff/2V0NBQqlatSj3Df8xXrlzhwoULxMbGUqRIEWbMmMGFCxcYMWIEK1euZPjw4Wn6/BVFUTIbqdcTunETT2bOREqJ28QJOHbsmOX3SDk0+4TIv/4icOEi7GrVwvq53ytZScyFi8RevozbpIlZ/nvyLjDPkwfXYUPxn/4dEXv3Yt8k6X6bUceP4z/je3LUr0euAQNSdC/7+vWxqVQJv8lTiNi/H9v33zdqgqCknmObNgT99DOhmzfjMnRomoz5ZPYchLk5uQYbt3WPba2aBK9YQfS5c2na6zSjqMQxk7O2tubixYvPPl++fDlP+016e3vTvn17fH19iY+Pp2DBf/+DbN68OdavqPK3f/9+du7cyaxZswCIjY3l4cOHANSuXZscOXKQI0cOHBwcaNasGQBlypTh0qVL6fUUFUVRMoXY69fxmzqNmAsXsK1ZA/ep07DwzGPssNKM+6SJxJw7x+NRoym4bRumdrbGDinFgleswMTenpwtWhg7FCWZHLt0IWzXbvy++RbbWrUwdXB45XnxDx/iPeJzLAsXxmP6d6l6YcDMyYk8P8wl+tQpLAoWetvQFSMxz5MHuw8/JHTTZnINGPDW+8mjz58nYv9+cg0ZnK5tPpLDpnJlhLk5UcePq8QxO3vTzKAxDBkyhM8//5zmzZtz5MgRJk+e/OwxW9tX/0EgpWTLli0UK1bsheOnTp3C0tA4GsDExOTZ5yYmJmqvpKIo2ZYuPJyAefMJWbsW05w58fj2WxxatsjwinvpzTRHDnLP/B6vrt3w/+Ybck//1tghpUjC48dEHDiAc8/PktX8XckchKkpHtOmcr9NW/xnziT311+/dI4+KgrvQVrhP88fF7zVixpCCGyrV0/19UrmkLNDe7wHDCTi8GHsGzRI9ThSSvxnzMDMxQXnzz5LwwhTx8TGBuuKFbV9jqOMHU3KqXUeWVhYWBh58mivhq9YsSJZ1zRs2JD58+c/22tw4cKFdItPURQlM5NSErp9O3cbNyFk7VocO3Sg8N495GzVMtsljU/ZVKpErv79CNu2jfC9e40dTooEr14DQqh9a1mQVYkSOH/Wg7DNW4g6dfqFx6Rej8/YscTdvYvn/+ZgkS+fkaJUMhO7Dz/EzMPjrYvkROzbR+w/l3AZPizTvOBkW7MmcTdukBgYaOxQUkwljlnY5MmTadu2LR988AG5cuVK1jUTJ04kISGBsmXLUrp0aSZOnJjOUSqKomQ+sTdu4NWlK75jx2Hh6UmBTRtxnzTxtcvospNcAwZgVbYsvl9NJsHXN93vp4+Oxn/mTKLPnUv1GLrIKEI3b8a+YQPMPTzSMDolo+QaNAjzvHnx++or9HFxz44HLlpExIGDuI4e9axdgaIIU1Mc27Ul6vhx4r28UjWGPj6eJ7PnYPneezhkouXttoYlqlEnThg5kpQTya1yld1VrlxZPt07+NT169cpUaKEkSJSjE19/xUl+9FFRGjLUteswdTBAdeRX+DQsuU7V2gl3suLey1bYV26NPmW/Zpu1WITAwJ4NGAgsVeuYGJnR4F1a5Nsr/A6watW4//NNxTYsB7rcuXSIVIlI0QeO8ajXr1xHtAf12HDiDh0CO9Bg3H49FM8vpuebWf6ldRJ8H/CnTp1cP6sB64jR6b4+qBly3kyYwZ5lyzB7v3Ms59Q6vXcrlkLu48/Jvd3040dzkuEEOeklJVf9di79ZtSURTlLUX88Qch69eji4w0dihKCkgpCduxQ1uWuno1Odu305altm79ziWNABb58+P+5ZdEnz5N8LJl6XKPuLt3edC+A3F37+I+dQom1tY86tc/xcuzpE5H8KpVWJcvr5LGLM6uVi0cPm1O0OIlhO/di8+o0ViVKYP71CkqaVReYu7mSo46dQjdshV9fHyKrtWFhhK4aBG2H3yQqZJGAGFigm3NGkQdO5bsNjWZxbv321JRFCUV9NHR+Hz5Jd4DB+E3eQp3PvoY/+nTiff2NnZoyhvE3ryFV9eu+IwZi3me3BTYtAmPr77CNGdOY4dmVA6tWpKjYUOe/DCPmCtX03TsqJOneNCxE/qEePKvWoVju3Z4LlpEYkgIjwYOQh8Tk+yxIv/8k4SHD3Hq3u3NJyuZnuvYsZja2fF4xOcIWxs8F8zH5LnifIryvJwd2qMLCSFi/4EUXRe46Cf0kZG4jkr5TGVGsK1Zk8SAAOLv3DF2KCmiEkdFUZQ3iL11i/vt2hG2dRvOA/pTYMN67GrXJnjNWu42aIj3kKFEnzuX5V45zO50kZH4T5/O/VatiL9zF4+vp1Fg3TqsS5cydmiZghACjymTMXNywnvAAMJ2/5Ym/4bDdu7kYZ8+mLm6UHD9+mdfb+vSpcgzayaxly/jM2YsUq9P1njBy1dg5uFBjvr13zo2xfjMHB1x/2oSpk5OeP4wD3M3N2OHpGRitjVqYJ4vH6Hr1yf7mviHDwleu5acrVth9d576Rhd6tnVro3nooWYe3oaO5QUUYmjoijKa0gpCdm0iQdt26ELDSPf0iW4DhuGdbly5Jk1kyIHD+DcqxdRp0/j1bkLD9q2I2zXbmRCgrFDf6dJKQnbtZu7jRsTvHIVOdu0ofC+veRs0+adXJaaFNOcOcm7aCGmLrnwGTkSr46diLl8OVVjSSkJWLgQn9FjsKlYkQJr12Ke58U+mDnq1sV1zGgi9u8nYM6cN44Ze/060adP49SlM8JMdRDLLuwbN6bo0b+xqVjB2KEomZwwMcGxfTuiz54lLpmzc0/m/A9hZkauIUPSObrUM3N2Jkft2pi8oud6ZqZ+gyqKoryCLjISn5Gj8Js4CZtKFSm0betLFf/M3d1x/eJzih7+A/evJqGPjMRn1Cju1KtP4C+L0YWGGif4d1jcnTs87PEZPqNGYe7mToGNG/CYMvmdX5aaFKuSJSm4aRMeX08j3tubB23b4TNmLAn+/skeQyYk4PvlBALnzcfh0+bkW/wLpvb2rzzXqXt3cnbsQNCSpYRs3JjkuMErViJsbMjZpk2KnpOS+akXcZTkcmjZEmFuTsiGpP+/AIi+cIGIfftw7tULc1fXDIju3aJ+ahVFUf4j5upV7rduTfjevbgMH07eJUswc3F57fkmNjY4duxIoT2/4fnTIiwKFSRgzhxu166D75QpxHs/zsDo3036qCj8Z87kXouWxN64gfvkr7QKnGXKGDu0LEGYmj6bmXXu04fwPXu426gxAQsXoo+NTfJaXUQEj/r1I2zrVnINGoTHd98hLCxefy8hcP/yS2w/+AC/KVOJOn78leclBgQQ/ttv5GzR4p1ok6IoyquZOTmRo0EDwnbsSHJ/tJSSJ9/NwMzFBeeen2VghO8OlThmYkFBQZQvX57y5cvj7u5Onjx5nn0eb6gutXPnTr777jsAevTowebNm40ZsqJkaVJKgletxqtDR2RsHPlXriBX/37JfmVcmJiQ4+OPyb9sGQV37MC+SWPCtmzlQZs2xFy+ks7Rv5uklITv28fdJk0JXvorDp82p/DePTh26JBuLSayM1M7O1y/+JxCe37D7oMPCJw3n7tNmhC+Z88r9z8m+Pri1bkLUafP4PHtt7gMGZys6pjCzIw8/5uDZeHCeA8dRtzt2y+dE7JuPTIxEaduXdPkuSmKknU5dmiPPjyc8L37XntOxO+/E/PPP7gMG4qJjU0GRvfuUH0cDTJ7H8fJkydjZ2fHyOf62CQmJmL23J6PHj168Mknn9BGLelJE5np+6+kP11YGD5ffknkwUPYffwxHtO/xczR8a3Hjffy4mHPXuhCQvBctAjbalXTIFoFIO7+ffynfU3U8eNYliiB+6SJ2FRQe6bSUtSp0/h/9x1x169jXaECbuPHPZvFjb12jUf9+qOPicFz/jxsa9RI8fgJPj7cb98eE3MLCmzcgFmuXADo4+K4U7sO1uXKkXfRwjR9ToqiZD1SSu590gwTO1sKbtjw0uP6+HjuNf0EEysrCm7fpl44fAtG6+MohMgphNgshLghhLguhKghhHASQhwQQtw2vHd87vxxQog7QoibQoiGzx2vJIS4bHhsnjC8nCmEsBRCbDAcPyWEKPDcNd0N97gthOiens8zI/Xo0YPPP/+c2rVrM2bMGJYvX87gwYOfPX7w4EE++OAD3nvvPXbv3g2ATqdj1KhRVKlShbJly/Lzzz8/O//777+nTJkylCtXjrFjxwKwePFiqlSpQrly5WjdujXR0dEZ+ySVLCP22jUCf1mc7OqImVXMxYvcb9mKyD//wnXsGDwXLUyTpBG0fnn5167BLLcHj/r0IeKPP9Jk3OwidPt27jZqjFfXbjweNZons2cTvGYNEYcOEXPlKomBgS/9+9LHxPBk7lzuN/+UmMuXcZswgYKbNqqkMR3YVqtKwc2G/Y8PH2r7H8eOI2znTry6dAUzM/KvXZOqpBHAPHdu8i5cRGJwMI8GDXq2LDZ81y50wcGqBYeiKIC2xN2xfXti/7lE7LVrLz0esnYtCY8e4Tp6tEoa01F6lyj7AdgnpWwjhLAAbIDxwCEp5XdCiLHAWGCMEKIk0AEoBeQGDgoh3pNS6oBFQF/gJLAHaATsBXoBIVLKIkKIDsAMoL0Qwgn4CqgMSOCcEGKnlDIktU/E79tvibt+I7WXv5JlieK4jx+f4utu3brFwYMHMTU1Zfny5S889uDBA/7880/u3r1L7dq1uXPnDitXrsTBwYEzZ84QFxdHrVq1aNCgATdu3GD79u2cOnUKGxsbgoODAWjVqhV9+vQBYMKECSxdupQhmbgylWIcsTdv4fVZT/RhYZhYWeLULev9gZcYEkLo+vUE/LgQc3d3CqxZjXXZsml+H3M3N/KvWsWjvv3wHjKU3NO/xaF58zS/T1aTGBKC//TvMM3pgJR6Yi5cINzfH/5TlVaYm2Pm5oaZuxvmbu7EXLhAgo8PDp82x3XUqGezVEr6eLr/MUejRgT9/DPBy1cQtn07liVLkHfRT5i7vV0BCusypckzaybeQ4biM2YseebMJnjFSiyLFcOmWrU0ehaKomR1Dp8258ns2YRs2IjHlMnPjutCQwlc9BO277+P3QfvGy/Ad0C6JY5CCHvgQ6AHgJQyHogXQnwKfGw4bQVwBBgDfAqsl1LGAfeFEHeAqkKIB4C9lPKEYdyVQAu0xPFTYLJhrM3AAsNsZEPggJQy2HDNAbRkc116Pd+M1LZtW0xf82pKu3btMDExoWjRohQqVIgbN26wf/9+Ll269Gz/Y1hYGLdv3+bgwYN89tln2BjWgTs5OQFw5coVJkyYQGhoKJGRkTRs2PCV91LeXfFeXjzs3QsTS0usqlXjyew52L7/AZaFCho7tDfSR0UR8ccfhO3eTdSx45CYSI6GDfGYNvW1VSDTgpmjI/mWLcN78GB8Ro9BFx6BU5fO6Xa/rCBwwY/oIyLIv2rls15bUq9HFxxMgp8/if5+JPj6ae/9/En08yPm0iVMnZ3JPeM7bKpUMfIzeLdo+x+/IGe7dkQcPIRju7aY2Nqmydg56tXDdfRonsyYwaN+UcTdvo3HN98ka7+koijvBlMHB+ybNCF81y5cR43C1E77/yfwp5/RR0TgOmqUkSPM/tJzxrEQEAAsE0KUA84BwwA3KaUvgJTSVwjx9KXKPGgzik95G44lGD7+7/Gn1zwyjJUohAgDnJ8//oprUiU1M4PpxTaJX9T//SUrhEBKyfz5819KAPft2/fKX8o9evRg+/btlCtXjuXLl3PkyJE0iVvJHhL8/XnYsxckJJJv9SpM7O2516w5vuPGkX/tmky5REQfH0/U0aOE795NxB+HkbGxmOX2wPmzHtg3bYpV8eIZEoepnS15f/6Jx198gf/XX6MLDyPXgAHv5B/HcbdvE7J+PY4d2r/QoFmYmGCWK5c2i2hoHK9kLhZ58+L8WY80H9epR3fivR4Qun4Dps7O2H/SNM3voShK1ubYoT1h27YRvns3jh3aE//oEcFr1uDQqiVWxd578wDKW0nPPY5mQEVgkZSyAhCFtiz1dV71l5NM4nhqr/n3hkL0FUKcFUKcDQgISCK0rGPTpk3o9Xru3r3LvXv3KFasGA0bNmTRokUkGJZ/3bp1i6ioKBo0aMCvv/76bA/j06WqEREReHh4kJCQwJo1a4z2XJTMJzEkRCv0EhpK3sWLsSxSBHNXV9wnTiTmn38I+vVXY4f4jNTpiDp5Ct+JE7n9/gd4DxxE1ImT5GzVkvxr11Dk4EFcv/giw5LGp0wsLfGcOxeHTz8lcN58nnw3I8vvEU0pKSX+383AxNY2UzdoVjKWEAL3CRNw7NQJt3HjMLG0NHZIiqJkMlZly2JZogQh69dr7TfmzEGYmeEyZKixQ3snpOeMozfgLaU8Zfh8M1ri6C+E8DDMNnoAT547P+9z13sCPobjnq84/vw13kIIM8ABCDYc//g/1xz5b4BSyl+AX0CrqpqqZ5nJFCtWjI8++gh/f39++uknrKys6N27Nw8ePKBixYpIKXFxcWH79u00atSIixcvUrlyZSwsLGjSpAnffvst06ZNo1q1auTPn58yZcoQERFh7KelZAK6yEge9e5Dgrc3eRf/gnWZ0s8es2/ahIj9+wmcNx+7jz56YQYpo8VcvkL47t2E79lDYkAAJjY25KhfD/tPPsG2enWEubnRYntKmJnhMf1bTOztCV6xAl14OB7TpiLM0nvbeeYQeeQIUceO4TZ+XJoVIVKyB2FmhvukicYOQ1GUTOppkRy/yZMJWbmSiL37yDVo0FvvtVaSJ13bcQgh/gZ6SylvCiEmA0/XWAY9VxzHSUo5WghRClgLVEUrjnMIKCql1AkhzgBDgFNoxXHmSyn3CCEGAWWklP0NxXFaSSnbGYrjnEOb8QQ4D1R6uufxVTJ7Ow4l46nv/7/0sbE86tOX6AsX8Fwwnxwff/zSOYnBwdz7pBlm7m4U3LAhwxM0fVQUflOnErZjJ8LcHNuPPsThk0+w++gjTKytMzSW5JJSErhwIYHzF5Cjfj1yz56NSRKN07MDGR/PvWbNwdSUQju2Z4pEXlEURck6dJFR3PnwQ/TR0Zi65KLIvn1ptt9aSbodR3q/vD0EWGOoqHoP+AxteexGIUQv4CHQFkBKeVUIsRG4BiQCgwwVVQEGAMsBa7SiOHsNx5cCqwyFdILRqrIipQwWQkwDzhjOm5pU0qgoyuvJhAQeDxtO9Nmz5J4585VJI4CZkxPuUybzeMhQAn/+BZfBgzIsxthbt3g8fATx9++Ta+BAnHp0T9dCN2lFCIHLoEGY5rDH/9tvedSvH3kXLMjWvwCDV68h3suLvL/8rJJGRVEUJcVM7Wyxb9aM0A0bcBk6NFv/zsxs0nXGMStRM47Kf6nvv7ZP0Gf0GMJ/+w33yZNx7ND+jdc8HjWa8L17KbBhPdal0r+4SeiWrfhNm4aJnR15Zs3Etnr1dL9negjdvh3fLydgVboU+X7+GdOcOY0dUppLDAribsNGWFesQL5ffjF2OIqiKEoWleDvT/iuXTh99lmmLMqXlSU145iexXEURcnCpJT4TZtG+G+/4fLF58lKGgHcJ3yJmaMjvmPHoo+PT7f49NHR+Iwdh++XX2JdrhyFtm3