models_district.ipynb

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     "start_time": "2024-05-30T07:59:37.235070Z"
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   "source": [
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "data = pd.read_csv('data/istanbul_data_preprocessed.csv')\n",
    "\n",
    "name_cols = ['MainDistID', 'DistID', 'HcoID', 'SkuID']\n",
    "categorical_cols = ['HcoType', 'Status']\n",
    "numerical_cols = ['PaidQty', 'FGQty', 'TotalQuantity']\n",
    "boolean_cols = ['IsReturn', 'IsMrsOrder']\n",
    "data['Date'] = pd.to_datetime(data['Date'])\n",
    "\n",
    "# convert categorical columns to 'category' data type\n",
    "for col in categorical_cols:\n",
    "    data[col] = data[col].astype('category')\n",
    "\n",
    "# convert numerical columns to 'int' data type\n",
    "for col in numerical_cols:\n",
    "    data[col] = data[col].astype('int')\n",
    "    \n",
    "# convert name columns to str data type\n",
    "for col in name_cols:\n",
    "    data[col] = data[col].astype(str)\n",
    "    \n",
    "# convert boolean columns to 'bool' data type\n",
    "for col in boolean_cols:\n",
    "    data[col] = data[col].astype(bool)\n",
    "    \n",
    "raw_data = data.copy()"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
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   "cell_type": "code",
   "source": [
    "unique_values = pd.DataFrame(raw_data.nunique(), columns=['Number of Unique Values'])\n",
    "unique_values = unique_values.loc[['DistID', 'MainDistID', 'HcoID', 'SalesRegionID_x', 'SalesRegionID_y', 'District']]\n",
    "\n",
    "unique_values"
   ],
   "id": "9767f1a457bc5ce9",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "                 Number of Unique Values\n",
       "DistID                                63\n",
       "MainDistID                            20\n",
       "HcoID                               5974\n",
       "SalesRegionID_x                      120\n",
       "SalesRegionID_y                      120\n",
       "District                              82"
      ],
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       "      <th>Number of Unique Values</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>DistID</th>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MainDistID</th>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HcoID</th>\n",
       "      <td>5974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SalesRegionID_x</th>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SalesRegionID_y</th>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>District</th>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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     },
     "execution_count": 2,
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   ],
   "execution_count": 2
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## Top 5 Districts with the highest TotalQuantity",
   "id": "df58115065ffa8ca"
  },
  {
   "metadata": {
    "ExecuteTime": {
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     "start_time": "2024-05-30T07:59:47.404443Z"
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   "cell_type": "code",
   "source": [
    "district_total_quantity = raw_data.groupby('District').agg({'TotalQuantity': 'sum'}).sort_values(by='TotalQuantity', ascending=False).head(5)\n",
    "district_total_quantity"
   ],
   "id": "e53d1ae2544dfb96",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "               TotalQuantity\n",
       "District                    \n",
       "PENDİK                950602\n",
       "GAZİOSMANPAŞA         890083\n",
       "FATİH                 887909\n",
       "KÜÇÜKÇEKMECE          848201\n",
       "KADIKÖY               836680"
      ],
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       "      <th>TotalQuantity</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>District</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>PENDİK</th>\n",
       "      <td>950602</td>\n",
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       "      <th>GAZİOSMANPAŞA</th>\n",
       "      <td>890083</td>\n",
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       "      <th>FATİH</th>\n",
       "      <td>887909</td>\n",
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       "      <th>KÜÇÜKÇEKMECE</th>\n",
       "      <td>848201</td>\n",
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       "      <th>KADIKÖY</th>\n",
       "      <td>836680</td>\n",
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   "execution_count": 3
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  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "# Selected SKU's\n",
    "- I. Segment: 568 (challenge olan), 578, 1050\n",
    "- II. Segment: 319 (en stabil olan), 509/615, 1018 (düşük satışlı olan)"
   ],
   "id": "45437ace4f63f887"
  },
  {
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   "cell_type": "code",
   "source": [
    "segment_1_sku_ids = [\"568\", \"578\", \"1050\"]\n",
    "segment_2_sku_ids = [\"319\", \"509\", \"615\", \"1018\"]\n",
    "\n",
    "all_sku_ids = segment_2_sku_ids + segment_1_sku_ids\n",
    "\n",
    "data = data[data['SkuID'].isin(all_sku_ids)]"
   ],
   "id": "3a1ff433a8b112f8",
   "outputs": [],
   "execution_count": 4
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## Top 5 Districts with the highest TotalQuantity for seceleced SKU's",
   "id": "70c71b1624ee9bfd"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-30T07:59:47.991010Z",
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   "cell_type": "code",
   "source": [
    "highest_district_total_quantity = data.groupby('District').agg({'TotalQuantity': 'sum'}).sort_values(by='TotalQuantity', ascending=False).head(5)\n",
    "highest_district_total_quantity"
   ],
   "id": "261bfae7075aa459",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "               TotalQuantity\n",
       "District                    \n",
       "GAZİOSMANPAŞA         256822\n",
       "PENDİK                252614\n",
       "KÜÇÜKÇEKMECE          242034\n",
       "ÜMRANİYE              224830\n",
       "FATİH                 209225"
      ],
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       "      <th>TotalQuantity</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>District</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <th>GAZİOSMANPAŞA</th>\n",
       "      <td>256822</td>\n",
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       "      <th>PENDİK</th>\n",
       "      <td>252614</td>\n",
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       "      <th>KÜÇÜKÇEKMECE</th>\n",
       "      <td>242034</td>\n",
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       "      <th>ÜMRANİYE</th>\n",
       "      <td>224830</td>\n",
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       "    <tr>\n",
       "      <th>FATİH</th>\n",
       "      <td>209225</td>\n",
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   "execution_count": 5
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   "source": [
    "highest_districts = ['PENDİK','GAZİOSMANPAŞA','KÜÇÜKÇEKMECE','ÜMRANİYE','FATİH']\n",
    "data = data[data['District'].isin(highest_districts)]\n",
    "\n",
    "data"
   ],
   "id": "d71ecd3228a32883",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "        MainDistID   DistID       Date    HcoID  SalesRegionID_x  BrandID  \\\n",
       "1264       2879266  2878724 2019-01-03  2862447           341903       15   \n",
       "1267       2879266  2878724 2019-01-07  2862447           341903       15   \n",
       "1268       2879266  2878724 2019-01-07  2862447           341903       15   \n",
       "1270       2879266  2878724 2019-01-08  2862447           341903       15   \n",
       "1273       2879266  2878724 2019-01-14  2862447           341903       15   \n",
       "...            ...      ...        ...      ...              ...      ...   \n",
       "4191729    2879254  2878817 2021-12-15  2923836           341903       29   \n",
       "4191730    2879254  2878817 2021-12-16  2923836           341903       72   \n",
       "4191733    2879254  2878817 2021-12-29  2923836           341903       20   \n",
       "4191736    2879266  2878856 2021-12-02  2923836           341903       72   \n",
       "4191737    2879266  2878856 2021-12-17  2923836           341903       72   \n",
       "\n",
       "        SkuID  IsReturn  PaidQty  FGQty  IsMrsOrder HcoType      District  \\\n",
       "1264      319     False        1      0       False       P  KÜÇÜKÇEKMECE   \n",
       "1267      319     False        1      0       False       P  KÜÇÜKÇEKMECE   \n",
       "1268      319     False        1      0       False       P  KÜÇÜKÇEKMECE   \n",
       "1270      319     False        1      0       False       P  KÜÇÜKÇEKMECE   \n",
       "1273      319     False        4      0       False       P  KÜÇÜKÇEKMECE   \n",
       "...       ...       ...      ...    ...         ...     ...           ...   \n",
       "4191729   568     False        5      0       False       P  KÜÇÜKÇEKMECE   \n",
       "4191730  1050     False        3      0       False       P  KÜÇÜKÇEKMECE   \n",
       "4191733   509     False        3      0       False       P  KÜÇÜKÇEKMECE   \n",
       "4191736  1050     False        1      0       False       P  KÜÇÜKÇEKMECE   \n",
       "4191737  1050     False        1      0       False       P  KÜÇÜKÇEKMECE   \n",
       "\n",
       "         SalesRegionID_y  Status  TotalQuantity  \n",
       "1264              341903  Active              1  \n",
       "1267              341903  Active              1  \n",
       "1268              341903  Active              1  \n",
       "1270              341903  Active              1  \n",
       "1273              341903  Active              4  \n",
       "...                  ...     ...            ...  \n",
       "4191729           341903  Active              5  \n",
       "4191730           341903  Active              3  \n",
       "4191733           341903  Active              3  \n",
       "4191736           341903  Active              1  \n",
       "4191737           341903  Active              1  \n",
       "\n",
       "[181681 rows x 16 columns]"
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       "      <th></th>\n",
       "      <th>MainDistID</th>\n",
       "      <th>DistID</th>\n",
       "      <th>Date</th>\n",
       "      <th>HcoID</th>\n",
       "      <th>SalesRegionID_x</th>\n",
       "      <th>BrandID</th>\n",
       "      <th>SkuID</th>\n",
       "      <th>IsReturn</th>\n",
       "      <th>PaidQty</th>\n",
       "      <th>FGQty</th>\n",
       "      <th>IsMrsOrder</th>\n",
       "      <th>HcoType</th>\n",
       "      <th>District</th>\n",
       "      <th>SalesRegionID_y</th>\n",
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       "      <th>TotalQuantity</th>\n",
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       "      <th>1264</th>\n",
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       "      <td>P</td>\n",
       "      <td>KÜÇÜKÇEKMECE</td>\n",
       "      <td>341903</td>\n",
       "      <td>Active</td>\n",
       "      <td>1</td>\n",
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       "      <th>1267</th>\n",
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       "      <td>1</td>\n",
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       "      <th>1268</th>\n",
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       "      <td>341903</td>\n",
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       "      <th>1273</th>\n",
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       "      <td>2019-01-14</td>\n",
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       "      <td>1050</td>\n",
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       "      <td>341903</td>\n",
       "      <td>Active</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4191733</th>\n",
       "      <td>2879254</td>\n",
       "      <td>2878817</td>\n",
       "      <td>2021-12-29</td>\n",
       "      <td>2923836</td>\n",
       "      <td>341903</td>\n",
       "      <td>20</td>\n",
       "      <td>509</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>P</td>\n",
       "      <td>KÜÇÜKÇEKMECE</td>\n",
       "      <td>341903</td>\n",
       "      <td>Active</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4191736</th>\n",
       "      <td>2879266</td>\n",
       "      <td>2878856</td>\n",
       "      <td>2021-12-02</td>\n",
       "      <td>2923836</td>\n",
       "      <td>341903</td>\n",
       "      <td>72</td>\n",
       "      <td>1050</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>P</td>\n",
       "      <td>KÜÇÜKÇEKMECE</td>\n",
       "      <td>341903</td>\n",
       "      <td>Active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4191737</th>\n",
       "      <td>2879266</td>\n",
       "      <td>2878856</td>\n",
       "      <td>2021-12-17</td>\n",
       "      <td>2923836</td>\n",
       "      <td>341903</td>\n",
       "      <td>72</td>\n",
       "      <td>1050</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>P</td>\n",
       "      <td>KÜÇÜKÇEKMECE</td>\n",
       "      <td>341903</td>\n",
       "      <td>Active</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>181681 rows × 16 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "## Quarterly Sales Analysis\n",
    "\n",
    "Calculate the total sales of the choosen SKU and MainDistID for quarterly. It should be 12 rows in total for every SKU and MainDistID."
