time_series/example_clustering.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Time Series - Clustering Multiple Series example"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Links: [Walmart dataset (Kaggle)](https://www.kaggle.com/c/m5-forecasting-uncertainty/overview)  |  [Article ()]()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 0 - Setup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Import pckgs "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "from ts_utils import *\n",
    "import datetime"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Import data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>item_id</th>\n",
       "      <th>dept_id</th>\n",
       "      <th>cat_id</th>\n",
       "      <th>store_id</th>\n",
       "      <th>state_id</th>\n",
       "      <th>d_1</th>\n",
       "      <th>d_2</th>\n",
       "      <th>d_3</th>\n",
       "      <th>d_4</th>\n",
       "      <th>...</th>\n",
       "      <th>d_1904</th>\n",
       "      <th>d_1905</th>\n",
       "      <th>d_1906</th>\n",
       "      <th>d_1907</th>\n",
       "      <th>d_1908</th>\n",
       "      <th>d_1909</th>\n",
       "      <th>d_1910</th>\n",
       "      <th>d_1911</th>\n",
       "      <th>d_1912</th>\n",
       "      <th>d_1913</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>FOODS_3_536_CA_1_validation</td>\n",
       "      <td>FOODS_3_536</td>\n",
       "      <td>FOODS_3</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>CA_1</td>\n",
       "      <td>CA</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>FOODS_3_382_CA_3_validation</td>\n",
       "      <td>FOODS_3_382</td>\n",
       "      <td>FOODS_3</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>CA_3</td>\n",
       "      <td>CA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>HOUSEHOLD_1_375_WI_1_validation</td>\n",
       "      <td>HOUSEHOLD_1_375</td>\n",
       "      <td>HOUSEHOLD_1</td>\n",
       "      <td>HOUSEHOLD</td>\n",
       "      <td>WI_1</td>\n",
       "      <td>WI</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>FOODS_2_084_CA_3_validation</td>\n",
       "      <td>FOODS_2_084</td>\n",
       "      <td>FOODS_2</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>CA_3</td>\n",
       "      <td>CA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>FOODS_3_668_CA_1_validation</td>\n",
       "      <td>FOODS_3_668</td>\n",
       "      <td>FOODS_3</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>CA_1</td>\n",
       "      <td>CA</td>\n",
       "      <td>22</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 1919 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                id          item_id      dept_id     cat_id  \\\n",
       "0      FOODS_3_536_CA_1_validation      FOODS_3_536      FOODS_3      FOODS   \n",
       "1      FOODS_3_382_CA_3_validation      FOODS_3_382      FOODS_3      FOODS   \n",
       "2  HOUSEHOLD_1_375_WI_1_validation  HOUSEHOLD_1_375  HOUSEHOLD_1  HOUSEHOLD   \n",
       "3      FOODS_2_084_CA_3_validation      FOODS_2_084      FOODS_2      FOODS   \n",
       "4      FOODS_3_668_CA_1_validation      FOODS_3_668      FOODS_3      FOODS   \n",
       "\n",
       "  store_id state_id  d_1  d_2  d_3  d_4  ...  d_1904  d_1905  d_1906  d_1907  \\\n",
       "0     CA_1       CA    3    2    2    4  ...       3       1       0       3   \n",
       "1     CA_3       CA    0    0    0    0  ...       0       0       1       1   \n",
       "2     WI_1       WI    1    0    0    1  ...       0       0       2       1   \n",
       "3     CA_3       CA    0    0    0    0  ...       1       1       1       2   \n",
       "4     CA_1       CA   22    9    7   12  ...      10      10       8       8   \n",
       "\n",
       "   d_1908  d_1909  d_1910  d_1911  d_1912  d_1913  \n",
       "0       0       0       2       1       2       1  \n",
       "1       0       0       0       0       0       0  \n",
       "2       0       1       0       1       2       1  \n",
       "3       4       3       1       1       6       1  \n",
       "4       9      10       6       6      10       6  \n",
       "\n",
       "[5 rows x 1919 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dtf = pd.read_csv('data_multiple.csv')\n",
    "dtf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>item_id</th>\n",
       "      <th>cat_id</th>\n",
       "      <th>d_1</th>\n",
       "      <th>d_2</th>\n",
       "      <th>d_3</th>\n",
       "      <th>d_4</th>\n",
       "      <th>d_5</th>\n",
       "      <th>d_6</th>\n",
       "      <th>d_7</th>\n",
       "      <th>d_8</th>\n",
       "      <th>...</th>\n",
       "      <th>d_1904</th>\n",
       "      <th>d_1905</th>\n",
       "      <th>d_1906</th>\n",
       "      <th>d_1907</th>\n",
       "      <th>d_1908</th>\n",
       "      <th>d_1909</th>\n",
       "      <th>d_1910</th>\n",
       "      <th>d_1911</th>\n",
       "      <th>d_1912</th>\n",
       "      <th>d_1913</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>FOODS_3_536</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>FOODS_3_382</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>HOUSEHOLD_1_375</td>\n",
       "      <td>HOUSEHOLD</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>FOODS_2_084</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>FOODS_3_668</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>22</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>12</td>\n",
       "      <td>17</td>\n",
       "      <td>20</td>\n",
       "      <td>13</td>\n",
       "      <td>29</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 1915 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           item_id     cat_id  d_1  d_2  d_3  d_4  d_5  d_6  d_7  d_8  ...  \\\n",
       "0      FOODS_3_536      FOODS    3    2    2    4    0    0    2    3  ...   \n",
       "1      FOODS_3_382      FOODS    0    0    0    0    0    0    0    0  ...   \n",
       "2  HOUSEHOLD_1_375  HOUSEHOLD    1    0    0    1    0    1    2    3  ...   \n",
       "3      FOODS_2_084      FOODS    0    0    0    0    0    0    0    0  ...   \n",
       "4      FOODS_3_668      FOODS   22    9    7   12   17   20   13   29  ...   \n",
       "\n",
       "   d_1904  d_1905  d_1906  d_1907  d_1908  d_1909  d_1910  d_1911  d_1912  \\\n",
       "0       3       1       0       3       0       0       2       1       2   \n",
       "1       0       0       1       1       0       0       0       0       0   \n",
       "2       0       0       2       1       0       1       0       1       2   \n",
       "3       1       1       1       2       4       3       1       1       6   \n",
       "4      10      10       8       8       9      10       6       6      10   \n",
       "\n",
       "   d_1913  \n",
       "0       1  \n",
       "1       0  \n",
       "2       1  \n",
       "3       1  \n",
       "4       6  \n",
       "\n",
       "[5 rows x 1915 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Randomly reduce number of ts\n",
    "dtf = dtf.drop_duplicates(\"item_id\", keep='first').head(1000).reset_index(drop=True)\n",
    "dtf = dtf.drop([\"id\",\"dept_id\",\"state_id\",\"store_id\"], axis=1)\n",
    "dtf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['2016-03-29', '2016-03-30', '2016-03-31', '2016-04-01', '2016-04-02'] ... 2021-06-23\n"
     ]
    }
   ],
   "source": [
    "## Create dates list\n",
    "cols = dtf.filter(like=\"d_\", axis=1).columns.tolist()\n",
    "dates = pd.date_range(start=(datetime.datetime.now() - datetime.timedelta(days=len(cols)-1)).strftime(\"%Y-%m-%d\"),\n",
    "                      end=datetime.datetime.now().strftime(\"%Y-%m-%d\"), \n",
    "                      freq='D').astype(str).tolist()\n",
    "print(dates[0:5], \"...\", dates[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts</th>\n",
       "      <th>exog</th>\n",
       "      <th>2016-03-29</th>\n",
       "      <th>2016-03-30</th>\n",
       "      <th>2016-03-31</th>\n",
       "      <th>2016-04-01</th>\n",
       "      <th>2016-04-02</th>\n",
       "      <th>2016-04-03</th>\n",
       "      <th>2016-04-04</th>\n",
       "      <th>2016-04-05</th>\n",
       "      <th>...</th>\n",
       "      <th>2021-06-14</th>\n",
       "      <th>2021-06-15</th>\n",
       "      <th>2021-06-16</th>\n",
       "      <th>2021-06-17</th>\n",
       "      <th>2021-06-18</th>\n",
       "      <th>2021-06-19</th>\n",
       "      <th>2021-06-20</th>\n",
       "      <th>2021-06-21</th>\n",
       "      <th>2021-06-22</th>\n",
       "      <th>2021-06-23</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>FOODS_3_536</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
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       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>FOODS_3_382</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>HOUSEHOLD_1_375</td>\n",
       "      <td>HOUSEHOLD</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>FOODS_2_084</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>FOODS_3_668</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>22</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>12</td>\n",
       "      <td>17</td>\n",
       "      <td>20</td>\n",
       "      <td>13</td>\n",
       "      <td>29</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 1915 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                ts       exog  2016-03-29  2016-03-30  2016-03-31  2016-04-01  \\\n",