NskkjQM4WLfCc9wNx12/g1a07+qgoY4eU5gJ+mIc+Nha3sUnVSVMURVGUpJm7ueHcu7dKGjOYShzfQM3IvpvU9x0C5vyP0PUbcO7Th1x9+iT7OlMHBzy+nkbc7TsEzl+QLrHF3bnD/XbtCNuxg1yDBpHv16WYubiky70yUo66dfH88Ufibt/Gb/p0Y4eTpmJv3CB082YcO3XEslAhY4ejKIqiKEoKqcQxCVZWVgQFBakk4h0jpSQoKAgrKytjh2I0gYsXE7R4MTk7tMfl8xEpvt7uo49waNOaoKVLibl4MU1jC92+nftt26ELCSXf0iW4DBmcrV5xtPvgfZz79iVs8xbC9+0zdjjEe3kRuGgR0RcupHoMKSX+307H1N4el0EZt/dVURRFUZS0o/Y4Grxqj2NCQgLe3t7ExsYaKSrFWKysrPD09MT8HSzeEbJ+A36TJ2PftCm5v5+R6qRMFxnJvebNMbGwpOC2rW9d2VQfE4PftK8J27oVm6pVyT1rJuau2bP8tkxI4EHnLsQ/eECh7dswz507Q++vj44mfP9+wrZsJfqMVmNMWFiQ539zyFG3borHC9+/n8dDh+E2aSJOnTqldbiKoiiKoqSRpPY4qsTR4FWJo6K8a8J27cZn9GjsPvwQzwXz37rqZdSJEzz8rCdO3bvhNm5cqseJu3uXx8OHE3fnLrkG9CfXwIHZvudh/MOH3G/REquSJcm3Ynm6z6pKKYn95x9Ct2wlfM8e9FFRmOfPR85WrbH7+GN8J00k9vIVPKZOIWebNskeVx8Xx72mn2BibU3BbVuz/fdNURRFUbIyY7bjUBQliwjZuBG/yVOwqVyZPD/MTZNWCbY1auDYqRPBK1dhV7cutlWrpuh6qdMRtmsXflOnYWJlRd7Fi7F7v9Zbx5UVWOTLh9ukifiOHUfQ4sXk6t8/Xe6TGBRE2I6dhG7dQvyduwhra+wbNiRn61ZYV66MEAKA/MuW4T10GL4TJpIYFIxz3z7PHktK8IqVJHh7k+/XpSppVBRFyQxCHsBfM8GtDFRPn98tSvakZhwN1Iyj8i4LXLyYgNlzsP3wAzx/+OGtl5U+Tx8dzb0WLUGvp9CO7Un2W5J6PXG37xB96hRRp04RfeYM+vBwbCpXJvfs2Zi7Zc+lqa8jpcRn5CjC9+2jwJrVWJcvnzbjJiYS+fffhG3dSsThI5CYiHW5cji0boV9kyaY2tm9+rr4eHzGf0n47t04duuK29ixCJPXb5VPePKEe40aY1O9OnkX/pgmsSuKoiipFB0Mf8+G07+ALgGQ0PBbqKH2niv/UjOOiqK8kpSSgNmzCVqyFPsmTcj93XSEhUWa3sPExobc07/Fq0tX/GfOxGPy5BfuH3//AdGnThJ16jTRp06hCwkBwDxvXnI0qI9tjRrYN2z4Ts5WCSFwn/wVMRcv8njUaApu2/rapC65Io4cwW/SVyQ+eYKpszNO3bqRs1VLLIsUeXM8Fhbk/n4GZs5OBK9YiS44hNzffvPafzMBc39An5CA25jRbxWzoiiK8hYS47Rk8a9ZEBsGFTrDR2Nh/5fw+3gws4QqvY0dpZIFvHt/iSmKAmjLQP0mTyZ002ZyduyA+4QJ6baPzqZSJZx69CB42TJsKlRAJiQQdfIU0adOkRgQAICZuzt2H36ITbVq2FarinmePOkSS1ZjmiMHuWd+ryXe06aRe8aMVI0jdToCf1xI4MKFWBYvjvukidh99FGKlyQLExNcx47F1DkXAXPmoAsNxfOHuS/NJMdcuUrYtm049fwMi/z5UxWzoihKtiAlxEWAlX3G3/fKFjg0FUK9oHBdqD8V3Etrj7daAonx8NsXYGatJZSKkgS1VNVALVVV3iX6+Hh8Ro0m4vffcR7QH5ehQ5O1X+2t7hkby/1WrYm/dw8AU2dnbKtV0xLF6tUwz5cv3WPIygIW/EjgggXknjkTh2afpOjaxJAQfEaNJuroURxatMB98leYpEG7mdAtW/CdOAmr0qXJ+/NPmDk6AtpMslfnLsR7eVH4931vPUuqKIqSZcWGw45BcHMPtPoFSrfOmPs+OAb7J4DPeW0vY4OpULjOy+clxMK6DnD/T2i1GMokv/iZkj2ppaqKojyjj4rCe8hQoo4fx3XsGJx79MiQ+5pYWZF34Y9EnTyFTeVKWBQurBLFFMjVvx9Rx4/jN2UK1hXKY+HpmazrYq5e5fHQYSQ+eYL75MnkbN8uzb7uOVu3xtTRkccjPserU2fyLVmMeZ48ROzdS8z587hPm6qSRkVR3l1+V2BjN60YjXNh2NIb9Hoo2zb97hl4Gw58BTd/gxy5ocUiKNseTF6zosjcCjqshTVtYGtfbdlqiWZvF0N0MByZriXNny4A03evtVl2pWYcDdSMo/Iu0IWG8rBfP62twtdfk7NVS2OHpKRAwuPH3GvREsvChcm/etUb932GbtmK35QpmDo74/nDXKzLlk2XuKLPnuXRgIGY2NjguWAB3sOGYuqQk4KbN6V7GxFFUZRM6eJa2P25tjy1zTLIXR7WtgevY/DpQijfMW3vFxmgJWvnloO5Dbw/HKoPBAub5F0fFwErW4DvP9BxHRStn/IY9Hq4uAYOfgUxISD12t7JprNTPpZiNEnNOL6+HJ6iKNlKgv8TvLp2Je7adTzn/aCSxizIPE+eZ8VyAhcueu15+rg4fCdOwvfLL7GuVJGCWzanW9IIYFO5MvlXrwa9ngft2pHo44v7+HEqaVQU5d2TEAs7h8D2AeBZGfr9DQVqgYUtdNoIBT/UHju/Km3uJyVcWA3zKmhJY+WeMPQCfDgy+UkjgGUO6LIFXEvAhi5w78+UxeF7CZY1gp2Dwbko9PsLag2DM0u0NyVbeGPiKITwFEKMFELsEEKcEUL8JYRYKIRoKoRQiaeiPCd082Yijx0zdhgviffywqtTJxIe+5B38S/kqFfP2CEpqeTQtCkOLVoQ+NNPRJ8799LjCT4+eHXuQuimTTj37Uu+JUswc3JK97isir1H/nXrsCxSBIeWLbGpUiXd76koipKpBN+HpfXh/Ep4fwR03Q453P593MIGOq7X9hruHAxnl73d/SIDYH1nbQ+lRzkYdAqazgI7l9SNZ51Ti9mxoLbv8eHJN18TGwZ7RsMvH0HQXW029bO94F4G6n4FRRtqj9//K3UxZRWXNsHcsuB/1diRpKskl6oKIZYBeYDdwFngCWAFvAfUBioBY6WUWf5fg1qqqryt0C1b8P1yAsLGhkLbt2GRL5+xQwIg9uZNHvbqDYmJ5F38C9Zlyhg7JOUt6SKjuN+qFTIxgULbt2Nqr1Xqizp+nMeff4FMTCT3jO/IUbduhsf29HeK2r+qKMo75eZe2NYPJNDyJyje5PXnJsTCxq5wez80mQVV+6TufjuHaIlb3a+0ZalJ9NVNkQh/WNYYIp9A9x2Qp9LL50gJlzZqBXiiAqBKL6gzAawdXzwvNlxLpiP9oc8f4FQobWLMTE4vhj2jAKkVP2rzq7EjeitJLVV9U+JYWkp5JYnHLYB8Uso7bx+mcanEUXkb0WfO4NWzF9blyhJ38xaWRYqQf9VKo/Ye1IWHE7plK4GLFmFibU2+pUuS1atPyRpiLl3iQafO2DeoT+5Zswj6ZTEB8+ZhWbgQeebNw7JgQWOHqCiKkv3pEuHw13D0f9qsX9sV4JSM/38T42BTD63aaqMZUL1/8u4XF6H1Xjy/UquW2uoXcCv5Vk/hlcK8teQxNhx67NZmEJ96ch1+GwleR7WksulsyF3h9WMF34PFdcDODXodyPi2JOlFSvh7NvwxDd5rDDnzwZnF2lJhxwLGji7VUp04vktU4qikVvyjRzxo2w7TnDkpsGE9kX/9jc+oUbgMH06u/v0yPp4HDwhetZrQbduQ0dHYVKlC7u+mq76I2VDgz78Q8L//YVmiBHHXr2PftCke06ZiYpOCfS2KoihK6kT4w5Ze8OBvqNgdGn+vVSlNrsR42PwZ3NgNDb6BmoOTPv/hSW1WM8RLK37z8TitCmp6CXkAvzYGXTx8tgfsc8OR7+DUT9qeyLpfac87OTOd9/+CVS21XpId172+ymtWISUcmAjH50OZdtBioTbzOrcsVP4Mmsw0doSp9jYzjofRJt2DpZTZurGLShyV1NBFRvKgQwcSAwIpuGE9FgUKIKXE54svCN9/gALr12NdulS6xyGlJPrECYJXrCTyzz/B3ByHJk1w7NYV61Lpf3/FOKROx8PPehJ9/jxuo0fj2LWLWiKqKIqSER4cg809taWin8yB8p1SN44uQWvTcW071Jus7Y38r8R4rWLqsbngkBda/gz5a7xF8CkQeEebeRQChClE+EDFblB3Mtg6p2ysM0vgty+0ojn1p6ZLuBlCr4Pdw7VZ3yp9tBcMnibP2wfCla0w4mrKvz6ZxNskjvkNH+qklN7pEVxmoRJHJaWkTsejgQOJOnqMfEuXYFu9+rPHdKGh3Pu0BSa2thTcuiVNmq2/ij42lrCdOwlZtYq423cwdXbGsUMHHDu0x8wllZvjlSxFHxNDYlAwFp5qRllRFCXVpISEGIgL15LB2DBtmWZsqPbx88ejg+D6bm05YruV4F767e6tS9RmEq9s1vYJfjjq38eeXIetfcDvMlToCo2ma7N9Gcn/Gqxops04Np0Ded+i+Nnuz+HsUi35Ldch7WLMKInx2vfj2nb4YKT2/Xr+Bdsn12Fhdfh4PHw8xmhhvo00WapqSCKLSikPCiGsATMpZUQaxmlUKnFUUsr/uxkEL1+O++SvcOzw8n9+kceO8ahXbxy7dsX9y/Fpeu8Ef39C1q4jdMMGdKGhWJYogVPXrtg3bYKJZTouW1EURVGMLyoQTC3Sb6/Y43NaolKyhVZpM7s78p22V00Xn/R5JmZg5aC95a0Ojb/TPk4Lep02W3VpvbYE9cPRcGoRHJyiJYrN5yddcCe9JcRqy2KTsapFSsnc83O5GXyTGR/OwMHyua+RLkFbsvroNPT47e2S0IwWHwUbusLdQ1B/GtQa+urz1rYH7zMw/ErKWqJkEm+dOAoh+gB9AScpZWEhRFHgJyllxpfsSycqcVRSInTzZnwnTMSxc2fcJ0547Xl+33xLyKpV5F26BLtatd76vnH37hG4cBHh+/aBTodd3To4deuGTZUqaomioihKdhfyAI7O1Zqs2+SCtssgX/U3XZV8UsKJBXDgK5A6sLDTliVW6w+O+d98fVZ0/y9tNq1oA8hfU0sELe3BKqeWmD9NFC3twdw6WYlTqul1WqXUi2vAqTAE34ViTaDZvNS32DCCn/75iR8v/gjAe47v8Uv9X3C2fm7ZZnQwLK4N8dHQ9wg4ZIEVMzGhWkL46BQ0+wEqdX/9uQ+OwfImqa+Ya2RpkTheBKoCp6SUFQzHLksps01df5U4KskVdfo0D3v1xrZqVfL+/FOSlVP1sbHcb90GfUQEhXbuwDRnzlTfN/z3/fiMG4cQgpxt2uDYpTMWefOmejxFURQliwi4BUfnaO0PTEy1JX73/4awR9peseoD3z6hiQ3TZrxu7IYSzaD6IDi3DK5s0RLKkp9qxVte1Zohq4qLgEU1wcQc+h/NHLNDej3s+ULrC9hoOlTokr7JahrbeHMj005Oo3nh5jQt2JRhh4fhYefB4vqLcbN9rqflk+uwpD44F4LP9mWOr/3rRD6B1a3gyQ1ovRhKtUz6fClhST2IDoQh57NcIaCkEsfkNnyJk1I+m78XQpihFc15040fCCEuCyEuCiHOGo45CSEOCCFuG947Pnf+OCHEHSHETSFEw+eOVzKMc0cIMU8YplaEEJZCiA2G46eEEAWeu6a74R63hRBJvCygKMkX/+gRj4cOw8LTkzz/m/PGdhsmVlbk/n4GicHB+E6ZQmqqGEu9nidz5/J42DAsixah0J49uI0bq5JGRVGU7M73EmzsBj9WhWs7tJm/Yf9oyxb7/QnvNdJaM2zsqiV+qeV3GX75WOsN2OAbaLdKK77S6hcYdglqDII7B7WWCsuawI09WoKT1e2foLWdaLEo8yQuJibwyf9gzAOo2DVLJY0HvQ7yzalv+CDPB0yuOZmaeWryU/2feBL9hB77evA48vG/J7uWgDZLtX/jOwZpyVZmFPoIfm2kFQnquD7JpFEvDT8TQmgFgEIewPWdGRNnBklu4vinEGI8YC2EqA9sAnYl89raUsryz2WuY4FDUsqiwCHD5wghSgIdgFJAI2ChEOJpir4IbalsUcNbI8PxXkCIlLII8D9ghmEsJ+AroBraTOlXzyeoipIauogIHg0YgJSSvIsWPmu6/ibWpUrhMngwEXv3Eb57d4rv6T1gIEE//YxD61bkX7UKczfX1ISvKIqiZBWPTsOadvDzB3D3MHzwOQy/DI2+1QqUgLZ8sv1qLdG7sUdL/Pwup/xeF9ZosyMJMdqes5qDX0xWHPJAg2lalciG30LoQ1jfEX6sAmd/1a7Lim4fhHPLoeYQyFfN2NG8zNR4faBT44zfGcb8NYbSuUoz66NZmJuYA1DJrRKL6y8mLD6MHvt64BXu9e9F7zXUKsle3Qp/zTJO4EkJuAW/NtT2FHfdBkXrvXSKlJITPicYfGgwVVZX4fjj49oDxZuCUyE49kPmTYpTIblLVU3QkrQGgAB+B5bIN1wshHgAVJZSBj537CbwsZTSVwjhARyRUhYTQowDkFJON5z3OzAZeAAcllIWNxzvaLi+39NzpJQnDLOgfoALWgL6sZSyn+Ganw33Wfe6WNVSVSUpMjGRRwMGEnXiBPmWLMG2esp+yUidDq8uXYm7c4dCO7Zjnjv3G6+Ju3cP74GDiPf2xm38OBw7dlT7GBVFUbIrKbX9dn/N1PoCWjtBjYFauf83FajxOqH1A4wJ0ZqxV+jy5vslxMCeUXBhFRT8EFr/mrx9dLpEraLkiQXgcwFsnLUYq/QCuyzywmZMCCysoSXfff9MWe9F5SU3g2/SY18PXG1cWdFoBTmtcr7ynL4H+mIiTFhcfzFFHItoD0gJ2/prRYHarYKSzTM2+NfxuQCrDZ0Iu24Dj7IvPByTGMPue7tZe30td0Lv4GTlhKWpJYn6RLY236p9Dc7+CrtHQPfdUPCDjH8OqfTWS1WllHop5WIpZVspZRvDx8lJnyWwXwhxTgjR13DMTUrpaxjXF3j6v0we4NFz13objuUxfPzf4y9cI6VMBMIA5yTGUpRUeTJzJlF//437hAkpThoBhKkpub+fATodPuPGI9+wxCfijz940LYduvBw8i/7FadOnVTSqCjZgZTgfU5bwqQooP2buLUfltaHlc0h8LY2izj8staWITlVTfPXgH5/Q95q2rK/HYOSngkMvqfd78Iq7R5dtye/+IqpGZRpA30OQ4894FkV/vwOZheH1a3h4jqtjUVmtnestm+t5U/vbNL4JPoJYXFvsbzZwDvCm/4H+2NrbsvP9X9+ZdIIUMypGMsaLsMEEz77/TOuBV3THhBCKzaTp7KWQPpfe+uY3tr13dqSbDMr6Pn7C0mjX5Qf/zv3P+pvrs/UE1MxNzHn61pfc6DNAX6o/QMhcSFMPTlV25pUriPYumizjtlEsubBhRD3ecWeRilloTdcWktK6SOEcAUOCCFuJHWbVxyTSRxP7TX/3lBLZvsC5MuXL4nQlHdZyMaNBK9YiWPXrjh2aJ/qcSzy5sVt/Dh8J0wkeMVKnD/r8dI5Uq8ncNEiAucvwKpUKTwXzMfcw+MtolcUJVPwvwqXN2mFRkIfgqklNJ4BlXpkqT1MShrzuwz7xmkzjA75tNnC8l1Sl8zYuWgzI0e+g7++B5+LWo9B58Ivnnd9t1YERwjotAnea5C62IWAArW0t8DbWiXQy1tge3/tD+73GkKZtlCkfuqTs8gAeHhcm1H1v6L9vJRpk7qxnrq+W5vd+mgs5K7wdmNlUfdC79FlbxeQMKD8ADoU7/BsaWlKBMUE0e9AP+J18axsvBJ3W/ckzy+UsxDLGy2n9/7e9P69NwvrLaS8a3nt30f71fDLR7C+E/Q9DNZG2GEmJRyfp1UVzl0BOq6DHO5IKbkYcJHV11Zz6OEhJJK6+erSuURnKrpWfPbCfgnnEgwqP4gfzv/A7nu7aVa4GVTtB4e/1n4HuJXK+OeUxpK7VPW5GrpYAW3RWnNMSvaNhJgMRAJ9UEtVlQyWGBhIzJUrxN24AQhM7OwwsbPF1M5O+9j2xc+FlRVCCKJOneZhr17YVq9O3p8WvbEYzptIKfEePISov/6iwJbNWL333rPHdJFR+IwdQ+TBQzh82hz3KVMwsXo3XwlVlGwh5AFc3qwli0+ugTCFwrW14gpXtsDdP6Bse62htqWdsaNVMlLkE/jjazi/UvsDufZ4LSkyTfkf7690+4DWpFyvg09/1Jb/6RLh0GQ4Pl/7o7jtirRvsSGl1r/u8ia4ug2iArQ2FiWaQenWUPCjpPfuhT4Cr+OGZPE4BN7SjptZaTM3Yd7QYiGU75S6+KICtebsOTygzx9p9/XOQgJjAun8W2fidHEUdyrOMZ9jFHQoyOgqo3k/z/vJHicqIYqev/fkXug9FjdYrCWAyeQb6Uvv/b0JiAngx7o/UsXd0Mvx4SlY3hQKfQSdNmZsNdLEePhtBFxYrVUQbvET8aZm/P7gd1ZfX821oGvksMhBm6Jt6FC8A7ntXr3lSKfX0fP3ntwKucWW5lvIbWIF/yuljdnyp4x7Pm/hrdtxvGbQo1LK1/4LE0LYAiZSygjDxweAqUBdIEhK+Z0QYixaAjpaCFEKWItWzCY3WuGcolJKnRDiDDAEOAXsAeZLKfcIIQYBZaSU/YUQHYBWUsp2huI454CKhnDOA5WklMGvi1cljtlHYkgIsVeuEnv1CjFXrhB75SqJfn4pG8TUFBM7O2RMDOaenhRYvy7ZxXDeGF9QEPeaf4qZiwsFNm7AxMKC+AcPeDR4MPH3H+A2ZjSOXbuqpamKkhVFPtH+YL68SfsDGrRG4WXaaM3Uny4H1Ou1huNHvgXnotBuhVZlUMneEuPg5CKtEEhijDYb8dGo9JldCX0Em7rD43PaffwuawlZld5akRszy7S/5/N0iXD/T+1Fkuu7IC5cS/5KtdRmIvNU1voUeh3TkkSvExD2ULvW0kErWJO/JuSvBR7lQZ8I6zpo+0A//REqdE5ZPFJqX4+be7Xegdlg9ielohOi+ez3z7gfdp9lDZdR0rkkfz/+m+/PfI9XuBcfen7IqMqjKOBQIMlx4nXxDDo0iDN+Z5hXZx4fen6Y4lgCogPos78P3pHezK0999+k9em+wPc/h3pfpeJZpkJ0sFa9+MHf8OEo4j8YybpbG1h2ZRlBsUEUcihE5xKd+aTQJ9iYv7n6rneEN212taGEUwmWNlyKyb7xcGaxVhHZwTMDntDbSYs+jhWf+9QEqAwMkFKWS+KaQsA2w6dmwFop5TeG2cuNQD7gIdD2aUInhPgS6AkkAsOllHsNxysDywFrYC8wREophRBWwCqgAhAMdJBS3jNc0xMYb7j/N1LKZUk9R5U4Zk268HBir10j9soVYq5cJfbyZRIe/1vu2aJAAaxKl8aqdCmsy5TBqnhxMDdHHxWFPjLy2ZsuMhJ9ZBT6qEh0ERHax5GRSL0O5169sPBM2x/0iD8O4z1wIM69e2FTtSqPvxiJMDUlz9z/YVs9DZs5K4qS/mLDtOVvlzdpfyhLPbiV1pLF0q0hZxJbIe79CVt6Q3ykNvNYvmPGxa1kHCm15OnARG0m+r1G2j7GXEXS976J8VrLidM/g7mN1ki+bNv0veerJMTC7f1wZTPc3Ae6ODCz1pJn0BLK/DUhX03tvVupV882JcTAuo5w74jWkqRi1+THcHkzbOkFdb/SqtS+Y3R6HcMPD+evx3/xQ+0f+Djvx88eS9AlsPbGWhb9s4g4XRydi3emX7l+5LDI8dI4eqlnzF9j2PdgH1/X+ppPi3ya6phCYkPod6Aft0NvM+vDWdTNX1d7YOdQOL9CmxUv1SLV4ydL4B1Y2w7CHiGbzeOQowtzzs3hUcQjanjUoEepHtTIXSPFL+Zvv7Odiccm8kWlL+jhWQd+KA/VB0DDb9LneaShtEgcDz/3aSLa8tFZUsqbaRJhJqASx6wnZN06/KZ9/ayXlLmnJ1alS2NduhRWpctgVaokpjle/k8vs/CdOInQzZsBsCxeHM/587HwVDWcFCVLiA2HW/u02cU7h7Q/hB0LQOk2WsKYktnDCD/Y3Au8jkKFrtBkJphbp1voSgbz/Qf2jde+vy4ltJYahetkbAz3/tRmOv6739EYYsPhxm/ajLxHOS1RdC6S/L2+CTHaPri7h6H5PKjY7c3XRPjBj9UgV1Gt2XwWa3XxtqSUTD89nXU31jG+2ng6Fn/1C1SBMYHMvzCfbbe34WjlyLCKw/i08KeYGpJ4KSXfnf6OtTfWMqLSCHqW7vnWsYXHhzPg4ACuBl5l+gfTaVywsTYzv/wTbV9g74PgVvKt7/NK9/+GDV1AmHC16XRmeu/jnP85iuQswsjKI6mVp1aqh5ZSMuLICP7y/ot1TddR7PBMbbZ7xNXkFbwyonRZqprdqMQxawnfu5fHn3+B7fvv49S9O1alSmLmmLVadeqjovD6rCeWBQviPvkrTKzVH4qKkqm9KlnMkVvbu1KmDeSplPpCN7pEODId/p6lzVa2XZH+s1HKm0mpLfV8eBJsnCCHu/Y9z+GutXJI6vsd4Q9/TNP2TNk4Qe0voWL3dy5pSRcJsbChM9w5qFXkrNTj9edKCWvba6sB+h/Vksd3zIqrK5h1dhbdS3ZnZJWRbzz/atBVZpyewYUnFyjhVIKxVcdS0a0iiy8tZt6FeXQr2Y2RlUem2ZaaqIQoBh0axD8B//BL/V+0PY/hvlqxHHOb9CmWc34V7B6Ov3NB5hWvyU7vwzhZOTGo/CBaFW2Fmcnb/5wGxwbTakcrnKydWFdxPJZL6maJGe+0mHG0BFoDBXiuEquUcmoaxWh0KnHMOqJOnuJRnz5YlS1LvqVLVAEZRVHSz+uSxVIttD2LnlXAJFmdrZLn9gHY2hd08dpsSunWaTe2kjxPk8Wr2+DaDgh79OrzzG0MiaSH4c0d7A1JZfB9ODpXW4pZrX/y22ooyZcQq80W3TkAn8yFyp+9+rwLq7X2JI2+05YKvmMOeB3giyNfUC9/PWZ9NAsTkbz/r6SU7L2/lznn5uAf7U8V9yqc8TvDJ4U+4Zv3v0n2OMkVHh9Olz1dCI4NZm2TteSzz/dvsZyCH0LnTWlTLEevh4NfEX1iPssLlGWZaTQ6qadrya70KdMHO4u0LVT2l/dfDDo0iB6levDF9aPaLOqwS5m6DUxaJI770HokngN0T49LKWenVZDGphLHrCH2+nW8unTFPLcH+VevxtTBwdghKYqS3WR0svhfYd6w6TPwPq01Vm/4zesLmSTEQoSP9up8hC+E+2jvbZyh1nA1u5VcUsLj83B1K1zbqRVpMTGHInW173mRuto+1Kdf5whfbfljuI/2PsLwPjH23zGLNYH609TMcXpKjIMNXeH279oe4Sq9Xnw89BEsrKEtie2+K31/bjOhi08u0nt/b4o7FWdJgyVYmaU8WYlOiGbZ1WUsu7KMKu5VmFdnXqpadyTHo/BHdNrTiZyWOVndZDUOlg5wdhnsHg7vj4B6k9/uBvFR6Lf0YdfjI8xzzc0TGUfDAg0ZXnE4njnSr2jNtBPT2HRrE0tLD6bKrlHaXuNK3dPtfm8rLRLHK1LK0mkeWSaiEsfML97bmwcdOyLMzCmwbi3m7kn3C1IURUmRgFtw/Ae4tCnjk8X/0iXAwclwYoFWUbJSD4j0h/DHLyaJMa8oFm5uCwlRUKoVtFqsksfXeZosXtsGV3f8mywWrqNV/izWOGWzhFJCTIiWQEL67ctSXpQYp1XEvLUPmsyCqn2043o9rG4Jj87AwOPaHuR3yMPwh3TZ04UcFjlY3WQ1jlZvt9QzIj4CGzObZ/sd08tZv7P0OdCHym6VWVhvoZak7hoG55ZD2+Xaz2ZKSQl3DnL2j4l8L0K4bmlBmVylGV1lTIraiKRWdEI07Xa3I14Xz5bAaHIkxMKg05n2hYy0SBx/QWuBcTmtg8ssVOKYuSUGB+PVsROJoaEUWLsGy8KZYIO/oijZw6MzcGyuVrDDzFLrEVe2Q8Yni6/ytFl7XJj2ua0r2HtoSa29h2FpZO7njuUGK3s49gMcmKQlva2XvJP96pBSK6QSF67NIseFaxVw48INCeN2CH2aLBr6axZropaUZkWJcbCpB9zcA41nQrW+cHox7BmZ9DLWbCokNoQue7oQHh/OmiZrtGWfWci229uYdHwS7Yu158tqXyJ08YZiOVcMxXKS2UpFlwhXtyKPzWVJ7CPmOeXE3SInw6uNpXHBxmm+3DYplwIu0W1vN5o4luLbc7uhw1oo3jTD7p8SaZE4XgOKAPeBOEAAUkpZNi0DNSaVOGZe+qgovHp8Rtzt2+T79VdsKlYwdkiKomR1hlegOTpXq3ZplVObqaja799ei5lFbJj2ZucOZhbJv+74Atj/JZRoDm1+zb7Jo9dxOPHjv1+n5xNFfeKrr3maLJZsAcWbpE8fRSVjJcYbksfftGWNp36GfDWgy5bUF63KgmITY+mzvw/Xgq6xtOHSDJlRSw9zzs1h2ZVljK06ls4lOmsz+T9/pO0N7HNYKzj1OvFR2t7W4wuID3vIZM+C7DLX0aRAIybXmoq1mXGKES68uJBF/yxiViQ0tPKAXvuNEsebpEXimP9Vx6WUXm8ZW6ahEsfMScbH82jAQKJOnsRz/nxy1Klt7JAURcnKDK9Ac+wH7dVr+zxQY5BW7dIybYsiZAonFsLv46D4J9BmWcoSz6wgMgAWVgNhorV0sLTXZlxfeu/w4ucOnlpVVCV7SYyHzZ/Bjd3a93zgCXB4d9pc6aWeUX+O4oDXAWZ9NIsGBRoYO6RU00s9Iw6P4Ij3ERbUWcAHnh/Ao9OwrMnri+VEB8PpX7QXDWKCCc5bmeE5bbgQ+YDB5QfTt2zfNKsEmxoJ+gS67+2OV/Attj64h1v3PZAv8/XuTpN2HEKI94GiUsplQggXwE5KeT8N4zQqlThmPlKvx2fMWMJ37cLjm2/I2bqVsUNSFCWrio82vAI9X9vL5lIcag3T+i5mt2Tqv07+BPvGQLGm2h6h7PJ8pfx3b1u/v1LWO1PJvnQJ8MfXUOADKFrP2NFkqDln57Ds6jJGVh5J91KZt/hKckUnRNN9X3ceRTxiVeNVFHUsqu113DXsxWI5oQ+1VQfnV0JCNLzXmDsV2jL42mICYwL5+v2vaVSgkTGfyjMPwh7QdlcbKkZHsciuPCad1hk7pJcklTgma8e8EOIroDJQDFgGmAOrgdR3xlSUN3gycxbhu3bhMny4ShqVzCP0IZhZZ77ljMqrJcTC8Xlw6ieIDoK81aDxDHivkfH3L2aU6v21Gbm9o7REq92K11dpzUquboXrO7W+aCppVJ4yNYf6U4wdRYbbcGMDy64uo32x9nQr2c3Y4aQJG3Mb5teZT8ffOjLkjyGsabIG50o9wOciHP2fVj3a7zJc3qwtRy7TDmoN5WhCEKP+HIWVmRXLGi6jjEsZYz+VZwo4FGBk5VF8fepr1vv+RaeAW+DynrHDSrbk/tZsCTQHogCklD5AjvQKSlGCfl1G8LJlOHbujHO/vsYOR3nXhftor2YurgNzy8AP5eDKVmNHpbxJXCSsbQuHv9EK3Xy2T9tTUrzJu5M0PlWtr1Zx8tZerX1BYtzbjafXvfmc9BThD799AXkqQc2hxo1FUYzsjN8Zvj39LR95fsTYqmONuhwzrbnbujO/znwCYwIZcWQE8bp4aPy99iLg/glaAbFq/WHYP8gWC1kTdJ5BhwaRxy4P65quy1RJ41PtirXjfbeqzHFx4Z6MffMFmUhy9ziellJWFUKcl1JWFELYAidUcRwlPYTt3InP6DHkaNyIPLNmIUzTt/SzorxSVKBWdfHKVq34BlLrBVayBdzcq/XYqzYA6k/NPkv/spOYUFjTVmvk3mIRlGtv7Igyh7O/wu4RULQBtFuVsibU4T5wdTtc2QI+F7TiMuU7a5VIM7KZtZRa4/fbB6D/3+BSLOPurSiZTHBsMG12tsHW3JYNn2zAxtzG2CGli98f/M7IP0fSrFAzvnn/G0R0kLaXtURzsHEiQZ/AjNMz2HBzAx/n/ZgZH8zI1F+LwJhAfvrnJ4ZVHEYOi8w1F5cWxXFGAkWB+sB0oCewVko5Py0DNSaVOGYOkX8f5dGAAdhUrkzeX37GxEL9Qa5koJhQ7RfRlS1w70+QOshVDMq00XriPW3knRivtTo4tUh71bPtcq0NgpI5RAXCqpbw5Dq0XQYlmhk7oszl6R6hIvWg/Zqkk76oQLi2w/ACyjFAgntZyFtVewEl/LFWkbZMW62NSe4K6V/B8tIm2Nob6k+DWmq2UXl36aWeQYcGcdr3NGubrqWYU/Z+EeXnf35mwcUFDK0wlD5l+zw7Hh4fzsgjIznhe4LPSn3GsIrD0r3fZHaWVsVx6gMN0Fpx/C6lPJB2IRqfShyNL+biRbx69sIif37yr1qJqV02rHCoZD5xkVpxjStbtBkMfYLWKLp0a+3NteTr/xC+sgV2DAELG2i9FAp9lKGhK68Q7gMrW0Col5YUvWPFMZLt/ErYOVSbNeywFsyfK0//yhdQ3tMKCZVuBbmKaufpdXD/T7iwBq7vAl2c9vNSvjOUbZ8++4Aj/ODHalo8Pfe9XFVRUd4hy68sZ/a52XxZ7Us6FO9g7HDSnZSScUfH8du935jz8Rzq56/Po/BHDPpjEI8iHjGp+iRaFm1p7DCzvLSYcRwBbJJSeqd1cJmFShyNRx8XR+DCRQQtXYq5uzsF1q3FzEUVHlHSQWyYtpHe9xL4XdLeB9zQ/jC2z6M1AC/dOmWzJgE3tT1jQbehzkSoNfzd2z/3Nnwuagl71T5v33g9xAtWNtdmyTptgALvp0WE2deF1bBjsPaCR+ulcO+IlizeOQi6eMiZ/98XUNxKJf0zEROqXXtxjbY82MQMijbUZiHfa5g2PSSlhHUd4d5h6H/03wRWUd5BlwIu0X1vd2rnq83sj2Znq32NSYnTxdHr917cDL7JF5W/4MeLPyKR/O/j/1HFvYqxw8sW0iJx/ApoBwQD64HNUkr/NI3SyFTiaBxRp07jN2kS8V5eOLRogeuY0Zg5qkbMShqI8Dckh//8mySGPNdByM5N27PoXlZbspe3WuoTvrhI2DlEq/JYrIm2p+5tk6B3QegjWFwbogK06nh1JkLFbqmbRQq8DSuaa6XYu2wFz0ppH292dHEtbB8IGP4WyJH73xdQ8lRM3bLTJze0BPLSBoj0B5tc2gxkzcFvt6T74jrY3h8afqv13lSUd1R4fDjtdrVDSsmm5puwt7A3dkgZKjAmkM6/dcYnyocC9gX4se6P5LPPZ+ywso00WapqGKgs0B5oDXhLKbPNGiCVOGYsXVgY/jNnErZ5C+Z58+IxZTK2NWsaOywlK9MlaKX5L23UZrEi/f59zLHAv0ni0/c53NL2/lJqjYd/Hw8OeaHdSvDINvXD0l58NCxrBEH34NMFWsPmh8fBvQw0mgEFUtDtye+ytqcRoOt2cC+dLiFnW1e3w8MTUPJTyFs97WbMdYna7OXFNdp+SGtHaL8a8lVL+VjhPrCwurYUtsdvaomq8s6SUvLFn19w+OFhljdeTjmXcsYOySjuhd1jx50d9CzdEwdLB2OHk62kZeLoDrQFOgA5VFVVJaWklET8/jt+X3+DLiQEpx7dcRk8GBNr6zdfrCivEh0M51fA6cVaoY6c+SFfDS1B9CirJSJWGfhL5eEp2NQDYoKh6Ryo0Dnj7p1VSAlbemkFVzquh2KNtGNXt8H+iRDurc161Z8GOfMmPZb3WVjdCizsoNvOfwsYKZnLkxuwroP2M9p0DlTsmvxrpYS17eD+3zDgGDgXTr84FSWT23hzI9NOTmNEpRH0LN3T2OEo2VBaLFUdgDbT6AJsBjZIKa+laZRG9q4ljglPnvB46DDiHzzAomBBw1sBLJ9+nDcvIo0rmib4+uI3dRqRhw9jVbIkHl9Pw6pkyTS9h/IOCbilNXX/Z522PLHgR1B9oNZmwNh7DCMDYEtPuP8XVOyu9ZzKyHYFmd3R/8HByVB3EnzwxYuPxUfDsR/g2FxAwPvDtT59Fq8oq37/by0ZsXWBbjvAMX/6x66kXnQwbP5M20tZbQA0+BpMzd583YXVsGOQNhNdvX+6h6komdXN4Jt0+q0TVdyrsLDeQkyE2k+vpL20SBy/A9ZLKS+mcWyZxruUOMY/eMDDXr1JDAnBvnEjEh4+Iu7BfXQBgf+eZGqKuWceLAsUfCGxtPD0xMzVFWGWjF/2BlKvJ2TdOgJmz0Hq9bgMHYpTt64pGkNRAG3m4d5hOLEQ7hwAU0so21ZLGN1KGTu6F+l1WuP5v2eDZ1XovFFbqveuu/U7rG2vzSi2+fX1e+hCH8GBidospENerV9mqZb/nn/7gNbLz7GAtjzV3iOjnoHyNnSJ2vf15EIo9DG0WQY2Tq8/P8wbFtbQVg503238F4UUxUiiE6Lp8FsHIuMj2dRsE87WzsYOScmm0qodx/tAUSnlMiGEC2Anpbz/puuyinclcYy5fIVH/fqBlOT95Resy/y7F0gXEUH8gwfE379P3P37xN/XPo5/8AAZF/fvICYmmLm6Yu7ujpmHO+buHph7uGPm4fHsY1MnJ4SJCXG3b+M7cRIxFy9iW7Mm7lMmY5H3DUvPFOW/EmK0Qhsnf4KA62DrClV6Q+We6VPyPy1d2wGbe4FrceiyLfPHm54CbsGSulqy1/P3V88i/teDY7BvjLaPMX8taPSdVuRocy9wLaEljbbqD6gs58Jq2D1Cq2bccZ32vfwvKWF1a3h4Ului6lQw4+NUlExiwtEJ7Ly7k8UNFlPNIxX7hBUlmdKqqmploJiU8j0hRG609hwpqF6Qub0LiWPU8eN4Dx6Cac6c5F26BMuCyfslLPV6En19ibv/gASfxyT6+ZHg60eCry+Jvr4k+Pm9mFgCwtwcM3d3Evz8MLW1xW3cWOybN39nykUraST0IZxbAWd/1fYMupfRZhdLtwYzS2NHl3x3DsL6Ltp+va7bwSGPsSPKeDGhWtIYEwp9j7x57+Lz9Dqt7+Af07TljkKAZxXotFFVr83KHp2G9Z21peatl0Cxxi8+fm4F7BoKTWZp7VoU5R216+4uxh8dT7+y/RhcYbCxw1GyubRIHC8CFYDzUsoKhmOXVHGcrCN8zx4ejxmLZcGC5F28GHM31zQbW0qJLjSUBB+fZ0llop8vCb5+mDo4kGvwIMyckliKpCjPS4yDm3u0ROHuYe1YsSZQY6A245RVX3zwOg5r2oGNo1bE5V2aPdHrtOIm945A912QP5UVlGNC4a+ZWouHT+aCpV0aBqkYRdhjWN9Ja5tTZ4K251UI7UWjhTUhTwXoukMtUVXeWQ/CHtBudztKOJVgacOlmJmobT5K+kqLxPG0lLKqEOK8lLKiEMIWOJGcxFEIYQqcBR5LKT8RQjgBG4ACwAOgnZQyxHDuOKAXoAOGSil/NxyvBCwHrIE9wDAppRRCWAIrgUpAENBeSvnAcE13YIIhjK+llCuSijM7J47Bq1bj/+23WFeqSN6FCzG1f7f6/ShZxJPrcH6VVuwmJhjsPaFCF60qac5s0p/p8XmtAqippVbMxbW4sSPKGAcmaQVvPvmftrxYUZ6XEAM7BsOVzVCqldaeZX0nrWLugOOq6JHyzorTxdFlTxf8ovzY1GwT7rbuxg5JeQcklTgm92WLjUKIn4GcQog+QE9gcTKvHQZcB55mK2OBQ1LK74QQYw2fjxFClERr81EKyA0cFEK8J6XUAYuAvsBJtMSxEbAXLckMkVIWEUJ0AGYA7Q3J6dPltRI4J4TY+TRBfVdIKQn44QeCfvoZu7p1yTN7FiZWqrKjkobu/621wnAsoO1Rci0JzkXA1Dx518dFwtWt2uyi9xkwMYfiTbQm8IVqZ79ebXkqQo89sKoFLG+iNarPXd7YUaWvSxu1pLFyL5U0Kq9mbq0tVXUvDQenaLPzkX7aCw0qaVTeYbPPzuZG8A0W1FmgkkYlU3hj4ii0TWkbgOJAOFAMmCSlPJCMaz2BpsA3wOeGw58CHxs+XgEcAcYYjq+XUsYB94UQd4CqQogHgL2U8oRhzJVAC7TE8VNgsmGszcACQ7wNgQNSymDDNQfQks11b4o5u5CJifhNmULops04tGmNx+TJqoqpkrbu/wVr2mqzZ/GRIHXacRNzyPWeIZEsoVU7dS0BDvm05WZSajMJ51doFTPjIyFXMWjwDZTrALa5jPu80ptbSfhsL6z8FFY0g86bIF91Y0eVPh6fh51D/i1qoyivIwS8P0J78WlLbyhcFyp9ZuyoFMVoDnkdYt2NdXQt2ZWP8n5k7HAUBUhG4mhYErpdSlkJeGOy+B9zgdFAjueOuUkpfQ1j+wohnm62y4M2o/iUt+FYguHj/x5/es0jw1iJQogwwPn546+45hkhRF+0mUzy5csmS+EAfWwsj0eOJPLgIZz798Nl2DBVlEZJW14ntJYKjgWhx29gYQtBt7Xlpv5XtfePTmtLz54yt9WWZsZHQcANMLeB0q20PoeeVbLu3sXUcC4MPfdpyeOqltBhLRSubeyo0laEv1b4xNYF2q0Es7TtC6tkU+81hOGXtf8f3qX/ExTlOT6RPkw8PpFSzqUYUXGEscNRlGeSOwV1UghRRUp5JrkDCyE+AZ5IKc8JIT5OziWvOCaTOJ7aa/49IOUvwC+g7XFMRoyZni48nEcDBxJz7jxuX36JU9cuxg5JyW68z2ozjfZ5oPvOf1shuJfR3p4XGw4BN+HJtX/fzKyg2Q/aXiard3i/rYOnYeaxhVY4pu1yKN7U2FGljcQ42NgVYkO1thvZfRZZSVuqUq7yjpt+ajo6vY6ZH87EPLlbPxQlAyQ3cawN9BNCeAFRaImZfENxnFpAcyFEE8AKsBdCrAb8hRAehtlGD+CJ4Xxv4Pn67J6Aj+G45yuOP3+NtxDCDHAAgg3HP/7PNUeS+VyzrAT/Jzzq04e4+/fJPWsmDk2zyR+hSubhcxFWtdISge47we4N1Xmt7CFvFe1NeZmdK/TYrSXiG7pCq1+gTBtjR/V2pITfvoBHp7Rk2CPbFN9WFEVJd8d9jnPE+wjDKw4nr73qe61kLslNHBu/+ZQXSSnHAeMADDOOI6WUXYQQM4HuwHeG9zsMl+wE1goh5qAVxykKnJZS6oQQEUKI6sApoBsw/7lrugMngDbAH4altb8D3wohHA3nNXgaS3alj4nBq3NnEoODyfvTIuxqZZsWm0pm4X9VK+pi5aC1VLDPbeyIsgcbJ+i2HdZ11PZ2xUdCpR7Gjip5dAkQFQhRAf++PT4PF1bBByOhVEtjR6goipJlJOoTmXlmJp52nnQt2dXY4SjKS5KVOEopvdLwnt+hVWntBTwE2hrucVUIsRG4BiQCgwwVVQEG8G87jr2GN4ClwCpDIZ1gtKqsSCmDhRDTgKdLa6c+LZSTXcXdu0eCtze5Z3ynkkYl7QXchBXNwcxam2lMSfN25c0sc2hFcjZ2g13DICYEag5N+6qyer2hiu0K0CVq1W9NzbWCRi98bAamFv8eNzGDuAhDcvhcohgb+ur7lGoJtb9M29gVRVGyuU23NnEn9A5zP56LhanaF65kPkn2cRRC3EfbGxggpayWYVEZQVbv4xhx5Aje/QdQYP06rMuXN3Y4SnYSdBeWNQGp1/bk5Spi7Iiyr8R42NoHrm3XqkvWmQDFmqRNkZC7h+HgV1qjdecikMMDdPHarKE+QUskdfGv/lifABZ2WqEbWxdtqfKrPrZzBRtnbVZaFTZRFEVJtrC4MJpua0oxx2IsabBEFTVUjCbVfRyllAXTJyQlrekCAwEwzeVi5EiUbCXkgdYyQp+gVU9VSWP6MrOANsvgWnP44xutCXqeylB3EhRKZTl233/g4GS4+wc45IWWP0OZdlprFEVRFCVTWPTPIiLiIxhdZbRKGpVMSzX2yyYSDYmjmYuqXqikkTBvLWmMj9IKuLiWMHZE7wYTEyjdGko0h4tr4c8ZsLI5FPoY6kwCz0rJGyfkAfzxNVzeBNaO0PBbqNwLzK3SM3pFURQlhe6F3mP9jfW0LtqaYk7FjB2OoryWShyzicQnAZjY22NiaWnsUJTsINxXSxpjQqHbjpfbbCjpz9QcKnWHsu3h7FL4ezYsqQPFP9GWsL4ukY8KhL9mwZkl2t7E9z+H94dry0cVowuODea032lMhSnVPKphb/EOt6RRFAWA789+j42ZDYMrDDZ2KIqSJJU4ZhOJgYGY5VKzjUoaiHyizXBFPoGu2yBPRWNH9G4zt4Iag6BiNzixEI7Phxu/QbkO8PFYcCygnRcfpT1+7AdIiIIKXeDjcar6rZHFJsZy/sl5Tvqe5KTPSa4HX3/2mKkwpaxLWd7P8z618tSihFMJTIRaQqwo75K/vP/i2ONjjKw8EicrJ2OHoyhJSrI4zrskqxfHedCxE8LCgvwrlhs7FCUriwqCFZ9oyxw7b4YCqkJvphMVBMf+B6cXg16nte5wKQZ/zYRIf21Gsu4k7ZiS4fRSz43gG5zwOcFJ35Oc9z9PvD4eMxMzyrmUo4ZHDarnro5e6jn6+ChHHx/lWtA1AJysnKiVuxbv53mfGrlr4Gjl+Ia7KQDXgq5xJfAKbd5roxJvJUtJ0CfQakcrALY234q5qbmRI1KUtyiOk8SAT18y/VFKuSDVkSlpJjEwEOuyqtG2kgp6vdas/epWuLoNYsOh80aVNGZWts7Q4GuoPhD+/B7O/gpSB3mrQ7tVkC9bF8DOdBJ0CfhE+XDW7ywnfU9yyvcUIXEhABTJWYR2xdpRI3cNKrtVxsbc5oVrK7hWYEiFIQTFBHHc5zhHHx/l78d/s+veLgSCMrnKUCuPlki62rgSGR9JZEIk4fHhSX4cER+Bq40rE6pPyPbJ552QO/Te35uI+AhO+Jzgm/e/eenrrCiZ1fob63kQ/oAFdRaopFHJElI94yiEcAaqSyl/S9uQjCMrzzhKKblZoSKOHTrgNnaMscNRsgIpwfusIVncDhE+YGYFRRtoyyLzVTd2hEpyBd/XZhrzVlMtMNJYbGIsT6Kf4B/tj1+UH/7R/vhH+WvvDR8HxQY9O9/F2oUauWtQ3aM61T2q42KT8irXOr2Oa0HXtNlIn6NcDriMJOnf02YmZuQwz0EOixzYWdiRwzwHFwMu4mrjysK6CyngUCDFcWQF/lH+dNnbhUR9Im3ea8Mvl36hmGMx5teZj5utm7HDU5QkhcSG0HRbU8rkKsNP9X5SlVSVTCPNZxwBpJRBQLZIGrM6fVQUMjZWVVRVkiYl+F6EK4ZkMeyh1uS9SD0oNRWKNdIa0StZi1NB7U15a3dD77Lr7i6O+xzHN8qX0LjQl86xt7DHzdYNNxs3SjiVwM3WDXcbd8rkKkPhnIXf+o8/UxNTyriUoYxLGQaUH0BobCgnfU8SmRD5LCl8PkHMYZEDS1PLl+77T8A/DP1jKF32duGH2j9QyS2Z1XiziIj4CAYcGkBEfATLGy2nuFNxyuQqw6g/R9Hpt07MqzuPUs6ljB2morzWjxd/JDohWrXfULKUJGcchRD3AQkESCmz9fqnrDzjGHfvPveaNCH39zNwaN7c2OEo6enBUbi5F8wswcxaK5xibm342PBmZgXmNtpjZtZaoZTru7RlqMH3tEqbhWpD6VZac3nrnMZ+VopiNEExQey9v5dd93ZxLegapsKUym6VyW+f/1mC6G7rjpuNG642rllqGeSjiEcMPDiQx5GPmVZrGk0LNTV2SGkiXhfPgIMDOO9/nh/r/UjN3DWfPXYr5BZDDg0hODaYbz/4lvr56xsxUkV5tVsht2i7qy3ti7VnfLXxxg5HUV6Q6hlHKaV6GTsLSAwMAFBVVbO7s8vgty/AxFQriiJ1yb9WmEDBD6HWcCjRDGxU5Tbl3RWbGMuRR0fYeXcnx32Oo5M6SjiVYHSV0TQu2Jhc1tnj/9K8OfKyuslqhh0exti/x/I48jF9yvTJ0rMbeqlnwrEJnPY7zbfvf/tC0gjwnuN7rG26lmGHh/H5kc8ZWmEovcv0ztLPWclepJR8f/p77MztGFhuoLHDUZQUSfZSVSGEI5D3+WuklOfTIyglZRIDtMTR9F1LHHUJEHgLnItoM3DGptfDtW2QwwPy13zz+SkZ99AUODZXW1badrm2pFSXAAnRkBALiTGQYHhLjH3ueKw2RsGPwC7l+62Uf0UnRHPC5wRHvI8Qp4ujmns1queuTh67PMYOTUkGvdRzzv8cu+7u4oDX/9u76/i2rvOP458jyTIzY2zHDjNDw23KTEkZtnJXWGm/rrBu5RVWWGFr165tUu6KSSENNG2YOXbMLJnZgvP7Q4qTNFAnljHP+zW9JF/de3XU3dj66pzznO+ps9UR7RfNlYOv5MzUM0kLTevqJnaIYO9gXj/pdR785UFe3PAiBbUFPDDxAbwMPbMQx3PrnmNB9gJuH3U7Z/Y985D7hPuG88bJb/Dgzw/ywoYXyK7O5uFJD2M2mju5tUIc7Mf8H1lVsor7xt1HiE9IVzdHiKPSpuColPorcBWwB1pn6WtgZsc0SxwNh9UKgCnyOAoGxZvh85ugZItraGbiOEieAsknQPzozg+SJVtdvYH5KwEFk2+DGfeDqZ0fVGxN8L8bXMNMx1wDpz4NRvc/W6MXGINlYfcOZG20sjR/KYvzF7OyeCXNjmYCzYH4GH1YkL0AcPXq7C2GMj52PMHe8v/H0Xhxw4t8nvk5d425i5OTT/Z4z1BFUwXvbn+Xr7K+ori+GD+THyf1OYkz+57JmOgxGA1Gj75ed2Q2mnn8hMdJDEzk1U2vUlxfzLPTnyXQ3LPmNL+7/V3e2vYWc/rP4Zoh1xxxX2+jN09MeYLU4FRe2vgSBXUFPD/jeVknT3SpFkcLz6x9htTgVC7qf1FXN0eIo9amqqpKqV3AUK11S8c3qWv05DmOZc88Q/lbbzNg86bePxzH3uxaguDn58E3DKb8EapyIecnV3hDd26QbK6FJU/AyldccwVnPQRF62HdWxA3Es5/A8L7Htu568vh/bmupTJOegQm/UGqZnYwrTXZ1dn8mP8ji/MXt1a0jPOPY0bSDGYkzmBU9ChMykR2dTYril1r9a0pWUO9rR6FYlD4IFeQjJvAyKiReBu7QW94N/V11tfc99N9hHqHUtlcyfSE6dw/4X5i/GPafW6bw8b8nfN5ddOr1NvrmRg3kTNTz2Rm0kx8Tb4eaH3P9Hnm5zz8y8MkByfz8qyXiQuI6+omtcm3Od9y99K7mZk0k2emPXNUgX9hzkL+vPzPRPhG8NLMl3pt77Lo/t7c+ibPrXuOV098lcnxsuSV6J6ONMexrcHxE+BGrXWZpxvXXfTk4Fh0733Ur15N+uIfu7opHatgLXx+M1h2wvC5cPJjB87Va6iAvBWuAjJHCpIJ4/b12h0rrWH7/2Dhn6C2BEZf6QqNe9uz/Qv44lbXcNLT/+5q79GEvvI98N4FUFME574Gg89pX3vFYTmcDjZZNrE4fzGL8xeTW5MLwKDwQUxPnM7MxJn0C+13xC9l7E47W61bWVm8kpXFK9lk2YTdacfb6M3IqJFMTZjKKcmnHNPyDL3V9vLtXLHgCoZEDOHVE1/lg10f8NKGlzAajNw5+s52Leb+U8FPPLXmKXJqcpgcP5l7xt5DanCqh99Bz7WqeBV3LL4Db5M3L818icER3bv66JqSNVz//fUMiRjC6ye9jo/J56jPscWyhT8s/gNN9iaenvY0J8Sf0AEtFeLwrI1WzvjsDEZHj+blWS93dXOEOCxPBMcxwOfAVqB573atda8p4dmTg2Petb/DUVNDykcfdnVTOkZLAyx+FFb+EwLj4MznIb0NlfIOFyT9I2HwuTDkAlegPNpevPI98M3dsGcRxAyF05+DxLEH71ddAJ9eD7nLYcj5cMZzbRtWmrvC1dOoDDD3fVcbRZtVNlVS2VRJVXMV1c3VVLdUu+733n71c2VzJY32RkwGE+NixjEjcQbTE6e3q9erwdbAutJ1rChewYqiFWRWZaJQjIsZx2mppzEradZxPaS1vLGcuV/PRaN5//T3CfcNByC/Jp+/rPwLq4pXMSpqFA9PepiU4LbXaMuqzuLpNU+zvHA5yUHJ3D32bqYmTO2ot9Gj7anaw00/3ERlcyVPTnmSGUkzurpJh5RZmckVC68gwjeCd059p13/bkrqS7hl0S1kVGVwyYBL6BvSlyi/KCJ9I4nyiyLUJ/SYv6wQ4rc89MtDfJH5BZ+e/elR/V4TorN5IjhuA14DtgDOvdu11ks91ciu1pODY9ZZZ+OVkEDiP3vhN1g5y+HzW6Ay2zXH78S/gE/QsZ2roQKyl7nmC+5e6CocE5LkCpBDL4Do3/jW3dYEy59z3UzeMPPPMObaI/deOh2u/Rc/BsHxcN6/IekIK9ts+Rj+d6OrXZd+BGHSS9IWDqeDJflLeGfHO6wrXXfIfQzKQLA5mGDv/W7un4dHDmdy/OQOm/OVXZ3NguwFfJP9Dbk1uZgMJqbET+G0lNOYljjtuBo6aXPauO6769hi3cLbp7590Fp7Wmv+l/k/nl77NM32Zm4YfgNXDbnqiMVcalpqeHXTq8zfMR8fkw83DL+BSwZcgpexZxaA6SzWRiu3LrqVbeXbuLDfhfh5+dHiaMHmtNHiaKHF2YLdaXc93rvd2YLNYcOu7fgYffA1+eJj8jngsa/J94DHPkYffL186Rvcl74hfdsczkrqS7jsm8twaifvnvauR4bVNtgaeODnB/gu97uDnjMpExF+EUT5RhHpF9kaKKP8oogPiGdk1MjjYk6s8LwVRSu4/vvruWzQZdwz9p6ubo4QR+SJ4LhUaz3N4y3rRnpycNw9aTKBJ55I7CN/6eqmeE5zLXz/EKx9A0KT4ayXIGWK587fVAO7voEtH8Gexa6lLaIGuQLkkPNdr7m/jB/gm7tcAXbohTD7bxB4FD1S+Wvgk2tdvZDT7oWpd7mW1dhLa1j+LCx6BJImwZz3ZMmMNqhpqeGzjM+Yv3M+hXWFxPnHcV76eSQFJR0UEv29/Lu8N0FrzfaK7XyT9Q0LsxdS1liGr8mXmUkzOS3lNCbGTeyx1S7b6rFVjzF/53wen/I4Z6Secdj9rI1WHlv1GN/nfk+/0H48MumRg4ZUOpwOPs38lBfXv0hVcxXnpZ/HrSNvbe3BFL+t0d7IAz8/wA+5P+Bl8MLL6IXZYG69NxvNB243eGE2mjEqI82OZhrtjTTaG2lyNNFkb3I9tjfR5Gg65OsFmgMZGTWSkVEjGRU1iiERQw5Z7bSmpYYrF1xJcX0xb53yFgPCBnj0fdscNqyNVsoay7A0WChrKMPS6L53/1zWWEZtS23rMfEB8cwdMJdz0s7p1BEDWmtqbbWU1pdSUl9CaUMppQ2lRPpGMitpllzv3ZhTO3ljyxu8tPElkgKTeO/09wgyH+OX30J0Ek8Ex2dxDVH9ggOHqvaa5Th6anDUNhs7hw4j4uabibz1lq5ujmdk/gBf3u4KWRNugpn3g9m/416v3urqhdzysbsqKq55kEMvgKSJsOxp2PEFhKfD6c9A6jF+h9JU46q8uuVDVzg873UISXTNg/zqDtjwjiuUnv1y91hepBvLrcnlvR3v8b/M/9Fob2RU1CguG3QZMxJnYDK0c/5qJ3E4HawvW8/XWV/zfe731LTUEOIdwuw+szk77WyGRQ7r6iZ63GcZn/HgLw9y5aAruWvsXW06ZlHeIh5d+SjlTeVcPvBybhpxE35efqwpWcOTq59kV+UuRkeP5t6x9zIwfGAHvwPRVk7tbA2QjfZG6lrq2FW5i/Wl61lftp7s6mwAzAYzQyKGuIJk9CiGRw7H1+TLDT/cwIayDbxy4itMiJ3QZe+j0d6ItcHKtoptvL/zfdaVrsPX5MsZqWdwyYBLPFJox6md5NTkUFhbSElDyUEBsaS+hEZ74yGPNSgDY6LHMLvPbGb1mdVr1iDtDSqbKvnT8j/xc+HPnJp8Kg9Negh/rw78LCOEh3giOC4+xGatte41y3H01OBoKy0lc9p0Yh5+iNA5czr2xWpLXIHGN7Tjzr/oEdj4HkT0dwWoQ80d7EhVebD1E1eILN3q2mbygal3w6RbPRPoNn0AX9/p6nE85UnY/AFkLYap98CM/5PKqYehtWZl8Ure3fEuywqWYTKYOC3lNC4deCmDwgd1dfPaxeaw8XPRz3yT9Q1LCpbQaG/k8kGXc/uo23vN2nObLJu4euHVjIkewz9P/OdRBfyalhqeW/ccH+/+mPiAePqH9ufH/B+J9Y/lj2P+yOw+s3t/RelepqKpgo1lG9lQtoH1ZevZbt2OXdsBiPCNwNpo/c1e6a6wq2IX83bO4+usr1vXc507cC7TE6a3eRir3WlnV+Uu1pWsY23pWtaXrae6ubr1eYUi0jeSGP8Yov2jifaLdj32iybaP5oYvxgi/CLIqsri+9zv+S73O7Krs1EoRkePZnbybE7qc5KEyC60oWwDdy29i8qmSu4bdx8X9rtQfkf1crVNNr7fXsrpw2LxNvXsIe3tDo7Hg54aHBu3bCXnwgtJePklAmfN8vwLWHa7ett2fAnFG13bwtMgfgwkjHEtdRE95OjXK3TYXcGsYA3kr4aC1VCZA8oIJ9wB0+7p+l63sh2Q/RP0m33w0NX2qsiCT34HhevAYIIz/wEjL/Psa3SCFkcLOTU5pASndNgQy0Z7I19nfc17O94jsyqTMJ8wLu5/MRf1v6hXfjBqsDXw/Prnmb9zPgPDBvL0tKfpE9THY+dfXricT3Z/QpRfFOmh6a5bSDp+Xn4ee41fK2soY85Xc/A2evP+Ge8f8zC/NSVrePiXh7E0Wrh2yLVcOfjKY6qwKbqfRnsjW61b2VC2gS2WLcxImsF56ed1dbMOq6qpik8yPuGDXR9QXF9MnH8ccwbM4bz08w66vm0OG9vKt7G2dC3rStexoWwD9bZ6wLUO7JjoMYyMGklKcAox/jGE+4Yf1e9TrTWZVZl8l/sd3+V8R1Z1FgrFqOhRzO7jCpFS0blzOLWTt7e9zT/W/4NY/1iemf5Mj/9iU/y2bUXV3PzeenLKG7hqUjIPn9W9K1X/Fk/0OD54qO1a60fa2bZuo6cGx9rFiym48SaSP3gf3+HD239CraF4kyso7vgSrLtc2xPGwoDTQTuhYB0UroW6UtdzRm+IHb4vSCaMgZA+B/ac1Vlc4TB/tWtZjaL1YGtwPRcQ4+pZTBgH/U6GyP7tfx89gcMGq/8FcSOgz6Subs1RK6kv4Q8//oEdFTvwM/kxJmYME2InMD52POkh6cf87WqTvYnt5dvZaNnIprJNrC1dS01LDQPCBnDpwEs5NeXU42JtxEV5i3jw5wexO+38ecKfObPvme06X25NLk+veZqlBUsJ9wmn0d5Ig72h9fn4gPjWENkvtB/9QvuRFJTU7qG/LY4Wrv72ajIqM3j3tHfpF9qvXeezOWw0OhplnpDoFuxOO0vylzBv5zzWlKzBx+jD6amnMz1xOjvKd7CudB2bLJta53z2De7L6OjRjIkZw6ioUUT7R3u8TZmVma09kXsrOo+MGsnQiKGE+YYR5nPwTb6Aab/q5mruX34/SwuWclKfk/jLpL90WME10T1orZm3Oo+/fLmdMD8zIxJDWLithP9cPZYZ/aO6unnHzBPB8Y/7/egDnAHs0Fpfc4RjfIBlgDdgAj7WWj+klAoDPgCSgRzgIq11pfuYPwHXAg7gD1rrb93bRwNvAb7AN8BtWmutlPIG/guMBsqBi7XWOe5jrgT+7G7O37TWbx/pPfbU4Fj50UeUPPAgaYt+wCs+/thO4nS4Fpnf8SXs+Aqq81w9f8mTYeBZrsAY9Ktqdlq75iAWrnUFwcJ1ULQR9s7D8ItwhUifIFevYmWOa7vBBDHDXEtMJIx13QcnyvDMHmaTZRO3L76dRnsjNw6/kbyaPFaVrGpdAzHMJ4zxseNbg2R8wOGvzZL6ktaQuMmyiR3lO1qHrCUFJjEiagTnpp3L6OjRx91Qn5L6Eu5ddi/ry9ZzZuqZ3D/h/qOeI1Nvq+e1za/xzvZ38DZ6c/2w67ls4GUYDUaK6orYXbmbjMoMMqoyyKjMILcmF4d2AK75Z6khqaSHpDMtcRqzkmYdVZDUWvPwiof5NONTnp3+LCf1acMyOkL0ULsrdzNvh2sYa5OjCYViQNgARkePZnT0aEZFjyLMp3OLnmVVZfFt7rcsyl1Ebk3uYYsW+Zn8DgyTvmFE+EaQEJBAYmAiCYEJRPlFdUmBMa019bZ66mx1RPtFd8jfgY1lG1lTsoaxMWMZHDH4qEfQbLZs5q6ld2FptHDXmLu4ZMAlx93fq/1prfkpw0ptk53Thsb0yv8Wdc12/u/TLXyxqYip/SJ57qLh+HubOOfln7HWtbDw9ilEBPTML7k9PlTVHdi+0FqffIR9FOCvta5TSnkBy4HbgPOACq31E0qp+4BQrfW9SqlBwHxgHBAH/AD001o7lFKr3ceuxBUcX9BaL1BK3QQM01rfoJSaA5yrtb7YHU7XAmMADawDRu8NqIfSU4Oj5Z//xPrCi/TfvAmD+SiGi2oNub+4CrXs/BrqLa6ew74zYeAZ0O9U8D/KSm0OG5Rt3xckC9a6qqMmjHb1JiaMdfWueR0/Sw/0Rl/u+ZKHf3mYKL8oXpz54gHFIYrrillZvJJVJatYWbSS8qZywDUca2+QjPaLZot1CxvLNrLJsonSBlfPtY/Rh8ERgxkROYLhkcMZHjW80z9kdUd2p53XN7/Oa5tfIzEwkSenPnnQEhaH4tROvtzzJc+vfx5ro5Wz+57N7aNv/83hvc2OZrKrs11hsjKD3VW72Vm+k/KmcmL8Y5jTfw4X9LugTcNN39/5Po+uepTrhl3HrSNvbfN7FqInq26uZlfFLgaED+h2PeMNtgYqmiqobKqkoqmCiqYKypvKD9pW0ejavvdLJHB9kRQfGH9AmEwMTCQhIIH4wPg2LSuktUaj0VrT4myhoqkCa6OV8sbyA++bXPd7t+0NvOenn89DEx/yaBDZVr6NaxZe0zoCw9/Ln7HRY5kQN4EJsRNIDU497OtprXl3x7s8u+5Zov2i+fu0vzMkYojH2tbTOJyab7YU88qSPWwvrgHg3JHxPHruEPzMPaNwXVvsKK5xD02t54+z+3PjtL4YDK5rZFdJLWe+tJzJfcN586qxPTI0d0RwDAVWa63T27i/H67geCOuHsLpWutipVQssERr3d/d24jW+nH3Md8CD+PqlVystR7g3j7Xffz1e/fRWq9QSpmAEiASmLN3H/cxr7lfZ/7h2thTg2PJI49Q/fU39F+1su0HZf8ESx6H3J/BHADps2HgmZB+EnjLsApxaA6ngxc2vMCbW99kbMxYnpn2DKE+hy+UpLVmT9We1hC5pnRN67wegDj/uNaAOCJyBP3C+vX6pSjaY03JGu776T4qmiq4Y9QdXD7o8sP+Qdpi2cITq59gs3UzwyKGcd+4+xgaOfSYX9vhdLCsYBnv7XiPVSWr8DH6cEZfV1XJ9NBD/xlYW7KW33/3eybHT+aFmS90+VIoQoijY3PaKKkvIb82n4LaAtetroD82nzya/MP+H0OtAZHrTVO7WwNiJp9P7dFqHco4b7hhPuGE+EbQYRPBOG+4eTW5PJJxifcNeYurhx8pUfeY35NPpctuAwfow8vzXqJ7OpsVhavZGXxSvJr8wGI9I1kQuwEJsRNYHzM+NbhxTUtNTz484MsylvEjMQZ/HXyXzt1mZZjpbUmt7yBFVnlBPqYmN4/igDv9oW6ZruDT9cX8trSPeSUN5Aa6c8N0/pSXNXE84t2kx4VwCuXjaZvZICH3kXX0FrzwZp8HvpiG8G+XrwwdyQTUg/uZHn7lxwe+mIbfzlrMFdOSu78hrbTkYJjm64UpdQWaP0Xb8QVzn5zfqNSyoirty8NeFlrvUopFa21LgZwh8e9g4DjcfUo7lXg3mZzP/719r3H5LvPZVdKVQPh+28/xDG9it1iwRTZxgIhOcthyROQ85NrXuGpT8GoK6QHUPymels99y27jyUFS7iw34X8afyffjPkKaVIC00jLTSNSwdeit1pZ1v5NqyNVoZGDCXKr+eO/+8KY2PG8smZn/DALw/w9NqnWVm8kr+d8LcDemUtDRaeX/88X+z5ggjfCB494VHOSD2j3aHNaDAyI2kGM5JmtA7H+3LPl3y8+2PGx47nsoGXMTVhauvrFNcV88elfyQhMIHHpzwuoVGIHsjL4EViYCKJgYkHPae1pqq5ioLafUGypqUGhXL9e1dgwIBSCoVqvTcoQ+vPJoOJcJ/wfSHRJ4Iw37DD/m1xaic1LTU8u+5ZUoJTmJowtV3vr7yxnOt/uB6ndvLqSa+SEpxCemg6s5NnA1BQW8Cq4lWsLF7J8sLlfJn1JQCpwamMixnHT4U/UVpfyl1j7uKKQVccsWdJa01ds51An675crS8rplf9pTzc6aVnzKsFFbtW97FbDIwJS2Ck4fEcNLAaEL92z56ra7ZzvxVefx7eRalNc0MjQ/mlUtHMXtwDEZ3D9yoPiHc9v5GznpxOU9dMJzTh8V6/P11hvpmO3/+31Y+21DICWkRPHfxCCIDDz0U9YqJfViyq4xHv9nBhNRw+sf0nk6Zts5x3L+knx0o1do9CaktL6JUCPAZcCuwXGsdst9zlVrrUKXUy8AKrfW77u1v4BqWmgc8rrU+0b19CnCP1vpMpdQ24GStdYH7uT24hrpeA3hrrf/m3v4A0KC1fuZX7boOuA4gKSlpdG5ublvfUreRM2cuyseHPm/95/A75f4Cix9zB8ZoV9XS0VdJYBRtUlBbwK0/3kp2dTb3jruXOf3n9MihF72F1pr5O+fz97V/J8Q7hMenPM7IqJG8u+NdXtv0GjanjcsHXc51w67r0DXDqpqq+DjjY97f+T6lDaUkBiZyyYBLOCXlFG764Sbya/OZd/o8UoJTOqwNQojjS4OtgasWXkVebR7vnvruMa+j2WBr4Jpvr2FP1R7+ffK/GR555OKCTu1kd+VuVhWvYkXxCtaVrCPUJ5Snpj7FiKgRhz2usr6FT9YXMG91HtnWek4aGM0N0/syKqmDljVza7I5WJNTwfIMK8szrWwrcg0bDfQxMalvOCekRzKpbzjldS0s3FrCt9tKKKxqxGhQjE8J4+TBMcweHE1s8KE/J1bUt/DWz9m8vSKX6kYbk/qGc9P0NCanhR/y80FRVSM3z1vPhrwqrp6czJ9OHYjZ1HO+UNxVUstN760jy1rP7bP6ccvMtNZgfDjWumZOeX4Z4f7efH7LZHy8es4SHZ4ojtMXKNBaNyulpgPDgP9qrauOohEPAfXA75Ghqh6TOetEfEeNIv7ppw5+MneFa0hq9lLwj3IFxjFXS2AUbbamZA13LrkTh3bwzLRnmBg3saubJNx2Vuzk7qV3k1uTS5RfFKUNpUxPmM7dY+8mKSip09phc9pYlLeI97a/x0bLRhSuP6YvznyRaYnTOq0dQgjP2ZhfRVlNE7MGRv/mB+TOVlJfwtyv5+Jt9Gbe6fOOei68zWnj1kW3srJ4Jf+Y8Y9j+j1lc9gwGoyHHE2htWZNTiXzVuXyzdYSWuxORvcJZXhCCJ+sL6C60cb4lDBumN6X6f0iPfJFrNOp2VZUw0+ZFpZnWFmbW0mL3YmXUTEqKZQp6RFMTotgaHwwJuOh27ytqIaFW0tYuK2EzLI6AEYkhnDKkBhOHhxDSoQ/RVWN/OunLN5fnU+jzcHsQdHcNCONEYkhv9nGFruTxxfs4D8/5zAqKYSXLx112GDanXy0Np8HPt9KgLcXL8wZwaS0ti8DtnhXGVf/Z02PW6LDE8FxI65CM8nAt8AXQH+t9WlHOCYSsGmtq5RSvsB3wJPANKB8v+I4YVrre5RSg4F57CuOswhIdxfHWYOrt3IVrl7IF7XW3yilbgaG7lcc5zyt9UXu4jjrgFHu5qzHVRyn4nDt7YnBUWvNrhEjCb3kEqLvvWffE3mrYMljkLUE/CNh8u0w5howd9w6bV3BqZ2UNZR1WJW1Y1HVVIWvl2+vWC7i490f8+jKR0kITOClWS95dC1B4RkNtgaeWvMU28u3c9uo25gcP7lL27PNuo0Pdn3AkIghXNT/oi5tixDi6G0trObZ73fz484yAIYlBPOXswYzsoN7yI7WFssWrv72agaHD+bfs/+Nl7FtQ0C11vz55z/zxZ4veHjiw5zf73zANeQyx1pPaqT/MRdxqWpo4ZP1hcxfnUdmWR2BPibOGxnP3PFJDIhxFUmqb7Yzf3UebyzPpri6iYGxQdwwLZXTh8YeMtAdSW2TjeUZVn7cWcbiXRasdc0ADIgJ5IS0CCanRzA+JeyY3k9mWS3fbivl220lbC6oBiA1wp+8ClcBobNHxHPj9FTSoo5+CObXm4u55+NNeHsZ+cecEUxJ755rjDa02Hnw8218vK6Aianh/GPuCKICj37Zmoe/2MZbv+T0qCU6PBEc12utRyml7gEatdYvKqU2aK1HHuGYYcDbuOZEGoAPtdaPKKXCgQ+BJFzDUC/cG+iUUvfjGmZqB27XWi9wbx/DvuU4FgC3upfj8AHeAUYCFcAcrXWW+5hrgP9zN+dRrfURxnL2zODoqKlh97jxRN1zD+HXXO2qYrr4Udjzo2s5jBNuhzHX9rrACK6qdff9dB/LC5cT5RvF1MSpTEuYxvjY8W2q7OZJWmtWl6xm/s75LM5fTIxfDM/OeLZNlS+7I7vTzt/X/p33drzH5LjJPDXtqW5XGVAIIYTn7Cqp5bnvd7NwWwnBvl5cNzWV2GAfnly4k9KaZi4cncA9pww47JyurrAgewH3LLuHc9LO4ZFJj7TpC+Tn1z3PG1vf4OYRN3PD8BsAV1i+/p11FFY1ohQkhfnRLzqQATGBrffJEf54Haanbl1uJfNW5fH1lmKa7U5GJIZwyfgkzhwWh6/50MMTW+xOvthUxKtL95BZVkdCqC/XTU3lwtGJhz0GIMtS5w6KZazOrsDm0AT5mJjaL5KZA6I4IT3imMLNkRRUNvDdtlIW7yqjb2QAv5uSQkJo+z5X7rHUceO768goq+OOE/txy4y01qqkXa260ca7K3N5c3k2FQ0t3DozndtmpR9zz3uTzeFeoqOZhbdP7RFLdHgiOK4CngfuB87UWmcrpbZqrXtNzeGeGBybs7LIOu104p5+iuBpY+Afw8A7CCbfBmOvBXPHzW/qSrsqdnH74tspaSjhqsFXkVuTyy9Fv1Bvq8fb6M342PFMS5jG1ISpxPjHdFg76m31fLnnS97f+T57qvcQ4h3CmX3P5IfcHyhvLOf+CfdzXvp5Hfb67aW1xqEdOLUTu9OOUzupt9XzwM8PsKJ4BZcPupw7R9/Z7gXghRBCdE9Zljqe/yGDLzcX4W82ce0JKVw7JYUgdxGXumY7L/6YwZvLs/ExGbnjpH5cMbHPUfeOdZSXNrzEa5tfa1Ol1fd2vMcTq5/gwn4X8sCEB1BK8fnGQu79ZDOhfmbuOKkfxVVN7C6tZWdJDTnlDTicrs/IZqOB1Eh/+scEum7RgeRXNDBvdR67S+sI9DZxzsh45o5LYlBc279odTo1i3aW8cqSTNbnVRHmb+bqSclcPrEPIX5mWuxOVmdXtIbFbKurkm16VAAzB0Qxc0AUo/uEdpv/P45GQ4ud+z9zFZuZ1i+S5y8ecVSFeTytrLaJN5Zn897KPOqa7UzvH8mtM9MY3af9y4L1tCU6PBEcBwE34CpeM18plQJcrLV+wrNN7To9MTjWr1xF3lVXkfTWf/CPbIR3zoErv4SU9lUa686+zvqah395mCBzEM/OeLZ1QrvNYWNt6VqWFixlSf4SCusKARgYNpCpCVOZnjidQeGDPFLdMbs6mw92fcDnmZ9TZ6tjUPig1qIg3kZvKpsquXfZvawoXsH56efzp/F/8sjQVYfTwVdZX7GqeBU2p40WRws2p23fzWE74Of9n3c6ndi1Kxw6tAOH03HY0ugmg4kHJzzIuenntrvNQgghup/8igb+sSiDT9cX4G0yctXkZK6bknrYD+57LHU8/MU2fsqw0j86kIfPGszEvke51nMHcGondy29ix9yfzjivOpvc77l7qV3MyNxBs9OfxYw8NTCnby2LIuxyaH889LRB/WmNtkc7LHUsbu0ll0ldewqqWF3ad0BFUmHJwS7eheHx7VrncK98yJfXbqHH3eW4Wc2MiY5jPW5ldQ12zGbDEzqG87MAVHM6B9FYljvGEmmtWbe6jz+8sV2IgLM/POy0W2aL+lJeeUNvLpsDx+vK8DucHLa0FhunN6XwXGeXVqlJy3R4fF1HHujnhgcq7/6mqK77iL1qy/xrl4OX94Gt2+BkM4rjNFZbE4bz659lnd3vMuoqFE8M/2Zwy5krrUmqzqLJflLWFawjI2WjTi1kwjfCKbET2FA2ADiA+KJC4gjPiAeP6/f/gXscDr4qfAn5u+czy9Fv2AymDg5+WTmDpjLsIhhB3175HA6eHnjy/xry78YFD6I56Y/R1xA3DG9d601ywuX8+y6Z8msyiTSNxJ/L3+8jF54GVw3s9F8wGOTwdT6s5fBC6PBiFG5bgZlwKAMmAwmDMrQum3v/diYsQwMH3hMbRVCCNF9FVc38uKPmXy4Jh+DQXH5hD7cMK1vm4agaq35bnspf/1qOwWVjZwxLJb7Tx/Y4QVOGlrsfLW5mG+3ljAuJYyrJifjbdo3nLPR3siVC64ktyaXd09796C1ZdeUrOH6769nSMQQXj/pdZpbjNwyfz0/ZVi5bEISD54x+KgqfNY02cgorcXf29Q6d9GTdpbU8NrSLDYVVDEhNZyZ/aOYlBbermDa3W0pqObG99ZRXtfCv68cw+SjKEBzrHYU1/DKkj18tbkIk8HA+aMTuH5qKskRHTNaT2vNtW+vZXmmlS9vOaFbL9FxzMFRKbUY1/qNFVrrCzqofd1CTwyO5W+9RdkTT9Jv5QqMa5+HX16EP5eBoeeU/G0La6OVu5fezdrStVw68FL+OOaPR7VQfGVTJcsLl7O0YCm/FP5Cra32gOdDvUNbQ+T+gTI+IB5/L3++yf6GD3Z9QGFdIVF+UVzU7yLO73f+YYPr/n7M+5H7l9+PyWDiyalPMilu0lG9923l23hu7XOsKllFYmAit426jdl9Znf7YQ5CCCE6ltYah1Pj0BqnExx7f3bfnPv93GRzMG91Hu+tykNrzZyxSdw8I42Y4KOfD9dkc/Da0iz+uSQTg1LcMjON301JOSDMecLWwmrmr87ji41F1DbbiQr0pqy2meRwPx48cxAzB0S37ltSX8IlX1+C2Wg+oNLqropdXLXwKqL8ovjvqf+ltMrA7/+7lqKqRh45ewhzx/W+L9p7KkttM5e/sYosaz2vXTaaGQM6ppDMmpwKXlni6tn1Nxu5bEIfrjkhheggz84NPRTXEh0/Ee5v7tZLdLQnOO4to+jYu1Zib9UTg2Pp009T+d936L95E+rja6BoA9y2saub5VGbLZu5Y8kd1DTX8ODEBzmz75ntOp/WmvKmcgrrCimqK6KwrrD18d6fbU7bQceNiR7D3AFzmZE046hCK0BuTS63L76dPVV7uHXkrVw79NrfHDJbUFvACxteYEH2AkK9Q7lh+A1c2O/CNleOE0II0Ts4nZrciga2FVWztbCGbUXVbCuqoaK+5ajOYzQoLhiVwK2z0tpd3ARcw13/9vV2vt1WSnK4H7fMTGd0n1D6hPkdc6GT2iYbX2wq4v3V+WwprMbbZOD0YbHMHZfEmD6hLN1t4ZGvtpNlqWd6/0geOGMQfSMDANhq3cpVC69icPhg/jX7X1gbrVz+zeWg4N1T32VTjuKPH27E12zi1ctGMSa5/XPXhGdV1rdw+Zur2FVSy4tzR3HKEM/Vqcgrb+DujzexKruidS7pFROTCfbr3M9VS3aVcVU3X6KjPcFR6d8Yy9qWfXqCnhgci+69l/o1a0j/8Uf410zwDoQrPu/qZnnMx7s/5rFVjxHlF8XzM55nQNiADn9Np3ZibbS2BsryxnImxk2kX2i/dp23wdbAX1b8hW+yv2F64nQePeHRQ1YqrWqq4vUtrzN/53xMysTlgy7nmiHXEGAOaNfrCyGEODZOp8ZS10x9s51Gm4Mmm5Mmm4PGFgeNNod724E/O52aED8zYf5mQt33Yf5ehPqZCfEzH7ZCo93hZI+lnq2F1Wx1B8TtRTXUNdsB8DIq+scEMjg2mOhgH0wGhdGgMCiF0YD7fr+bUhjc92OSQ+kT7vlheMt2W3j4y21kWVyFWwJ9TAyJC2ZYQjBDE4IZGh9MUpjfYUfKaK3ZmF/F/NV5fLW5mIYWBwNiArlkfBJnj4gn2PfAD/Ytdif/XZHDP37IoNHm4OrJydw6K50gHy8WZi/k7mV3c1rKaeyo2IG1wcp/Tn6Lr9fDC4syGJ4QzGuXjzmmnlbROaobbVz9n9VsKqjmuYtHcNbwY5vms7+FW0u4++NNKOCOk/oxZ2zSEavXdrTuvkRHe4LjEuAT4HOtdd5+283ACcCVwGKt9VuebHBX6InBMe+aa3DU15PywQfwVCoMOAPOeqFNxzY7mpm/Yz4FdQUEmYMI9g4m2DuYEO8Q12NzMEHeQQSbgzu9l6vF0cJjqx7jk4xPmBw3mSenPkmwt2cnKXcFrTXzds7j72v+TlxAHM/NeK41kDbZm3hvx3u8seUN6u31nJN2DjcNv4lo/+jfOKsQQghPabI52F1ay45iV2DbXlzDjuLa1uDWFmajAYMBmmzOQz6vFAT7ehHmZybUHSwDfUxkWevZWVxDs911nI+XgUGxQQyJD2ZwXBCD44LpFx14VPPxOovd4WRXaS1bC6vZXFDNlsJqdhbX0uJwvZdgXy+GxgczJN4dKOODCfLx4rMNBby/Jp+dJbX4mY2cNTyOOeOSGJ4Q/JtTMiy1zfz92118uC6fcH8z95w8gAtGJ/Dq5ld4ZdMrmA1mnpv2Mv9dbOKHHaWcPyqBR88d0m2HB4p96prtXPvWGlbnVPDU+cO4cEziMZ2nxe7k8QU7+M/POQxPDOGluSO7RWGh7r5ER3uCow+udRUvBVKAKsAH19qM3wEva603eri9XaInBsesM8/CKymJxGefgMfjYdZDMOXO3zxuRdEKHl31KLk1uQR7B1PbUotTH/oPHICfya81UEb7RZMUlESfoD6u+8A+RPtHe6RaKbjmKdy55E62WLfw+6G/5+YRN2PsZXM2N5Rt4I9L/khtSy0PTnwQp3by4oYXKW0oZVrCNG4fdTtpoWld3UwhRAdxukv8d5d1y3q6JbvKWLi1hEAfEyF+ZoJ9vQjx83Ld+5pdj/28CPQ2HRBGyuua3cFwX0jcY6lvXYLB32xkYGwQg+KCSI8KINDHCx8vI75mI75erpuPl+GAbT5extbexCabg8qGFirqW6ist1HR0EJlvfvnhv3vbdQ02kgM82VInCtcDYkPIiUi4JjXjusOWuxOdpfWtgbJLYVV7CqpxeY48HPnsIRg5oxN4qwRcQR4H30BmM0FVTz8xTbW51UxPCGYB84cyLqqjwn36surC73Ittbz59MHctWkZKkP0IM0tji47p21/JRh5a/nDOHyCX1++6D95Fc0cMv8DWzKr+Lqycn86dSB3epLl10ltTzwv608c9HwbhFm9+eRqqpKKS8gAmjUWld5rnndQ08MjrsnTCTwlJOJvfFCeGUSXPAmDDn/sPtbG608teYpFmQvICkwifsn3M+kuEmt6/dVN1dT3VJNdZP7vrl637bmaqqaqyiqKyK/Np9mR3Preb2N3iQGJpIUuF+gDOpDUmASYT5hNDmaaLK7bo2OxtbHTY4mGu2unxvtjdTZ6nhn+zs0O5p5dPKjzOozqzP+M3YJa6OVu5bexbrSdQAMCR/CnWPuZGzM2C5umRDiaDmcmip3ECh3B4PyuuZ9j+tbqKhroby+2R0WbGitCXX3OLl6nrxahzW2bncPbQzzN2M2GdDaVa1Oa83eP92ubfrA56D1uN5Ma83ry7J4YuFOArxN2B2aRpvjsPsbDcodJr2ob7FTWrPv71hssA+D3CFx731i6LHP1ROH1mx3sKvEFSZLa5o4eXAMQ+LbP6JIa83nG4t4fMEOSmuaOXVIDMszrZgMipcvHcWkvh1fpVN4XpPNwS3z1vPDjjL+fPpAfjcltU3Hfb+9lD9+uBENPH3BME4ZEtuxDT1GWutu+WWGLMfRBj0tOOqWFnYOG07ELbcQeWIKvD8XfvcjJIw+aF+H08GHuz/kxfUv0uRo4vdDf881Q6855rUFndpJWUMZuTW55NbkkleTR26t6z6/Nv+QxWXaKi0kjWemP0NqcNt+OfRkNqeNd7e/S2xALCf3Oblb/vIQQrj+uFc22MivaCCvooH8ygbyKxrIr2gkr6KBoqpG7M5D/y0N9vUi3H/vHDcz4QGue4WisqHlkD1ShzvX0fAyKi4d34dbZqZ1u2FQntBid3L/Z1v4aF0Bpw+L5e8XDMfXbKTJ5qCm0UZ1o42qRhtVDTaqGlpcPzfYqGpsoarBhtloaA2JA2ODunThceE59c12Xl6cyb9/yqZvVACvXz662/XmiKPTYndyxwcb+XpLMXfN7sctM9MPu6/N4eSphTv510/ZDIkP4p+XjCYpXP7/P1pHCo69d1GYXs5eXg6AKTISKnNcG0OTD9pvW/k2/rrir2wr38aE2AncP/5+koMP3u9oGJSBGP8YYvxjGB87/oDnHE4HJQ0lrYGyurkaX5MvPiaf1nsfo8++n92P9/7sZzr8BPrexsvgxdVDru7qZgghcH2zXVDpDobuQLg3KBZUNh40xy3c30ximB/DE0M4Y1gsUYHehAV4t4bEcH9Xr6GX8eiGRmmtqW22U7VfkCyvb8HmcKJwzY9TKNz/Qym1b7v7OaVgZVY576zM5aO1+fx+aiq/m5J6TMMAu6OK+hZueGcdq3MquG1WOrefmN76d8PHPVw0qhNK64vux9/bxD2nDGi93rvT0ERxbMwmA/+YMwJvk4G/f7ebJpuTP87ud9BnxcKqRm6Zt54NeVVcMbEP958+0ONLxAgJjj2W3WoFwBQZAVXrwBwAfvtKS9e21PLShpd4f9f7hHqH8tTUpzgl+ZQOD2VGg7F1DcSjXbNQCCE6itOpKalp2q/XsHHf44oGymqbD9jf18tIYpgvSWF+TEgNJynMj8QwPxLDfEkM9cO/g0KYUoogHy+CfLza9U352SPi+d2UVJ75bhfP/5DBOytyuXVmGnPHJ/XoD1MZpbVc+/ZaSmqaeGHuSI9UXBS9T28fpn28MRkN/P3C4Xh7GXhpcSZNNgf3nz6w9TPtjztLufPDTdgdmpcuGckZw+T3QkeR4NhD2S0WAEwREbA1F0L6gFJorfk291ueWv0U1kYrF/e/mFtH3XrIpR+EEKK30lqzqaCaLzcVsWRXGfkVja0VHgEMCmKDfUkM82V6/8j9gqEfiaF+RASYe/zoh76RAfzz0tFszK/iyQU7efjL7fx7eTZ3ze7PWcPjetz8vSW7yrh13ga8vYx8cN0ERiaFdnWThBCdxGBQPHbuULxNRv69PJtmu5MHzhjEs9/v5tWlexgUG8TLl44iJcLzS86IfSQ49lB2y94eR/dQ1bAU8mvyeXTVo/xc9DMDwwbywswXGBIxpGsbKoQQnURrzc6SWr7cVMSXm4vIr2jEy6g4IS2CkwbFtPYgJob6ERfie9wMYxuRGMK8349nWYaVJxfs5PYPNvLq0j3ce8oApveP7NCAXN1oY8muMpbtttI3yp8LRicQFXh0w0i11rz9Sw6PfLWd/jFB/PvKMcSH+HZQi4UQ3ZVSiofOHIS3l4HXlmaxcFsJltpmLhmfxINnDJKlVjqBBMceym519ziGhUFVLpUpk7nwqwsBuG/cfczpP6fXLWMhhOh9NuVX8f32UvqE+5EeHUhaVMBRz8XbY6njq03FfLm5iMyyOowGxeS0CP4wM53Zg2MOWkD8eKSUYlq/SKakRfDl5iKe+W43V7+1hnEpYdx36gBGebD3rqiqkR92lPLdtlJWZpVjd2qCfb34ZL2NZ7/bzayBUcwZl8TU9MjfXG7C5nDyly+38e7KPE4aFM3zF4/osGHCQojuTynFfacMwN9s4j8/Z/OPOSM4e0R8VzfruCG/fXsou8WCMSQEZasBWwM7vH2ot9Xz2omvMSle5hYKIbq/j9bmc/9nWw8YQgoQF+xDenQg6VEBpEcHkBYVSHp0AEE++wJgfkUDX28p5stNRWwrqkEpGJccxlXnDOHUITGE98JKop5gMCjOHhHPqUNieX9NHi8syuC8f/7CuOQwBsYG0jcqgNSIAPpG+RMT5NOm3kitNbtL6/huWwnfbS9lS2E1AKmR/vxuSiqzB0czIiGEnPJ6PliTz8frCvh2WynxIb5cOCaBi8YkEneIHsTqBhs3zVvHz5nlXD8tlXtPHtDjhtcKITxPKcUfZqVz68y0Hj+loKeR4NhD2a1Wd2GcXAByTK5/OOmhhy9TLIQQ3YHd4eTxBTt5Y3k2k9PCeWHOSGqa7GSU1pJRVtd6vzKrnGb7vlAZE+RDenQAdc12NuRVAa5hmA+cMYjTh8YSEyyVNNvKbDJwxcRkzh+VwJvLs/l+RymfrC88oHqsn9lIaqQ/fSP3hcm+kQGkRPjjZTSwPq+yNSzmljcAMDIphHtPGcBJg6JJiwo44DVTIwP402kD+ePs/vywo5T5q/N4/ocMXliUwbR+kcwZl8TMAVF4GQ1kW+u59q015Fc28PQFw7hwTGKn/vcRQnR/Eho7n6zj6NbT1nHMvvhijP7+JN1xGnxyLY9O+z1fFf/ML3N/kX9IQohuq7rRxq3zN7Bst4WrJiVz/+kDD7tkhcOpKahsIKO0zhUoy2rJKK0D4NShMZw5LE7WaPMgrTWW2mYyLXXssdSzp6yOLKvrvrCqsXU/pcDPy0h9iwOz0cCktHBOGhTNSQOjj3oZjPyKBj5Yk8+Ha/Mpq20mKtCb04bG8tmGQgwKXrt8DONSwn77REIIITxC1nHshRwWK+Y+fVrXcMxpriA5KFlCoxBdRGtNs91JfbOdhhaH++Z6HBXoTVpUwHH/73OPpY7fv72W/MoGHj9vKHPHJR1xf6NB0Sfcnz7h/pw4KLqTWnn8UkoRFeRDVJAPk/pGHPBcY4uDbGs9eyx17LHUYa1rZkJqONP6RRLoc+xzSBPD/Ljr5P7cfmI6i3dZeH91Hv9dkUPfyADeuHKsLN4thBDdiATHHkhrjd1icVVUrcoF/0iya/MYFzOuq5smRK9T32wny7LvA3NmWR2W2mbqWxw0ttjd9w7qW+wcaQBHRIA3E/uGMzE1nIl9w0kO9zuuguTS3RZumbceL6OB9343QXqRehhfs5FBcUEMiuuYpZ1MRoOr13JQNNUNNvy9jZgO0xMthBCia0hw7IGcNTVomw1TRCRU/kRDaB9KG0pJDk7u6qYJ0aVa7E7yKxswKoW3lwGz0YC3lxGz0YCXUR02qB0wRK/MPUzP/biouql1P6NB0SfMj5hgH0L8zPh7G/EzG/Ezm351v++xr9lIbnk9K/aUsyKrnC83FQGu+XqT+oYzwR0me+uQS601byzP5rFvdtAvOpB/XTGm175X4RnBflIFVwghuiMJjj2Q3eJeiiMyEjJzyI0dBE1lJAcld23DxHHJ6dRdUulQa01+RSMb8ivZmF/FxvwqthXV0GJ3HnJ/pXAFSZMBs8mIt8n12GRUFFc3Udu0ryiIv9lI36gAxqeGkxYVQF93gZCkcD+8TUe/zM2E1HAuHpuE1posqztE7iln6W4Ln24oBCAxzLe1N3JyWsRRr3XXXlpr6lscVNa3UN1oo6rBRmVDC1WNNmoabfQJ92Ny3whC/c1tPmez3cGfP9vKR+sKOHlwNM9eJEspCCGEED2V/AXvgexWKwCmsFCoLiC77zhogpTglC5umTheaK1ZnmnlhUUZbMirYlhCMBNSw5mQGs7oPqEdEg6qG2xsLKhiY14VG/Mr2VRQTUV9CwA+XgaGxgdz5cQ+DIgJQilotjtpsTtptjvc984Dtu392WZ3MiE1nL6RAfSNDCAtKoDoIO8OGUaqlGp9ncsm9MHp1GSU1fHLHisr9pSzcGsJH64twGhQnDI4hmtOSGFUUojH2mJ3OFmWYeG7baVY65pbw+HeoGh3HrlYmlIwLD6YKemRTO0XycikkMMWtrHUNnPDu+tYl1vJH2alc/usdFlKQQghhOjBOiw4KqUSgf8CMYATeF1r/Q+lVBjwAZAM5AAXaa0r3cf8CbgWcAB/0Fp/694+GngL8AW+AW7TWmullLf7NUYD5cDFWusc9zFXAn92N+dvWuu3O+q9dja7xR0cfR2gHeQYDSgUSUFHLjQhRHtprVmyy8I/FmWwMb+KmCAfLh2fxJbCal5flsU/l+zBZFDHHCTtDiclNU0UVDa6bw3kWOvZXFBNlrUecIWXtMgAZg2IYkRSCCMSQ+gfHdgj50MZDIr+MYH0jwnk6skpOJyaHcU1fLmpiPmr8/h6SzHDE0O4ZnIypw2NPWxI+y1Zljo+WlfAJ+sKKKttJtjXi/gQX0L8vOgfE0iIn5kQXy9C/Lz2e2wm1M+LYD8vAr292FFSw0+7rfyUYeGVpXt4aXEmAd4md4GUCKakR9LHPW9za2E1v//vWiobWnj5klGcPizWw//lhBBCCNHZOmw5DqVULBCrtV6vlAoE1gHnAFcBFVrrJ5RS9wGhWut7lVKDgPnAOCAO+AHop7V2KKVWA7cBK3EFxxe01guUUjcBw7TWNyil5gDnaq0vdofTtcAYQLtfe/TegHooPWk5jvI3/0PZU0/R78NnMX46h7vHnsPWpjIWnL+gq5smeimnU/P9jlJe+jGTLYXVxIf4ctOMvlwwOqF16GZ9s511uZWszCpnZVY5mwuqsTv1QUEyOdyfoup9wXD/++LqJhz79Xop5ZoLOCQ+mBGJIYxMDGFoQnC7qjj2FPXNdj5dX8CbP+eQba0nJsiHKyb1Ye7YpDYNF61rtvPN5mI+WpfPmpxKjAbFjP5RXDQmgRnutfKOVXWjjRV7yvkpw8KyDAv5Fa6lGhLDfBmbHMY3W4oJ8zPz+hVjGBIffMyvI4QQQojO1SXLcWiti4Fi9+NapdQOIB44G5ju3u1tYAlwr3v7+1rrZiBbKZUJjFNK5QBBWusV7jfzX1wBdIH7mIfd5/oYeEm5xnSdDHyvta5wH/M9cAquYNrj2a1WlNmMwVYGQE5LlRTGER3C6dQs2FrCiz9msLOklqQwP546fxjnjoo/KHj4e5uY2s81hBEODpJ7eyT3pxREB/qQEOrLmD6hJIT6kRDq23ofG+JzTHMKewN/bxOXT0zm0vF9WLK7jDeX5/DUwl28sCiD80YlcM3kZNKiAg84RmvN2txKPlyTz9dbimlocdA30p8/nTqAc0fFe2zeZLCvF6cMieGUITEA5JbXs2y3hWUZVr7fVsqIxBBenDuKyEBvj7yeEEIIIbpep8xxVEolAyOBVUC0O1SitS5WSkW5d4vH1aO4V4F7m839+Nfb9x6T7z6XXSlVDYTvv/0Qx/R4e5fiUFV5OJWRnPoixiZM7upmiW6orKaJjflVhAeYiQ32JSrQu01DOh1OzVebi3jpx0wyyupIjfDn2YuGc9bwuDYPCT1ckCyubiQ+RIJhWxkMipkDopk5IJqdJTX8Z3kOH68rYN6qPKb1i+SaE1LoHx3IpxsK+GhtAdnWevzNRs4aHseFYxI9OkfycPqE+3P5RH8un5iM1vq4WmZECCGEOF50eHBUSgUAnwC3a61rjvCB4lBP6CNsP9Zj9m/bdcB1AElJPWd+oN1qwRQRAVW5lIbE0+RokoqqAnD1OG0rqmHRjjIW7Sxlc0H1Ac8bDYroQG9iQ3yJC/ElLtiH2GAf1+MQX6KDfFi628I/F2eSZa0nPSqAF+aO5PShsRjbWdhkb5AUx25ATBBPXjCMe07pz7xVefx3ZS5Xvrm69flxKWHcPCON04bG4GfumtpnEhqFEEKI3qlDP1kopbxwhcb3tNafujeXKqVi3b2NsUCZe3sBkLjf4QlAkXt7wiG2739MgVLKBAQDFe7t0391zJJft09r/TrwOrjmOB7bu+x8dosF75QUqNxBdkg0UCoVVbuBhhY7328vJdzfm8lp4Z32AbrJ5mDFnnJ+2FHKjzvLKK5uQikYkRjC3Sf3Z0JqGDVNdoqrmiiqaqSoupHiqiY2F1Tx7dYmWhwHL18xMDaIVy4dxcmDY6QSZjcUHuDNrbPSuX5aX77eUkRhZSOnD4sjJcK/q5smhBBCiF6qI6uqKuANYIfW+tn9nvoCuBJ4wn3/+X7b5ymlnsVVHCcdWO0ujlOrlJqAa6jrFcCLvzrXCuAC4Ed3tdVvgceUUqHu/WYDf+qgt9rpHBYrxrFjoTKX7D5DoFGCY1faWljN/NV5fLGxiNpm11qAwxNDuG1WGjP6R3VIgCyrbeLHHWX8sKOMnzOtNNoc+JmNTEmP4I6T+jFzQBQRAb89v8zp1JTXt1Bc3UiRO1gmR/h1WLuFZ5lNBs4dmfDbOwohhBBCtFNH9jhOBi4HtiilNrq3/R+uwPihUupaIA+4EEBrvU0p9SGwHbADN2utHe7jbmTfchwL3DdwBdN33IV0KoA57nNVKKX+Cqxx7/fI3kI5PZ2zpQVHdTWmsBAoLyPbZCTQK5Bwn/CubtpxpbbJxucbi3h/TR5bC2vwNhk4fWgsF41NJNtaz8uLM7nmrbUMiQ/iDzPTOWlQdLuDWJaljgVbS/huWwmb3ENQ44J9uGB0ArMGRjEhNRwfr6ObL2gwKCIDvYkM9GaY5A8hhBBCCHEYHbYcR0/TU5bjsBUVkTlzFjF330ho/gP8btg0GrwDmHf6vK5uWq+ntWZ9XiXvr87nq83FNNocDIgJZO64JM4ZEU+w374lImwOJ59tKOTlxZnkljcwMDaIP8xMO+qhnxmltXyzpYQFW4vZWVILuHozTxwQxayB0QyMDZSeQSGEEEII4RFdshyH6Bh2iwUAk7cNgOyWKiZEDe3KJvV6lfUtfLqhkA/W5LG7tA5/s5FzRsYxZ2wSwxKCDxncvIwGLhqTyHkj4/l8YxEvLc7kxvfW0z86kFtnpXHqkEMXm9Fas6O4lgVbi/lmSzF7LPUoBWP7hPHgGYM4ZUgMcSG+nfG2hRBCCCGEaCXBsYexW60AmEz11CtFWXOlVFT1IKdTU1jVSEZZLRmldWwuqOb77aW0OJwMTwzhifOGcsbwOAK82/ZPx2Q0cP7oBM4ZGc9Xm4t48cdMbpm3gbSoDG6dmcYZw+IwKNhaWMM3W4tZsKWYnPIGDArGp4Rz1aRkTh4cQ1SQZ9bfE0IIIYQQ4lhIcOxh7BZ3cKSS3b4BAFIY5xhorSmqbmJ3aS0ZpbXsLq0jo7SWjLI6GlocrftFB3kzd1wic8YlMTA26Jhfz2hQnD0injOGxbFgazEvLsrktvc38vwPGdgcTgoqGzEaFJP6hnP9tL6cNCi6TcVthBBCCCGE6AwSHHuY1qGq9hJygmOA5uO2x1FrV+9gfbODhhY7jTYHjS0OGm0OGloOfNxkc+1T3+wg21pPZlkdde4KqACRgd70iw7gojGJ9IsOpF90AOlRgQfMW/QEo0FxxrA4ThsSy3fbS3hjeTYB3ib+MCudkwZGE+pv9ujrCSGEEEII4QkSHHsYu9WKMTQUVZtHdkAgBm0jKSipq5vVqQoqG/hsfSGfbigk21rfpmN8vYz4mo34mY0khflx/qh40qMDW0NiiF/nBjaDQXHKkFhOGRLbqa8rhBBCCCHEsZDg2MPYLRZMkZFQuY6c0IHEm+MxG3t/L1Vds50FW4r5ZH0BK7NcK6uMTwnj6snJRAR4twZDXy9XOPRx3/uZTXibDLKIvRBCCCGEEO0gwbGHsVutmMKCoaWWbG0jJbhfVzepVVVDC3ss9WRZ6lrvm+1OBsQEMiguiIGxQaRG+GMyGtp0PodTs2JPOZ+sL2Dh1hIabQ6Sw/2486R+nDsynsQwvw5+R0IIIYQQQgiQ4Njj2C0WvIf0xQnk2qqZ0MnzG20OJ3kVDWS5g2GWpZ4sqysoVtS3tO5nMij6hPthNhlZsaecFocTALPJQL/oAAbFuoLk3luw7765hJlldXyyvoD/bSikuLqJQB8T54yM54LR8YxKCpV1C4UQQgghhOhkEhx7EK21q8fRL41ik5FmbfdIRVWtNTVNdqx1zZTXtWCta3bf3I9rmymvdz0urGzE7tStx4b7m+kbGcDsQdGkRvqTGhFA36gAEkN9W3sWbQ4neyx17CiuYXtRDTuKa1m0o4wP1xa0nic+xJeBsUFY6prZlF+F0aCY1i+S+08fyIkDo/HxMrb7fQohhBBCCCGOjQTHHsRRVQU2GyYfOxlerh66Y6mo2mx38P32Uj5eV8DuklqsdS2tPYL7UwpC/cxEBJiJCPBmWEIIpw+NJTUygNRIf/pGBLSp6qiX0cCAmCAGxARx7kjXNq01ltpmthe7gqTrvgYfLwN/Pn0gZ42IIypQ1i4UQgghhBCiO5Dg2IM4rK41HI2mOrL9goGjW8NxZ0kNH6zJ538bCqlssBEX7MPEvhFEBJqJDPAm3B0QI9yPw/zMbZ6PeLSUUkQF+RAV5MP0/lEd8hpCCCGEEEIIz5Dg2IPY3cHRRBU5/sEEmr0I8wk74jG1TTa+2FTEh2vy2VRQjZdRMXtQDBeNTeSEtAiMUm1UCCGEEEII8RskOPYgdosFAJOzlGwvf1KCUw5ZKEZrzersCj5Ym883W4ppsjnpHx3IA2cM4tyR8YTJIvNCCCGEEEKIoyDBsQexW9w9jrYickg+qKJqWU0TH68v4KO1BWRb6wnwNnHuyAQuHpvI8IRgqUYqhBBCCCGEOCYSHHsQu8WC8vamwWSjzNl0wPzG0pomTnxmKbXNdsYlh3HzjDROGxqDn1n+LxZCCCGEEEK0j6SKHsRutWIKDSTP7KpkmhK0Lzgu2VVGbbOdD6+fyLiUI897FEIIIYQQQoij0TElM0WHsFssmIJ8yPJy5f39exyXZViJDvJmbHJoVzVPCCGEEEII0UtJcOxB7FYrJj9FjtmMURlJDEwEwOHU/JxpZUp6pMxjFEIIIYQQQnicBMcexG6xYPKxk+0XSEJgAl5G15DVrYXVVDXYmJIe0cUtFEIIIYQQQvRGMsexh3A2N+OsqcFkUuR4mUner6LqTxmuZTomp0lwFEIIIYQQQnie9Dj2EHuX4jCoKnKV/YD5jT9lWBkcF0REgHdXNU8IIYQQQgjRi0lw7CEcVlevYo2xihZ0a49jXbOd9XmVTEmP7MLWCSGEEEIIIXqzDguOSqk3lVJlSqmt+20LU0p9r5TKcN+H7vfcn5RSmUqpXUqpk/fbPloptcX93AvKXf1FKeWtlPrAvX2VUip5v2OudL9GhlLqyo56j53JbnX1OBYFuv4v29vjuCqrHJtDM1XmNwohhBBCCCE6SEf2OL4FnPKrbfcBi7TW6cAi988opQYBc4DB7mP+qZQyuo95BbgOSHff9p7zWqBSa50GPAc86T5XGPAQMB4YBzy0f0DtqewWV49jXpDrP0tycDLgGqbq42VgtCzDIYQQQgghhOggHRYctdbLgIpfbT4beNv9+G3gnP22v6+1btZaZwOZwDilVCwQpLVeobXWwH9/dczec30MzHL3Rp4MfK+1rtBaVwLfc3CA7XHsFisoyAgyEmwOJNTbFRSXZVgYnxKOt8n4G2cQQgghhBBCiGPT2XMco7XWxQDu+yj39nggf7/9Ctzb4t2Pf739gGO01nagGgg/wrl6NLvFgtHfm2wfb5KDU1FKUVjVSJalXpbhEEIIIYQQQnSo7lIc51Cr1usjbD/WYw58UaWuU0qtVUqttbiHgnZXdqsVk7+BbLO5dX7jcvcyHFP7SWEcIYQQQgghRMfp7OBY6h5+ivu+zL29AEjcb78EoMi9PeEQ2w84RillAoJxDY093LkOorV+XWs9Rms9JjKye4cvu8UCPnasBlorqi7LsBId5E16VEDXNk4IIYQQQgjRq3V2cPwC2Fvl9Erg8/22z3FXSk3BVQRntXs4a61SaoJ7/uIVvzpm77kuAH50z4P8FpitlAp1F8WZ7d7Wo9mtVhrNTYCroqrDqfk508qU9EjchWaFEEIIIYQQokOYOurESqn5wHQgQilVgKvS6RPAh0qpa4E84EIArfU2pdSHwHbADtystXa4T3UjrgqtvsAC9w3gDeAdpVQmrp7GOe5zVSil/gqsce/3iNb610V6ehTtdGK3WqiOtgHeJAcns7WwmqoGm8xvFEIIIYQQQnS4DguOWuu5h3lq1mH2fxR49BDb1wJDDrG9CXfwPMRzbwJvtrmx3ZyjuhrsDkoDFCZlIDEwkdfW5QAwOU2CoxBCCCGEEKJjdZfiOOII7GWuIjiFgUYSfKPxMnixLMPK4LggIgK8u7h1QgghhBBCiN5OgmMPYLe6guOeYAPJIX2pa7azIa+SKendu6CPEEIIIYQQoneQ4NgDOKxWAHYFm0gJTWdVVjk2h2aqzG8UQgghhBBCdAIJjj2A3b3GpCVAkRKcwk8ZVny8DIxODu3ilgkhhBBCCCGOBxIcewC7xYo2QZMZkoOTWZZhYXxKON4mY1c3TQghhBBCCHEckODYA9gtZTT7OUEpvHUMWZZ6WYZDCCGEEEII0WkkOPYA9tIiav01IUYfNufaAJjaTwrjCCGEEEIIITqHBMcewF5aSnmAIsUvlp8yrUQHeZMeFdDVzRJCCCGEEEIcJyQ49gD2ikqKAwz0CU7l50wrU9IjUUp1dbOEEEIIIYQQxwkJjt2cs6kJZ0MzJUEGfM2pVDXYZH6jEEIIIYQQolOZuroB4sjs7jUcq/zBXBMOwOQ0CY5CCCGEEEKIziPBsZvbu4ZjlT9UF/ozOC6IiADvLm6VEEIIIYQQ4ngiQ1W7ub3BsSbAwLYcI1PSpZqqEEIIIYQQonNJcOzm7GUlAJgD/bA7DUyV+Y1CCCGEEEKITibBsZuz52fhVBp8wvDxMjA6ObSrmySEEEIIIYQ4zkhw7OZsxbnU+CnqGyMYnxKOt8nY1U0SQgghhBBCHGckOHZz9SWFVAZASU2sLMMhhBBCCCGE6BISHLu5popKqvwVVS19mNpPCuMIIYQQQgghOp8Ex25OVzdSFQDh5gTSowK6ujlCCCGEEEKI45AEx25MO52Y6hzU+ymmpiWjlOrqJgkhhBBCCCGOQxIcuzFHZSUGDS0+XjK/UQghhBBCCNFlJDh2Y/bCbAAazf5MTpPgKIQQQgghhOgavTo4KqVOUUrtUkplKqXu6+r2HK3qzA0AOAOiiAjw7uLWCCGEEEIIIY5XvTY4KqWMwMvAqcAgYK5SalDXturo5CR6cdNNRrwGju3qpgghhBBCCCGOY702OALjgEytdZbWugV4Hzi7i9t0VPYYh1Jkn8LYUed0dVOEEEIIIYQQxzFTVzegA8UD+fv9XACM76K2HJOLho+kf/hjDIkP6uqmCCGEEEIIIY5jvbnH8VBrV+gDdlDqOqXUWqXUWovF0knNajuT0cDoPqF4m4xd3RQhhBBCCCHEcaw3B8cCIHG/nxOAov130Fq/rrUeo7UeExkZ2amNE0IIIYQQQoieojcHxzVAulIqRSllBuYAX3Rxm4QQQgghhBCix+m1cxy11nal1C3At4AReFNrva2LmyWEEEIIIYQQPU6vDY4AWutvgG+6uh1CCCGEEEII0ZP15qGqQgghhBBCCCE8QIKjEEIIIYQQQogjkuAohBBCCCGEEOKIJDgKIYQQQgghhDgiCY5CCCGEEEIIIY5IgqMQQgghhBBCiCNSWuuubkO3oJSyALmd9HIRgLWTXkv0TnINifaSa0i0l1xDor3kGhLtJdeQ5/XRWkce6gkJjl1AKbVWaz2mq9shei65hkR7yTUk2kuuIdFecg2J9pJrqHPJUFUhhBBCCCGEEEckwVEIIYQQQgghxBFJcOwar3d1A0SPJ9eQaC+5hkR7yTUk2kuuIdFecg11IpnjKIQQQgghhBDiiKTHUQghhBBCCCHEEUlw9AClVKJSarFSaodSaptS6jb39jCl1PdKqQz3fah7e7h7/zql1Eu/OtejSql8pVRdV7wX0TU8dQ0ppfyUUl8rpXa6z/NEV70n0bk8/HtooVJqk/s8ryqljF3xnkTn8uQ1tN85v1BKbe3M9yG6jod/Dy1RSu1SSm1036K64j2JzuXha8islHpdKbXb/bno/K54T72JBEfPsAN/1FoPBCYANyulBgH3AYu01unAIvfPAE3AA8BdhzjXl8C4jm+y6GY8eQ39XWs9ABgJTFZKndrhrRfdgSevoYu01sOBIUAkcGFHN150C568hlBKnQfIl6DHF49eQ8ClWusR7ltZB7dddA+evIbuB8q01v2AQcDSjm58byfB0QO01sVa6/Xux7XADiAeOBt4273b28A57n3qtdbLcV3svz7XSq11cWe0W3QfnrqGtNYNWuvF7sctwHogoTPeg+haHv49VON+aALMgEyGPw548hpSSgUAdwJ/6/iWi+7Ck9eQOD55+Bq6BnjcvZ9Ta23t2Nb3fhIcPUwplYyrp2cVEL03BLrvZZiF+E2euoaUUiHAmbi+mRPHEU9cQ0qpb4EyoBb4uGNaKrorD1xDfwWeARo6qo2ie/PQ37L/uIepPqCUUh3TUtFdtecacn8GAvirUmq9UuojpVR0Bzb3uCDB0YPc37B+Aty+3zf2QrSZp64hpZQJmA+8oLXO8lT7RPfnqWtIa30yEAt4AzM91DzRA7T3GlJKjQDStNafebptomfw0O+hS7XWQ4Ep7tvlnmqf6P48cA2ZcI24+llrPQpYAfzdg008Lklw9BCllBeuC/w9rfWn7s2lSqlY9/OxuL69F+KQPHwNvQ5kaK2f93hDRbfl6d9DWusm4AtcQ4TEccBD19BEYLRSKgdYDvRTSi3pmBaL7sZTv4e01oXu+1pgHlL/4bjhoWuoHNeIh71fYH0EjOqA5h5XJDh6gHv4xBvADq31s/s99QVwpfvxlcDnnd020TN48hpSSv0NCAZu93AzRTfmqWtIKRWw3x9nE3AasNPzLRbdjaeuIa31K1rrOK11MnACsFtrPd3zLRbdjQd/D5mUUhHux17AGYBU5z0OePD3kMZVcHK6e9MsYLtHG3scUq7/rqI9lFInAD8BWwCne/P/4RqT/SGQBOQBF2qtK9zH5ABBuApPVAGztdbblVJPAZcAcUAR8G+t9cOd9V5E1/DUNQTUAPm4Pug3u8/zktb6353xPkTX8eA1VA58hWuIqhH4EbhDa23vpLciuogn/5btd85k4Cut9ZBOeROiS3nw91AusAzwwvV76AfgTq21o5PeiugiHv5M3Qd4BwgBLMDVWuu8znovvZEERyGEEEIIIYQQRyRDVYUQQgghhBBCHJEERyGEEEIIIYQQRyTBUQghhBBCCCHEEUlwFEIIIYQQQghxRBIchRBCCCGEEEIckQRHIYQQohMppR5WSt11hOfPUUoN6sw2CSGEEL9FgqMQQgjRvZwDSHAUQgjRrcg6jkIIIUQHU0rdD1wB5ONaiHodUA1ch2vR6kzgcmAE8JX7uWrgfPcpXgYigQbg91rrnZ3YfCGEEEKCoxBCCNGRlFKjgbeA8YAJWA+8CvxHa13u3udvQKnW+kWl1FvAV1rrj93PLQJu0FpnKKXGA49rrWd2/jsRQghxPDN1dQOEEEKIXm4K8JnWugFAKfWFe/sQd2AMAQKAb399oFIqAJgEfKSU2rvZu6MbLIQQQvyaBEchhBCi4x1qeM9bwDla601KqauA6YfYxwBUaa1HdFjLhBBCiDaQ4jhCCCFEx1oGnKuU8lVKBQJnurcHAsVKKS/g0v32r3U/h9a6BshWSl0IoFyGd17ThRBCCBeZ4yiEEEJ0sP2K4+QCBcB2oB64x71tCxCotb5KKTUZ+BfQDFwAOIFXgFjAC3hfa/1Ip78JIYQQxzUJjkIIIYQQQgghjkiGqgohhBBCCCGEOCIJjkIIIYQQQgghjkiCoxBCCCGEEEKII5LgKIQQQgghhBDiiCQ4CiGEEEIIIYQ4IgmOQgghhBBCCCGOSIKjEEIIIYQQQogjkuAohBBCCCGEEOKI/h/VsliuaOs7wAAAAABJRU5ErkJggg==","text/plain":["<Figure size 1080x360 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["# Sum of revenue in New York\n","plt.figure(figsize=(15,5))\n","sns.lineplot(data=stores_rev, x='date', y=('sum', 'revenue'), hue='store')"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"T-DE7qSN4_Qe"},"outputs":[],"source":["fact_sales.to_csv('data_prepared.csv')"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"Mt2xg9Vu4_Qe"},"outputs":[],"source":[""]}],"metadata":{"interpreter":{"hash":"93758b7384f92ff6b210fd2f7f321e6def9985fdf342638d812c841f21b0ccdc"},"kernelspec":{"display_name":"Python 3.9.7 ('base')","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.9.7"},"orig_nbformat":4,"colab":{"name":"data_prep.ipynb","provenance":[]}},"nbformat":4,"nbformat_minor":0}