   ],
   "id": "63ac8b7f53887c6a"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-30T07:59:48.149557Z",
     "start_time": "2024-05-30T07:59:48.067614Z"
    }
   },
   "cell_type": "code",
   "source": [
    "data_quarterly = data.copy()\n",
    "data_quarterly['Year'] = data_quarterly['Date'].dt.year\n",
    "data_quarterly['Quarter'] = data_quarterly['Date'].dt.quarter\n",
    "\n",
    "data_quarterly = data_quarterly.groupby(['Year', 'Quarter', 'District', 'SkuID']).agg({'TotalQuantity': 'sum'}).reset_index()\n",
    "\n",
    "data_quarterly"
   ],
   "id": "35c36ed73378d375",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "     Year  Quarter  District SkuID  TotalQuantity\n",
       "0    2019        1     FATİH  1018            521\n",
       "1    2019        1     FATİH  1050           2362\n",
       "2    2019        1     FATİH   319           1914\n",
       "3    2019        1     FATİH   509           1399\n",
       "4    2019        1     FATİH   568           5741\n",
       "..    ...      ...       ...   ...            ...\n",
       "415  2021        4  ÜMRANİYE   319           3519\n",
       "416  2021        4  ÜMRANİYE   509           2003\n",
       "417  2021        4  ÜMRANİYE   568           7537\n",
       "418  2021        4  ÜMRANİYE   578           5225\n",
       "419  2021        4  ÜMRANİYE   615           2220\n",
       "\n",
       "[420 rows x 5 columns]"
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Quarter</th>\n",
       "      <th>District</th>\n",
       "      <th>SkuID</th>\n",
       "      <th>TotalQuantity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019</td>\n",
       "      <td>1</td>\n",
       "      <td>FATİH</td>\n",
       "      <td>1018</td>\n",
       "      <td>521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019</td>\n",
       "      <td>1</td>\n",
       "      <td>FATİH</td>\n",
       "      <td>1050</td>\n",
       "      <td>2362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019</td>\n",
       "      <td>1</td>\n",
       "      <td>FATİH</td>\n",
       "      <td>319</td>\n",
       "      <td>1914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019</td>\n",
       "      <td>1</td>\n",
       "      <td>FATİH</td>\n",
       "      <td>509</td>\n",
       "      <td>1399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019</td>\n",
       "      <td>1</td>\n",
       "      <td>FATİH</td>\n",
       "      <td>568</td>\n",
       "      <td>5741</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>415</th>\n",
       "      <td>2021</td>\n",
       "      <td>4</td>\n",
       "      <td>ÜMRANİYE</td>\n",
       "      <td>319</td>\n",
       "      <td>3519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>2021</td>\n",
       "      <td>4</td>\n",
       "      <td>ÜMRANİYE</td>\n",
       "      <td>509</td>\n",
       "      <td>2003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>2021</td>\n",
       "      <td>4</td>\n",
       "      <td>ÜMRANİYE</td>\n",
       "      <td>568</td>\n",
       "      <td>7537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>2021</td>\n",
       "      <td>4</td>\n",
       "      <td>ÜMRANİYE</td>\n",
       "      <td>578</td>\n",
       "      <td>5225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>2021</td>\n",
       "      <td>4</td>\n",
       "      <td>ÜMRANİYE</td>\n",
       "      <td>615</td>\n",
       "      <td>2220</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>420 rows × 5 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-30T07:59:48.155456Z",
     "start_time": "2024-05-30T07:59:48.150479Z"
    }
   },
   "cell_type": "code",
   "source": "data_quarterly.info()",
   "id": "5c749e35eec230cb",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 420 entries, 0 to 419\n",
      "Data columns (total 5 columns):\n",
      " #   Column         Non-Null Count  Dtype \n",
      "---  ------         --------------  ----- \n",
      " 0   Year           420 non-null    int32 \n",
      " 1   Quarter        420 non-null    int32 \n",
      " 2   District       420 non-null    object\n",
      " 3   SkuID          420 non-null    object\n",
      " 4   TotalQuantity  420 non-null    int64 \n",
      "dtypes: int32(2), int64(1), object(2)\n",
      "memory usage: 13.3+ KB\n"
     ]
    }
   ],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-30T07:59:48.159130Z",
     "start_time": "2024-05-30T07:59:48.156185Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def plotDistrictBySku(district, df):\n",
    "    data = df\n",
    "    data['YearQuarter'] = data['Year'].astype(str) + '-Q' + data['Quarter'].astype(str)\n",
    "    pivot_table = data.pivot(index='YearQuarter', columns='SkuID', values='TotalQuantity')\n",
    "    pivot_table.plot(kind='bar', stacked=True, figsize=(14, 7))\n",
    "    plt.title(f'Sales of {district} by SKU over Time')\n",
    "    plt.xlabel('Year-Quarter')\n",
    "    plt.ylabel('Total Quantity Sold')\n",
    "    plt.legend(title='SKU', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "    plt.xticks(rotation=45)\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ],
   "id": "dc18a1ba6512b56c",
   "outputs": [],
   "execution_count": 9
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-30T07:59:48.999951Z",
     "start_time": "2024-05-30T07:59:48.159763Z"
    }
   },
   "cell_type": "code",
   "source": [
    "for district in highest_districts:\n",
    "    df = data_quarterly[data_quarterly['District'] == district]\n",
    "    plotDistrictBySku(district, df)"
   ],
   "id": "1758d0a19c3a9679",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ],
      "image/png": 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DDYp9WrVqlZYtW2bs2LGL/LzGjRtXe78sHtS2tLVq1SoVFRV59NFHU79+/YWOL6oNAIAlYyUuAFAjiwo+k//bHqFdu3ZJ/i+E+mqQ89UHYC1K3759U6dOnbz55puLXE26+eabL/K8ddddN7/5zW/StWvXPPfcc197/c6dO+cHP/hBbrjhhhQKhWL77Nmzc8stt6RHjx5ZZZVVvrXOxXXFFVekcePGuf/++/Pggw9We5155pmpqqrK9ddfv9Q/d0l8tZ7x48fn3//+d3r16lWtfbfddkv79u0zbNiw3HfffTn00ENrFETW9Pvpq9Zcc8089NBDadWqVXbYYYc8/vjjxWPbbbddkmTMmDELnXfTTTdV6/N1tt1223z88ce57bbbqrVfc801xeNfqF27dgYNGpTbbrstjz76aJ599tnidhlf6N+/fz766KPMnz9/kd/PnTt3/sZ6ylH//v1TKBTyn//8Z5H31LVr11KXCACwwrESFwCokb59+2b11VfPzjvvnPXWWy8LFizICy+8kLPOOiurrrpqfv3rXyf5fO/U5s2b5xe/+EVOOumk1K1bN9dff31efPHFb/2MNddcM7///e9z4okn5l//+ld22GGHNG/ePO+//36efvrpNGrUKCNHjszf//73HH744dlzzz3TqVOn1KtXLw888ED+/ve/5/jjj//a69eqVStnnHFG9ttvv/Tv3z+HHHJIqqqqcuaZZ2b69Ok57bTTltp4feHll1/O008/nV/+8pfZZpttFjq+5ZZb5qyzzsoVV1xR420Ilodnn302//Vf/5U999wz77zzTk488cT84Ac/yKGHHlqtX+3atXPYYYfluOOOS6NGjaptJfBNunTpkm233Tb9+vXL2muvnU8//TRPPfVUzjrrrLRp0yYHHnjg157boUOH4orcHXbYIXfffXe22mqr9O7dOwMGDMivf/3rvPXWW9l