       "0      FOODS_3_536      FOODS           3           2           2           4   \n",
       "1      FOODS_3_382      FOODS           0           0           0           0   \n",
       "2  HOUSEHOLD_1_375  HOUSEHOLD           1           0           0           1   \n",
       "3      FOODS_2_084      FOODS           0           0           0           0   \n",
       "4      FOODS_3_668      FOODS          22           9           7          12   \n",
       "\n",
       "   2016-04-02  2016-04-03  2016-04-04  2016-04-05  ...  2021-06-14  \\\n",
       "0           0           0           2           3  ...           3   \n",
       "1           0           0           0           0  ...           0   \n",
       "2           0           1           2           3  ...           0   \n",
       "3           0           0           0           0  ...           1   \n",
       "4          17          20          13          29  ...          10   \n",
       "\n",
       "   2021-06-15  2021-06-16  2021-06-17  2021-06-18  2021-06-19  2021-06-20  \\\n",
       "0           1           0           3           0           0           2   \n",
       "1           0           1           1           0           0           0   \n",
       "2           0           2           1           0           1           0   \n",
       "3           1           1           2           4           3           1   \n",
       "4          10           8           8           9          10           6   \n",
       "\n",
       "   2021-06-21  2021-06-22  2021-06-23  \n",
       "0           1           2           1  \n",
       "1           0           0           0  \n",
       "2           1           2           1  \n",
       "3           1           6           1  \n",
       "4           6          10           6  \n",
       "\n",
       "[5 rows x 1915 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Rename columns\n",
    "dtf.columns = [\"ts\",\"exog\"] + dates\n",
    "dtf.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1 - Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Resample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- columns from: 1915 --> to: 66 ---\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts</th>\n",
       "      <th>exog</th>\n",
       "      <th>2016-03-31</th>\n",
       "      <th>2016-04-30</th>\n",
       "      <th>2016-05-31</th>\n",
       "      <th>2016-06-30</th>\n",
       "      <th>2016-07-31</th>\n",
       "      <th>2016-08-31</th>\n",
       "      <th>2016-09-30</th>\n",
       "      <th>2016-10-31</th>\n",
       "      <th>...</th>\n",
       "      <th>2020-09-30</th>\n",
       "      <th>2020-10-31</th>\n",
       "      <th>2020-11-30</th>\n",
       "      <th>2020-12-31</th>\n",
       "      <th>2021-01-31</th>\n",
       "      <th>2021-02-28</th>\n",
       "      <th>2021-03-31</th>\n",
       "      <th>2021-04-30</th>\n",
       "      <th>2021-05-31</th>\n",
       "      <th>2021-06-30</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>FOODS_3_536</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>1.433333</td>\n",
       "      <td>1.838710</td>\n",
       "      <td>1.433333</td>\n",
       "      <td>1.935484</td>\n",
       "      <td>0.774194</td>\n",
       "      <td>1.233333</td>\n",
       "      <td>1.645161</td>\n",
       "      <td>...</td>\n",
       "      <td>0.633333</td>\n",
       "      <td>1.354839</td>\n",
       "      <td>1.633333</td>\n",
       "      <td>1.161290</td>\n",
       "      <td>1.290323</td>\n",
       "      <td>0.928571</td>\n",
       "      <td>1.322581</td>\n",
       "      <td>1.066667</td>\n",
       "      <td>0.903226</td>\n",
       "      <td>1.565217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>FOODS_3_382</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.322581</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>0.322581</td>\n",
       "      <td>0.387097</td>\n",
       "      <td>0.357143</td>\n",
       "      <td>1.258065</td>\n",
       "      <td>2.033333</td>\n",
       "      <td>27.967742</td>\n",
       "      <td>0.434783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>HOUSEHOLD_1_375</td>\n",
       "      <td>HOUSEHOLD</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>1.100000</td>\n",
       "      <td>1.129032</td>\n",
       "      <td>0.733333</td>\n",
       "      <td>0.677419</td>\n",
       "      <td>0.838710</td>\n",
       "      <td>0.966667</td>\n",
       "      <td>0.774194</td>\n",
       "      <td>...</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.483871</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.709677</td>\n",
       "      <td>0.451613</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>0.741935</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.387097</td>\n",
       "      <td>0.695652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>FOODS_2_084</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.100000</td>\n",
       "      <td>1.806452</td>\n",
       "      <td>1.700000</td>\n",
       "      <td>1.483871</td>\n",
       "      <td>1.709677</td>\n",
       "      <td>0.428571</td>\n",
       "      <td>1.129032</td>\n",
       "      <td>1.133333</td>\n",
       "      <td>1.451613</td>\n",
       "      <td>2.043478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>FOODS_3_668</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>12.666667</td>\n",
       "      <td>15.900000</td>\n",
       "      <td>16.903226</td>\n",
       "      <td>17.066667</td>\n",
       "      <td>15.225806</td>\n",
       "      <td>12.612903</td>\n",
       "      <td>10.833333</td>\n",
       "      <td>12.612903</td>\n",
       "      <td>...</td>\n",
       "      <td>11.533333</td>\n",
       "      <td>10.838710</td>\n",
       "      <td>9.300000</td>\n",
       "      <td>8.225806</td>\n",
       "      <td>7.516129</td>\n",
       "      <td>9.464286</td>\n",
       "      <td>6.322581</td>\n",
       "      <td>6.233333</td>\n",
       "      <td>6.967742</td>\n",
       "      <td>7.782609</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 66 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                ts       exog  2016-03-31  2016-04-30  2016-05-31  2016-06-30  \\\n",
       "0      FOODS_3_536      FOODS    2.333333    1.433333    1.838710    1.433333   \n",
       "1      FOODS_3_382      FOODS    0.000000    0.000000    0.000000    0.000000   \n",
       "2  HOUSEHOLD_1_375  HOUSEHOLD    0.333333    1.100000    1.129032    0.733333   \n",
       "3      FOODS_2_084      FOODS    0.000000    0.000000    0.000000    0.000000   \n",
       "4      FOODS_3_668      FOODS   12.666667   15.900000   16.903226   17.066667   \n",
       "\n",
       "   2016-07-31  2016-08-31  2016-09-30  2016-10-31  ...  2020-09-30  \\\n",
       "0    1.935484    0.774194    1.233333    1.645161  ...    0.633333   \n",
       "1    0.000000    0.000000    0.000000    0.000000  ...    2.000000   \n",
       "2    0.677419    0.838710    0.966667    0.774194  ...    0.200000   \n",
       "3    0.000000    0.000000    0.000000    0.000000  ...    2.100000   \n",
       "4   15.225806   12.612903   10.833333   12.612903  ...   11.533333   \n",
       "\n",
       "   2020-10-31  2020-11-30  2020-12-31  2021-01-31  2021-02-28  2021-03-31  \\\n",
       "0    1.354839    1.633333    1.161290    1.290323    0.928571    1.322581   \n",
       "1    1.322581    0.600000    0.322581    0.387097    0.357143    1.258065   \n",
       "2    0.483871    0.500000    0.709677    0.451613    0.285714    0.741935   \n",
       "3    1.806452    1.700000    1.483871    1.709677    0.428571    1.129032   \n",
       "4   10.838710    9.300000    8.225806    7.516129    9.464286    6.322581   \n",
       "\n",
       "   2021-04-30  2021-05-31  2021-06-30  \n",
       "0    1.066667    0.903226    1.565217  \n",
       "1    2.033333   27.967742    0.434783  \n",
       "2    0.700000    0.387097    0.695652  \n",
       "3    1.133333    1.451613    2.043478  \n",
       "4    6.233333    6.967742    7.782609  \n",
       "\n",
       "[5 rows x 66 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dtf, dates = resample_multiple_ts(dtf, dates, rule=\"M\", agg=\"mean\")\n",
    "dtf.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_multiple_ts(dtf, dates, color=\"ts\", lst_colors=None, legend=False, title=\"All (no legend)\", figsize=(15,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# -> Too many to spot a trend. let's try to color by exog:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_multiple_ts(dtf, dates, color=\"exog\", lst_colors=[\"red\",\"green\",\"blue\"], legend=True, \n",
    "                 title=\"All (with legend)\", figsize=(15,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# -> Same. Can the series be grouped by exog?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Group Series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- rows from: 1000 --> to: 3 ---\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts</th>\n",
       "      <th>2016-03-31</th>\n",
       "      <th>2016-04-30</th>\n",
       "      <th>2016-05-31</th>\n",
       "      <th>2016-06-30</th>\n",
       "      <th>2016-07-31</th>\n",
       "      <th>2016-08-31</th>\n",
       "      <th>2016-09-30</th>\n",