6661TKBTyyCOP5JxzzsmAAQMWCqG/6uc//3kuvPDCDB48OG+99Va6du2axx57LKecckp23HHHhULgAw44IKeffnoGDhyYhg0bZu+99652fJ999sn111+fHXfcMb/+9a/zox/9KHXr1s27776bBx98MLvsskt22223Go1Zudhyyy1z8MEHZ//998+zzz6bn/zkJ2nUqFEmTZqUxx57LF27ds0vf/nLUpcJALBCEeICADXym9/8Jn/7299yzjnnZNKkSamqqkrbtm2z3XbbZfjw4cWHIrVs2TJ33XVXhg0blp/97Gdp1KhRdtlll4wZMyabbrrpt37O8OHDs8EGG+S8884r7jFaWVmZLbbYIr/4xS+SfL4369prr52LLroo77zzTioqKrLWWmvlrLPOyq9+9atvvP7AgQPTqFGjnHrqqdl7771Tu3btdO/ePQ8++GC1X81fWr7Y8uGQQw5Z5PG6detmyJAhOe200/Lcc8/VaIyWhyuuuCLXXntt9tlnn1RVVaV3794577zzFtqmIEn23nvvHHfccRk0aFCaNm1ao+ufdtppueeee/LHP/4xkydPzmeffZY11lgjAwcOzIknnvite8O2b9++GOT269cvd999d37yk5/kL3/5S/70pz/l+uuvz3nnnZckWWeddTJy5MgcffTR31pXgwYN8uCDD+bEE0/MmWeemQ8++CA/+MEPcvTRR+ekk05aqP+6666bnj17Zvz48dlvv/0Wuv/atWvn9ttvz3nnnZdrr702p556aurUqZPVV189W2+99fd21eqll16a7t2759JLL81FF12UBQsWpF27dtlyyy3zox/9qNTlAQCscCoKX/5dQgAAWEznn39+hg4dmpdffjldunQpdTkAALDCEeICAPCdPP/885k4cWIOOeSQbLnllgvtIwsAACwdQlwAAL6TNddcM5MnT85WW22Va6+9NpWVlaUuCQAAVkhCXAAAAACAMlar1AUAAAAAAPD1hLgAAAAAAGVMiAsAAAAAUMbqlLqAFcmCBQvy3nvvpXHjxqmoqCh1OQAAAAAsBYVCIbNmzUq7du1Sq5Y1kSx/Qtyl6L333ssaa6xR6jIAAAAAWAbeeeedrL766qUug5WQEHcpaty4cZLP/4du0qRJiasBAAAAYGmYOXNm1lhjjWL2A8ubEHcp+mILhSZNmghxAQAAAFYwts+kVGziAQAAAABQxoS4AAAAAABlTIgLAAAAAFDG7IkLAAAAANTY/PnzM2/evFKX8b1Wt27d1K5du8b9hbgAAAAAwLcqFAqZPHlypk+fXupSVgjNmjVLZWVljR6YJ8QFAAAAAL7VFwFu69ats8oqq9QofGRhhUIhn3zySaZMmZIkadu27beeI8QFAAAAAL7R/PnziwFuy5YtS13O917Dhg2TJFOmTEnr1q2/dWsFDzYDAAAAAL7RF3vgrrLKKiWuZMXxxVjWZH9hIS4AAAAAUCO2UFh6FmcshbgAAAAAAGVMiAsAAAAAUMaEuAAAAABA2ZoyZUoOOeSQtG/fPvXr109lZWX69u2bJ554Ikmy5ppr5txzzy32LxQKGTZsWBo3bpwHHnggDz30UCoqKjJ9+vSFrr3xxhtnxIgRy+dGlkCdUhcAAAAAAPB19thjj8ybNy+jRo3KWmutlffffz/3339/pk6dulDf+fPn56CDDsodd9yRBx54IFtssUUeeuih5V/0UibEBQAAAADK0vTp0/PYY4/loYceytZbb50k6dChQ370ox8t1Leqqir77rtvnnnmmTzyyCNZf/31l3e5y4ztFAAAAACAsrTqqqtm1VVXzW233Zaqqqqv7ffxxx9np512yiuvvJLHH398hQpwEyEuAAAAAFCm6tSpk6uvvjqjRo1Ks2bNsuWWW+aEE07I3//+92r9/vCHP+SFF17Io48+mvbt25eo2mVHiAsAAAAAlK099tgj7733Xm6//fb07ds3Dz30UDbddNNcffXVxT59+vTJ7Nmzc8opp5Su0GVIiAsAAAAAlLUGDRpk++23z+9+97uMHz8+Q4YMyUknnVQ8vu222+b222/PZZddll/96lfVzm3SpEmSZMaMGQtdd/r06WnatOmyLX4pEOICAAAAAN8rG2ywQWbPnl2tbfvtt8+dd96ZK6+8MocddlgKhUKSpFOnTqlVq1aeeeaZav0nTZqU//znP+ncufNyq/u7qlPqAgAAAAAAFuWjjz7KnnvumQMOOCA//OEP07hx4zz77LM544wzsssuuyzUf5tttsldd92V/v37p1Ao5MILL0zjxo1zyCGHZNiwYalTp0422mijvPfeeznxxBOz/vrrp0+fPiW4s8UjxAUAAAAAytKqq66abt265Zxzzsmbb76ZefPmZY011shBBx2UE044YZHn9OrVK3fffXd22mmnLFiwIBdffHHOOeectG3bNieccELeeuuttG7dOr17987o0aNTp075R6QVhS/WFbPEZs6cmaZNm2bGjBnFvTYAAAAA+H6T+SSffvppJk6cmI4dO6ZBgwalLmeFsDhjak9cAAAAAIAyJsQFAAAAAChj5b/hAwAAAADL3LvHP1rqEpbI6qdtVeoSYJmxEhcAAAAAoIwJcQEAAAAAypgQFwAAAACgjAlxAQAAAADKmBAXAAAAAKCMCXEBAAAAAMqYEBcAAAAAoIzVKXUBAAAAAMD305rH37VcP++t03Za7HMeeeSRnHnmmZkwYUImTZqUW2+9NbvuumvxeKFQyMiRI3PZZZdl2rRp6datWy688MJ06dKl2Oeyyy7LDTfckOeeey6zZs3KtGnT0qxZs2qf849//CPHHHNMHn/88cydOzddu3bNySefnN69e3/X2y2yEhcAAAAAWGHNnj07G220US644IJFHj/jjDNy9tln54ILLsgzzzyTysrKbL/99pk1a1axzyeffJIddtghJ5xwwtd+zk477ZTPPvssDzzwQCZMmJCNN944/fv3z+TJk5f4HqzEBQAAAABWWP369Uu/fv0WeaxQKOTcc8/NiSeemN133z1JMmrUqLRp0yY33HBDDjnkkCTJEUcckSR56KGHFnmdDz/8MP/85z9z5ZVX5oc//GGS5LTTTstFF12UV155JZWVlUt0D1biAgAAAAArpYkTJ2by5Mnp06dPsa1+/frZeuutM378+Bpfp2XLlll//fVzzTXXZPbs2fnss89y6aWXpk2bNtlss82WuE4rcQEAAACAldIXWx20adOmWnubNm3y73//u8bXqaioyL333ptddtkljRs3Tq1atdKmTZuMHTt2ob1zvwsrcQEAAACAlVpFRUW194VCYaG2b1IoFHLooYemdevWefTRR/P0009nl112Sf/+/TNp0qQlrk+ICwAAAACslL7Yq/arDx+bMmXKQqtzv8kDDzyQO++8M6NHj86WW26ZTTfdNBdddFEaNmyYUaNGLXGdQlwAAAAAYKXUsWPHVFZW5t577y22zZ07Nw8//HB69uxZ4+t88sknSZJatarHrbVq1cqCBQuWuE574gIAAAAAK6yPP/44//znP4vvJ06cmBdeeCEtWrRI+/btc8QRR+SUU05Jp06d0qlTp5xyyilZZZVVMnDgwOI5kydPzuTJk4vXeemll9K4ceO0b98+LVq0SI8ePdK8efMMHjw4v/vd79KwYcNcfvnlmThxYnbaaaclvgchLgAAAACwwnr22WfTu3fv4vujjjoqSTJ48OBcffXVOfbYYzNnzpwceuihmTZtWrp165Zx48alcePGxXMuueSSjBw5svj+Jz/5SZLkqquuypAhQ9KqVauMHTs2J554YrbZZpvMmzcvXbp0yd/+9rdstNFGS3wPFYVCobDEVyFJMnPmzDRt2jQzZsxIkyZNSl0OAAAAQI29e/yjpS5hiax+2lbL7Noyn+TTTz/NxIkT07FjxzRo0KDU5awQFmdM7YkLAAAAAFDGhLgAAAAAAGVMiAsAAAAAUMaEuAAAAAAAZUyICwAAAABQxoS4AAAAAABlTIgLAAAAAFDGhLgAAAAAAGVMiAsAAAAAUMaEuAAAAAAAZaxOqQsAAAAAAL6nRjRdzp83Y7FPeeSRR3LmmWdmwoQJmTRpUm699dbsuuuuxeOFQiEjR47MZZddlmnTpqVbt2658MIL06VLl2KfXr165eGHH6523b333jujR48uvp82bVqGDh2a22+/PUkyYMCAnH/++WnWrNli1/xVVuICAAAAACus2bNnZ6ONNsoFF1ywyONnnHFGzj777FxwwQV55plnUllZme233z6zZs2q1u+ggw7KpEmTiq9LL7202vGBAwfmhRdeyNixYzN27Ni88MILGTRo0FK5BytxAQAAAIAVVr9+/dKvX79FHisUCjn33HNz4oknZvfdd0+SjBo1Km3atMkNN9yQQw45pNh3lVVWSWVl5SKv89prr2Xs2LF58skn061btyTJ5Zdfnh49euT1119P586dl+gehLgAAAAAZMzE00tdwhIZlq1KXQLfQxMnTszkyZPTp0+fYlv9+vWz9dZbZ/z48dVC3Ouvvz7XXXdd2rRpk379+uWkk05K48aNkyRPPPFEmjZtWgxwk6R79+5p2rRpxo8fL8QFAAAAAPguJk+enCRp06ZNtfY2bdrk3//+d/H9fvvtl44dO6aysjIvv/xyhg8fnhdffDH33ntv8TqtW7de6PqtW7cufsaSEOICAAAAACu1ioqKau8LhUK1toMOOqj49YYbbphOnTpl8803z3PPPZdNN910kddY1HW+Kw82AwAAAABWSl/scfvV1bJTpkxZaHXul2266aapW7du3njjjeJ13n///YX6ffDBB994nZoS4gIAAAAAK6Uvtkj4YluEJJk7d24efvjh9OzZ82vPe+WVVzJv3ry0bds2SdKjR4/MmDEjTz/9dLHPU089lRkzZnzjdWrKdgoAAAAAwArr448/zj//+c/i+4kTJ+aFF15IixYt0r59+xxxxBE55ZRT0qlTp3Tq1CmnnHJKVllllQwcODBJ8uabb+b666/PjjvumFatWuXVV1/NsGHDsskmm2TLLbdMkqy//vrZYYcdctBBB+XSSy9Nkhx88MHp37//Ej/ULBHiAgAAAAArsGeffTa9e/cuvj/qqKOSJIMHD87VV1+dY489NnPmzMmhhx6aadOmpVu3bhk3blwaN26cJKlXr17uv//+nHfeefn444+zxhprZKeddspJJ52U2rVrF697/fXXZ+jQoenTp0+SZMCAAbnggguWyj1UFAqFwlK5Epk5c2aaNm2aGTNmpEmTJqUuBwAAAKDGztq7f6lLWCLDxty5zK4t80k+/fTTTJw4MR07dkyDBg1KXc4KYXHG1J64AAAAAABlzHYKAFDm3j3+0VKXsERWP22rUpcAAADwvWYlLgAAAABAGRPiAgAAAACUMSEuAAAAAEAZE+ICAAAAAJQxIS4AAAAAQBkT4gIAAAAAlDEhLgAAAABAGStpiHvqqadmiy22SOPGjdO6devsuuuuef3116v1KRQKGTFiRNq1a5eGDRumV69eeeWVV6r1qaqqyq9+9au0atUqjRo1yoABA/Luu+9W6zNt2rQMGjQoTZs2TdOmTTNo0KBMnz69Wp+33347O++8cxo1apRWrVpl6NChmTt37jK5dwAAAACAmqhTyg9/+OGHc9hhh2WLLbbIZ599lhNPPDF9+vTJq6++mkaNGiVJzjjjjJx99tm5+uqrs+666+bkk0/O9ttvn9dffz2NGzdOkhxxxBG54447Mnr06LRs2TLDhg1L//79M2HChNSuXTtJMnDgwLz77rsZO3ZskuTggw/OoEGDcscddyRJ5s+fn5122imrrbZaHnvssXz00UcZPHhwCoVCzj///BKMDgAAAACUt66jui7Xz3tp8EuL1f/iiy/OxRdfnLfeeitJ0qVLl/zud79Lv379kiR//etfc+mll2bChAn56KOP8vzzz2fjjTeudo0333wzRx99dB577LFUVVVlhx12yPnnn582bdosjVuqkZKuxB07dmyGDBmSLl26ZKONNspVV12Vt99+OxMmTEjy+Srcc889NyeeeGJ23333bLjhhhk1alQ++eST3HDDDUmSGTNm5IorrshZZ52V7bbbLptsskmuu+66vPTSS7nvvvuSJK+99lrGjh2b//7v/06PHj3So0ePXH755bnzzjuLK3/HjRuXV199Ndddd1022WSTbLfddjnrrLNy+eWXZ+bMmaUZIAAAAADgO1t99dVz2mmn5dlnn82zzz6bbbbZJrvsskvxN/1nz56dLbfcMqeddtoiz589e3b69OmTioqKPPDAA3n88cczd+7c7LzzzlmwYMFyu4+SrsT9qhkzZiRJWrRokSSZOHFiJk+enD59+hT71K9fP1tvvXXGjx+fQw45JBMmTMi8efOq9WnXrl023HDDjB8/Pn379s0TTzyRpk2bplu3bsU+3bt3T9OmTTN+/Ph07tw5TzzxRDbccMO0a9eu2Kdv376pqqrKhAkT0rt374XqraqqSlVVVfG9sBcAAAAAysfOO+9c7f0f//jHXHzxxXnyySfTpUuXDBo0KEmKK3W/6vHHH89bb72V559/Pk2aNEmSXHXVVWnRokUeeOCBbLfddsu0/i+UzYPNCoVCjjrqqPz4xz/OhhtumCSZPHlykiy0NLlNmzbFY5MnT069evXSvHnzb+zTunXrhT6zdevW1fp89XOaN2+eevXqFft81amnnlrcY7dp06ZZY401Fve2AQAAAIDlYP78+Rk9enRmz56dHj161OicqqqqVFRUpH79+sW2Bg0apFatWnnssceWVakLKZsQ9/DDD8/f//733HjjjQsdq6ioqPa+UCgs1PZVX+2zqP7fpc+XDR8+PDNmzCi+3nnnnW+sCQAAAABYvl566aWsuuqqqV+/fn7xi1/k1ltvzQYbbFCjc7t3755GjRrluOOOyyeffJLZs2fnmGOOyYIFCzJp0qRlXPn/KYsQ91e/+lVuv/32PPjgg1l99dWL7ZWVlUmy0ErYKVOmFFfNVlZWZu7cuZk2bdo39nn//fcX+twPPvigWp+vfs60adMyb968r92kuH79+mnSpEm1FwAAAABQPjp37pwXXnghTz75ZH75y19m8ODBefXVV2t07mqrrZabb745d9xxR1ZdddU0bdo0M2bMyKabbpratWsv48r/T0lD3EKhkMMPPzx//etf88ADD6Rjx47Vjnfs2DGVlZW59957i21z587Nww8/nJ49eyZJNttss9StW7dan0mTJuXll18u9unRo0dmzJiRp59+utjnqaeeyowZM6r1efnll6sl6OPGjUv9+vWz2WabLf2bBwAAAACWuXr16mWdddbJ5ptvnlNPPTUbbbRRzjvvvBqf36dPn7z55puZMmVKPvzww1x77bX5z3/+s1CWuSyV9MFmhx12WG644Yb87W9/S+PGjYsrYZs2bZqGDRumoqIiRxxxRE455ZR06tQpnTp1yimnnJJVVlklAwcOLPY98MADM2zYsLRs2TItWrTI0Ucfna5duxY3Fl5//fWzww475KCDDsqll16aJDn44IPTv3//dO7cOcnn/zE22GCDDBo0KGeeeWamTp2ao48+OgcddJAVtgAAAACwgigUCqmqqlrs81q1apUkeeCBBzJlypQMGDBgaZf2tUoa4l588cVJkl69elVrv+qqqzJkyJAkybHHHps5c+bk0EMPzbRp09KtW7eMGzcujRs3LvY/55xzUqdOney1116ZM2dOtt1221x99dXVljRff/31GTp0aPr06ZMkGTBgQC644ILi8dq1a+euu+7KoYcemi233DINGzbMwIED86c//WkZ3T0AAAAAsCydcMIJ6devX9ZYY43MmjUro0ePzkMPPZSxY8cmSaZOnZq333477733XpLk9ddfT/L51qtfbPV61VVXZf31189qq62WJ554Ir/+9a9z5JFHFheHLg8lDXELhcK39qmoqMiIESMyYsSIr+3ToEGDnH/++Tn//PO/tk+LFi1y3XXXfeNntW/fPnfeeee31gQAAAAAlL/3338/gwYNyqRJk9K0adP88Ic/zNixY7P99tsnSW6//fbsv//+xf777LNPkuSkk04q5pGvv/56hg8fnqlTp2bNNdfMiSeemCOPPHK53kdJQ1wAAAAA4PvrpcEvlbqEb3TFFVd84/EhQ4YUdwT4OqeddlpOO+20pVjV4ivpg80AAAAAAPhmQlwAAAAAgDImxAUAAAAAKGNCXAAAAACAMibEBQAAAAAoY0JcAAAAAIAyJsQFAAAAAChjQlwAAAAAgDImxAUAAAAAKGNCXAAAAACAMlan1AUAAAAAAN9Pr623/nL9vPX/97XF6j9ixIiMHDmyWlubNm0yefLkJEmhUMjIkSNz2WWXZdq0aenWrVsuvPDCdOnSpdj/zTffzNFHH53HHnssVVVV2WGHHXL++eenTZs2S35DNWQlLgAAAACwwurSpUsmTZpUfL300kvFY2eccUbOPvvsXHDBBXnmmWdSWVmZ7bffPrNmzUqSzJ49O3369ElFRUUeeOCBPP7445k7d2523nnnLFiwYLndg5W4AAAAAMAKq06dOqmsrFyovVAo5Nxzz82JJ56Y3XffPUkyatSotGnTJjfccEMOOeSQPP7443nrrbfy/PPPp0mTJkmSq666Ki1atMgDDzyQ7bbbbrncg5W4AAAAAMAK64033ki7du3SsWPH7LPPPvnXv/6VJJk4cWImT56cPn36FPvWr18/W2+9dcaPH58kqaqqSkVFRerXr1/s06BBg9SqVSuPPfbYcrsHIS4AAAAAsELq1q1brrnmmtxzzz25/PLLM3ny5PTs2TMfffRRcV/cr+5t++U9c7t3755GjRrluOOOyyeffJLZs2fnmGOOyYIFCzJp0qTldh9CXAAAAABghdSvX7/sscce6dq1a7bbbrvcddddST7fNuELFRUV1c4pFArFttVWWy0333xz7rjjjqy66qpp2rRpZsyYkU033TS1a9debvdhT1wAKHNjJp5e6hKWyLBsVeoSAAAAkiSNGjVK165d88Ybb2TXXXdNkkyePDlt27Yt9pkyZUq11bl9+vTJm2++mQ8//DB16tRJs2bNUllZmY4dOy63uq3EBQAAAABWClVVVXnttdfStm3bdOzYMZWVlbn33nuLx+fOnZuHH344PXv2XOjcVq1apVmzZnnggQcyZcqUDBgwYLnVbSUuAAAAALBCOvroo7Pzzjunffv2mTJlSk4++eTMnDkzgwcPTkVFRY444oiccsop6dSpUzp16pRTTjklq6yySgYOHFi8xlVXXZX1118/q622Wp544on8+te/zpFHHpnOnTsvt/sQ4gIAAAAAK6R33303++67bz788MOsttpq6d69e5588sl06NAhSXLsscdmzpw5OfTQQzNt2rR069Yt48aNS+PGjYvXeP311zN8+PBMnTo1a665Zk488cQceeSRy/U+KgqFQmG5fuIKbObMmcXNjZs0aVLqcgBYQZy1d/9Sl7BEho25s9QlAABQAxf+4oFSl7BEDrtkm2V2bZlP8umnn2bixInp2LFjGjRoUOpyVgiLM6b2xAUAAAAAKGNCXAAAAACAMibEBQAAAAAoY0JcAAAAAIAyJsQFAAAAAChjQlwAAAAAgDImxAUAAAAAKGN1Sl0AAOXv3eMfLXUJS2T107YqdQkAAADwnVmJCwAAAABQxoS4AAAAAABlzHYKAAAAAMB3cuEvHliun3fYJdssVv8RI0Zk5MiR1dratGmTyZMnF9+/9tprOe644/Lwww9nwYIF6dKlS2666aa0b98+STJ58uQcc8wxuffeezNr1qx07tw5J5xwQn76058u+Q3VkBAXAAAAAFhhdenSJffdd1/xfe3atYtfv/nmm/nxj3+cAw88MCNHjkzTpk3z2muvpUGDBsU+gwYNyowZM3L77benVatWueGGG7L33nvn2WefzSabbLJc7kGICwAAUGY8VBQAlp46deqksrJykcdOPPHE7LjjjjnjjDOKbWuttVa1Pk888UQuvvji/OhHP0qS/OY3v8k555yT5557TogLAACUjhARAFhRvPHGG2nXrl3q16+fbt265ZRTTslaa62VBQsW5K677sqxxx6bvn375vnnn0/Hjh0zfPjw7LrrrsXzf/zjH2fMmDHZaaed0qxZs9x0002pqqpKr169lts9eLAZAAAAALBC6tatW6655prcc889ufzyyzN58uT07NkzH330UaZMmZKPP/44p512WnbYYYeMGzcuu+22W3bfffc8/PDDxWuMGTMmn332WVq2bJn69evnkEMOya233pq11157ud2HlbgAAAAAwAqpX79+xa+7du2aHj16ZO21186oUaOyzz77JEl22WWXHHnkkUmSjTfeOOPHj88ll1ySrbfeOsnn2ydMmzYt9913X1q1apXbbrste+65Zx599NF07dp1udyHEBcAAAAAWCk0atQoXbt2zRtvvJFWrVqlTp062WCDDar1WX/99fPYY48l+fzBZxdccEFefvnldOnSJUmy0UYb5dFHH82FF16YSy65ZLnUbTsFAAAAAGClUFVVlddeey1t27ZNvXr1ssUWW+T111+v1ucf//hHOnTokCT55JNPkiS1alWPUWvXrp0FCxYsn6JjJS4AAAAAsII6+uijs/POO6d9+/aZMmVKTj755MycOTODBw9OkhxzzDHZe++985Of/CS9e/fO2LFjc8cdd+Shhx5Kkqy33npZZ511csghh+RPf/pTWrZsmdtuuy333ntv7rzzzuV2H0JcAAAAAGCF9O6772bffffNhx9+mNVWWy3du3fPk08+WVxpu9tuu+WSSy7JqaeemqFDh6Zz58655ZZb8uMf/zhJUrdu3dx99905/vjjs/POO+fjjz/OOuusk1GjRmXHHXdcbvchxP2eeff4R0tdwhJZ/bStSl0CAAAAAEvJYZdsU+oSvtHo0aO/tc8BBxyQAw444GuPd+rUKbfccsvSLGux2RMXAAAAAKCMCXEBAAAAAMqYEBcAAAAAoIzZExcAAAC+xLNIACg3VuICAAAAAJQxIS4AAAAAQBkT4gIAAAAAlDEhLgAAAABAGRPiAgAAAACUMSEuAAAAAEAZq1PqAgAAAACA76ez9u6/XD9v2Jg7F6v/iBEjMnLkyGptbdq0yeTJk5MkFRUVizzvjDPOyDHHHJMkmTx5co455pjce++9mTVrVjp37pwTTjghP/3pT7/DHXw3QlwAAAAAYIXVpUuX3HfffcX3tWvXLn49adKkan3/53/+JwceeGD22GOPYtugQYMyY8aM3H777WnVqlVuuOGG7L333nn22WezySabLPsbiBAXAAAAAFiB1alTJ5WVlYs89tX2v/3tb+ndu3fWWmutYtsTTzyRiy++OD/60Y+SJL/5zW9yzjnn5LnnnltuIa49cQEAAACAFdYbb7yRdu3apWPHjtlnn33yr3/9a5H93n///dx111058MADq7X/+Mc/zpgxYzJ16tQsWLAgo0ePTlVVVXr16rUcqv+cEBcAAAAAWCF169Yt11xzTe65555cfvnlmTx5cnr27JmPPvpoob6jRo1K48aNs/vuu1drHzNmTD777LO0bNky9evXzyGHHJJbb701a6+99vK6DdspAAAAAAArpn79+hW/7tq1a3r06JG11147o0aNylFHHVWt75VXXpn99tsvDRo0qNb+m9/8JtOmTct9992XVq1a5bbbbsuee+6ZRx99NF27dl0u9yHEBQAAAABWCo0aNUrXrl3zxhtvVGt/9NFH8/rrr2fMmDHV2t98881ccMEFefnll9OlS5ckyUYbbZRHH300F154YS655JLlUrftFAAAAACAlUJVVVVee+21tG3btlr7FVdckc022ywbbbRRtfZPPvkkSVKrVvUYtXbt2lmwYMGyLfZLhLgAAAAAwArp6KOPzsMPP5yJEyfmqaeeyk9/+tPMnDkzgwcPLvaZOXNmbr755vzXf/3XQuevt956WWeddXLIIYfk6aefzptvvpmzzjor9957b3bdddfldh+2UwAAAAAAVkjvvvtu9t1333z44YdZbbXV0r179zz55JPp0KFDsc/o0aNTKBSy7777LnR+3bp1c/fdd+f444/PzjvvnI8//jjrrLNORo0alR133HG53YcQFwAAAAD4ToaNubPUJXyj0aNHf2ufgw8+OAcffPDXHu/UqVNuueWWpVnWYrOdAgAAAABAGRPiAgAAAACUMdspAPCtxkw8vdQlLJFh2arUJQAAAMB3ZiUuAAAAAEAZE+ICAAAAAJQxIS4AAAAAQBkT4gIAAAAAlDEhLgAAAABAGatT6gIAAACobszE00tdwhIZlq1KXQIArFCEuAAAwEKEiADAiuI///lPjjvuuPzP//xP5syZk3XXXTdXXHFFNttssyTJX//611x66aWZMGFCPvroozz//PPZeOONq12jV69eefjhh6u17b333hk9evRyuQchLgAAAADwnbx7/KPL9fNWP23x/qF22rRp2XLLLdO7d+/8z//8T1q3bp0333wzzZo1K/aZPXt2ttxyy+y555456KCDvvZaBx10UH7/+98X3zds2HCx6/+uhLgAAAAAwArp9NNPzxprrJGrrrqq2LbmmmtW6zNo0KAkyVtvvfWN11pllVVSWVm5tEusEQ82AwAAAABWSLfffns233zz7LnnnmndunU22WSTXH755d/pWtdff31atWqVLl265Oijj86sWbOWcrVfz0pcAAAAAGCF9K9//SsXX3xxjjrqqJxwwgl5+umnM3To0NSvXz8///nPa3yd/fbbLx07dkxlZWVefvnlDB8+PC+++GLuvffeZVj9/xHiAgAAAAArpAULFmTzzTfPKaeckiTZZJNN8sorr+Tiiy9erBD3y3vlbrjhhunUqVM233zzPPfcc9l0002Xet1fJcQFAACALxkz8fRSl7BEhmXxHvoDsCJr27ZtNthgg2pt66+/fm655ZYluu6mm26aunXr5o033lguIa49cQEAAACAFdKWW26Z119/vVrbP/7xj3To0GGJrvvKK69k3rx5adu27RJdp6asxAUAAAAAVkhHHnlkevbsmVNOOSV77bVXnn766Vx22WW57LLLin2mTp2at99+O++9916SFEPfysrKVFZW5s0338z111+fHXfcMa1atcqrr76aYcOGZZNNNsmWW265XO7DSlwAAAAAYIW0xRZb5NZbb82NN96YDTfcMH/4wx9y7rnnZr/99iv2uf3227PJJptkp512SpLss88+2WSTTXLJJZckSerVq5f7778/ffv2TefOnTN06ND06dMn9913X2rXrr1c7sNKXAAAAADgO1n9tPLfh7t///7p37//1x4fMmRIhgwZ8rXH11hjjTz88MPLoLKasxIXAAAAAKCMCXEBAAAAAMqYEBcAAAAAoIzZExcAylyD5keVugQAgOXm3eMfLXUJS+T7sD8o8P1jJS4AAAAAQBmzEvd7ZszE00tdwhIZFv8iCQAAAPB9VSgUSl3CCmNxxtJKXAAAAADgG9WtWzdJ8sknn5S4khXHF2P5xdh+EytxAQAAAIBvVLt27TRr1ixTpkxJkqyyyiqpqKgocVXfT4VCIZ988kmmTJmSZs2apXbt2t96jhAXAAAAAPhWlZWVSVIMclkyzZo1K47ptxHiAgAAAADfqqKiIm3btk3r1q0zb968UpfzvVa3bt0arcD9ghAXAAAAAKix2rVrL1YAyZLzYDMAAAAAgDImxAUAAAAAKGNCXAAAAACAMibEBQAAAAAoYx5sBgBAWXr3+EdLXcISWf20rUpdAgAAKwgrcQEAAAAAypgQFwAAAACgjAlxAQAAAADKmBAXAAAAAKCMCXEBAAAAAMqYEBcAAAAAoIwJcQEAAAAAypgQFwAAAACgjAlxAQAAAADKmBAXAAAAAKCM1Snlhz/yyCM588wzM2HChEyaNCm33nprdt111+LxIUOGZNSoUdXO6datW5588sni+6qqqhx99NG58cYbM2fOnGy77ba56KKLsvrqqxf7TJs2LUOHDs3tt9+eJBkwYEDOP//8NGvWrNjn7bffzmGHHZYHHnggDRs2zMCBA/OnP/0p9erVWzY3DwAAACxkzMTTS13CEhmWrUpdArACKulK3NmzZ2ejjTbKBRdc8LV9dthhh0yaNKn4uvvuu6sdP+KII3Lrrbdm9OjReeyxx/Lxxx+nf//+mT9/frHPwIED88ILL2Ts2LEZO3ZsXnjhhQwaNKh4fP78+dlpp50ye/bsPPbYYxk9enRuueWWDBs2bOnfNAAAAADAYijpStx+/fqlX79+39infv36qaysXOSxGTNm5Iorrsi1116b7bbbLkly3XXXZY011sh9992Xvn375rXXXsvYsWPz5JNPplu3bkmSyy+/PD169Mjrr7+ezp07Z9y4cXn11VfzzjvvpF27dkmSs846K0OGDMkf//jHNGnSZCneNQAAAABAzZX9nrgPPfRQWrdunXXXXTcHHXRQpkyZUjw2YcKEzJs3L3369Cm2tWvXLhtuuGHGjx+fJHniiSfStGnTYoCbJN27d0/Tpk2r9dlwww2LAW6S9O3bN1VVVZkwYcKyvkUAAAAAgK9V0pW436Zfv37Zc88906FDh0ycODG//e1vs80222TChAmpX79+Jk+enHr16qV58+bVzmvTpk0mT56cJJk8eXJat2690LVbt25drU+bNm2qHW/evHnq1atX7LMoVVVVqaqqKr6fOXPmd75XAAAAAIBFKesQd++99y5+veGGG2bzzTdPhw4dctddd2X33Xf/2vMKhUIqKiqK77/89ZL0+apTTz01I0eO/Nb7AAAAAAD4rsp+O4Uva9u2bTp06JA33ngjSVJZWZm5c+dm2rRp1fpNmTKluLK2srIy77///kLX+uCDD6r1+eqK22nTpmXevHkLrdD9suHDh2fGjBnF1zvvvLNE9wcAAAAA8FXfqxD3o48+yjvvvJO2bdsmSTbbbLPUrVs39957b7HPpEmT8vLLL6dnz55Jkh49emTGjBl5+umni32eeuqpzJgxo1qfl19+OZMmTSr2GTduXOrXr5/NNtvsa+upX79+mjRpUu0FAAAAALA0lXQ7hY8//jj//Oc/i+8nTpyYF154IS1atEiLFi0yYsSI7LHHHmnbtm3eeuutnHDCCWnVqlV22223JEnTpk1z4IEHZtiwYWnZsmVatGiRo48+Ol27ds12222XJFl//fWzww475KCDDsqll16aJDn44IPTv3//dO7cOUnSp0+fbLDBBhk0aFDOPPPMTJ06NUcffXQOOuggwSwAAAAAUFIlDXGfffbZ9O7du/j+qKOOSpIMHjw4F198cV566aVcc801mT59etq2bZvevXtnzJgxady4cfGcc845J3Xq1Mlee+2VOXPmZNttt83VV1+d2rVrF/tcf/31GTp0aPr06ZMkGTBgQC644ILi8dq1a+euu+7KoYcemi233DINGzbMwIED86c//WlZDwEAAAAAwDcqaYjbq1evFAqFrz1+zz33fOs1GjRokPPPPz/nn3/+1/Zp0aJFrrvuum+8Tvv27XPnnXd+6+cBACuXd49/tNQlLJHVT9uq1CUAAABL6Hu1Jy4AAAAAwMpGiAsAAAAAUMaEuAAAAAAAZayke+ICAADlqUHzo0pdAgAA/5+VuAAAAAAAZcxKXKghTycHAAAAoBSEuAB8K79SCwAAAKUjxAW+F6yEBgAAAFZW9sQFAAAAAChjQlwAAAAAgDImxAUAAAAAKGM12hP39ttvr/EFBwwY8J2LAQAAAACguhqFuLvuumu19xUVFSkUCtXef2H+/PlLpzIAAAAAAGq2ncKCBQuKr3HjxmXjjTfO//zP/2T69OmZMWNG7r777my66aYZO3bssq4XAAAAAGClUqOVuF92xBFH5JJLLsmPf/zjYlvfvn2zyiqr5OCDD85rr722VAsEAGDlNGbi6aUuYYkMy1alLgEAgBXEYj/Y7M0330zTpk0Xam/atGneeuutpVETAAAAAAD/32KvxN1iiy1yxBFH5Lrrrkvbtm2TJJMnT86wYcPyox/9aKkXCAAAAMtTg+ZHlboEAKhmsVfiXnnllZkyZUo6dOiQddZZJ+uss07at2+fSZMm5YorrlgWNQIAAAAArLQWeyXuOuusk7///e+5995787//+78pFArZYIMNst1226WiomJZ1AgAAAAAsNJa7BA3SSoqKtKnT5/06dNnadcDAAAAAMCX1CjE/fOf/1zjCw4dOvQ7FwMAAAAAQHU1CnHPOeecGl2soqJCiAsAAAAAsBTVKMSdOHHisq4DAAAAAIBF+E574n6hUCgkiQeaAQAALEUNmh9V6hIAgDJS67ucdM0116Rr165p2LBhGjZsmB/+8Ie59tprl3ZtAAAAAAArvcVeiXv22Wfnt7/9bQ4//PBsueWWKRQKefzxx/OLX/wiH374YY488shlUScAAAAAwEppsUPc888/PxdffHF+/vOfF9t22WWXdOnSJSNGjBDiAgAAAAAsRYu9ncKkSZPSs2fPhdp79uyZSZMmLZWiAAAAAAD43GKvxF1nnXVy00035YQTTqjWPmbMmHTq1GmpFQYAAACsfDzYD2Bhix3ijhw5MnvvvXceeeSRbLnllqmoqMhjjz2W+++/PzfddNOyqBEAAAAAYKW12Nsp7LHHHnnqqafSqlWr3HbbbfnrX/+aVq1a5emnn85uu+22LGoEAAAAAFhpLfZK3CTZbLPNct111y3tWgAAys6YiaeXuoQlMixblboEAABgCdU4xF2wYEEWLFiQOnX+75T3338/l1xySWbPnp0BAwbkxz/+8TIpEgAAAABgZVXjEPfAAw9M3bp1c9lllyVJZs2alS222CKffvpp2rZtm3POOSd/+9vfsuOOOy6zYgEAAAAAVjY13hP38ccfz09/+tPi+2uuuSafffZZ3njjjbz44os56qijcuaZZy6TIgEAAAAAVlY1DnH/85//pFOnTsX3999/f/bYY480bdo0STJ48OC88sorS79CAAAAAICVWI1D3AYNGmTOnDnF908++WS6d+9e7fjHH3+8dKsDAAAAAFjJ1TjE3WijjXLttdcmSR599NG8//772WabbYrH33zzzbRr127pVwgAAAAAsBKr8YPNfvvb32bHHXfMTTfdlEmTJmXIkCFp27Zt8fitt96aLbfccpkUCQAAAACwsqpxiNu7d+9MmDAh9957byorK7PnnntWO77xxhvnRz/60VIvEAAAAABgZVbjEDdJNthgg2ywwQaLPHbwwQcvlYIAAAAAAPg/ixXiApTKmImnl7qEJTIsW5W6BAAAAOB7qsYPNgMAAAAAYPmzEhdqyEpQAAAAAErBSlwAAAAAgDK22CHukCFD8sgjjyyLWgAAAAAA+IrFDnFnzZqVPn36pFOnTjnllFPyn//8Z1nUBQAAAABAvkOIe8stt+Q///lPDj/88Nx8881Zc801069fv/zlL3/JvHnzlkWNAAAAAAArre+0J27Lli3z61//Os8//3yefvrprLPOOhk0aFDatWuXI488Mm+88cbSrhMAAAAAYKW0RA82mzRpUsaNG5dx48aldu3a2XHHHfPKK69kgw02yDnnnLO0agQAAAAAWGktdog7b9683HLLLenfv386dOiQm2++OUceeWQmTZqUUaNGZdy4cbn22mvz+9//flnUCwAAAACwUqmzuCe0bds2CxYsyL777punn346G2+88UJ9+vbtm2bNmi2F8gAAAAAAVm6LHeKec8452XPPPdOgQYOv7dO8efNMnDhxiQoDAAAAAOA7bKfw4IMPZt68eQu1z549OwcccMBSKQoAAAAAgM8tdog7atSozJkzZ6H2OXPm5JprrlkqRQEAAAAA8Lkab6cwc+bMFAqFFAqFzJo1q9p2CvPnz8/dd9+d1q1bL5MiAQAAAABWVjUOcZs1a5aKiopUVFRk3XXXXeh4RUVFRo4cuVSLAwAAAABY2dU4xH3wwQdTKBSyzTbb5JZbbkmLFi2Kx+rVq5cOHTqkXbt2y6RIAAAAAICVVY1D3K233jpJMnHixLRv3z4VFRXLrCgAAAAAAD5XoxD373//ezbccMPUqlUrM2bMyEsvvfS1fX/4wx8uteIAAAAAAFZ2NQpxN95440yePDmtW7fOxhtvnIqKihQKhYX6VVRUZP78+Uu9SAAAAACAlVWNQtyJEydmtdVWK34NAAAAAMDyUaMQt0OHDsWv//3vf6dnz56pU6f6qZ999lnGjx9frS8AAAAAAEum1uKe0Lt370ydOnWh9hkzZqR3795LpSgAAAAAAD632CFuoVBIRUXFQu0fffRRGjVqtFSKAgAAAADgczXaTiFJdt999ySfP7xsyJAhqV+/fvHY/Pnz8/e//z09e/Zc+hUCAAAAAKzEahziNm3aNMnnK3EbN26chg0bFo/Vq1cv3bt3z0EHHbT0KwQAAAAAWInVOMS96qqrkiRrrrlmjj76aFsnAACwTDVoflSpSwAAgLJQ4xD3CyeddNKyqIMa8pcZAAAAAFi5LPaDzd5///0MGjQo7dq1S506dVK7du1qLwAAAAAAlp7FXok7ZMiQvP322/ntb3+btm3bpqKiYlnUBQAAAABAvkOI+9hjj+XRRx/NxhtvvAzKAQAAAADgyxZ7O4U11lgjhUJhWdQCAAAAAMBXLHaIe+655+b444/PW2+9tQzKAQAAAADgyxZ7O4W99947n3zySdZee+2sssoqqVu3brXjU6dOXWrFAQAAAACs7BY7xD333HOXQRkAAAAAACzKYoe4gwcPXhZ1AAAAAACwCIsd4n7ZnDlzMm/evGptTZo0WaKCAAAAAAD4P4v9YLPZs2fn8MMPT+vWrbPqqqumefPm1V4AAAAAACw9ix3iHnvssXnggQdy0UUXpX79+vnv//7vjBw5Mu3atcs111yzLGoEAAAAAFhpLfZ2CnfccUeuueaa9OrVKwcccEC22mqrrLPOOunQoUOuv/767LfffsuiTgAAAACAldJir8SdOnVqOnbsmOTz/W+nTp2aJPnxj3+cRx55ZOlWBwAAAACwklvsEHettdbKW2+9lSTZYIMNctNNNyX5fIVus2bNlmZtAAAAAAArvcUOcffff/+8+OKLSZLhw4cX98Y98sgjc8wxxyz1AgEAAAAAVmaLvSfukUceWfy6d+/e+d///d88++yzWXvttbPRRhst1eIAAAAAAFZ2ix3iflX79u3Tvn37pVELAAAAAABfsdgh7u9///tvPP673/3uOxcDAAAAAEB1ix3i3nrrrdXez5s3LxMnTkydOnWy9tprC3EBAAAAAJaixQ5xn3/++YXaZs6cmSFDhmS33XZbKkUBAAAAAPC5Jd4TN0maNGmS3//+9+nfv38GDRq0NC4JAFAWGjQ/qtQlAAAAK7laS+tC06dPz4wZM5bW5QAAAAAAyHdYifvnP/+52vtCoZBJkybl2muvzQ477LDUCgMAAAAA4DuEuOecc06197Vq1cpqq62WwYMHZ/jw4UutMAAAAAAAvkOIO3HixGVRBwAAAAAAi/CdHmw2ffr0/POf/0y9evXSsWPHNG7ceGnXBQAAAABAFvPBZm+99VZ22mmntGrVKt26dcsmm2ySVq1aZd999837779f7FdVVbXUCwUAAAAAWBnVeCXuO++8k+7du6du3br5wx/+kPXXXz+FQiGvvfZaLr744nTv3j3PP/98Hnnkkbz22ms57rjjlmXdwEqmQfOjSl0CAAAAQEnUOMQ96aST0rlz59xzzz1p0KBBsX233XbLkUcemR122CE777xznn322YwePXqZFAsAAAAAsLKpcYg7duzY3HTTTdUC3C80bNgwf/jDH9KrV6/893//d3bZZZelWiQAAAAAwMqqxnvifvTRR1lzzTW/9vhaa62VOnXq5IADDlgadQEAAAAAkMUIcdu1a5dXXnnla4+//PLLadeu3VIpCgAAAACAz9U4xN1ll11yzDHH5IMPPljo2JQpU3Lcccdl1113XZq1AQAAAACs9BbrwWZ333131l577fzsZz/LeuutlyR59dVXc8MNN6SysjK/+93vllmhAAAAAAAroxqHuM2bN89TTz2VE044IaNHj8706dOTJM2aNcvAgQPzxz/+MS1atFhWdQIAAAAArJRqHOImnwe5F198cS666KLitgqrrbZaKioqlklxAAAAAAAru8UKcb9QUVGR1q1bL+1aAAAAAAD4iho/2AwAAAAAgOVPiAsAAAAAUMaEuAAAAAAAZUyICwAAAABQxmr0YLM///nPNb7g0KFDv3MxAAAAAABUV6MQ95xzzqnRxSoqKhYrxH3kkUdy5plnZsKECZk0aVJuvfXW7LrrrsXjhUIhI0eOzGWXXZZp06alW7duufDCC9OlS5din6qqqhx99NG58cYbM2fOnGy77ba56KKLsvrqqxf7TJs2LUOHDs3tt9+eJBkwYEDOP//8NGvWrNjn7bffzmGHHZYHHnggDRs2zMCBA/OnP/0p9erVq/H9AAAAAAAsbTUKcSdOnLhMPnz27NnZaKONsv/++2ePPfZY6PgZZ5yRs88+O1dffXXWXXfdnHzyydl+++3z+uuvp3HjxkmSI444InfccUdGjx6dli1bZtiwYenfv38mTJiQ2rVrJ0kGDhyYd999N2PHjk2SHHzwwRk0aFDuuOOOJMn8+fOz0047ZbXVVstjjz2Wjz76KIMHD06hUMj555+/TO4dAAAAAKAmahTiLiv9+vVLv379FnmsUCjk3HPPzYknnpjdd989STJq1Ki0adMmN9xwQw455JDMmDEjV1xxRa699tpst912SZLrrrsua6yxRu6777707ds3r732WsaOHZsnn3wy3bp1S5Jcfvnl6dGjR15//fV07tw548aNy6uvvpp33nkn7dq1S5KcddZZGTJkSP74xz+mSZMmy2E0AAAAAAAW9p1C3HfffTe333573n777cydO7fasbPPPnupFDZx4sRMnjw5ffr0KbbVr18/W2+9dcaPH59DDjkkEyZMyLx586r1adeuXTbccMOMHz8+ffv2zRNPPJGmTZsWA9wk6d69e5o2bZrx48enc+fOeeKJJ7LhhhsWA9wk6du3b6qqqjJhwoT07t17kTVWVVWlqqqq+H7mzJlL5d4BAAAAAL6w2CHu/fffnwEDBqRjx455/fXXs+GGG+att95KoVDIpptuutQKmzx5cpKkTZs21drbtGmTf//738U+9erVS/PmzRfq88X5kydPTuvWrRe6fuvWrav1+ernNG/ePPXq1Sv2WZRTTz01I0eOXMw7AwAAAACouVqLe8Lw4cMzbNiwvPzyy2nQoEFuueWWvPPOO9l6662z5557LvUCKyoqqr0vFAoLtX3VV/ssqv936fNVw4cPz4wZM4qvd9555xvrAgAAAABYXIsd4r722msZPHhwkqROnTqZM2dOVl111fz+97/P6aefvtQKq6ysTJKFVsJOmTKluGq2srIyc+fOzbRp076xz/vvv7/Q9T/44INqfb76OdOmTcu8efMWWqH7ZfXr10+TJk2qvQAAAAAAlqbFDnEbNWpU3Ae2Xbt2efPNN4vHPvzww6VWWMeOHVNZWZl777232DZ37tw8/PDD6dmzZ5Jks802S926dav1mTRpUl5++eVinx49emTGjBl5+umni32eeuqpzJgxo1qfl19+OZMmTSr2GTduXOrXr5/NNttsqd0TAAAAAMDiWuw9cbt3757HH388G2ywQXbaaacMGzYsL730Uv7617+me/fui3Wtjz/+OP/85z+L7ydOnJgXXnghLVq0SPv27XPEEUfklFNOSadOndKpU6eccsopWWWVVTJw4MAkSdOmTXPggQdm2LBhadmyZVq0aJGjjz46Xbt2zXbbbZckWX/99bPDDjvkoIMOyqWXXpokOfjgg9O/f/907tw5SdKnT59ssMEGGTRoUM4888xMnTo1Rx99dA466CCraylq0PyoUpcAAAAAwEposUPcs88+Ox9//HGSZMSIEfn4448zZsyYrLPOOjnnnHMW61rPPvtsevfuXXx/1FGfh2SDBw/O1VdfnWOPPTZz5szJoYcemmnTpqVbt24ZN25cGjduXDznnHPOSZ06dbLXXntlzpw52XbbbXP11Vendu3axT7XX399hg4dmj59+iRJBgwYkAsuuKB4vHbt2rnrrrty6KGHZsstt0zDhg0zcODA/OlPf1rc4QEAAAAAWKoWO8Rda621il+vssoqueiii77zh/fq1SuFQuFrj1dUVGTEiBEZMWLE1/Zp0KBBzj///Jx//vlf26dFixa57rrrvrGW9u3b58477/zWmgEAAAAAlqfF3hN3rbXWykcffbRQ+/Tp06sFvAAAAAAALLnFDnHfeuutzJ8/f6H2qqqq/Oc//1kqRQEAAAAA8Lkab6dw++23F7++55570rRp0+L7+fPn5/7778+aa665VIsDAAAAAFjZ1TjE3XXXXZN8vk/t4MGDqx2rW7du1lxzzZx11llLtTgAAAAAgJVdjUPcBQsWJEk6duyYZ555Jq1atVpmRQEAAAAA8Lkah7hfmDhx4rKoAwAAAACARVjsB5slycMPP5ydd94566yzTjp16pQBAwbk0UcfXdq1AQAAAACs9BY7xL3uuuuy3XbbZZVVVsnQoUNz+OGHp2HDhtl2221zww03LIsaAQAAAABWWou9ncIf//jHnHHGGTnyyCOLbb/+9a9z9tln5w9/+EMGDhy4VAsEAAAAAFiZLfZK3H/961/ZeeedF2ofMGCA/XIBAAAAAJayxQ5x11hjjdx///0Ltd9///1ZY401lkpRAAAAAAB8rsbbKRxwwAE577zzMmzYsAwdOjQvvPBCevbsmYqKijz22GO5+uqrc9555y3LWgEAAAAAVjo1DnFHjRqV0047Lb/85S9TWVmZs846KzfddFOSZP3118+YMWOyyy67LLNCAQAAAABWRjUOcQuFQvHr3XbbLbvtttsyKQgAAAAAgP+zWHviVlRULKs6AAAAAABYhBqvxE2Sdddd91uD3KlTpy5RQQAAAAAA/J/FCnFHjhyZpk2bLqtaAAAAAAD4isUKcffZZ5+0bt16WdUCAAAAAMBX1HhPXPvhAgAAAAAsfzUOcQuFwrKsAwAAAACARajxdgoLFixYlnUAAAAAALAINV6JCwAAAADA8ifEBQAAAAAoYzXeTgEAAACAFdc2Dx1W6hKW0GulLgCWGStxAQAAAADKmJW4AFDmrIgAAABYuVmJCwAAAABQxoS4AAAAAABlTIgLAAAAAFDGhLgAAAAAAGVMiAsAAAAAUMaEuAAAAAAAZUyICwAAAABQxoS4AAAAAABlTIgLAAAAAFDGhLgAAAAAAGVMiAsAAAAAUMaEuAAAAAAAZUyICwAAAABQxoS4AAAAAABlTIgLAAAAAFDGhLgAAAAAAGVMiAsAAAAAUMbqlLoAAAAAAEpvr+Hf75jopVIXAMuQlbgAAAAAAGVMiAsAAAAAUMaEuAAAAAAAZUyICwAAAABQxoS4AAAAAABlTIgLAAAAAFDG6pS6AADgm+01/Pv9x/VLpS4AAADge85KXAAAAACAMibEBQAAAAAoY0JcAAAAAIAy9v3eZA+A5WKbhw4rdQlL6LVSFwDwvWPuBwAoH1biAgAAAACUMStxAQAAyoyV0ADAl1mJCwAAAABQxoS4AAAAAABlTIgLAAAAAFDGhLgAAAAAAGVMiAsAAAAAUMaEuAAAAAAAZaxOqQsAAAAA+MI2Dx1W6hKW0GulLgBYAVmJCwAAAABQxoS4AAAAAABlTIgLAAAAAFDGhLgAAAAAAGVMiAsAAAAAUMbqlLoAAAAAKCfbPHRYqUtYQq+VugAAljIrcQEAAAAAypgQFwAAAACgjAlxAQAAAADKmBAXAAAAAKCMebAZAACwkL2Gf7//qvBSqQsAAFiKrMQFAAAAAChjQlwAAAAAgDImxAUAAAAAKGNCXAAAAACAMvb9floBAADACsiD5QCAL/t+/2QAALCMbfPQYaUuYQm9VuoCAACAJSTEBQAAAMqGlegAC7MnLgAAAABAGRPiAgAAAACUse/37ygAsFz4lTYAAAAone/338pXQh6uAgAAAAArF9spAAAAAACUMStxAQAoS34DCQAAPmclLgAAAABAGRPiAgAAAACUMSEuAAAAAEAZE+ICAAAAAJQxIS4AAAAAQBmrU+oCAAAAoJzsNfz7/Vfll0pdAABLnZW4AAAAAABlTIgLAAAAAFDGhLgAAAAAAGXs+73RD7DS2Oahw0pdwhJ6rdQFAAAAAN9TVuICAAAAAJQxIS4AAAAAQBmznQIAlLmXJr5d6hIAAAAoIStxAQAAAADKmBAXAAAAAKCMCXEBAAAAAMqYPXGhhrZ56LBSl7CEXit1AQAAAAB8B1biAgAAAACUMSEuAAAAAEAZs50CAMA32Gv49/vHpZdKXQAAALDEvt9/KwEAAABgqXhp4tulLgH4GrZTAAAAAAAoY2Ud4o4YMSIVFRXVXpWVlcXjhUIhI0aMSLt27dKwYcP06tUrr7zySrVrVFVV5Ve/+lVatWqVRo0aZcCAAXn33Xer9Zk2bVoGDRqUpk2bpmnTphk0aFCmT5++PG4RAAAAAOAblXWImyRdunTJpEmTiq+XXvq/nd3OOOOMnH322bngggvyzDPPpLKyMttvv31mzZpV7HPEEUfk1ltvzejRo/PYY4/l448/Tv/+/TN//vxin4EDB+aFF17I2LFjM3bs2LzwwgsZNGjQcr1PAAAAAIBFKfs9cevUqVNt9e0XCoVCzj333Jx44onZfffdkySjRo1KmzZtcsMNN+SQQw7JjBkzcsUVV+Taa6/NdtttlyS57rrrssYaa+S+++5L375989prr2Xs2LF58skn061btyTJ5Zdfnh49euT1119P586dl9/NAgBQ5KFyAADwubJfifvGG2+kXbt26dixY/bZZ5/861//SpJMnDgxkydPTp8+fYp969evn6233jrjx49PkkyYMCHz5s2r1qddu3bZcMMNi32eeOKJNG3atBjgJkn37t3TtGnTYh8AAAAAgFIp6+UN3bp1yzXXXJN1110377//fk4++eT07Nkzr7zySiZPnpwkadOmTbVz2rRpk3//+99JksmTJ6devXpp3rz5Qn2+OH/y5Mlp3br1Qp/dunXrYp+vU1VVlaqqquL7mTNnLv5NAgAAAAB8g7IOcfv161f8umvXrunRo0fWXnvtjBo1Kt27d0+SVFRUVDunUCgs1PZVX+2zqP41uc6pp56akSNHfut9AAAAAAB8V2W/ncKXNWrUKF27ds0bb7xR3Cf3q6tlp0yZUlydW1lZmblz52batGnf2Of9999f6LM++OCDhVb5ftXw4cMzY8aM4uudd975zvcGAAAAALAo36sQt6qqKq+99lratm2bjh07prKyMvfee2/x+Ny5c/Pwww+nZ8+eSZLNNtssdevWrdZn0qRJefnll4t9evTokRkzZuTpp58u9nnqqacyY8aMYp+vU79+/TRp0qTaCwAAAABgaSrr7RSOPvro7Lzzzmnfvn2mTJmSk08+OTNnzszgwYNTUVGRI444Iqeccko6deqUTp065ZRTTskqq6ySgQMHJkmaNm2aAw88MMOGDUvLli3TokWLHH300enatWu22267JMn666+fHXbYIQcddFAuvfTSJMnBBx+c/v37p3PnziW7dwAAAACApMxD3HfffTf77rtvPvzww6y22mrp3r17nnzyyXTo0CFJcuyxx2bOnDk59NBDM23atHTr1i3jxo1L48aNi9c455xzUqdOney1116ZM2dOtt1221x99dWpXbt2sc/111+foUOHpk+fPkmSAQMG5IILLli+N1tDew0v6/9k3+qlUhcAAAAAAN8zZZ0Ijh49+huPV1RUZMSIERkxYsTX9mnQoEHOP//8nH/++V/bp0WLFrnuuuu+a5kAAAAAAMtMWYe4AF+wCh0AAABYWX2vHmwGAAAAALCyEeICAAAAAJSx7/fvJwMAAMvESxPfLnUJAAD8f1biAgAAAACUMSEuAAAAAEAZE+ICAAAAAJQxe+ICAACUGXsSAwBfJsQFAAAAyoZ/xABYmO0UAAAAAADKmBAXAAAAAKCMCXEBAAAAAMqYEBcAAAAAoIx5sBnU0F7Dv9//u7xU6gL4XvNwCQAAACgdK3EBAAAAAMqYEBcAAAAAoIwJcQEAAAAAypgQFwAAAACgjH2/n9QEAAAAS5mHugJQbqzEBQAAAAAoY0JcAAAAAIAyJsQFAAAAAChjQlwAAAAAgDImxAUAAAAAKGN1Sl0AAEA584RyAACg1KzEBQAAAAAoY0JcAAAAAIAyJsQFAAAAAChjQlwAAAAAgDImxAUAAAAAKGNCXAAAAACAMibEBQAAAAAoY0JcAAAAAIAyJsQFAAAAAChjQlwAAAAAgDJWp9QFAADAorw08e1SlwAAAGXBSlwAAAAAgDImxAUAAAAAKGNCXAAAAACAMibEBQAAAAAoY0JcAAAAAIAyJsQFAAAAAChjQlwAAAAAgDJWp9QFANTESxPfLnUJAAAAACVhJS4AAAAAQBmzEvd7xmpEAAAAAFi5WIkLAAAAAFDGhLgAAAAAAGVMiAsAAAAAUMaEuAAAAAAAZUyICwAAAABQxoS4AAAAAABlTIgLAAAAAFDGhLgAAAAAAGVMiAsAAAAAUMaEuAAAAAAAZUyICwAAAABQxoS4AAAAAABlrE6pC4Dvi5cmvl3qEgAAAABYCVmJCwAAAABQxoS4AAAAAABlTIgLAAAAAFDGhLgAAAAAAGVMiAsAAAAAUMaEuAAAAAAAZUyICwAAAABQxoS4AAAAAABlTIgLAAAAAFDGhLgAAAAAAGVMiAsAAAAAUMaEuAAAAAAAZUyICwAAAABQxoS4AAAAAABlTIgLAAAAAFDGhLgAAAAAAGVMiAsAAAAAUMaEuAAAAAAAZUyICwAAAABQxoS4AAAAAABlTIgLAAAAAFDGhLgAAAAAAGVMiAsAAAAAUMaEuAAAAAAAZUyICwAAAABQxoS4AAAAAABlTIgLAAAAAFDGhLgAAAAAAGVMiAsAAAAAUMaEuAAAAAAAZUyICwAAAABQxoS4AAAAAABlTIgLAAAAAFDGhLgAAAAAAGVMiAsAAAAAUMaEuAAAAAAAZUyICwAAAABQxoS4AAAAAABlTIgLAAAAAFDGhLgAAAAAAGWsTqkLAKD8rfnpDaUuYYm8VeoClpDxB1j5mPsBgC+zEhcAAAAAoIxZiQsA8A2shmNl5XuflZnvf1ZWvvehfAlxv2dMqAAAAACwchHiAt8L/gEDAAAAWFkJcaGGhIgAAADLnr97ASxMiAsAQFnyl3gAAPhcrVIXAAAAAADA1xPiAgAAAACUMSEuAAAAAEAZE+ICAAAAAJQxIe5XXHTRRenYsWMaNGiQzTbbLI8++mipSwIAAAAAVmJC3C8ZM2ZMjjjiiJx44ol5/vnns9VWW6Vfv355++23S10aAAAAALCSEuJ+ydlnn50DDzww//Vf/5X1118/5557btZYY41cfPHFpS4NAAAAAFhJCXH/v7lz52bChAnp06dPtfY+ffpk/PjxJaoKAAAAAFjZ1Sl1AeXiww8/zPz589OmTZtq7W3atMnkyZMXeU5VVVWqqqqK72fMmJEkmTlz5jKrc0HVJ8vs2svDshybZc3Yl5bxLy3jX1rGv7SMf+kY+9Iy/qVl/EvL+JeW8S8dY//t1y4UCsvsM+CbVBR89yVJ3nvvvfzgBz/I+PHj06NHj2L7H//4x1x77bX53//934XOGTFiREaOHLk8ywQAAACgRN55552svvrqpS6DlZCVuP9fq1atUrt27YVW3U6ZMmWh1blfGD58eI466qji+wULFmTq1Klp2bJlKioqlmm9y8LMmTOzxhpr5J133kmTJk1KXc5KxdiXlvEvLeNfWsa/tIx/6Rj70jL+pWX8S8v4l5bxL53v+9gXCoXMmjUr7dq1K3UprKSEuP9fvXr1stlmm+Xee+/NbrvtVmy/9957s8suuyzynPr166d+/frV2po1a7Ysy1wumjRp8r2cUFcExr60jH9pGf/SMv6lZfxLx9iXlvEvLeNfWsa/tIx/6Xyfx75p06alLoGVmBD3S4466qgMGjQom2++eXr06JHLLrssb7/9dn7xi1+UujQAAAAAYCUlxP2SvffeOx999FF+//vfZ9KkSdlwww1z9913p0OHDqUuDQAAAABYSQlxv+LQQw/NoYceWuoySqJ+/fo56aSTFtoigmXP2JeW8S8t419axr+0jH/pGPvSMv6lZfxLy/iXlvEvHWMPS6aiUCgUSl0EAAAAAACLVqvUBQAAAAAA8PWEuAAAAAAAZUyICwAAAABQxoS4AAAAAABlTIgLAAAAAFDGhLiwAioUCqUuAZabOXPmlLoEKAvmflY25n8w97PyMfezMqsomPVZCgqFQioqKrJgwYLUquXfBpa3Z555Jp988knmzp2b7bffPsn//Tdh2bvrrrvy/vvvZ86cOTnssMOSGP/l5Ywzzsjs2bNz+OGHZ7XVVit1OSsdc39pmftLy9xfWub/0jH3l5a5v7TM/aVl7mdlV6fUBfD9d/zxx+eZZ57JuHHjUrt2bT/QLWe/+c1vcuutt+bjjz/OjBkzst9+++XCCy/0g8RyMnz48IwePTrt2rXLs88+m0ceeSRjxowx/stYoVDIiy++mOOPPz61atVKnTp1cvjhh6d58+alLm2lYe4vLXN/aZn7S8f8X1rm/tIy95eWub90zP3wOSEuS+Tiiy/OJZdcks8++yx9+vTxA91y9sc//jGXX355br311jRt2jT//Oc/c/DBB6dv374ZMGBAqctb4f3+97/PlVdembvvvjudOnXKU089lf333z/Tp09Ps2bNSl3eCq2ioiIbbLBBhgwZkrZt2+akk07K3Llz86tf/SqtW7cudXkrPHN/aZn7S8vcX1rm/9Ix95eWub+0zP2lZe6Hzwlx+c7efPPNPPzwwxk2bFi23nrrDBkyJNtuu23uv/9+P9AtB88++2xuvfXWXHnllenZs2eSpLKyMquvvnreeuut0ha3Enj00Udzxx135Nprr81mm22WJGnZsmU6dOiQyy+/PLNnz85uu+2WDTfcMLVr1y5xtSueQqGQTz/9NH//+99z/PHHZ7311svgwYPTpEmT9OnTJ1deeWXOPPPM1KtXr9SlrnDM/aVl7i8tc3/pmf9Lw9xfWub+0jL3l565Hz7nT1q+s9VXXz3bbbddfvrTn+YnP/lJRo8enbfffjvbbrtt5s+fn1q1atlofxlq0qRJ1lprrXTs2LHY1rJly6y33np54403kiSfffZZqcpb4W2yySb5xS9+kY033jhJMn/+/AwcODAffvhhnn/++Vx//fXZd99989JLL5W20BVURUVFmjRpkq222iovvvhiBg0alJtuuinHHXdcevTokenTp/shbhkx95eWub+0zP2lZ/4vDXN/aZn7S8vcX3rmfvicEJfF8uUfzurXr5/9998/66+/fpJkiy22yJgxY4o/0C1YsCAVFRV56623Mn78eD/YLQVfHsMOHTrkz3/+czbYYIMkyYIFC5Kk2r/+1qlTJ3PmzMncuXOXb6ErqC+P/6qrrpohQ4YUf33nzDPPzNprr53HH388N9xwQ954441Mnz4911xzTanKXaF8eey/+F5PkgYNGuSvf/1rkqR///5p3LhxPv3006y++uqZNm3acq9zRWXuLy1zf2mZ+0vL/F865v7SMveXlrm/tMz9sGhCXBbLZ599lpkzZxa/rl27dgqFQvEHty222KL4L/Pbb799XnrppfTo0SN33XWXDd+Xgi+Pf926dVNZWVkc/y/+oJs/f37x62nTpmXttdfOpZdeWrKaVyRf9/2fJPvuu2/++te/plWrVsWVEJtssok9spaSL4/9l3+o23jjjdO2bdvMnDkza6yxRn72s5/lkksuyamnnpqRI0dm9uzZpSp5hWLuLy1zf2mZ+0vL/F865v7SMveXlrm/tMz9sGhCXGrsoosuyt57750uXbqkU6dOOfzww/PMM88Uf0j7YnL90Y9+lL/85S954403stFGG2XjjTfOH//4x1KWvkL46vgfeuihxfH/4pV8/kNenTp18umnn2bLLbdMly5d8qtf/arE1X//fdv3f/v27VO/fv0kn6+EePvttzN58uSstdZapSx7hfDVsT/ssMPyzDPPJEk22GCD3HjjjWnWrFn69u2bP/3pTzn44IPz5z//OVOnTk2jRo1KXP33n7m/tMz9pWXuLy3zf+mY+0vL3F9a5v7SMvfD16so+F0XauCYY47J9ddfn0MPPTStWrXKhAkT8sADD2Tq1Km5+eabs91226VQKBT/YHvllVfSq1ev9OvXr/hrJR548N3VZPy/GN/DDz88U6ZMyZtvvpnmzZvnvvvuS2L8l8TijP8nn3ySDz74IP379896662Xm2++udTlf69909jfdNNN2X777bPPPvukY8eO+e1vf5uGDRsutPrny3MTi8fcX1rm/tIy95eW+b90zP2lZe4vLXN/aZn74VsU4FtcfvnlhdVXX73w3HPPVWu/6667CltuuWWhZcuWhaeeeqrYPm3atMKOO+5Y2GabbYpt8+fPX271rmgWd/z322+/QkVFRWHvvfcuthn/725xxn/27NmF8847r9ClS5fCT3/602Jf4//d1GTsX3311cKsWbMKVVVVxeMLFixY3qWukMz9pWXuLy1zf2mZ/0vH3F9a5v7SMveXlrkfvp0Ql2910EEHFX79618XCoVC4bPPPqv2B9Pdd99dWG+99QoHHXRQYe7cuYVCoVCoqqoqjB07ttjHH2RLpqbj/8UfZLfddlvhsMMOK/Yx/kumpuM/b968wqefflp4/vnnC5dddlmxj/H/7r5t7Dt37lwce+O89Jn7S8vcX1rm/tIy/5eOub+0zP2lZe4vLXM/fDu/Y8E3mj17du6///40aNAgyedPQK1Vq1ZxH6x+/fpl++23z7hx44q/slOvXr307ds3iV/lWVKLM/5fPJ22X79+ueCCC5IY/yW1OONfUVGR+vXrZ+ONN85BBx2UxPgviZqMfZ8+fYpjb5yXLnN/aZn7S8vcX1rm/9Ix95eWub+0zP2lZe6HmvGdzzdq2LBh1lhjjbz22mv5+OOPi+0VFRWZP39+kvy/9u48uKry/uP452ZjCZgyFCgQIKCERMJqCgiyFAiRYmSJQkurLCliSwlLGbHVOC1FqqC1FEYU2e0oROpUaQkgaTGgkEAstiWUACXGJNiylFoDmOU+vz/4cX5E1F9MgO9NfL9mnIFzTu598ubmJD459zlKSEjQxYsXdebMGW//5ZMtJ9faqUn/sLAw7zj61w6vfzu1bY/a4bVvi3O/LV7/tjj/2+G1b4tzvy1e/7Y49wPVw5kGnysoKEj9+/dXZmamd0fITyopKVF8fLwKCgq8Ey4LiV8bNe2Pa4PXvx3a26K/Lc79tnj926K/Hdrb4txvi9e/LfoD1XRDF29AnXJ5gfB//etfbsCAAa5t27Zu165drrS01Dvm1KlTrnPnzq5BgwauRYsWbv78+e706dNWQ65X6G+L/nZob4v+tuhvi/626G+H9rbob4v+tugPVJ/POa4/x6e7vK6Pc07Z2dlKTU3VkSNHNHr0aMXHx6u0tFQbN25Ux44dtWDBAoWEhKh169Zq1qyZ9dDrBfrbor8d2tuivy3626K/Lfrbob0t+tuivy36A9XHJC4kXVpL5sq3Ily5MPu7776rHj16qKSkRIsXL9Ybb7yh4uJiDR48WF27dtWiRYushl1v0N8W/e3Q3hb9bdHfFv1t0T9w0N4W/W3R3xb9gS+GSVxc5cofqp944glt2LBBO3bsUGRkpKRLd448f/68vvrVr3rHcTfOa4f+tuhvh/aBg/626G+L/rbof/1c/j575fdbvvfeOPS3RX9b9AeujRDrAcDWunXrdOzYMZ09e1ZJSUkaMWKEgoODJUkLFy7UL3/5S23atEmRkZHeCTM8PFzh4eHeYzjnOJHWEP1t0d8O7W2tXr1ahw4d0ocffqixY8dqxIgRCg0NlUT/G4H+tuhvi/528vPz1aVLlyoTKZcnRhYtWqSnnnqK9tcR/W3R3xb9gWuDr4Avsfnz5+uRRx5RUVGRTp06pVGjRmnGjBl65513VFFRoX379umll15SQkKCJH3mCZM7QtYM/W3R3w7tbc2fP18//vGP9f7776u4uFhJSUlKTU3VgQMHVFlZqezsbPpfR/S3RX9b9LeTlpam2NhYbdiwQZK8iRTnnEpLS7Vnzx69/PLLtL9O6G+L/rboD1xDtb0zGuqmbdu2uQ4dOrg///nP3rbFixc7n8/nJk6c6AoKCry7ROLao78t+tuhva3c3FwXFRXl3nrrLW/ba6+95qKiotyECRPciRMn7Ab3JUB/W/S3RX87L774omvfvr0bOXKka9asmVu7dq23r6Kiwjnn3Mcff2w0uvqP/rbob4v+wLXFlbhfUqdOnVJUVJS6d++uixcvSpK6deum2NhYZWZm6sknn/R+Q4Zrj/626G+H9vYqKirUpEkTSZfWFbv77ru1cuVK5eTkaOHChfroo4+MR1i/0d8W/W3R/8b7z3/+o+zsbH3nO9/R4sWL9cADDyg1NVXr1q2TJAUHB6uyslJhYWG2A62n6G+L/rboD1x7rIn7JVVRUaGcnBydOnVKrVq1kiTt3r1bw4YN09e//nVNmjRJ999/v/r162c80vqJ/rbob4f29s6ePauSkhJ1795dlZWV8vl8SkhI0LJly5SUlKQ777xT99xzj/Uw6y3626K/LfrfeBEREUpJSVFQUJDi4uI0c+ZMOeeUmpoqSZo8ebK3Jr274iZDuDbob4v+tugPXAc2FwDDWlFRkUtMTHTR0dHu8ccfd/fff79r0KCBy8nJcc45179/f7ds2TLnnOOtzdcB/W3R3w7t7U2fPt21adPGHT582DnnXFlZmfd2tokTJ7q7777bVVRUuMrKSsth1lv0t0V/W/QPDEVFRe6hhx5yTZs2devWrXPOOZeXl+dWrVrlSktLjUdX/9HfFv1t0R+oHa7E/ZK5fKfHtm3b6qc//ak2bNig1157TTfddJOys7PVo0cPlZaW6r///a8qKioksYD4tUR/W/S3Q3sbBw8e1Mcff6yKigoNGDBAkjRt2jQVFBTovvvu04svvqiYmBhv+YqIiAj5fD7vqgjUDv1t0d8W/e18Wnu/3+/dDb5t27aaOXOmJGn27NkqKSnRihUr1KNHD6WkpFgOvV6gvy3626I/cJ3ZziHjRnj44YddcnKy9/fy8vIq+z/66CN38eJF7+9Hjx51PXr0cK+//voNG2N9Rn9b9LdDe1uPPvqoi4uLc5GRkS4iIsI98sgj3r6MjAyXmJjo2rdv73bt2uUKCwtdYWGhu/XWW6sch5qjvy3626K/nU+2T0tL+8xjT5486VJSUpzP53P33HOPt513wtQc/W3R3xb9geuPSdx6bvny5a5x48YuODi4ymTK5beuXenUqVMuKyvLxcXFudGjR9/AUdZf9LdFfzu0t7VgwQLXsmVLl5WV5Q4cOODWr1/vmjdv7nbs2OEds3//fjdlyhQXFhbmoqKiXKdOnVxSUpK3nx+ia47+tuhvi/52Pqt9Zmbmpx5//Phx16JFCzd+/HhvG0tZ1Bz9bdHfFv2BG4NJ3HrsyJEjbty4ce7xxx93GRkZrmXLlm7MmDHe/k+eJA8fPuzuuusuN2nSpM88BtVHf1v0t0N7W3v37nW9evVyGRkZ3raSkhIXFxfn1qxZc9XxWVlZbuvWrW779u3eNvrXHP1t0d8W/e180fYXLlxw3//+9z/3+zOqj/626G+L/sCNw5q49Vjr1q01dOhQDRs2TDExMdq0aZMmTJigMWPG6He/+52CgoKq3AUyJiZGy5YtU1RUlKT/W8MSNUN/W/S3Q3tb4eHh6tChgzp16uRta926tW6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A9j/bJQQVlf6w2wAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 10
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### Is there any Trend, Seasonality, Randomness, Slighlty Increasing Trend, or Decreasing Trend in the data?",
   "id": "b6fa0503d37efde6"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-30T08:35:31.795429Z",
     "start_time": "2024-05-30T08:35:31.788580Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from statsmodels.tsa.stattools import adfuller\n",
    "\n",
    "def trend_analysis(df, date_column, value_column, freq='Q'):\n",
    "    \"\"\"\n",
    "    Perform trend analysis on a time series DataFrame.\n",
    "\n",
    "    Parameters:\n",
    "    df (pd.DataFrame): DataFrame containing the data.\n",
    "    date_column (str): Column name of the date/time data.\n",
    "    value_column (str): Column name of the values to analyze.\n",
    "    freq (str): Frequency of the data ('D' for daily, 'M' for monthly, etc.)\n",
    "\n",
    "    Returns:\n",
    "    None\n",
    "    \"\"\"\n",
    "    \n",
    "    # Ensure the date column is of datetime type\n",
    "    df[date_column] = pd.to_datetime(df[date_column])\n",
    "    \n",
    "    # Set the date column as the index\n",
    "    df.set_index(date_column, inplace=True)\n",
    "    \n",
    "    # Resample the data if necessary\n",
    "    df_resampled = df[value_column].resample(freq).mean()\n",
    "    \n",
    "    # Plot the original data\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    plt.plot(df_resampled, label='Original Data')\n",
    "    plt.title('Time Series Data')\n",
    "    plt.xlabel('Date')\n",
    "    plt.ylabel('Values')\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "    \n",
    "    # Extract the time series\n",
    "    ts = df[value_column]\n",
    "    \n",
    "    # Perform the Augmented Dickey-Fuller test\n",
    "    adf_result = adfuller(ts)\n",
    "    adf_output = {\n",
    "        'Test': 'ADF Test',\n",
    "        'Statistic': adf_result[0],\n",
    "        'p-value': adf_result[1],\n",
    "        'Used Lags': adf_result[2],\n",
    "        'Number of Observations Used': adf_result[3],\n",
    "        'Critical Value (1%)': adf_result[4]['1%'],\n",
    "        'Critical Value (5%)': adf_result[4]['5%'],\n",
    "        'Critical Value (10%)': adf_result[4]['10%']\n",
    "    }\n",
    "    \n",
    "    # Combine results into a DataFrame\n",
    "    results_df = pd.DataFrame([adf_output])\n",
    "    \n",
    "    return results_df"
   ],
   "id": "8f160791cc1db6",
   "outputs": [],
   "execution_count": 34
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-30T08:35:51.650095Z",
     "start_time": "2024-05-30T08:35:50.818137Z"
    }
   },
   "cell_type": "code",
   "source": [
    "for sku_id in all_sku_ids:\n",
    "    print(f'SKU {sku_id}')\n",
    "    df = data_quarterly[data_quarterly['District'] == district]\n",
    "    df['YearQuarter'] = df['Year'].astype(str) + '-Q' + df['Quarter'].astype(str)\n",
    "    results = trend_analysis(df=df, date_column='YearQuarter', value_column='TotalQuantity', freq='Q')\n",
    "    print(results)\n",
    "    "
   ],
   "id": "89d59c717da0e8d7",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SKU 319\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Test  Statistic   p-value  Used Lags  Number of Observations Used  \\\n",
      "0  ADF Test  -2.815912  0.056037         10                           73   \n",
      "\n",
      "   Critical Value (1%)  Critical Value (5%)  Critical Value (10%)  \n",
      "0            -3.523284            -2.902031             -2.588371  \n",
      "SKU 509\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Test  Statistic   p-value  Used Lags  Number of Observations Used  \\\n",
      "0  ADF Test  -2.815912  0.056037         10                           73   \n",
      "\n",
      "   Critical Value (1%)  Critical Value (5%)  Critical Value (10%)  \n",
      "0            -3.523284            -2.902031             -2.588371  \n",
      "SKU 615\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Test  Statistic   p-value  Used Lags  Number of Observations Used  \\\n",
      "0  ADF Test  -2.815912  0.056037         10                           73   \n",
      "\n",
      "   Critical Value (1%)  Critical Value (5%)  Critical Value (10%)  \n",
      "0            -3.523284            -2.902031             -2.588371  \n",
      "SKU 1018\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Test  Statistic   p-value  Used Lags  Number of Observations Used  \\\n",
      "0  ADF Test  -2.815912  0.056037         10                           73   \n",
      "\n",
      "   Critical Value (1%)  Critical Value (5%)  Critical Value (10%)  \n",
      "0            -3.523284            -2.902031             -2.588371  \n",
      "SKU 568\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Test  Statistic   p-value  Used Lags  Number of Observations Used  \\\n",
      "0  ADF Test  -2.815912  0.056037         10                           73   \n",
      "\n",
      "   Critical Value (1%)  Critical Value (5%)  Critical Value (10%)  \n",
      "0            -3.523284            -2.902031             -2.588371  \n",
      "SKU 578\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Test  Statistic   p-value  Used Lags  Number of Observations Used  \\\n",
      "0  ADF Test  -2.815912  0.056037         10                           73   \n",
      "\n",
      "   Critical Value (1%)  Critical Value (5%)  Critical Value (10%)  \n",
      "0            -3.523284            -2.902031             -2.588371  \n",
      "SKU 1050\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Test  Statistic   p-value  Used Lags  Number of Observations Used  \\\n",
      "0  ADF Test  -2.815912  0.056037         10                           73   \n",
      "\n",
      "   Critical Value (1%)  Critical Value (5%)  Critical Value (10%)  \n",
      "0            -3.523284            -2.902031             -2.588371  \n"
     ]
    }
   ],
   "execution_count": 36
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "",
   "id": "1a86a2c06d0e07a2"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}