       "      <th>2016-10-31</th>\n",
       "      <th>2016-11-30</th>\n",
       "      <th>...</th>\n",
       "      <th>2020-09-30</th>\n",
       "      <th>2020-10-31</th>\n",
       "      <th>2020-11-30</th>\n",
       "      <th>2020-12-31</th>\n",
       "      <th>2021-01-31</th>\n",
       "      <th>2021-02-28</th>\n",
       "      <th>2021-03-31</th>\n",
       "      <th>2021-04-30</th>\n",
       "      <th>2021-05-31</th>\n",
       "      <th>2021-06-30</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>FOODS_mean</td>\n",
       "      <td>1.510593</td>\n",
       "      <td>1.140890</td>\n",
       "      <td>1.096432</td>\n",
       "      <td>1.047599</td>\n",
       "      <td>1.142633</td>\n",
       "      <td>1.232504</td>\n",
       "      <td>1.381568</td>\n",
       "      <td>1.290528</td>\n",
       "      <td>1.597669</td>\n",
       "      <td>...</td>\n",
       "      <td>2.021257</td>\n",
       "      <td>2.028294</td>\n",
       "      <td>1.993856</td>\n",
       "      <td>1.899740</td>\n",
       "      <td>1.721706</td>\n",
       "      <td>1.737439</td>\n",
       "      <td>2.093494</td>\n",
       "      <td>2.079732</td>\n",
       "      <td>2.040459</td>\n",
       "      <td>2.089195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>HOBBIES_mean</td>\n",
       "      <td>0.692708</td>\n",
       "      <td>0.504902</td>\n",
       "      <td>0.569576</td>\n",
       "      <td>0.565196</td>\n",
       "      <td>0.574004</td>\n",
       "      <td>0.610215</td>\n",
       "      <td>0.575327</td>\n",
       "      <td>0.599937</td>\n",
       "      <td>0.653268</td>\n",
       "      <td>...</td>\n",
       "      <td>0.751634</td>\n",
       "      <td>0.753953</td>\n",
       "      <td>0.724020</td>\n",
       "      <td>0.789374</td>\n",
       "      <td>0.741303</td>\n",
       "      <td>0.756303</td>\n",
       "      <td>0.739247</td>\n",
       "      <td>0.710948</td>\n",
       "      <td>0.663030</td>\n",
       "      <td>0.743627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>HOUSEHOLD_mean</td>\n",
       "      <td>0.430556</td>\n",
       "      <td>0.436317</td>\n",
       "      <td>0.428515</td>\n",
       "      <td>0.440947</td>\n",
       "      <td>0.435882</td>\n",
       "      <td>0.468041</td>\n",
       "      <td>0.490329</td>\n",
       "      <td>0.472919</td>\n",
       "      <td>0.501132</td>\n",
       "      <td>...</td>\n",
       "      <td>0.843416</td>\n",
       "      <td>0.846476</td>\n",
       "      <td>0.809465</td>\n",
       "      <td>0.844086</td>\n",
       "      <td>0.756870</td>\n",
       "      <td>0.759590</td>\n",
       "      <td>0.830247</td>\n",
       "      <td>0.888889</td>\n",
       "      <td>0.838311</td>\n",
       "      <td>0.886111</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 65 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               ts  2016-03-31  2016-04-30  2016-05-31  2016-06-30  2016-07-31  \\\n",
       "0      FOODS_mean    1.510593    1.140890    1.096432    1.047599    1.142633   \n",
       "1    HOBBIES_mean    0.692708    0.504902    0.569576    0.565196    0.574004   \n",
       "2  HOUSEHOLD_mean    0.430556    0.436317    0.428515    0.440947    0.435882   \n",
       "\n",
       "   2016-08-31  2016-09-30  2016-10-31  2016-11-30  ...  2020-09-30  \\\n",
       "0    1.232504    1.381568    1.290528    1.597669  ...    2.021257   \n",
       "1    0.610215    0.575327    0.599937    0.653268  ...    0.751634   \n",
       "2    0.468041    0.490329    0.472919    0.501132  ...    0.843416   \n",
       "\n",
       "   2020-10-31  2020-11-30  2020-12-31  2021-01-31  2021-02-28  2021-03-31  \\\n",
       "0    2.028294    1.993856    1.899740    1.721706    1.737439    2.093494   \n",
       "1    0.753953    0.724020    0.789374    0.741303    0.756303    0.739247   \n",
       "2    0.846476    0.809465    0.844086    0.756870    0.759590    0.830247   \n",
       "\n",
       "   2021-04-30  2021-05-31  2021-06-30  \n",
       "0    2.079732    2.040459    2.089195  \n",
       "1    0.710948    0.663030    0.743627  \n",
       "2    0.888889    0.838311    0.886111  \n",
       "\n",
       "[3 rows x 65 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Extract means\n",
    "dtf_sum = summarize_multiple_ts(dtf, by=\"exog\", aggs=[\"mean\"], return_all=False)\n",
    "dtf_sum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WrVvOfd1KKZUZhYbCP/9A27ZyE08ppZTyEJ7bAucmvvrqK3r37k3dunUBKFCgAJ9++ikff/wxAJ988gmjRo2iQIECANStW5devXrx1Vdf3bGvrFmz8umnn3Ls2DG2bt3K6dOnKVCgAL6+vlH7LlasWLxlKVOmDG+//Ta1a9emfv36bNq0iTZt2lC+fHnGjx8ftd6oUaNo0KABNWvW5P33349a3rlzZ+rVq0f16tVva0XMlSsXgwcPplatWjRu3Jizzg6elVIqvU2YAO3bw4IFri6JUkoplSwawCXDzZs3o7pPPvzwwwDs3LmTevXq3bZe/fr12blzZ5Kej83b25tatWqxZ88eWrduzfHjx6lUqRIvvPACy5YtS7SMpUqVYsuWLTRr1ozevXszY8YM1qxZExWoLVq0iP3797Nu3Tq2bNnCxo0bWb58OQDff/89GzduZMOGDXzxxRdcvHgRgOvXr9O4cWO2bt3Kvffey7fffpuMd00ppdzQjz/KzylTXFoMpZRSKrk8twulC8TVhTItWGsBafnauHEjK1asYOnSpXTv3p2PP/6Y3r17x7ttx44dAahRowZBQUH4+fnh5+eHr68vV65cYdGiRSxatIg6deoAEBQUxP79+7n33nv54osvmDVrFgDHjx9n//79+Pv7kzVrVh566CEA6tWrx+LFi9Pw1SulVBrbvRvWr4dCheDPP+HSJcif39WlUkoppZJEW+BSqVq1amzcuPG2ZRs3bqR69epJej628PBwtm/fTtWqVQFpkWvRogXDhg3jyy+/ZObMmQmWJ7K7pZeXV9TvkX+HhYVhreXtt99my5YtbNmyhQMHDvD0008TEBDAP//8w+rVq9m6dSt16tSJmmvNx8cnKnW/t7c3YWFhSX17lFLK/fz0E3h7SyvcrVvw66+uLpFSSimVZBrApdKLL77IlClTolrmLl68yJtvvsmgQYMAGDRoEG+++WZUd8QtW7YwZcoUXnjhhTv2FRoayttvv03JkiWpWbMme/fuZf/+/VHPb9myhdKlS6eqvG3atOH7778nKCgIgJMnT3Lu3DmuXr1Kvnz5yJEjB3v27GHNmjWpOo5SSrklh0MCuDZt5FG7tnajVEop5VE8twtl4cLOzURZuHCKNitatCg///wzzz77LIGBgVhrefXVV+nQoQMgXRpPnjxJkyZNMMbg5+fHzz//TNGiRaP28eSTT+Lr60tISAj3338/f/75JyDdGwcMGMCVK1fIkiULFSpUuGOKguRq3bo1u3fv5u677wakm+bPP/9M27ZtGT9+PFWrVqVy5co0btw4VcdRSim3FBAAJ07A6NHyd58+8MorsH071Kjh0qIppZRSSWEix1u5k/r169sNGzbctmz37t1R3QpV5hIYGIifn99ty7Q+qPQSEBBAixYtXF0M5Sx9+sAff8CZM5A9O1y4AMWKwUsvwZgxri7dbbTuKVfS+qdcReteNGPMRmtt/djLtQulUkqpzOH6dZgxA7p1k+ANoEAB6NABfv5Z5oZTSiml3JwGcB7o4YcfjprOIPLx999/u7pYSinl3mbPhqAg6Nnz9uV9+sD58zB/vkuKpZRSSiWH546By8QiU/0rpZRKhh9/hDJl4J57bl/etq2Mg548GTp1cknRlFJKqaTSFjillFIZ38mT8M8/0KMHeMX66suSRZbPmwfnzrmmfEoppVQSaQCnlFIq4/v1V5lCoEePuJ/v0wfCwuCXX9K3XEoppVQyaQCnlFIqY7NWuk/efTdUrBj3OtWqQcOG0o3SDbMzK6WUUpESDeCMMSWNMUuNMbuMMTuNMa/Esc6TxphtxpjtxphVxphaMZ47ErF8izFmQ+xtlVJKqTS1dSvs2BF/61ukPn1kPrhNm9KnXEoppVQKJCWJSRjwurV2kzHGD9hojFlsrd0VY53DQHNr7WVjTDtgItAoxvMtrbUXnFdsKDK6CGevO28i78I5C3Nm4JkE18mVKxdBQUFRf0+ZMoUNGzbw5ZdfAjBx4kTGRMwjlDt3bsaMGcM9EYPlW7RowenTp8mePTshISG89tpr9OvXD4AyZcrg5+eHt7c34eHhfPDBB3SKGEgfecwjR45ETbId6X//+x89e/bk+++/Z+zYsRhjcDgcjBw5Mmp7pZTK9H78EXx8oHv3hNfr3h1efRWmTIF69dKjZEoppVSyJRrAWWtPA6cjfg80xuwGigO7YqyzKsYma4ASTi7nHZwZvDljf3PnzmXChAmsXLmSAgUKsGnTJjp37sy6desoUqQIAL/88gv169fn0qVLlC9fnt69e5M1a1YAli5dSoECBdi7dy+tW7eOMwArX748W7ZsuW3ZiRMnGDlyJJs2bSJPnjwEBQVx/vz5VL0WlYmFhcHHH8PEifDNN/Dgg64ukVKpEzmurUMHyJ8/4XXz5YOHH5bxcqNHg69v+pRRKaWUSoZkTSNgjCkD1AHWJrDa08CCGH9bYJExxgITrLUT49l3P6AfQOHChQkICLjt+Tx58hAYGJic4iZbUvYfc53g4GBu3bpFYGAgH374IcOGDcPX15fAwEAqVqzIY489xpgxY3jvvfcIDw/n+vXrBAYGcubMGXLkyMGNGzcICQnBWktQUBC+vr6cPn36jtcaGBhIUFAQDofjjjIePnyYnDlzYq2Neq5AgQLxvpb27dtTs2ZNVq9ezfXr15kwYQJjxoxh586ddOnShSFDhgAwdepUxo8fT2hoKPXr12fMmDF4e3vz2muvsWnTJm7evEmnTp0YPHgwAHfddRePP/44CxcuJDQ0lB9//JFKlSol7x8Qj/Dw8DteT3Bw8B11RKVOttOnqfrhh+TZsYNbefPi07EjewcO5Ey7dq4umksFBQVpXfNg+desoea5c2yvU4eLSfg/5qtbl1pTp7Lzo48436JFmpcvIVr3lCtp/VOuonUvcUkO4IwxuYCZwKvW2mvxrNMSCeBiTrJzj7X2pDGmELDYGLPHWrs89rYRgd1EgPr169sWsb44d+/ejZ+fX1KLmyKJ7f/mzZs0a9Ys6u9Lly7RsWNH/Pz82LNnD82aNbttH02bNuWHH36I6h7Zr18/fH192b9/P+PGjSNv3rwAGGPo0KED1loOHTrEtGnTbtuPn58fuXLl4vDhw7cd///+7/9o0qQJRYsWpWbNmrRq1YouXbrQoUOHeF+Dt7c3uXLlYtOmTXz++ec88cQTbNy4kfz581O+fHneeustzp07x5w5c1izZg0+Pj688MILzJkzh549e/Lpp5+SP39+wsPDadWqFYcPH6ZmzZoYYyhevDhbtmzh66+/5ptvvuG7775L7r8gToGBgXf8b7Jly0adOnWcsv9Mz1r46Sd46SUwBn75hawdOsAjj1Dl00+pkjcvvPWWPJcJBQQEEPt8pDzI+PHg70+NQYMgosdDgpo1gy++oPr69TB0aJoXLyFa95Qraf1TrqJ1L3FJCuCMMT5I8PaLtfaPeNapCXwHtLPWXoxcbq09GfHznDFmFtAQuCOA8wTZs2e/rQtj5Bi4pIrsQnn+/HmaNGlC27ZtKV26NBDdhfLgwYO0atWKFi1akCtXrtu2j6sLJcDChQtZv349S5Ys4bXXXmPjxo0MTeDCo2PHjgDUqFGD6tWrU7RoUQDKlSvH8ePHWblyJRs3bqRBgwaABK6FChUCYNq0aUycOJGwsDBOnz7Nrl27qFmzJgBdunQBoF69evzxR5zVRLmby5ehf3+YNk0uXCMnOgaYO1eSOrzzDpw6BePGgbe3K0urVPJcvQqzZ8OzzyYteAOp4z17SlfiU6egWLE0LaJSSimVXEnJQmmAScBua+2YeNYpBfwB9LDW7ouxPGdE4hOMMTmB1sAOZxTc3VSrVo2NGzfetmzjxo1Ur179jnULFixI3bp1Wbv2zp6o5cuXp3DhwuzateuO5+JjjKFhw4a8/fbbTJ06lZkzZya4vm/EuA4vL6+o3yP/DgsLw1pLr1692LJlC1u2bGHv3r0MHTqUw4cPM3r0aJYsWcK2bdt48MEHCQ4OvmO/3t7ehIWFJbn8ykUCAqBmTfjjDxg5EpYujQ7eQC54f/oJXn8dvvwSHn8cYvy/lXJ7M2ZASEji2Sdj691b5oz76ac0KZZSSimVGkmZB64p0AO4L2IqgC3GmPbGmP7GmP4R6wwB/IGvY00XUBhYaYzZCqwD5llrFzr7RbiDQYMG8eabb3LxojQ+btmyhSlTpvDCCy/cse6NGzfYvHkz5cuXv+O5c+fOcfjw4aiWucScOnWKTTFSXm/ZsiXJ28anVatWzJgxg3PnzgHSVfTo0aNcu3aNnDlzkidPHs6ePcuCBQsS2ZNyS7duwZtvwn33QY4csHq1tLLF1brm5SXJHEaPhunToV07adVQyhP8+CNUrgwRvQmSrGJFuOceyUapc8IppZRyM0nJQrkSSHDwi7X2GeCZOJYfAmrduUXqFc5Z2OnTCKRGx44dOXnyJE2aNMEYg5+fHz///HNU90SAJ598Mmoagd69e1MvRprqli1b4u3tTWhoKB9//DGFC99ZnoMHD1K7du2ov/v27UunTp0YOHAgp06dIlu2bBQsWJDx48en6rVUq1aNDz74gNatW+NwOPDx8eGrr76icePG1KlThypVqlCyZEmaNm2aquMoF9i9G558EjZvhn79YMwYyJkz8e1efx2KFJEulffeCwsWaNcy5d4OH4bly6V1OSXjN3v3hmeegbVroXFjpxdPKaWUSilj3fDuYv369W3ssWW7d++matWqLiqRcqW4kphofUgma2VagIEDJWD77jtIyVyBixdDly7g7w9//y2tGxmcDqb2UCNGwJAhcPQolCqV/O0DA+WmxVNPwYQJzi9fEmjdU66k9U+5ita9aMaYjdba+rGXJ6ULpVLKk509K3NgvfgiNG8O27enLHgDeOABGTt38yY0bQpr1ji1qEo5hbXSfbJly5QFbwB+ftC1K0ydKvVdKaWUchMawGVQL774IrVr177tMXnyZFcXS6W31aslUck//8AXX8D8+dKqkBr16sGqVZA3r4yjmzfPKUVVymnWrIEDBySbZGr07g3XrsGsWU4pllJKKeUMyZrIW3mOr776ytVFUO5gxAhJTrJhA9x1l/P2W768BHHt20tr3rffyvg4pdzBjz9C9uzwyCOp20/z5pKZdfJkeOIJpxRNKaWUSi1tgVMqowoPh5UroWNH5wZvkQoVkqkHWrWCvn3hww81Y59yvZAQ+P13ePhh6QaZGl5e0gq3ZAkcO+aU4ik3duqUTB2h5zGllJvTAE6pjGrLFknE0Lx52h3Dzw/++ksyWw4eLC0ex4+n3fGUSsy8eTJBfWq7T0bq2TN6TJ3K2D75RP7fc+a4uiRKKZUgDeCUyqiWLZOf996btsfJmlUubj/5BBYuhCpV5Pdbt9L2uErF5ccfoWhRaRl2hrJlJRmKzgmXsVkbPZ73tdcgONi15VFKqQRoAKdURrVsmYxVK1487Y/l5QWDBsk8c61bw1tvQe3akrFSqfRy4YJchD/5JGRx4hDvPn3g4EFYscJ5+1TuZf9++R8/8ojMIfjZZ64ukVJKxctjA7giRWRuVmc9kpKYL1euXLf9PWXKFF566aWovydOnEiVKlWoUqUKDRs2ZOXKlVHPlSlThgsXLkT9HRAQwEMPPQTA2bNneeihh6hVqxbVqlWjffv2ABw5coTs2bPflknyx4huPAntD2D27NnUrFmTqlWrUqNGDWbPnh31XO/evZkxY8ZtryXyWHXq1KFq1ao0bNiQKVOmJP6mKPfkcMjFZlp2n4xL6dKSsW/uXLmD3bKlXEyfPp2+5VCZ09SpEBbmvO6Tkbp0ke7Cek7MuObPl5+jR8v/+8MPtTu4UspteWwWyrNn3Wt/c+fOZcKECaxcuZICBQqwadMmOnfuzLp16yiSSHQ4ZMgQHnjgAV555RUAtm3bFvVc+fLl2bJlS7LKsnXrVgYOHMjixYspW7Yshw8f5oEHHqBcuXLUrFkz3u3Kly/P5s2bATh06BBdunTBWksfzS7oeXbskHFA6R3ARXrwQZli4OOP5TF3rmTEfOEF57aMKBXTjz9Ky2+NGs7db86c8OijEiB+8QXEupmnMoD586FaNck6+tln8vegQfDbb64umVJK3cFjW+DczSeffMKoUaMoUKAAAHXr1qVXr15JSud/+vRpSpQoEfV3QkFWUowePZp33nmHsmXLAlC2bFnefvttRo0aleR9lCtXjjFjxvDFF1/Eu87QoUPp1asXzZo1o3Tp0vzxxx8MGjSIGjVq0LZtW0JDQwHYuHEjzZs3p169erRp04bTEa0x3377LQ0aNKBWrVo88sgj3LhxA5AWwpdffpkmTZpQrly521oPVRJFjn9zVQAHksZ92DAJJu++G155BRo0kLnplHK2PXtg/Xro0SNt9t+nD1y/DrF6L6gMIChIzpkRvV8oUwbefFMC9uXL0+aYt27pmEqlVIppAJcMN2/evK0745AhQ6Ke27lzJ/Xq1btt/fr167Nz585E9/viiy/y9NNP07JlS0aOHMmpU6einjt48OBtx1wRYwxGy5Yto5Y/88wzTilLTHXr1mXPnj0JrnPw4EH+/fdf5syZw1NPPUXLli3Zvn072bNnZ968eYSGhjJgwABmzJjBxo0b6du3L4MHDwagS5curF+/nq1bt1K1alUmTZoUtd/Tp0+zcuVK5s6dy/vvv5+scivkYqR0aXm4WsWKsGCBXPheuABNmsAzz8jvSjnLTz/JWMy0mq+tSROpy9qNMuNZskQCqsgADqT1rVQpGDBAuuU60+nTUKkSdO7s/H0rpTIF7cuUDNmzZ7+tO+OUKVPYsGFDkrY1xsS7rE2bNhw6dIiFCxeyYMEC6tSpw44dO4CEu1AuXbo0qsUvICCA0aNHJ+PVJM4m4e5gu3bt8PHxoUaNGoSHh9O2bVsAatSowZEjR9i7dy87duzggQceACA8PJyiRYsCsGPHDt59912uXLlCUFAQbdq0idpv586d8fLyolq1apw/f96pryvDs1buGrdr5+qSRDNGkgO0aQPDh8PYsTJW7qOPJJjz0ntJKsLRo9KnvWBBeeTMKfUnIQ6HBHBt2iRtQHNKGCNzwg0eDIcOQblyaXMclf7mz5cxjk2bRi/LkUO6UnbrBhMnSvdvZwgOljkKT52Suj5wIIwb55x9K6UyDQ3gnKRatWps3LiR++67L2rZxo0bqV69OgD+/v5cvnw5KuC6dOlS1O8A+fPn54knnuCJJ57goYceYvny5Xe0oiW3LLVq1YqzLEm1efNmqlatmuA6vr6+AHh5eeHj4xMVlHp5eREWFoa1lurVq7M6jm5zvXv3Zvbs2dSqVYspU6YQECNjYeR+IWmBpIph9244fz7tpw9IiVy54NNPoVcvePFFeO45+PNPeejYOBUYCPXqwcWL0cuyZZNJ4yMDurgeZ85IwolPP03b8vXsCe+9Jxf0H3+ctsdS6cNaCeBat5YpUWJ65BFJxPTuu9C9O/j7p/5Y/fvD2rUwc6Ykmho3DipXhuefT92+lVLJYy2MGiVd48uWlZtyZctCsWLg7e3q0okEEinpFZOTDBo0iDfffJOFCxfi7+/Pli1bmDJlCmvXrgWgRYsW/PTTTwwfPpzw8HB+/vlnOnfuDMC///5L48aNyZEjB4GBgRw8eJBSpUqluCwDBw6kW7du3HfffZQpU4YjR47w4Ycf3pF5MiFHjhxh4MCBDBgwIMXlAKhcuTLnz59n9erV3H333YSGhrJv3z6qV69OYGAgRYsWJTQ0lF9++YXi6ZHuPjOIHLPhyvFvialeHZYulYQQr74q3ZXGjHF1qZSrjR8vwdv48XIxff589OPcOfkZeYMiYsxslDx5oFOntC1fiRLQtauU7513IHfutD1eRuNwSPBy86b8HtcjPPzOZcZIj4I8eZxfpu3b4cQJGa8bmzFyjqpdWwL3r79O3bHGjoUffoChQyXTZadOMn3BgAFQoQJE9FRRSqWDXbtkrGtsPj4yDrZs2dsDu8jf8+VLvFdIam3dKsHl1KnxruKxAVzhws7NRFm4cOq279ixIydPnqRJkyYYY/Dz8+Pnn3+O6i743nvv8fzzz1OrVi2stbRt25annnoKkNaxl156iSxZsuBwOHjmmWdo0KABR44ciRoDF6lv3768/PLLCZaldu3afPLJJ3To0IHQ0FB8fHz49NNPb9vPc889x6uvvgpAyZIl+e233zh48CB16tQhODgYPz8/Xn75ZXr37p2q9yVr1qzMmDGDl19+matXrxIWFsarr75K9erVGTFiBI0aNaJgwYI0atSIwMDAVB1LRVi2TO4glS/v6pIkzBhJbHLwoFzY1KolLXMqcwoOli5r998vLbOJuXHj9uCuRAlJnJPW3ngDpk2Db7+F119P++NlJD/9JN1QU+K119LmJk/k9AHxdTm/6y7pLfDll9CvnwRzKfH331J3HnlEgkGQu/y//SZdN7t1kwRPifR6UUo5ydy58vPwYRmLeuiQ/H74cPTvGzbApUu3b5c7NzRsKD0yunSRbv7OYK3c2P70Uzlf5MoFL78s10dxMO7YPa1+/fo29tiy3bt3J9qdT2VMgYGB+Pn53bZM60M8rJWJu1u0gF9/dXVpkiY0FNq2hZUrpfWwUSNXl+g2AQEBtGjRwtXFyPi++UbGGS1dKvXXnd13H+zbJ1/ysbvdOVGGq3uNG8OVK9IF1csr/oe39+1/DxwoLXcnT8rdcWdq1kxuBmzcGP86ly9L0pGqVeUGWXLvvu/bJ+e1UqXgv//unIbi6FG5IMyVS15njOEVrpTh6p/yGOlS95Ly2Qe4du32oO7gQUnMdviwfGa7dpWbz/fem7Lx/OHh8McfErht2CAtSq+8It2t8+XDGLPRWls/9mYe2wKnlIrDgQOS4cydu0/G5uMjLRoNGsjg/g0bpAVRZR6hofDJJzLdhCfU3UGDpMVm6lTnTxqeUW3dKsHJmDHJH5/br5/cLV+wADp2dF6ZLl+GVaukO2xC8uWTib379YPff4fHHkv6Ma5elTJnySJjfeOaQ7B0aXmuRQu5o794McQYB66UcrKLF+Wz/+67ia+bO7f0EIqRVwKHQ246//ADTJ8u2YnLlJHvg549k9YD6sYN2e6zzyQ4rFhRbm716CFjvxOhqd9UoiZPnnzbVAa1a9fmxRdfdHWxVFwi539zxwQmCfH3lwuYa9ckiAsOdnWJVHr67TdphXjnnbQfW+AMbdrIZOGffqpzeSXVxIkSlKSkm3TbtpLI5ocfnFumRYvkQizm9AHx6dsX6taV1sDr15O2//Bwmdbi4EGZRqVMmfjXbdxYLuZWrJAuxFqvlEo7CxfKZ/+hh1K2vZeXXGdNmiRJtH7+WQKwESNkPGuzZvDdd3IDJ7aLFyUbd+nS0j27YEFpgdu9G559NknBG2gAp5KgT58+bNmy5bZHUiYoVy6wbJlc6FSp4uqSJF+NGjJGZt06udOtFzCZg8Mh00nUrAkPPujq0iSNMdIKt3OntAqphF2/Lhc43bpB/vzJ397HB558Ev766/YMpak1b57cPGrYMPF1vb3h//5PunF++GHS9j94sIyx++KLpLUsP/aYJDj54QdpkVZKpY25c6WrYgqzvd8mRw45Py1aBMeOyffZhQsSjBUpIjdx/v5bWtleeUW6Ur//vty0Wb5cxr4+/HCyM196VADnjuP1VPrTepCA5cvlrpAntGLE5eGH5QLmp5/iHbirMphZs2DPHs9pfYvUvTuULJn2UxdkBL//Lq3r/fqlfB+9e0tX299+c06ZHA4Jvtu2TfqFU5Mm0r1p9GhpVUvIL79IENa/f/KmCBgyBB5/HN5+W+7KK6WcKzRUWuAefND5c9CWKAFvvSUZLtesgT595Fht20q3ym++gUcfhR075IZUs2Yp/t7zmAAuW7ZsXLx4US/eMzlrLRcvXiRbEpuYM5UjR+TujyeMIUrIe+/JOJA33pA7WirjslZaMypWlIHgnsTHB/73P2n1jpguRsVjwgRJAHLPPSnfR82akgFyyhTnlGnDBrlLnpTukzF9/LEkrvnf/xLe9zPPyM20zz9P3v6Nge+/l7vzTz2VeIIFpRISGipZevfulYBiwQJJcPb773dmV8wsVq2SZEop7T6ZFMZI4qKvv5a8BNOny3fdoUMwebJMpZRKiSYxMcaUBH4ECgMWmGit/TzWOgb4HGgP3AB6W2s3RTzXC4gcJfiBtTZFndhLlCjBiRMnOH/+fEo2Vx4sODj4toAtW7ZslChRwoUlclOR4988PYDz8pIuRE2aSCvHunVyga8ynkWLYNMmGUfgLhOnJsczz8hYhlGjZIyTutOWLfIZHjs29S2svXvLvJE7dkh6/9SYN0/ONW3aJG+7YsXkJtObb0bfWY/p9Gno3Fm6Z82YkbIspdmywezZ0rWzY0d5/3SeVBWXf/6RbrqXL8f9SGi8ZpYsklG3a1epswULpluxXWruXPlc3n9/+hzP1zdNblAmJQtlGPC6tXaTMcYP2GiMWWyt3RVjnXZAxYhHI+AboJExJj/wPlAfCf42GmPmWGsvJ7egPj4+lC1bNrmbqQwgICCAOnXquLoY7m/ZMhlf4oQ7Oy6XK5ckNWnQQCa7XbNGJ03OiEaOlC4nEXNiepxcuaR73EcfyYTMeqPhTpHJS5yRrfOJJySJyA8/SNCcGvPnSyuXv3/yt33lFUlQ8OqrsG1bdJAWHCy9ByKzW6bmgrhwYbnQbNIEOnSQ5CbOmm/Knfz2m/wvM+rrS0vTpkl3W19fqcf58skjcrLphB5Xrkj39ZkzpWtz//7SYty1qwxlyMiZoOfOlYyvsaan8jSJdqG01p6ObE2z1gYCu4HYt4I6AT9asQbIa4wpCrQBFltrL0UEbYuBWLerlFJOsWyZ9Kd2dp9uVylbVrod7NsnA4QdDleXSDnTihXyeOONNJ1LLc0NGCDl/+wzV5fE/UQmL3n00ZQlL4mtYEEZt/LzzzLxbkqdPSvdHJPbfTKSr690jdy7VxKbgHQHfv55udn044+3pxxPqRo1ZKqKrVvlJkdGOwcGBkoQvHmzdCtTSTdjhtzQaNJEukgePy43E5Ytk9bbyZNlyo733oOXXpLv0PbtZaqWKlXk5sUnn8iNp82bZQzymTOybokS0t157FgZlpGRHDggY67TsvtkOknWlZ4xpgxQB4jd4b84cDzG3ycilsW3XCnlTCdOSN9qT+8+GVvLljBunNwxe+89V5dGOdNHH8kF+TPPuLokqVOkiKTGnzJFAgMVbepUuUhPTfKS2Hr1kgvNxYtTvo/IzKGpyXrarp1cBA4bJt0mP/9c6sCQIfDIIynfb2wPPigX4rNnJz5fnaf59FMJPsqUkWAhPNzVJfIMs2ZJy1ujRtKSHNfcgklljIwtHTFC0tjv3Cl1OjBQxnmWLi1deT/5RIIfTzdvnvz0lIzHCUjyRN7GmFzATOBVa+01ZxfEGNMP6AdQuHBhAgICnH0I5aGCgoK0PiSi0D//UA3YkDMnQRntvapenUoPPkixDz9kp7c35++7L10Pr/XP+XLt20f9BQs49MwzHFu3ztXFSbXs99xDw2+/5egbb3Ckb1+n7dfT617d0aPxLl2a9aGh4KTXYXLloknu3Fz+9FN2Zc+eon1UmzKFPP7+rL58OVXlyv7YYzT4+28C77+f3Hv2cKFZM3Y2b+601xqlZk0qduxI8U8+YY+1nGnXzrn7j0da1j/f8+dpOGoUF+67jwv33kv1oUPZ8eGHXGjWLE2Ol1H4//cf1d9/n8DKldn2zjuEp0WSm2bNoFkzsp88SYHlyym4bBm533oL3nqLIz17cqR37zTPGJxWda/mTz/hW7o0648d8/zWRWttog/AB/gb+F88z08AHo/x916gKPA4MCG+9eJ71KtXzyoVaenSpa4ugvvr18/a3LmtDQtzdUnSRnCwtU2aWJs9u7WbNqXrobX+pYGuXa3Nk8faK1dcXRLn6dLF2nz5rA0MdNouPbrubdpkLVg7bpzz9z1ggLW+vtZeupT8bW/dkrr39NPOKctbb8nrrFHDqf/7O9y6Ze3998vr3rkz7Y4TQ5rWv169rM2a1drDh+V7q2xZa5s2TbvjZQR//WWtj4+1DRum/7nzyBH5n4G1fftKfUxDaVL3rl6V92/QIOfvOw0BG2wcsVKiXSgjMkxOAnZba8fEs9ocoKcRjYGr1trTEUFfa2NMPmNMPqB1xDKllDMtWyZ91j0xk19S+PrKnEj+/pLU5Nw5V5dIpdSePTJw/qWXIE8eV5fGeQYNkuQVkya5uiTuYeJEyabojOQlsfXqBSEhkgo9uVavhqtXUz7+LbbBg+Hdd2VOp9R0ZUuMj4+M/fPzk/c0NDTtjpXWNm+WcYKvvCLdJ729ZSzcf//plBzxmT9fuubWqiWTQqf3ubN0aRlX9957Ms1F584JZ7h0R4sXy+cmA4x/g6SNgWsK9ADuM8ZsiXi0N8b0N8b0j1hnPnAIOAB8C7wAYK29BIwA1kc8hkcsU0o5y5kzMpg+o41/i61wYRkHcv68ZMrKaAP6M4uPP5YL+1decXVJnKtRI8niNmaMZ19cO0NQkExk/eijkvHO2erWlWkEfkjBrETz5kkw5KwU4rlyyfih0qWds7+EFC4sEwFv3ChzSnkiayWTaP78t4/p69sX8ubVZEBx+ftvyW56110y9UrevK4phzEybcqECTKFRsuWnnUzde5cOR/dfberS+IUSclCudJaa6y1Na21tSMe862146214yPWsdbaF6215a21Nay1G2Js/721tkLEQ9MMKeVsK1bIz4wewAHUqwdffSWvefp0V5dGJdeRI9KK0K9fxpxz6I03ZFzFtGmuLolrpUXykpiMkVa4NWvk5lVyzJ8vY3w8dVqSrl0l++AHH3jmJN8LFsC//8L7798eiOTKBc89J63zhw+7rHhuZ/Fi6XVStar8nhY3RJKrXz9JpLJjh2TB9ITkJg6H3Lxp107mv8sAMki+caUysWXLZP6cunVdXZL00auXzHU3dKhmLfM0o0fLNBcDB7q6JGmjfXuoVk2y68m478xpwgT5jDZpknbHePJJ6XqXnFa4Y8fkotNZ3Sdd5csvoVAh6UoZHOzq0iRdWJh89itWlGAttgED5Pzw+efpXzZ3tGSJTOReubJM2O2MqTicpWNHKd+VK/I5X7/e1SVK2Pr10nsng3SfBA3glPJ8y5ZB06bSLSgz8PaW4G3PHrnTrzzDmTMy+XGvXjLPUEbk5SWtcNu2SVen9ORwSKt0x47SzenQofQ9fqRNm2SOtX790jZTXdGi0KaNjKVK6o2c+fPlp6enEM+XT8Za7trlWdOrTJokqeo/+STuuR+LF5f0+JMmSWCQmS1dKhO4V6ggwVtKJpxPa3ffLeMWc+aUibEjP1/uaO5cuXZo08bVJXEaDeCU8mQXLsgd5XvvdXVJ0leXLlCzpsxXk5oJfTMbh0Pumm7enP7HHjtWxoa9+Wb6Hzs9PfEEFCsGo0alz/EiA7eaNWXM2fr10j2tfHlJbDR+PFxKx6HnkclLevRI+2P17g0nT0qXvKSYPx/KlpUWDU/Xtq0EyZ99BitXuro0iQsMlDnymjWTBBjxef11GUM5cWK6Fc3tLFsmLUVly8r52p27m1euLImBKleWm0fff+/qEsVt7ly50e1OrZippAGcUp4sM41/i8nLS4K3/fslWYJK2OXLEkBVqSLJG5o2Td+LvkuX4OuvoXt3uaOckWXNCq+9JhdeaTlGyeGQsXaRgVt4OPz6K5w4AUePykTply/D889La1WXLjJuJSQk7coUmbyke/f0GavToYOMo5oyJfF1g4Plf9K+fZrPYZVuRo+WLI69esl7784++UQSXowenfD7X6sWtGoFX3wBt26lX/ncxYoV0kJcurTcmChUyNUlSlyRIhJ0tmoFTz8tSX3cqQv5iROwZUuG6j4JGsAp5dmWL5e73Q0auLok6a9TJ6hTR7qLZfasf/HZuFG+UIsXh//9T+7kTpoEJUvKRcKmTelTji+/lAvMt95Kn+O5Wr9+kiQjLVrhYgZu3bvL37/9Ji3xjz8u3YRKlZL3escOqQMvvACrVkkQV7Qo9O8vXZ+cfZH122/yf06r5CWxZcsmr3nWLJkaICHLlsGNG57ffTImPz8ZA3j4sHTddVcnTkhL4eOPQ8OGia//+uvSsprZkgH995/cYChRQoK3woVdXaKk8/OTqTR69JCW1v793ad3zLx58lMDOKWU21i2TPqh+/q6uiTpLzKl8aFDMg5GieBgeT8aNYL69WWcYI8e0m3yv/8kXfc//0jLRevWMo4mLQUFSVKCDh0k6MgMcueWlq/p0503Fi2+wG37dnjssbjngDRGkhuNHSsX0QsWSBa2H3+U7pXly8vF1v79zinjxImS6jw903T36gU3byaelXb+fAn4WrRIl2Klm2bN5ObM+PGSbt4dvfuu3CxI6tQHbdtKMqDPPnPeTYZbtySA7N5dutO5202/7dvls1m0qARvRYq4ukTJlzWr3FB4+205F3TpIjdNXG3uXOmOWqWKq0viVBrAKeWprlyRbgGZrftkTA8+KK2PI0Zkzu42MR06JJNJlyghF7XXrkk3pFOnJCtg7drR65YsKd3JfHzggQfSNm33hAnShTLmnE+ZwcsvS7rqMWNSt5/IwK1GjaQHbnHJkkUujH/5Bc6elQut8uUlHX2lSpLVMTUXW+mVvCS2hg3lwiyxbJTz58N990H27OlTrvT0wQeSZv7pp6XbrDuJPWl3UhgjQemWLZLMwxlefVVuZi1eLDeTiheXz+iGDa7v7nfmjLQO5col5+VixVxbntQwRgL1L7+UwOm++2SsvqvcuCE3LB96KON0nY6gAZxSnmrlSvniycwBXGQr3NGjMDkTTjMZHi7dQ9q3l7FlY8ZIC8OSJdKyNmAA5MkT97YVKkimxJs3ZezCyZPOL19wsNxFv+8+aNzY+ft3Z8WKwVNPyaD+8+eTv/2tWxT899/owM3alAVucfHzkxT0ixfD8eMweLDs+557JNV+SkyYIMFReiQviSlyTriVK+Ofj2rfPnkuI3WfjClbNgmSzpyRoMRdxJy0++23k7ftk0/K+C9nTOz97bcyAfobb8jNizlz5Dw5caLcAKxWTcaMprTup8bNmzIc4MIF6YJYsmT6lyEtvPiizOm3daskdnJVkLx0qXwPZbDukwBYa93uUa9ePatUpKVLl7q6CO5p4EBrs2a19sYNV5fEtRwOa+++29oSJawNDnb67t22/p0/b221ataCtUWLWvv++9aeOJH8/axda22uXNZWrSr7dKbx46V8//zj3P16il275PW//37C64WHy7pTplj74ovWNmggn22Q/8tvv1kbFpa2ZZ0719rcua0tVMjaFSuSt+21a1KHevdOm7Il5sQJa728rH3vvbifHztW3stDh9K1WOnu/ffldc6c6ZTdpfrcN3eulOeLL1K2/fDhsv2uXSkvw3//WevjY23r1nd+hi5ftnbiRGvvuUeOY4y1LVta+/331l69mvJjJlV4uLXduslxZ81K++O5whdfyHv7xx/J2sxp37v9+1ubM2eaXBukF2CDjSNWcnmwFtdDAzgVk9teQLtagwbyxaOsXbxYTmdffun0Xbtl/XM4rH3oIbnI/+UXa2/dSt3+li61Nls2a+vVs/bKFacU0V6+bG3ZstY2aiTlzaw6drTW39/a69flb4fD2qNHrZ0xw9pBg+SC0c9P6i9IINS8ubVvvGG3jRyZ9oFbTLt2WVuhglzwfvtt0rebMEHKvmpV2pUtMa1bW1u6tFwUx/bAAxIIZ3S3bllbt661BQtae/ZsqneXqnNfaKi85xUrpvz8dP68tdmzW/vMMynb/sQJa4sUsbZ8eWsvXkx43UOHJGCsUEHqcvbs1j7+uLXz58trSQvvvCPHGj06bfbvDkJDra1RQz6bkefAJHDK967DITd2H3449ftyIQ3glMdyywtoV7t2zVpvb2sHD3Z1SdyDw2Fts2bWFivm9BbJZNe/8+flAj0tjRsnp+/PP3fePufOtTZLFrkpkIwv2jvcvGntqFHW5ssnd5YXLHBeGT3RypXyv3rkEQm6CxeODtZ8fKytX9/aF16wdvJka3fuvC1gc8m579IlCYbA2pdeStrFd716cpHmykD9l1+kzP/+e/vywEC50TFwoGvKld527LDW19fazp1T/f9IVf375hv5f6S2Zal/f3k9Z84kb7ubN61t2FBaX7ZvT/p2Doe1q1db+/zz1ubPL6+hQgVrt25N3vETM3my7PvZZzP+Da5ly+S1DhmS5E2ccu7bskWOO2lS6vflQhrAKY+lAVwcFi6Uj++iRa4uiftYulTek3HjnLzbpYmv5HBYGxAgd2yzZpWLhk2bnFqOKBs2yIV/hw7O/+L//XfpitamTfK7nISFSdejkiXl/9CmTdq9B56mRQsJZqtWtbZXL2kpXrcu0ffYZee+0FBr//c/+T+2bGnthQvxr7thQ5q1fifL9evSBbRXr9uXz54dd2CXkY0aJa/5xx9TtZsU17+rV6UrbrNmqT9H7d0rn51kXPxbh8Pavn1tqruThoRIS3nRotbmyCFdmZ0hIEDO4a1apb73hKd44gkJxA8eTNLqTjn3ffCB1IHTp1O/LxfSAE55LA3g4vD229JaEhTk6pK4l5YtpYUjNS1IsSRY/y5dkoCxShU5nebNa+2AARLEFCtm7fHjTiuHtVZaXitUsLZ48YQvqlPju++iW4yS0nXI4ZCL5MjxeA0bZq6L5aQIDpb/XTK5/Nz3ww9yQ6Js2fhbMfr1k+5mly+na9Hi9MwzcvMkMDB6Wb9+0kU1JMR15UpvYWHSkp4nj7XHjiV9uytXZLzqyJHWdutmjz7+uHyWk/veDR4s54J165K3XXw6drS2QIGk96748ks5fnxjIpPr1ClrmzaVfb7+euq6VO7dK70TqlRxj89Mejl5UrqHd+yYpNWdcu5r3FiGmng4DeCUx3L5RYw7atJExhap2y1fbp09puCO+udwWLtmjSRsyJZNjte4sXSJiQwct22Ti8aaNVN04R4nh8PaJ5+UFrLly52zz/hEJn3o1SvuMUWRVqyQugjWVqokd6szenegdOQW577Vq2UcUa5cEqjHFJm8pE8f15QttsjuqlOmyN+RY2C6dHFtuVzhwAEJZh94IO7PZEiItJ5+9ZV8ziNvQkU+ypSx4d7e8nvOnNL99//+TwKQhD7jx4/LefGJJ5z3WgICpBzjxydt3SxZpLwJnbuSKyREEgyBtffdl7KETxcvypjAAgWS3BKVoXzyibx/8+Ylumqqz31nz0rL7bBhqduPG9AATnkst7iIcaZ166zt0cPa9etTtv3169L9YtAg55Yro3jgARnEH/MufCpE1b9r12RcR61aNirZRP/+1m7eHPeGf/8t4xTbtnXOIPjIMRPDh6d+X0kxbJgcb8CAOy/Ytm2TC6TIDJgTJqTdQP9MzG3OfSdOyJ1ssHbEiOj6EJlldPVq15YvksMhLdQtWsjfW7fajDAGJsUix6F99ZUEdL/+au0rr0jWXl/f6GCtUCHpkj1ihHTLv3TJWmvt8nnzrP3zTxmjGZncIyK4s889J5kFYyc96tlT9n34sPNeh8Mh4ywrVUo4KDt6VIKjypWdl4wptsmT5fWVKiUBcFKFhEhyoqxZ5UZDZhQSIv/DChXSvvv4lClSVzduTN1+3IAGcMpjuc1FTGpduCBfesbYqCxXKemfv2RJku9iZUqrVsn78/HHTtnd+okT5f+WK5fst3ZtuXBNSsvaxImyTf/+qWuZ2r1bxmC0aJF+WQkdjuhxUJHJco4ckQs0Y6R71kcfObW7qrqdW537btyw9qmnpD506ybdt+vWlVZmd2p1HTFCynj4sNRPkO5bmZHDEZ2QJvKRPbt0r3z9dRnzeuRIvP+/O+rfwYPWfv21tZ06RWdO9faW7oXDh0siGWPS5ubir7/K8ebMifv569etrVNHxkHu2eP848e0fr10k/f1jW7tTYjDIa2cIO9RZvb33/I+fPhhgqul+tzXtasMY3Cnc1MKaQCnPJZbXcSkRHi4pOT295cvu9des3bfPul2FxloJOckM2SIdKNLj3lqPFW7dpJBLDXv0fbt1t57b/RFT58+Mmdacr8QBg2yqerWefOmXCQXKJD+F6IOh4wrAmvbt5e7x76+1r7xRuJpuVWqud25z+Gw9tNP5SI9skXmq69cXarbHTki5Ro2TJJo1Knj6hK51qlT8p0zYYL0FkhGS3mC9e/WLenKPXiwZFKNvDHp7582rV+3bknQ1Lz5nc85HNJl0xjJppsezp2TMdcgXSsTGif44Yey3tCh6VM2d/fww3JDMoHxmak694WEyA2GZ59N+T7ciAZwymO53UVMcmzYIGPVQC4mtm2Lfu7GDWu7d5fn+vZN+kDx5s2lO4mK37p18r5+8EHyt71xIzpJTIECdv+LL0Z1KUqR8HC5G2hMylpcI8dduKrFNSxMsmt6eVn79NPOT8yi4uW2575586SlI0eOtOuqlhr33Sdj37y9rX33XVeXxmMlq/6dP2/t1KlykyutjB4t58LYXRcjl6fkfJ8aoaHSkgnSqhlXtsPp0+X5J57IEK1BTnH4sIyTfPTReFdJ1bnvn3/kPf/zz5Tvw41oAKc8lttexCTk4kWZR8YYyYr4009xn7zDwyVTFkj3uMRaNW7elBaQ115Lm3JnJB06SFbI5FxgLl4sk76CJCk5f9459e/GDWlxzZ49eRc4f/xhozKfuZLDkbJB+ypV3Prcd+SI+44v+eEHG9Vl0JWTi3s4t6t/V65Iy8rjj0cvW7RIbi498ojrAqRff5Vze7Fit9e3tWslUGnSRL67VbTIMdZLlsT5dKrq3quvynVSBsnSHV8A54VSynkcDvj+e6hcGSZMgJdfhr174amnwJg71/fyguHD4ccfYdUquPtu2L8//v2vWwchIdC8edq9hoxi2DC4cgXGjUt83fPnoUcPeOAB+Z/8+y9MngwFCjinLNmzw59/QpEi0KEDHDmS+DZHj0LfvlC/Pnz4oXPKkVLGOO+9UBlD6dJQt66rSxG3Rx6BXLnA3x8aNnR1aZSz5MkDzz4L06bBsWNw8CB07w7VqsGUKXF/x6aHxx+HNWsgWzb5bp44Uc7fHTtC0aIwe7Y8p6K98QaULQsDBkBoqPP2ay389Rfcdx/kzOm8/bohDeCUcpbNm6FpU3j6aQngNm2S4CFPnsS37dEDliyBixehcWNYvjzu9ZYvly+pZs2cWvQMqU4d6NIFxoyBS5fiXsdaCdSqVIHff4f33oNt26BlS+eXp1AhmDcPbt2C9u0luIxPWBg88QSEh8PUqZA1q/PLo1RGlTMnfPSR3MTx9nZ1aZQzvfKK/PzwQ+jcWX6fPVsCdleqWRPWr5fA4bnn5PsnOFjO+QULurZs7ih7drk+2rULvvzSefvdt08C+4cect4+3ZQGcEql1pUr8NJL0lJy6BD88AOsWAG1aiVvP/fcA2vXyoX+/ffLfmJbtgxq1ID8+Z1S9Axv6FC4dk2CuNj27ZMv27595Q7uli3SGpqWd0qrVoVZs+DAAWkluHUr7vXef19aZCdOhPLl0648SmVUL70EL77o6lIoZytVCrp1kx4uu3bJDS53OUfmzy8B2+DB0htnxgw556u4degA7drJ992ZM87Z59y58vPBB52zPzemAZxSkZ59Vu7i5csnQVSxYtJNqHx5aaGpUUPuqjVsCE2aSFeJ+++HSpXgm2/kYmHvXujZM+VdOcqXlwv3Zs2gd2949135IgDpZrBqlXafTI4aNeDRR+Hzz+HCBVkWEiKBWo0aErRNnCiBcbVq6VOmFi3g22+lm2b//tIKGNM//0jrwTPPwGOPpU+ZlFLKUwwaJC04o0ZB69auLs3tvL3hgw+k18f997u6NO7NGPluDgmBN990zj7nzpXv9tKlnbM/N5YlsRWMMd8DDwHnrLV3xfH8G8CTMfZXFShorb1kjDkCBALhQJi1tr6zCq6UUx08CJMmQatWciEfGiqPsLA7f4+5LDhYxq0NGwa1azunLPnywcKF8MILMHKktBT98IMEGzduwL33Ouc4mcX778P06TB6tNyVe+452L1bgqOxY2VcWnrr1Utaa4cPhwoV4J13ZPnZs9KdtkoV+WJTSil1uzp15IZcjhyuLkn8vLR9JEkqVoTXX5eblv36yTCUlLpyRXo/DRrktOK5s0QDOGAK8CXwY1xPWmtHAaMAjDEdgNestTEHnLS01l5IZTmVSltffil3zn74QVreXM3HR1qGKleWk9HRo9LqBxrAJVe1ajLIfMwY+OQTuTM3f7503XCloUPlxsHgwTKYu3t3CeyuXIFFi9z74kQppVxJz48Zx+DB8NNP0u15w4aUj1v9+28ZN54Jxr9BErpQWmuXA/FkALjD48BvqSqRUunt2jVpfXv0UfcI3iIZAwMHwh9/wI4dMuC3alXp3qmSZ+hQyQY2cCDs3On64A3k/ztpUnR32b595Qto3DjpAqKUUkpldDlzwmefRQ9pSKm5cyXzbKNGTiuaOzM29viLuFYypgwwN64ulDHWyQGcACpEtsAZYw4DlwELTLDWxvufMcb0A/oBFC5cuN7UqVOT8TJURhYUFESuNMwwVXzmTCp++SUbv/6aQDcdcJxr3z7uGjKEM61bc6RvX1cXJ1NJ6/qX5epV6r70EjlOnOBc8+bsev9916XDVm4lreueUgnR+qfSjbXUev11ch04wLqffuKyt3fy6l54OE27dOFio0bsiRySkEG0bNlyY1xD0JwZwHUHnrLWdoixrLi19qQxphCwGBgQ0aKXoPr169sNGzYkWi6VOQQEBNCiRYu02bnDIUlIChWSBCHuLPKzqhf36SpN61+kQ4ckEc7gwZA3b9oeS3mMdKl7SsVD659KVzt3Svbup58m4PHH4697DgecOCH5ASIf27dLYrDff5feVBmIMSbOAC4pY+CS6jFidZ+01p6M+HnOGDMLaAgkGsAplW7mzZNxSCNHurokidPALeMqV04yqimllFKZUfXq8PLLMG4cfnXrytx6e/feHqjt2wf798PNm9Hb5cwpN+J79coU0wdEckoAZ4zJAzQHnoqxLCfgZa0NjPi9NTDcGcdTymk+/xxKlJAJn5VSSimllGu8/z78+it1XnxRptmJlCWL3OisVCl6+qbIR7FimfIGd1KmEfgNaAEUMMacAN4HfACsteMjVnsYWGStvR5j08LALCNvahbgV2vtQucVXalU2r4dliyR9LU+Pq4ujVJKKaVU5pUnD/zyC6e/+ILizZtHB2lly+p1WiyJBnDW2seTsM4UZLqBmMsOAbVSWjCl0twXX8hkoM8+6+qSKKWUUkqpVq3Y7+1NcR1/mSCdaVBlThcuwM8/y6TJ/v6uLo1SSimllFJJogGcypwmToTgYBkwq5RSSimllIfQAE5lPqGh8PXXMhC2enVXl0YppZRSSqkkc+Y0Akp5hpkz4eRJmDDB1SVRSimllFIqWbQFTmU+48ZBxYrQrp2rS6KUUkoppVSyaACnMpe1a+UxYAB4afVXSimllFKeRa9gVeby+eeQOzf07u3qkiillFJKKZVsGsCpzOPkSZg+HZ5+Gvz8XF0apZRSSimlkk0DOJV5fP01hIfDSy+5uiRKKaWUUkqliAZwKnO4eVOyTnbqBOXKubo0SimllFJKpYgGcCpz+OUXuHgRXnnF1SVRSimllFIqxTSAUxmftZK8pGZNaN7c1aVRSimllFIqxXQib5UyR4/Kz9KlXVuOpPj3X9ixA77/HoxxdWmUUkoppZRKMW2BU8kXGgoNG0KZMlClCrz6KixYADduuLpkcfv8cyhYEB5/3NUlUUoppZRSKlU0gFPJ988/cO4c9OsnQdyECdC+PeTPD23awJgxsGuXdF10tQMHYO5c6N8fsmVzdWmUUkoppZRKFQ3gVPJNnQp588IXX8DChXDpkvx84QU4fhxefx2qV4dSpeDZZ2HmTLhyxTVl/b//gyxZ4PnnXXN8pZRSSimlnEjHwKnkCQ6GWbOgWzfw9ZVl2bNLy1tk69uxY/D33/KYPh2++w68vaFxY6hXT36PHIsW82c8y0qfOQM+PrK9t3fSy3rtGkyeDI8+CkWLOuf1K6WUUkop5UIawKnkWbAAAgPhscfiXyey5e3ZZyEsDNaulRa6v/+WgCqya2XMnwksKxMaClOmQKFC0KGDzOV2//0SOCZk8mQp66uvpvjlKqWUUkop5U40gFPJM3WqJARp2TJp62fJAk2bymPEiBQdcuXcuTQLCoI//5QWvUmTIEcOaN1agrmHHoICBW7fKDxcung2aQL166fouEoppZRSSrkbDeBU0gUFwV9/QZ8+Epilk/BcuSRIe+wxuHULli2TYO7PP2H2bPDygnvukWCuUycoXx7mzYNDh+Cjj9KtnEoppZRSSqU1TWKiku6vv+DmzYS7T6a1rFnhgQfgyy9lrN2GDTB4sCRJef11qFAB7roLBg6EkiWhSxfXlVUppZRSSikn0wBOJd3UqVC8uHSHdAfGSFKU4cNh61ZpcRs3TsbKHTokQVw6thQqpZRSSimV1hIN4Iwx3xtjzhljdsTzfAtjzFVjzJaIx5AYz7U1xuw1xhwwxrzlzIKrdHb5siQw6d5duiy6o7Jl4ZVX4N9/ZVLxAQNcXSKllFJKKaWcKilX4lOAtomss8JaWzviMRzAGOMNfAW0A6oBjxtjqiWpVGFhSVpNpaNZsyA01LXdJ5Mja9bo6QiUUkoppZTKIBIN4Ky1y4FLKdh3Q+CAtfaQtfYWMBXolKQtr15NweFUmpo6VZKDaEZHpZRSSimlXMZZfeHuNsZsNcYsMMZUj1hWHDgeY50TEcsSpwGcezl3DpYskdY3bdVSSimllFLKZZyR4WETUNpaG2SMaQ/MBiomdyfGmH5AP4A6xrBsyRKst7cTiqdSq9js2VRyOFhfvjzXAwLS/fhBQUEEuOC4SoHWP+U6WveUK2n9U66idS9xqQ7grLXXYvw+3xjztTGmAHASKBlj1RIRy+Lbz0RgIkB9Y2xzX1+Z20u53pAhUL06Dfr0ccnhAwICaNGihUuOrZTWP+UqWveUK2n9U66idS9xqe5CaYwpYoz0qzPGNIzY50VgPVDRGFPWGJMVeAyYk+QdL1iQ2qIpZzhxAlas8JzkJUoppZRSSmVgSZlG4DdgNVDZGHPCGPO0Maa/MaZ/xCpdgR3GmK3AF8BjVoQBLwF/A7uBadbanUkqVa5cGsC5i2nT5Gf37q4th1JKKaWUUirxLpTW2scTef5L4Mt4npsPzE92qfLkgc2b4cwZKFIk2ZsrJ5o6VSbLrpjsYY1KKaWUUkopJ3PPGZlz55afCxe6thyZ3cGDsH69dp9USimllFLKTbhnAJcjBxQtCvOT33innOj33+Xno4+6thxKKaWUUkopwF0DOIB27WDxYggLc3VJMq+pU6FpUyhVytUlUUoppZRSSuHuAdyVK7BmjatLkjnt3Anbt2v3SaWUUkoppdyI+wZw998P3t6ajdJVpk4FLy/o1s3VJVFKKaWUUkpFcN8ALm9eaNJEAzhXsFYCuPvug8KFXV0apZRSSimlVAT3DeAA2reX6QROn3Z1STKXTZvgwAHtPqmUUkoppZSbce8Arl07+anTCaSvqVPBxwceftjVJVFKKaWUUkrF4N4BXM2aUKyYdqNMjpCQ1G3vcMj0AW3aQP78zimTUkoppZRSyincO4AzBtq21ekEkuq998DfH2bPTvk+Vq+G48e1+6RSSimllFJuyL0DONDpBJIqIABGjpTMkV26wNixkowkuaZOhWzZoGNHpxdRKaWUUkoplTruH8BFTicwf76rS+K+Ll+GHj2gQgU4eFACuP/9DwYMSF7LZVgYTJsGDz0Efn5pV16llFJKKaVUirh/AJc3LzRtquPg4mMt9O8PZ87AL79AwYIShA0cCF99BZ07Q1BQ0va1bBmcO6fdJ5VSSimllHJT7h/AgXSj3LJFpxOIy08/ScA2bBg0aCDLvLxg1Cj45hvJ4NmsGZw8mfi+pk6FXLlk+gallFJKKaWU2/GcAA50OoHYDh2CF1+UAO3NN+98vn9/mDtX5nRr1Ai2bo1/X7duwcyZ0mKXPXuaFVkppZRSSimVcp4RwOl0AncKC4OnnpLWtp9+knGCcWnbFlaulN/vuSf+sYSLFslYOu0+qZRSSimllNvyjAAucjqBRYt0OoFII0dKyv9vvoHSpRNet1YtWLsWKlaEDh1km9imToV8+eCBB9KmvEoppZRSSqlU84wADmRc1tWrErRkdmvWwIgR8OST8MQTSdumeHFYvlzexxdekCQnDoc8d+MG/PkndO0KWbOmXbmVUkoppZRSqeI5Adz990OWLNqNMjBQArcSJSTLZHLkyiWTfL/0Enz2mQRsN25It8qgIO0+qZRSSimllJvL4uoCJFmePNCkiQRwH37o6tK4zssvw5EjMnF3njzJ397bG/7v/2TOuNdegxYtIHduKFwYmjd3cmGVUkoppZRSzuQ5LXAQPZ3AqVOuLolrTJ8OU6bAO+9I5snUeOUVmDULdu6EJUvg0UfjT4SilFJKKaWUcgueF8BB5pxO4MQJeO45aNgQhgxxzj47dZLJu1u3lnFxSimllFJKKbeWaABnjPneGHPOGLMjnuefNMZsM8ZsN8asMsbUivHckYjlW4wxG1Jd2sw6nYDDAT17ylxtP/8MPj7O23f9+vD331ClivP2qZRSSimllEoTSWmBmwK0TeD5w0Bza20NYAQwMdbzLa21ta219VNWxBiMkVa4xYsz13QCn30GS5fC55/LVABKKaWUUkqpTCnRAM5auxy4lMDzq6y1lyP+XAOUcFLZ4tauXeaaTmDzZhg8GLp0gb59XV0apZRSSimllAs5ewzc00DM/o0WWGSM2WiM6eeUI2Sm6QRu3JB53goWhIkTpQVSKaWUUkoplWk5bRoBY0xLJIC7J8bie6y1J40xhYDFxpg9ES16cW3fD+gHULhwYQICAuI9Vu1q1cgybRobWrd2VvHdUsVx4yi+Zw9bR4/m8vbtri6OywQFBSVYH5RKS1r/lKto3VOupPVPuYrWvcQZa23iKxlTBphrrb0rnudrArOAdtbaffGsMxQIstaOTux49evXtxs2JJDz5JNP4K234ORJSWqSEf31F3TsCP/7n4yBy8QCAgJo0aKFq4uhMimtf8pVtO4pV9L6p1xF6140Y8zGuPKIpLoLpTGmFPAH0CNm8GaMyWmM8Yv8HWgNxJnJMtky+nQC06fLvGy1amXuScuVUkoppZRSt0nKNAK/AauBysaYE8aYp40x/Y0x/SNWGQL4A1/Hmi6gMLDSGLMVWAfMs9Y6J+KqUQOKF8944+CshY8+kuCtXj3Jtunr6+pSKaWUUkoppdxEomPgrLWPJ/L8M8AzcSw/BNS6cwsnMAbatoUZM2Q6gSxOG8rnOrduQb9+8MMPkrhk0iTIls3VpVJKKaWUUkq5EWdnoUw/GWk6gYsX4YEHJHgbNkwm69bgTSmllFJKKRWL5wZwkdMJzJ/v6pKkzr590LgxrFkDv/wCQ4bodAFKKaWUUkqpOHluAJcnDzRt6tnj4AICJHi7cgX+/Ve6TiqllFJKKaVUPDw3gAPpRrl1K5w65eqSJN/kydC6NRQpAmvXSjCqlFJKKaWUUgnw/AAOPGs6AYcD3nkH+vaF5s1h1SooV87VpVJKKaWUUkp5AM8O4DxtOoEbN6B7d5kqoF8/Gb+XN6+rS6WUUkoppZTyEJ4dwEVOJ7BoEYSGuro0CTtzBlq0gJkz4bPPYPx48PFxdamUUkoppZRSHsSzAziA9u3h2jX3nk5g+3Zo1Ah27oRZs+B//9NMk0oppZRSSqlk8/wALnI6gSFDZDyZta4u0e2WLJEEJWFhsGIFdOrk6hIppZRSSimlPJTnB3C5c8PHH8PmzRIo1asH338PN2+6umTw22+SaKV0ack0Wbeuq0uklFJKKaWU8mCeH8ABvP46nDwJ33wjY+GeflqSm7zxBhw65JoyjR0r87rdfbe0vJUo4ZpyKKWUUkoppTKMjBHAAeTKBf37w7ZtMkF2q1YSRFWoAA89JFMNOBxpXw6HAwYNknFuXbrA339rpkmllFJKKaWUU2ScAC6SMTK/2vTpcOQIvPsubNggXRkrV4Zx4+DKlbQ59q1b0KsXjBoFL7wA06ZBtmxpcyyllFJKKaVUppPxAriYSpSA4cPh2DH49VcoVAhee026Vz73nGSHdJbAQOjQAX7+GT74AL78Ery9nbd/pZRSSimlVKaXsQO4SFmzwuOPw3//waZN8vuPP0LNmjINQUBA6rJXnjsHLVtKxslJk2DwYJ0mQCmllFJKKeV0mSOAi6lOHfjuO0l6MnIkbNwowVejRjLJdnh48vZ38CA0aQK7dsHs2dC3b5oUWymllFJKKaUyXwAXKX9+eOcdGSc3fjxcvgxdu0KVKjBhQtKmIdi4UYK3y5fh338lWYpSSimllFJKpZHMG8BFyp5dxsPt2SOJT/LmlWyWZcpIC93ly3Fvt3gxtGghSUr++w8aN07HQiullFJKKaUyIw3gInl7SwvcunWwdKlMuv3uu1CypEwJcPx49Lq//CJj58qWhdWrpdVOKaWUUkoppdKYBnCxGSMtawsWwNat8PDD8MUXUK4c9OwJQ4bAU09B06awfDkUK+bqEiullFJKKaUyCQ3gElKzJvz0kyQqeekl+OMPGDFCWuoWLtQJupVSSimllFLpSgO4pChdGsaOlfnk5syBqVN1gm6llFJKKaVUusvi6gJ4lPz5ZbJupZRSSimllHKBJLXAGWO+N8acM8bsiOd5Y4z5whhzwBizzRhTN8ZzvYwx+yMevZxVcKWUUkoppZTKbJLahXIK0DaB59sBFSMe/YBvAIwx+YH3gUZAQ+B9Y0y+lBZWKaWUUkoppTKzJAVw1trlwKUEVukE/GjFGiCvMaYo0AZYbK29ZK29DCwm4UBQKaWUUkoppVQ8nJXEpDgQY6I0TkQsi2+5UkoppZRSSqlkcpskJsaYfkj3SwoXLkxAQIBrC6TcRlBQkNYH5TJa/5SraN1TrqT1T7mK1r3EOSuAOwmUjPF3iYhlJ4EWsZYHxLUDa+1EYCJA/fr1bYsWLeJaTWVCAQEBaH1QrqL1T7mK1j3lSlr/lKto3Uucs7pQzgF6RmSjbAxctdaeBv4GWhtj8kUkL2kdsUwppZRSSimlVDIlqQXOGPMb0pJWwBhzAsks6QNgrR0PzAfaAweAG0CfiOcuGWNGAOsjdjXcWptQMhSllFJKKaWUUvFIUgBnrX08kect8GI8z30PfJ/8oimllFJKKaWUislZXSiVUkoppZRSSqUxDeCUUkoppZRSykNoAKeUUkoppZRSHkIDOKWUUkoppZTyEBrAKaWUUkoppZSH0ABOKaWUUkoppTyEBnBKKaWUUkop5SE0gFNKKaWUUkqpRNy4Adevp8+xHI74n9MATimllFJKKaXiERICn30GxYtDkSIwaBCcOZM2x7pxA77+GipVin8dDeCUUkoppZTHSKhlQilnshZ+/x2qVoWBA+Huu6FDBwnmypSBF1+Eo0edc6yzZ2HIEChVSvbr7x//uhrAKaWUUkopj/Dzz5A/P3z6qVxcK5VWVq6UgO2xx8DPDxYtgvnz4ddfYe9e6NEDvv0WKlSA3r1hz56UHWf3bnj2WShdGj74AO65B1asgDVr4t9GAzillFJKKeXWrIVhw+Si2dcX3nxTWkS0NU452/798Mgj0KwZHD8OkyfDpk3wwAPR61SoIMHboUPSWjZtGlSrBt26webNiR/DWli2TFrzqlWTGxO9e0swN3u2BHHGxL+9BnBKKaWUUspthYRAr14wdKj8PHoUBgyAMWPk79BQV5dQZQQXL8Krr0pA9fffMHw47NsngZW3d9zblCgB48ZJnXz7bWmlq1sX2reH//67c/2wMJg6FRo0gBYtpJVt6FA4dgzGj4fKlZNW1iwpeoVKKaWUUkqlsUuXoEsXaa0YPhzefVdaJj7/XJJJDB4MFy7AjBmQM6erS5u+AgJg9WoJcIOD5WfM3+P7mTMnPPywdA0sVSptynbggHQ3bNgQGjdOm2M4S3AwfPmldF8MDIRnnpHW3iJFkr6PggVh5EhJbvLVVzB2rLSi3Xuv1NG774ZJk6KDvYoVJWDr2ROyZ09+mTWAU0oppZRSbufgQXjwQTh8WLqYPflk9HPGwDvvQKFC8Nxz0KoVzJuXcOKHjOLsWXjtNfjtt+hlWbNK19Js2eL+6esr47h8feHUKemC+uabEmQ88QR07SpBSGrs2QMzZ0owvWWLLMuSBb74Ap5/PnX7TguRCUrefhuOHJFWs08/herVU77PPHmkXr7yCnz3HYwaBW3agI+PtBQ3aybvx0MPgVcq+kFqAKeUUkoppdzKqlXQqZOMcfvnH7nwjcszz0CBAtKadM890vUtrVqVXM3hkFacQYMk1fzQofD665AjR/KDgUOHJAD89Vd44QXpktq6NTz+OHTuLMFeYqyFnTslYJsxQ34HaNJEure2bg1vvSX7375dWk19fJL7qtPGzp1Sd9asgVq1YPFiuP9+5+0/Z04J4vr3hx9/lIC2Z09o1Mg5+9cxcEoppZRSym38/jvcdx/kzSsX2PEFb5E6d5axR6dPQ9Om0YFERrJrFzRvDv36ScCxdSu8/z7kypWylpxy5aRr344dsq833pBj9OwprZrdu0syjZCQ27ezVoKRd9+V1Po1akjXVn9/aVk6cULGfr32mrRkzZ4tAec330hL1MWLTngzUiEsDD76SMapHTwoCUo2bnRu8BaTr69kmPzqK+cFb6ABnFJKKaWUcgPWysX1Y49JkofVq2WsUFLcey8sXy4X6M2aSQteRhAcDO+9B7VrS4D1/fewdClUqeKc/RsDNWvK+37okKTOf/ppOcbDD0PhwvL3H39Il8uKFaFOHVm/RAkJzE6dkjGKAwbIRNcxeXvDJ59IK9R//8mYuF27nFP25Nq1S1oH33lHWnd37kw4QYk70wBOKaWUUiodXb0qF+YqWmiotFS8845041u8WLpGJkfNmhK4+ftLi8q8eWlT1vTy77/ymj74QILaPXugT5+E08unhpeXtGB++aUEZQsXSqAzbZqk1R8zJjp9/pkz0rW1f/+kJfvo0UOCvOvXJalJev5vwsLg448l8Dx8WFp4p01L/Zg/V9IATimllFIqjZ07BxMmSGCRP79cPHbvLinFr11zdelc68oVaNdOxne99x788osk30iJsmWlpadaNQk+fvjBqUVN1MmTMGuWzAV282bK9nHhgkyP0KqVjHtbvFhasNIz4MiSRbo8/vCD1N2AAPm5cKGMHUtJWRo3hvXrpRWvQwdJ8JHWk7Hv2iVB6dtvyzF37oRHH03bY6YHTWKilFLKpc6fhxUrpPvTqlUybuL996FMGVeXTKnUOXdOup5Nny4XwA4HVKokXdEuXZLxQdOmSQbB+++XdPkdO3p2y0ByHTkimSb37ZPxSL17p36fhQpFdwHs3Vv+D2+8kfr9xufIEcm+OHOmdPuM5OUlY83uukvOa5GPypVlbFRs1krANHCgtNIOHiyPlKSZd6bs2WX8XXJcDb7KuDXjyO2bm6frPk1u39wAlCwp5/s+fWRs3PbtMHFiygP2+ISFwWefRY8TnDpVAre0ar1MbxrAKaWUBzp1SlJn33UXvPwyFC3q6hIl3fHjEqxFBm27d8vy7NmhXj35ov31V0k7PXhw5rqYVZ7v7NnooG3ZMgnaKleWroHduknSh8iLyK++kgv+WbNkm/nz5aK/WTMJ5jp3zrgZFQG2bZNMhSEhkj3yvvuct28/P+mm16uXBApnz0qK+NSkbo9p377olPmbNsmy2rVhxAh5HSdOSGtP5OOvvyA8XNbz9pZWqJhBXZEiklVy6VIZpzVxYurS2buKtZZpO6fx6t+vciboDABDlw2lf73+vNzoZYrnLk6OHHKev+suGDIE9u+X+u+s77E9eyRwX7tWPkdffy1j+TIUa22iD6AtsBc4ALwVx/NjgS0Rj33AlRjPhcd4bk5SjlevXj2rVKSlS5e6uggqE3PH+rdnj7WlS1ubLZu1Xl7WZs1q7TPPyHJ343BYu2+ftd99Z23PntaWKWOt3Ge2Nnduax980NpPPrF29WprQ0Jkm+PHrX36aXltfn7WDhtmbWCg88t17Ji1wcHO3a8zuWPdU3E7fdrar76ytkULqbdgbZUq1r73nrXbtkl9S4zDYe3mzbJN9erRn5P69a0dOdLa3bvT/GXcJq3r3+XL1pYrZ23x4tbu2pV2xwkPt/all+S9LFnS2vvvt/b5560dM8baOXPkfY089yTE4ZD/5fvvW3vXXdH/n0aNrP30U2sPHEh4++Bg2f6336x9911rO3e2tmLF6PoC1ubJY+2ECVJmT3Tg4gHb5qc2lqHYuhPq2vUn19t1J9bZ7tO7W69hXtZnuI/tNauX3XZmW9Q2M2ZYmyOH1IMNG2RZSuteWJj8L3x9rc2fX97rpHz23BmwwcYVm8W18LYVwBs4CJQDsgJbgWoJrD8A+D7G30GJHSP2QwM4FZNexChXcrf6t3attf7+1hYqJF92+/db27+/fGEZY+3DD0sw5GonT1r71FPWFikSfXFSsKC1jzxi7eefy4VqWFjC+9i1S14PyOv9v/9L2oVWfMLDrf3vP2tfe00u5EDes1KlrG3ZUoLgjz6ydto0azdutPbKlZQfyxncre6pO23aZO1990k9AmurVrV2yBBrt29P/YXj3r3WfvyxtQ0bRn+G7rrL2nHjrL140TnlT0ha1j+HQz7bWbLIZzKtORzWTppk7RNPWNuggbV580a/pyBBVNmy1rZube0LL1g7dqy1c+fK/2D9emvfekuCrchzxr33ynns2LHUl+3mTTkfTp8uNwI8UXBosB2xbITN9kE26/ehn/18zec2LPz2E/yhS4fsy/NftjlG5rAMxbb9ua395+A/1uFw2M2b5TycPbu1v/+esrq3Z4+1d98t/6OHH7b2zBnnvDZXiy+AMzaR0YPGmLuBodbaNhF/vx3RcvdRPOuvAt631i6O+DvIWpsrGY2C1K9f327YsCE5m6gMLCAggBYtWri6GCqTcqf6t3ChZAIrUkS6G1WoEP3c2bOSOeyrr+DyZemCNWgQtG/vvC5DSbVunXT9unZNft57rzwqV07Z+IM1a2Qy2GXLZDzJiBGSkS0pr8vhkHF106dLd6eTJ2W8UZs20nXrwgWZCyjyce7c7dv7+0P58tGPChVkjFK+fMl/HcnlTnVP3S4kROrhxx9LF9/nnpPukWnV5e3ECRkv99NP8vny9ZVzwbPPytiktBjXk5b17/PP4dVXYfRomYg6vVkr85Ht3w8HDsjPmI/YSWW8vaFlS+jaVc5p7todz1pLmCOMW+G3CHWEciv8lvweHuN3Ryg5fHJQ2b8yxgkVJ+BIAM/Pe549F/bQrVo3xrYZS/HcxeNd/9LNS4zfMJ4v1n7B2etnqVOkDgObDKR5gW507+bDf/9By5bnKFu2ECEhcOsWcf4MCbHcCA7n+s0wgkPCCbycjew5w3jnwzO88kwhcmR18cBBJzHGbLTW1r9jeRICuK5AW2vtMxF/9wAaWWtfimPd0sAaoIS1NjxiWRjSfTIM+NhaOzuxwmoAp2LSi5iMKTxcBhivXg05csj4pxw57vw9rudKlIDSpdOnnO5S/376Cfr2lTEDCxbEn7Y5KAi++07SPR8/LheUb7whabmzZk37cv78s2QoK1oU5syR8T7OYK0EsG+/LZPO1q4t8xC1aXPnxWt4uMxlNGOGBG2nT8sFb9u2cpHdoQPkzh33cQIDZS6kgwflwi5mcHfsmASExYpJsoXWrZ3z2uLjLnVP3W7dOvks7twp46vGjk2fgD7S1q2Sxv3nnyXRRcWKEsj16iXJO5wlrerf2rVwzz2SuGTWLPdLKmGt3NiJDOa8vORGmL+/q0t2u3BHOE/PeZo/9/4ZFaCFOkKTvH0xv2K0Ld+WthXa8kD5B8ibLW+yjn/++nkGLh7Ij1t/pGzesnzV/ivaVWyX5O2Dw4L5ZdsvjF49mj0X9lAqTyleqvM6e3/pzx8zIGfOrPj6WryyhGG9gwk3Nwn1uk6IDSSYq9wIv0K413XwvgVZQiD7JWg8FvzOYjCUzVeWagWrUbVAVaoWqCq/F6walUzFEwTdCsLP1y9dArg3keBtQIxlxa21J40x5YB/gVbW2oNxbNsP6AdQuHDhelOnTk3Wi1QZV1BQELlyJasRV7m5wMAsfPBBVdat86dkyRs4HBAS4k1IiBfBwd6EhibctOLlZenV6whPPnk0zSfgdIf69/vvJRk/vjx16lxmxIgd5MwZnug2YWGGpUsLMXVqSQ4dykXBgsF07XqChx46TY4ciW+fXOHh8N135Zg6tRS1al1h2LCd5MmT9IuJpHI4YMmSQkyeXJbTp7NTu/Zl+vU7RKVKgWzblpdlywqyYkUBLl3yJWvWcBo1ukTz5ue5++6LqX7doaGGPXv8+Oyzyhw9mpOOHU/Sv/9Bsmd3OOnV3c4d6p6KFhLixeTJZZg+vST+/iG8/vo+GjW65LLyBAd7sWxZQebNK8r27XnJksVB06YXePDB09SrdznVLe9pUf+uXctCv371McYyceJG/PzCnLr/zOT/Dvwff5z8g1aFWuGf1Z8sJgtZvLLgY3zwNt74eEX/zGKykMVkiVp2NfQq6y+vZ+PljQSFBeGFF9VyV6NR/kY0yN+Airkq4mXirkAO62DBmQVMODSBm+E36V6yO0+Veops3ilLI+mwDtZeWsvvx39n69Wt5PTOSfVc1bkQdoFTN08R7IieMDGLyULRbEUpnr04JbKXoFj2YlG/58uaj9M3T3PkxhGO3TjG0RtHOXrjKCdunCDURn8XFchagNI5SlMqZynK5ChD9dzVKZeznFNaI51p9cXVfLL3E64OvhpnAJeUMXB3A3/H+Ptt4O141t0MNElgX1OArokdU8fAqZh0HEjGsnWrDFz38ZHB2nGNEwkLk6QVZ89ae+SIjIXasMHa5cut/ftvGccAMm7p5Mm0La8r6194uLWvvy6v9dFHU5Zww+Gwdv58Sa4QOUj+3XclgYCzXLlibfv2sv8XXrD21i3n7Ts+ISHWfvGFjKsDa/Plk5/Zs8s4u6lTnZ/4JNKNG9b+738yFqZCBWtXrUqb4+i5z32sXGltpUpSx5591vXjI2PbtUvqpL+/lLFMGWs/+CB150dn17/wcGsfekjO/evWOXXXmc7naz63DMW+uuDVVO0nNDzUrjy60r675F1bb0I9y1AsQ7GFRhWyPf7oYX/d9qs9f/181PrbzmyzTSY1sQzF3jv5Xrvz3M7UvpTbRCY8Kf1padvh1w72tYWv2a/WfWUXHVhkD106dMe4uqQIDQ+1+y7ss7N3z7YfrfjI9pzV09afWN/mHJnzttf7xMwn7PebvrfHrx536mtKSXnfWvyWZSi29vjaqUpikgU4BJQlOolJ9TjWqwIcIaJVL2JZPsA34vcCwH4SSIAS+dAATsWkFzHp6+BBa995J/GMWinx669ygV2sWOoSbTgc1n7/vWSuKlBAApS04qr6d+uWJAEByaDmjKxka9da26WL7DNvXslsl9ogZ98+ybaXJYu133yT+jIm17Vr1g4fbm2PHpJ8JCgo/Y69dKlkA/Xyks9MahKsxL3/pc7doUq2oCBrX3lFgvUyZaxdvNjVJUpYcLBk3rvvPvmce3tb26mTBKDJ5ez69+mnUqYvvnDqbjOdOXvmWK9hXrbTb51SFNAk5GzQWfvT1p/sEzOfsP6f+FuGYs1QYxt928j2+KOHzTI8i/X/xN9O2TzFOtIwvWN6nPscDoc9fPmwnbx5sn1i5hO20KhCUQFd5f+rbF+a95L9c8+f9mrw1TQvS6RT107Z5pObW4Zi+83pZ2+G3kx5AGcl+GqPTA9wEBgcsWw40DHGOkORMW4xt2sCbI8I+rYDTyfleBrAqZj0Iib9/PuvpN4FuUv6v/9Ze+lS6vd765Zk/gNrmzVzXqatXbusrVFD9vv6686/gLbWNfUvMNDaNm3kdY0c6fw0yJs3y53wyOyO48ZJJrTk+vtvCQT9/a0NCHBuGT3F1avW9u0r72WtWpIm3Fnc/dx386acH06elBs+27dLy8qyZdYuXGjtrFly02bSJGu//NLaUaPk540bri550ixdKr0FwNoXX0y7Ft20sn+/ZE8sUEBew733ymc2qecTZ9a/lSslmOza1fPTuifG4XCk2UX/xlMbbY6ROWz9ifVtUEja3q0KCw+za0+stcMChtnG3zW2PsN9bN/Zfe2F6xfS9LjWuubc53A47NYzW+1nqz6zbX9ua7N/kN0yFOs9zNs2mdTEDvl3iF1xdIW9FZY2XUyWHl5qC48qbHOMzGF/3PJj1PJUBXDp/dAATsXk7hcxGYHDIRdW3t6SBnvFCpmHyxjpmjZ2bMqDozNnrG3eXM42L7/s/O51N27InD4g6aEPHnTu/tO7/p07J6/Dy0vmTktLq1ZJN9TI+ZG+/TZp/x+HQ+qEl5cE0IcOpW05PcGff0ownDWrtDQkNkVCUrjruW/v3uh6k5JH3brWHj3q6lcRv2vXos8p5ctLQOrJrl+XmzTFi9uoeeX++CPxVn1n1b9z5+TY5cu7X9dTZwoJC7E/b/3ZNpjYwJqhxn6w7AOntlIdu3LMFh1d1JYaW8qeDkz/+QbSssUtNnc49wWHBtulh5fad/55xzb8tqH1GuZlGYrN9WEu+/iMx+36k+udcpxwR7gduXyk9RrmZat8WcXuOLvjtuc1gFMeyx0+yBlZSIiM6QBrO3SQFoVIW7da+8AD8lyFCtbOnJm8u6dr18oXd7Zs1v70k/PLHtOMGdIalDu3jH9ylvSsf4cPy1xD2bJJQJBe/vlHJqON/D//8kv8F3fBwdb26WOj5trxtFaJtHTuXPS8dffck/qbCe527gsJkXFVvr7yWXv3XQkMJkyw9scfZR6ruXOtXbJE5vbatEkmST5yRMazXrtm7V9/yWe0QAFp4XI3f/8t81EZI70Grl93dYmcJzhYbtKULy91tFo1OS+Hhsa9vjPqX3i49Cbw9ZX6kBGdDTprhwcMt0VHF7UMxVb6v0q2/S/tLUOxXX7vYq8FX0v1Ma4GX7U1vq5hc3+U224/u90JpXZv7nbus9baSzcu2Zm7Ztp+c/pZvw/9LEOxLaa0sHP3zrXhjpSNcbhw/UJUXXl8xuM2MOTOL1SPCuBq1amVojdCZUzu+EHOKM6elQtNkDE8cV20OxzWLlhgbfXq0Rema9cmvu9vv5XWiDJl0u+L+/Dh6Ik8n33WORdf6VX/tm61tmhRafFMyXiV1HI4rJ0zx9qaNW3UhMGzZ98esJ8+Hf3+vv9+/EGew+GwEzZMsOU/L2+f++s5lw8KT08OhwQzuXNbmzOntRMnprzLmDud+1avljoB1nbrlrpu0Hv2yLhJb2+ZDNkdutRt2GBt587y+qpUSbvENO4gNFS6tkb+P8uWtXb8+Du7UTuj/n3wgRxj/PhU78rtbD692fae3dv6jvC1DMW2+amNXbB/gQ13hFuHw2E/W/WZ9RrmZat9Vc3uu7AvxccJDQ+1bX9ua72Hedu/D/ztxFfgvtzp3BeXKzev2NH/jbYlxpSwDMVW/bKq/W7jd/ZmaNLHIqw5vsaWGlvKZh2R1X697ut4Wzg9KoArWKFgkt8AlfG5+wfZU23eLHeas2WTL/PEhIbKnfZCheTM8fjjEjDFFhwc3aLXurW1F9K+u/xtbt2y9u235Q56tWoyLic10qr+hYfLGL5Jk6x95hm54C9RwtodOxLfNi2Fh0sShIoV5X/YsKG1ixbJBW6JEpI4Zvr0+Lc/ee2kbfdzO8tQbM1valqf4T7Wd4SvfW3ha/Zs0Nn0eyEudvSota1ayXvYvn3Kugy6w7nv2jVJomOM/P/nzHHOfq9etbZjR3l/evVK2RhMZ/jvP2vbtbNRiX2GDXNdWdJbeLi09DdsKK+/aFFrP/ssulU9tfVv6VLpZv3EE+4RpDtDWHiYnblrpr138r2WodgcI3PY5+c+b3ef3x3n+v8c/Mf6f+Jv83yUx87fl/xsWw6Hwz7313OWodiJGyamtvgewx3OfUlxK+yW/Xnrz5Itcii28KjC9oNlHyQ4TtDhcNgv1nxhfYb72DLjyiTaFdOjAjiK4fTUpMpzecoH2ZNMmyYX4iVKyIV5cly7Zu3gwRL4+fpaO2hQ9LiG48ejLwbeess544BSatEiCTazZUt6K0hwsLQs7NolF3Zz51o7duxme+BAylL4x3T1qmSwGz5cLhgj095HXjh27GjtsWOpO4YzhYZKcFmqlJTRy0t+37w5/m2mbp9q832cz2b/ILv9cu2XNtwRbg9fPmz7zO5jvYZ52Zwjc9p3/nnHXrrhhMw4HiA8XDLuZcsm72G9eta+9561a9Yk7bPh6nPfnDlyjjDG2gED5LPvTOHh1g4daqPGrx5Pp4Zah0MSNkVmaixQwNoPP7y9+3hm4nBIN+rI98PfX85TM2b8l+J9njljbZEi1launDG6WV+6ccmO+m+ULT22tGUotvTY0nbUf6OSdC47fPmwrT2+tjVDjR25fGSyxpKN+m+UZSj2zcVvpqb4HsfV577kcjgc9p+D/9i2P7eNCuxfmveSPXjp9n70V4Ov2m7TulmGYjv82iFJ9cejAjjv4t62/S/tk/fuqQzL0z7I7iw8XC4gwdomTVLXDer4cWt79oy+ABoyRAKmXLlkPJo7OH06egxfly5yd/3VV+WOf8eO0h20enWZ1iB79uiAKr5HwYKSgKFTJ8lK9/HHMl5s+XJJ5BGZ6MXhkEQPU6ZY+9xz0i3RmOj9VK8urW6TJkmw6IwpAtJKcLAEIT17SpfbuFy8cdE+NuMxy1Bso28b2b0X9t6xzp7ze6LWyfNRHjti2QinjA3xBAcPSjbRpk0lEI78zPToIa2d8WV6ddW579Qp6SYZ2ZU2NVN+JMXs2db6+cn5Y/nytDtOZHfwpk3ltRUpIi1O6Tn1hLtbvVrGQoO1xjhskybyHiUnUVFYmASD2bM7NyurKxy4eMC+MPcFm2Nkjqi5z2bummlDw+MZOBiP67eu28dnPG4Zin3k90fiHOsU24ydMyxDsd2mdUvxGCtP5cnXfdvObLO9Z/e2PsN9rNcwL9t1Wle75vgau+3MNlvxi4rWe5i3/WTlJ0n+n3pUAFeisvQpzSx9fVXCPPmD7E6uXYse49G3b+pblCJt3Bg9SXSlStbudLPG8/BwCbR8fKSMuXJJxsWaNSU75sMPy/vx+usyXuOrr6RL6YIFcjEzevQWO3my3JF+9llr27aVACxPnjsDPGPkojByMl2QrpGtW8uYsYULnTuBtjuYv2++LTq6qM0yPIv9YNkHiV7YbD2z1Xb6rZNlKNb/E3876r9R9sYtD8kr7wQXLkj9evLJ6Hri5SU3Ez76SMZCRt6gT+9zX3i4tFbnySOt6x98kDZTc8Rl1y45f2TJIp9BZ3a5Cw+XILF+fRuVcfXLLzNPV8mU2L3b2j59DtnataPPZXXqSJ3YtSvhbYcMkfW//z59ypoWTgeeti/MfcFmGZ7FZh2R1fae3dtuPr05VfuMOS6u+lfV7f6L++Ndd83xNTbbB9ns3d/dnanOj5EywnXfyWsn7VuL37J5PsoTNR1B0dFF7bIjyUtrG18AZ+Q591KvXj17uedlcmbNyZbntuDt5e3qIqkYgm4F8cOWH/DN4kuHSh0onKtwmh4vICCAFi1apOkxMrrDh6FjR9i1C8aOhQEDwBjn7d9aWLsWqlcHPz/n7deZbt6ELFnAxyd52yVU/wID4fhxOHFCfkY+jIFGjaBJE6haFby8Ul9+dxN0K4iBiwYyYeME7ip0Fz92/pE6Reskeft1J9fx3tL3WHRwEUVzFWVws8E8W+9ZsnpnTcNSu5fwcFi/HubNg/nzYdMmWV6iBLRvD6VKbed//6tB9uxpX5a9e6FfP1i+HJo3h4kToVKltD9uTFevwpNPyvvx9NPw1Vfg65vy/YWHw8yZMHIkbNsG5crBO+9Ajx6QNfNUsxSLPPcdPAizZsEff8Dq1fJc1arQpQs88gjUrh39fbJ4MbRpA716weTJST/WrfBbXAu5xrWQa1wNvio/Q67esSxyeUh4CO0qtOOxux4jh08Op73mq8FXGbVqFGPXjOVW+C2erfss7937HkX9ijrtGEsOLaH7jO6E23B+7fIr7Sq2u+35w5cP03hSY3JlzcWap9dQMGdBpx3bU2Sk677AkEAmbZ7EwUsHeffed5N9zWyM2WitrX/HcncM4OrXr2/f+vEtuk3vxsSHJvJsvWddXSQFXL91na/Xf82nqz7lwo0LABgMjUs0pnOVznSq3InKBSo7/bjp8UFefHAxby95m+PXjlOrcC15FKlF7SK1qexfGR/vZF71u5GlS6FbN3A44Pff4YEHXF0iz5KRvkicZeWxlfSa3YvDlw8zsMlAhrccTrYs2VK0r+VHl/Puv++y4tgKSucpzZDmQ+hZqydZvLI4udTu79QpWLhQApjFiy2BgYYcOSxt2xo6d4aHHoJ8+Zx3vOBgWLMG5s6F//s/yJEDRo+Gvn2de4MnORwOeP99+OADaNxYArBixRLfzlq4cEFuVh0+DAcPwk8/wZ49UKUKDB4Mjz0mN3FU0sR17jt5EmbPlv/LsmXy/ypTRoK5Vq2gd28oVAjWrZP6lJiv13/NoMWDuB56PdF1s3hlIY9vHvJky0OYI4xjV4+RN1teetXqRf/6/alSoEpKXiYAwWHBfL3+az5c8SEXb17ksbseY0TLEVTIXyHF+0zIkStHePj3h9l6Zisj7xvJW/e8hTGGK8FXaDKpCaeDTrP66dWpek2eTL93o3lcALd+/XqaTW7G/kv7OTDgAH6+bnpbPxO4EXqD8RvG88l/n3Du+jlal2/N0OZDyZk1J7P3zObPvX+y6bTcOq7sXzkqmGtUohFeJvVND2n5Qd5xbgdvLH6DhQcWUiZvGVqUacG2s9vYeW4nIeEhAGT1zkr1gtUloCtcm1pFJMDLl92JV1JpIDgYxoyBIUPkTvqcOVAhbb6LMjRP/iK5EXqDk9dOcvzacU5cO8GJayc4fvU4XsaLcvnKUT5/ecrlK0e5fOXIlTVXovsLCQthyNIhjFo1ijJ5y/BD5x9oVrpZqstprWXxocUM/ncwG05toEzeMrzS6BWervN0pjv3W2uZtWcWby58jwObi5H3SB/Cdz1E4MXcZMliad7c8PDD0KmTtNQlR1gYbNgA//4rj//+k/OEl5fc5Bk3DooUSZOXlWx//CGtOLlySbDQpIm0eEcGaHE9rseKAWrXlha3Ll3AWzvyJFti574LF+R7ZeZMaXkLDYWcOaVVuWrVxPf/196/6DS1Ey3KtOC+sveRxzcPuX1zkyeb/Mztm/u2Zb7evpiIOwvWWlYcW8E3G75h5q6ZhDpCaVmmJc/Xf55OVToluSU/3BHOj1t/5P2A9zl+7Tity7fmo1YfUbdo3SRtnxo3Qm/wzJxn+G3Hb3St1pWJD02k6/SurDi6gkU9FtGiTIs0L4O78uTvXWfzuABuw4YNrDu5jkbfNeKde95hZKuRri5WpnMz9CYTNk7g45Ufc/b6WVqVbcWwFsNoWqrpHeseu3qMOXvn8OfePwk4EkCYI4zCOQvTsXJHOlXuRKtyrVJ8hz4tPsinA0/zfsD7TNo8idy+uXm32bu81PAlfLNIf50wRxh7L+xly5ktbD27la1nt7LlzBbOXT8XtY9SeUpRq3AtKuaviMUS5ggj3BFOmCNMfrfRv8f+29t480jVR3iixhNRx3QWa6W7y8CBclHTtStMmgS5czv1MJmGO3+RnAk6w67zuzh+NUaAFhGsHb92nEs3L92xjX92f8IcYVwNuXrb8kI5C0lQly86qIv8vahfUbad3UaPWT3YcW4H/er2Y3Tr0U4Prqy1/LXvL0atGsXKYyvJ45uHfvX68XKjlymRO5nRigdadXwVbyx+g1XHV1GtYDWa5GrCIQ6x9NAy7Mm65D3SF6+9Xbh0vBAADRpA587w8MNxXzA7HLB1a3TAtmKFBEEANWvCfffJ4957IU+e9HudSbVzp7y+o0ela/alWNU5Vy4oWzbuR5ky7tud21Mk59x39SosWAClSkmwnZhtZ7fR9PumVPKvxPLey8mZNWeKy3nu+jm+3/w9EzZO4MiVIxTOWZhn6j5Dv3r9KJWnVJzbWGuZs3cO7/z7DrvO76JBsQZ8fP/H3Ff2vhSXIyWstYxZPYZB/wwih08OGaLS+Qd61uqZruVwN+78vZvePDKAA3jqj6eYsWsGe1/aS+m8pV1csswhOCyYiRsn8vHKjzkddJqWZVoyrMWwJN9pvxJ8hfn75zN7z2wWHFhA0K0gcvrkpG2FtrQo04KCOQrin8Mf/+z+5M+eH/8c/uT0yRl1Zy02Z36Qr9+6zmerP+PT/z7lVvgtXmzwIu/e+y7+OfyTtP2ZoDNsPRMd0G09u5UjV47gbbzx9vImi1cWsnhlwdvE+D2O5ZeDL3Pg0gGK5irKK41e4bn6z5E3W95Uv74tW+C11yAgAO66S+6ot2qV6t1mau76RbLsyDLa/NwmqqUYJDgrmackJXKXoGTu239GPrL7yICqyzcvc/DyQQ5dPsShy4c4eOkgh67I78euHsNhHVH7zZYlG2GOMArmKMh3Hb+jfcX2af761p1cx2erP2PGrhl4GS+6V+/O63e/nqxxdmlh+9nt5Muez6kB5f6L+3lryVv8sfsPiuYqyvCWw+lduzcrl6+kRYsWnL9+ntl7ZjNj9wyWHFpC+LkK5D3Sl2wHHuPMXrlArVxZgp3775fxbP/+K+eByKCncmVo2VICthYtoKCHDKu5fFm6VIaGRgdmkUGav7/runpmBml17jsTdIZG3zUizBHGumfWUTx3cafsN9wRzt8H/+abDd8wb988jDE8WPFBnq//PK3Lt47Kp7Di6AreWvIWq46vopJ/JT6870O6VO0S7zVIevjn0D/0nt2b5+s/z+B7B7usHO7CXb93XcFjA7jjV49T6ctKdKnahV+6/OLikqWf67ekL0hq7kolV0hYCN9t+o4PV37IqcBT3Fv6Xoa3GE7zMs1Ttc+lR5Yye89s5uydw+mg03Gul9U7620BnX/2iEcOf66dvsajzR6lfrH6SermFZdwRzg/bP2Bd/99l9NBp+larSsftfoozfq3Jyayy9ioVaP459A/5Mqai351+/FK41fivWOYkHPn4N134bvvIH9+GDECnn1Wx3s4gzt+kew4t4N7vr+Hon5F+bLdl5TKU+q24Cy1boXf4tjVY9GB3eVDGGN4s+mbSb7Z4SxHrhzhi7Vf8O2mbwm6FUSLMi14/e7XaV+xvVO6aCeVtZZhy4YxbNkwAJqUbEK3at3oWq1rioO589fPM3zZcMZvHE+2LNkY1GQQ/7v7f1Hn/bjq3sUbF5mzdw4zd89k0cFFhF4uRN5jvfA71JNT2ysSHibvSalScvPmvvskcCvunGvkZLkVfovDlw9z4NIBDlw6wP5L+zl3/RzVClajfrH61C9WnyK53KTPprpDWpz7bobepOUPLdl2dhsr+qygXrF6Tt1/pKNXjvLtpm/5btN3nL1+ljJ5y/B0nadZc2IN8/bPo5hfMYY2H0qfOn3cZryttdalQaQ7ccfvXVfx2AAO4L1/3+ODFR+w5uk1NCrRyIUlS1s3Qm8wf/98pu6Yyrz987DW0rZCW7pV68ZDlR4iT7a06eMSEhbC95u/58OVH3Li2gnuKXUPw1oMo2WZlk49mTisg7NBZ7l08xIXb17k4o2LXLx5Uf6O+XuM5y7euEioIxQAL+NF9YLVaVi8IY2KN6JRiUZUK1gt0ZPvooOLGLhoINvPbadxicZ81vozmpRMQh+PJBgxAj76CLJnh7x5pRtSUn7mzy8D67Nlg82nNzN69Wh+3/E7xhi6V+/OG03eoFaRWokePyREkg+MGAE3bkh2yffec26ig8zO3b5Ijl89zt2T7sZhHax+enWm6ZlwNfgq3276ls/Xfs6JayeoUqAKrzV+jR41ezgtcI1PmCOM/nP7M2nzJHrW6kml/JWYvms6W89uBeDuEnfzaPVHkxzM3Qi9wbg14/h45cfcCL1Bv3r9eL/5+3dkJ0us7l0JvsLcfXOZsWsGCw8sJCQoO3nPP0iVKpZKFXwonbcUpfJEP0rmLun0m4IhYSEcunzotiAt8vejV4/e1pKb2zc3BXMU5NDlQ1jk2qNE7hISzBWVgK5esXoUyFHAqWVUKePsc5+1lif+eIKpO6Yy89GZdKnaxWn7js+t8Fv8uedPvtnwDUuPLCVvtry81fQtBjQa4NTslcq53O1715U8OoALuhVExf+rSLl85VjZZ2WGukMREhbCooOLmLpzKn/u+ZProdcplLMQj1Z7FC/jxczdMzkZeJKs3llpXb413ap1o2PljqnqbmetZe/Fvaw8tpL/jv/HooOLOBV4iiYlmzCsxTBalW3lNu+xtZY/F/+Jb1lf1p5cy9qTa1l3cl3U2J6cPjmpV6yeBHTFG9GweENK5C6BMYbtZ7fzxuI3+Pvg35TLV46PW31M12pdnfbaPvpIBsg/+KB067l6Fa5cif4Z+fu1a3FvnzWrjGFp2hTuuQdK3XWCH/aNiWppeKDcA7zR5A3uL3f/HWW2VgaPv/66ZFt78EH47DPpJqWcy52+SC7fvEyzyc04fu04y3svT1KQn9GEhocyfdd0Plv9GZtOb6JgjoK80OAFXmjwAoVyFnL68a7fuk73Gd2Zt38e7zZ7l+Eth0d9Hvdd3Mf0ndPvCOYiW+ZK5il5274iEya8t/Q9TgaepHOVznzc6uN4s/cmp+4FhgQyb/885u2fF9UN9lTgqdsCKID82fNHB3W5IwK7PCXJ6p2VG6E3En1cD70e9fv56+c5dvVYVDAGkDdbXirmr0iF/BWifkY+CuQogDGGoFtBbD69mQ2nNrDh9AY2nNrAvov7ovZRJm+Z24K6ukXrktU7a1Qa+diPmOnmYz5K5SlFr1q9aFi8odt8p6W3SzcvMW3nNHL65KRQzkIUzlWYwjkLUyBHgUSzKzv73DcsYBhDlw3lo1Yf8dY9bzltv0l17OqxqCyWyr250/euq3l0AAcwadMknvnrGX7v+juPVn/URSVzjjBHGP8e/pepO6Yya88srgRfIX/2/DxS9REeu+sxmpduHtVX22EdrD2xlum7pjNj1wyOXzuOj5cP95e7n27VutGpSifyZ8+f4PFCwkLYeHoj/x37j5XHV/Lfsf+4ePMiIGNm7il1Dy80eIEHyj3gll9ysT/I1loOXj7I2hMSzK09uZbNZzZzK/wWAEVzFaVygcosP7qcPL55eO/e93ihwQtOTRYybpyMNXvySfjhh4QznIWHS+KAmMHduXOSZnnlSti4UcZ3gCQiaNA4hBtFFxPg+IALvmupXbQ2A+8eyKPVH8XH24ft2+XYS5bI+mPHyrw7Km24yxdJcFgwbX5uw+rjq1n41MJ0H2zvbqy1LDu6jM9Wf8bcfXPxy+rHqAdG8Wy9Z53WtfLc9XM89OtDbDy9ka/bf81z9Z+Ld939F/czfZcEc1vObAGgcYnGPFpNWuZ2nt/JoMWD2H5uO42KN2LUA6MSHVec2roXGh7K6aDTHLt6LN5H7GQ2MXkZL3L65CSHT47bHjmzyrJ82fLdFqRV9K+Y6PdRfK4GX2XT6U1sOLWB9afWs+HUBg5fOZysfWTLki0qa6Gfrx+7z+/mZthNqhaoSp/afehRq0em6rL57+F/6TmrJycDT8b5vH92/6igrlDOQhTOKcFdoZyFKJKrCFlOZKFdq3ZxbptcU3dM5fGZj9OzVk+mdJriltcayn24y/euO/D4AC7cEU7diXW5FnKN3S/uTnFGQ1dxWAcrjq7g952/M2PXDM7fOI9fVj8ervowj1V/jPvL3Z/o3TBrLetOrmPGrhlM3zWdo1ePksUrC63KtqJrta50rtKZAjkKcPnmZVYdX8XKYytZeXwl60+uj0p0UDF/RZqWaso9Je+haammVPav7PYn0qR8kEPCQth2dltUK922s9u4v+z9DL53cIovKOIzfjw8/7xkd/ztt9SPM7t5U9Iu//efBHSrVkmQB5Db/wa25AoCCy+kUMVj1Dz/Mf9Or0iePDB8ODz3XPInplbJ4w5fJA7roPuM7szYNYNfu/zK4zUed2l53M3u87sZsGAASw4voXnp5nzb4Vsq+ldM1T4PXDpA25/bcirwFFO7TqVj5Y5J3jauYA6gfL7yfNTqoyT3BEiPunct5BrHrx4n3IbfEaj5ePm49Pvh4o2LbDy9kc2nN2OMiUotHzO9fOTDz9fvjtTx10KuMW3nNCZvmcyq46vwNt60r9iePrX78GClBzPspPG3wm/x7r/vMnrVaCr5V2Jyp8kUyFGAs9fPcu76Oc4GnY3+PdayayHRXUYK+hZkfKfxPFzl4VTVgzUn1tBiSgsaFG/APz3+cXrmZZXxuMP3rrvw+AAOJEvPAz89wCf3f8KgpoNSfZwwR5jTBq86rINLNy/x/+3deXiM5/rA8e+TRBIiSUkskVIlJLUWkbSoQ+1a1KEqaK1FbVW059RpL5Seao+ilPbYfrocS7UpsdVSVS2ppZYidrVWkSCJaBKTeX5/PBOxi2SSmYn7c13vNZN3Zt73fsedkXue7XzKec5fOc+5lHPX7p9KOsXyQ8v5I/kPCnsUpm1oW16o+gKtKrXKcSGqtebXM7+yaO8ivt73NUcvHsVduVP+ofIcuXgEMIte1g6qfa1Yq1+2/n2vAO8MnOkX+bPPzEKlzz5r1r7xzIP//61WiIvLKug2btT8/rvtP09loU67zayc+QQlAmVho/zg6PzTWjP0u6FM2TKFCc0mMLzecIfF4sy01szZMYfhq4eTlpHG2MZjGfrE0Bx9xm89vZVn5j2DVVtZGrWUJ8s+meO4DiUcInpfNA95P0TPWj3vq2hwdO4VJPvj9zN351w+3/U5Zy6fIbBIIN2qd6NXrV5UL1Xd0eHZzYH4A3SJ7sL2M9vpV6cfHzb/8L7GPaZaUjmXco595/cxcPFAjqQcoVVIK6a2mkrF4hXvO57jl44TMSuCop5F2dxns4xvFNkin31ZCkQBB9Bmfhs2HN/AocGHcjzeYffZ3QxcMZCfTvyEh5vHtS4iPp4+N9wvUqhI1s+FfPDx9KGQWyES/kq4pUiLvxJ/y1iDTMW8i/G38n/jhaov8GzlZ3M8k+KdaK3Z+edOFsUtIu58HOFlwmlQrgERwREFYpCus/wiL1wIXbqYmd1iYswEJPnljz9gY+xVvjk/joVn3+GZSs8wr8M8/Lxkcbe85uj8m7BpAq+veZ2hkUOZ2GKi07eYO9ofyX8wYPkAlhxYQniZcGa3nU2NUjWy/frlB5fT6etOlPIpxXfdvqNyQOU8jPbuHJ17BZHFamH1kdXM2TGHmAMxXLVepU5QHXo+3pOo6lF277GRX7TWzNo+i6GrhlLYozCz2s7iubDncnXM73/4nt2Fd/P2D29zNeMqI58ayRv138j2F8/JacnUn1Of44nHie0dS5USVXIVj3hwyGdflgJTwO2P30+16dXoW6cv05+Zfl/HTU5LZsyPY5j8y2Qe8n6IvnX6AmaQeubg7MwB2inpt95PSU8hQ2dQzLsYJXxKUKJICUr4lKBkkZLXfi7pc+P97AwUFnfnDL/IixebLpP165vFSos4sC7+ZOsnDF45mMoBlYmJinHYUggPCkfm37zd8+ga3ZVOVTsxv8P8fJ0235VprVkUt4hBKwZxMfUiIxuMZORTI+/ZdWv29tn0W9aPmqVrsrzLcoePl3KGz76CLP5KPPN2z2POjjnsOrsLT3dP2lRuQ/OKzXn60aepWKyiS3xhknAlgZeXvsy3+7+laYWmfPbcZ5TxLZPr42bm3+mk0wxfPZyFexdSqXglPm79Mc0rNr/razOsGTy38DlWHlrJ8i7LaREiA7VF9slnX5Y7FXBorZ1uq1Onjr6bQcsHabcxbnrP2T13fV4mq9Wqv977tQ7+MFgzGv1yzMs6PiU+W6+9WYY1I0evEzn3ww8/OPT8K1ZoXaiQ1k88oXVSkkNDuWbd0XW6+PvFdbHxxfT3R793dDgFmqPyb+2RtbrQO4V0o7mNdOrVVIfE4OriU+L1i9Evakajq0yromNPxt72eVarVY9ZP0YzGt3iixY6KdU5ftEd/dn3INn+x3Y9eMVgHTQhSDMazWh02Yll9UvfvqTn7pirT1w64egQb2vNkTW6zIdldKF3CukJGyfY9W+Um/Nv9eHVutKUSprR6E6LOulTiafu+Nph3w3TjEZ/vPlju8UjHhzy2ZcF2KZvUyu55Ne5oxqNwtfTl9fXvH7P5x69eJRn5j1Dx0UdCSwSyKZem5jRZkaOF6OVb8AfLOvWwd//DtWqmZY3X19HR2Q0frQxW/psIcg3iOZfNGfalmloJ2xNFzmz88+dtF/YntDAUL594VsZ9J9DAUUC+Lz956zosoLktGTqza7HsFXDSElPufYci9VCv2X9GLV+FC/VfImlUUvx9XKSX3SRb2oF1WJKqymcHnaafQP3Mb31dCIfjmT5weX0WNKDcpPLUWlqJfou7cuCPQs4e/msQ+NNs6Tx+urXafZFM/y8/Njy8haG1xuep3+jNKvYjN2v7GZs47HEHIghbFoYk2InYbFabnjezF9nMvGXiQyqO4iBEQPzLB4hHmQuWY0EFgnk7YZvs/LwSlYdXnXb56RZ0hj741iqTq/KTyd+YmLziWzruy1Xg9HFg2XjRmjTBkJCYPVqswC3M6lYvCKxvWNpXak1g1YOov+y/teWUsiNxNRENp/afMcxnSJvHbt0jFb/a4W/tz8ru67M1ZqPwmhVqRV7BuzhlfBXmPTLJGp8WoN1v68jJT2F9gvbM3P7TP711L+Y226udHl/wCmlCAsM45W6r7Do+UWce/0cO/vtZFKLSTwW+BgL9y4k6psoSn9YmqrTqzJ4xWCi90VzKOEQVzOu5kuM++P38+TsJ5kQO4FXwl/h176/8njpx/Pl3F4eXrzV8C32DthLw0caMmz1MOrMqMPGExsBs3TBgBUDaFGxBZNaTsqXmIR4ELncGLhMaZY0qkyvQmGPwuzsv/OGmcbWHl3LgOUDOHThEM9XeZ5JLSYR7Bec12GLPOKIvtBbt5rJSoKCYMMGKOXEk3dmWDN4a91bjN84noaPNOTr57+mhE+J+zpGSnoKyw4uY8HeBaw4tIL0jHQigyOZ1noadcrUyaPIXUN+5l/ClQTqz6nP2ZSz/NzzZ6qWrJov532QbDi+gT4xfTh04RBl/cpyOvk001pPo394f0eHdgsZB+J8LFYLO87sYN3v61h3bB0/n/iZK1evAGbm5wrFKlA5oDKhAaFUDqh8bQsqGpTr8XRaa2b8OoPXVr2Gj6cPs9vOvq/lLe7XvfJPa83i/Yt59btXOZl0km41urH84HKCfIPY1GuTLJgtckw++7LcaQxctuZXVkq1BD4C3IFZWuvxNz3eA/gPkLla5Mda61m2x7oDb9n2j9Naf5ajK7iJl4cXHzT9gI6LOjJnxxz61unLmeQzDFs9jAV7FlCxWEVWdl1Jy5CW9jideIDs2mUWxg4MNItlO3PxBuDu5s57Td+jeqnq9I7pTcSsCJZ0XnLPmffSLGmsOrKK+XvmE3MghitXrxBUNIgB4QMIKR7C2A1jqTuzLv3q9OPdJu+67OxsruKvq3/RdkFbjl06xpoX10jxlkcaPtKQXf13MebHMczdOZfoTtG0C2vn6LCEi/Bw86BucF3qBtflHw3+QXpGOtvPbGd//H4OJhy8tq09upZUS+q11/kU8rmhoKscUBkvdy+S05NJTku+dpuUlmTu32H/5fTLNK/YnLnt5hLkG+TAd8K0VrZ/rD3NKjZj7I9jmfjLRB7yfoilUUuleBMij92zBU4p5Q4cBJoBp4CtQJTWOu665/QAwrXWg256bXFgGxAOaOBXoI7W+uLdzpmdFjgw3/40nNuQgwkHeaPeG7yz4R1SLam82eBN/tngny632Le4vfz8JiYuDv72Nyhc2LS8lS+fL6e1m62nt/LcwudITE3ky79/ecs00harhXW/r2PBngVE74smMS2RgMIBdKzSkahqUTQo1wB3N7O+XGJqIqPXj2bqlqk85P0Q45uOp1etXg/cOND8yL8MawYdF3Vkyf4lfPX8V3Ss0jFPzydcg3wL7bqs2sqppFMciD+QVdhdMLfHLh27bRd1L3cvfL188fX0vXabuUi5r6fZapauyUs1X8qXz+H7zb8jF47g7mbWoxUiN+SzL0tuWuAigMNa66O2Ay0A2gFxd32V0QJYo7W+YHvtGqAlMD+7gd+NUoqJzScSMSuCEWtG0KxCM6a1nkalgEr2OLy4gzNnYP168PODhg2dZ2KP3Dp0yHSb9PAwLW+uVrwB1A2uy9aXt9J+YXvaL2zP2MZjebPBm2w6uYn5e+bzddzXnL9yHj8vP9qHtadztc40ebTJbcf9+Hv7M6nlJHrV6sXAFQN5eenLzNw+k2mtpxFe5tYZbUXOpFpS6RrdlcX7FzOl5RQp3oQoANyUG+X8y1HOvxzNKja74bE0SxpHLx7FYrXcULDdzyLvzignC30LIXImOy1wHYGWWus+tp9fBCKvb22ztcC9B5zHtNa9prU+qZQaAXhrrcfZnvc28JfWesJtztMX6AtQqlSpOgsWLMj2Raz8cyVF3IvQMLChS6zZkle0hvR0N7y87Dv5xJUr7uza5c/27cXYtq04x475XHvMzU3z2GNJ1K59kVq1LlG1ahKenvY9/+XLlyla1L6Ln99s924/Ro2qhtUKkyfvpHz5K3l6vryWlpHGhIMTWHtuLT7uPqRkpODl5kW9gHo8XfJpIopH4OmW/T8WtNasPbeWT49+ysX0izwb9Cy9H+2NfyHHdJOxWC03jHvNS3mZf5ctl/nXnn/xW+JvDKw4kI4PS/EmsuTHZ58QdyL5JxxFci9L48aNc7aQdzYLuADgstY6TSnVD3hBa/30/RRw18tuF8oH3fnzsGWL2bZuNbcJCVC2LFSpAlWrmtsqVeCxx7I/i6LFYo61dq3ZYmPNPm9veOopaNrUtFRdumSm2f/+e3N+q9U8p3598/jTT0OdOqZFKzfyuil95kwYONC0uC1ZYt6rgkBrzdQtU9l0chPtQtvRJrQNRT1z94GYlJbE6PWjmbJ5Cv7e/rzX5D161+p9rdtlXjuReIJXlr/Cj8d+5INmH9A/vH+edyXKq/w7nXSalv9ryYH4A3ze/nM6V+ts93MI1ybdiIQjSf4JR5Hcy5KbLpSngbLX/fwwWZOVAKC1Trjux1nAB9e9ttFNr12fjXOKm6SkwI4dprDavNncHjtmHnNzM8Xac89BuXKmK2BcHHzyCfz1V9YxypTJKuiuL+6KFYMDB2DNGlOw/fADJCeDUlC7NowYYYq2+vVNgXa9Jk3g3XchMdGMGcss6EaONI/7+ZkxZU8/bZ5btaqJ1xlcvQqvvQbTpplJS+bPN+9FQaGUYkjkEIZEDrHbMf28/JjYYiI9H+/JoJWD6LesHzO3z2R66+nUDa5rt/PcLMOawfSt03nz+zcBqFGqBgNXDCR6XzRz2s2hnH+5PDt3Xth3fh8tvmzBpdRLrOy6kiYVmjg6JCGEEEK4iOwUcFuBSkqpRzEFWWegy/VPUEoFaa3P2H5sC+yz3V8F/FsplflncXPgzVxH/QA4eNAURJktbHv2QEaGeeyRRyAiwrQaRUSYIut2Lc0ZGXD8uCnmMre9e2H2bFMQZvLxyfq5QgWIioJmzaBxYwjI5nrn/v5mzbQ2bczP586ZcXLff2+KuqVLzf5HH4VRo6BbN3DPn0ab24qPh+efNzGOGAHjxzs2HldTvVR11ndfz7zd8xixZgSRsyLpU7sPYxqNsfvMaHHn4+gT04fYU7G0DGnJp898Sjn/csz4dQbDVw+n2vRqTG45mZ6P93SJLtSxJ2N5dv6zFHIrxI89fqRWUC1HhySEEEIIF3LPAk5rbVFKDcIUY+7AHK31XqXUO8A2rXUMMEQp1RawABeAHrbXXlBKjcUUgQDvZE5oIm5ksZiuijExZjt40OwvVswUaW3bmtu6dbM/rb27uynIKlSAZ5/N2m+1wsmTWUXd0aNQs6ZpZatQwT7XU7IkdOpkNoATJ0wxN20a9OgB778P48ZB+/ampS8//fYbtGtnJmP5/HN48cX8PX9BoZSia42utAltw5j1Y/ho80fM3TmXztU6M/SJodQOqp2r46dnpPPeT+/x7k/v4uflxxftv6Br9a7XirR+4f1oXrE5PZf0pHdMb77Z9w0z28ykjG8Ze1xenlh6YCkvfP0CwX7BrOq2igrF7PQLJ4QQQogHhssu5F0QJCfD6tWmYFu+3IxfK1TIdDds29a0goWE5H+Bk5e0huhoeOst2L8fwsPh3/82xeOdrtOefaG/+QZeesmMB/z2W1MUC/s4fOEwUzdPZc7OOVxOv8xT5Z5i6BNDaRfa7r7HyP1y6hf6xPRh7/m9RFWLYnLLyZT0KXnb51q1lY+3fMw/15qlQ6a2mkqX6l3s1hpnr/ybvX02/Zb1o3ZQbZZ1WXbH6xEik4wDEY4k+SccRXIvy53GwDnJaKQHx8mTMH06tGplForu2BGWLYPWrWHRItO177vvYMAAqFSpYBVvYK6nQwfYvRv+7//MRCzNm5uiNTY2785rtZqumx07Qo0asG2bFG/2FlI8hI9afcSp104xsflETiadpMNXHQiZGsLE2Ikkpibe8xiX0y8z9Luh1Jtdj6S0JJZFLWNeh3l3LXbclBtDIoews/9OwgLD6PZtNzp81YFzKefseXk5prVm3IZx9Fnah6YVmrKu+zop3oQQQgiRY/kzD7cdaW3GayUl3bh5eZnxWgEBULy4acnKqaQkM3bsxIlbt7NnzSLPRYua9c+KFr37/aJFwdMTfv7ZtLTt2GHOERICgweblrZ69XI/U6Or8fAwXSmjomDGDNOdsl49M4Zu3DhTZNlLcjJ0725a3Hr0MJO73DwZi7Aff29/XnvyNYZEDiHmQAyTN09m+OrhjFo/ip6P92RI5BBCiofc8rpVh1fRb1k/TiSeYEDdAbzX5D18vbK/yGDlgMr81PMnJsZO5K0f3qLq9Kp8+syndKjSIUfXobXmXMo5UjNSc/R6MJOvDF45mE+2fcKLNV5kdtvZt11zTwghhBAiu5yyC2WJEuG6ceNttxRpmVt2QvbzM4VcZlF3/Za5X6nbF2mJNzUUeHiYqfnLlTPjz9LSTFFw+XLWlpxsNovl9vEoZQqUtm3NFhpa8FrXciMlBaZMgQ8+MO9/584wZoxphcxNU/rRo2a8W1wcfPghvPqqvO+OsP3Mdj7a/BHzd8/HYrXQJrQNQyOH0qh8IxL+SmDYqmF88dsXhAWGMavNLOqXq5+r88Wdj6P74u5s+2MbUdWi+Lj1xxQvXPy2z02zpHH4wmH2x+/nQMKBG26T0pJww40apWsQGRxJZHAkEcERhAWG3bNbaOYC3dH7onmj3huMbzreJSZZEc5DuhEJR5L8E44iuZflTl0onbKA8/QM1yEh2/DzI1ubr68pqhIS7r1dunTr+YoXN8XZnbbSpbM/Q2F6elZBl1ncpaRA9epQooRd36YC6eJF+M9/4KOPzL9p797QtGkszz//5H0fa906M9Ok1vDVV2acnXCsM8ln+GTbJ3yy7RPir8RTvWR1/rz8JxdTL/JmgzcZ+dRIvD3s0zx6NeMq7298nzE/jiGwSCDTWk8jsEigKdDiD7A/wdz+ful3rDpr8flg32DCAsMIDQilckBltu3bxlmPs2w5vYXENPPtjq+nL+Flwq8VdJEPR94wecql1Eu0W9CODcc3MKnFJIY+MdQu1yQeLPJHjHAkyT/hKJJ7WVyqgMvLSUwsFlMkJCSYP+zLlr39FPzCsf7806wv99//mvXavL1v7JZ6czfVm/fHx5uZLkNDzeLcIbf22BMOlGpJZd7ueUzbOg1fT1+mtppK9VLV8+RcO//cSffF3fnt7G/X9nl7eBMaEEpoYChhAWHmNjCMygGVb1nsPPM/Equ2cjDhIFtOb2Hzqc1sPr2ZXWd3YbGaZveH/R4mIjiCiDIRfLn7S1mgW+Sa/BEjHEnyTziK5F6W3CzkXaB4eJiWMGkNc26lS8PUqTB8OIwbd5TixSvc0GU1s5XzzJkb96VeN1ypbVv44gvTSiuci7eHN71q9aJXrV55fq7HSz/O1pe3snj/Yvy9/AkLDKOsf1nc1P3N4eSm3AgLDCMsMIyXar4EmEJ0x5kdpqg7bYq66H3R+Hr6ygLdQgghhMgTD1wBJ1xL+fLQrdsJGjXK3npZFovpspqaataikyFHAsDT3ZNOVTvZ/bjeHt48WfZJniyb1cU3/ko8hdwK4e/tb/fzCSGEEEJIAScKFA8P8Pc3mxCOEFgk0NEhCCGEEKIAk3XghBBCCCGEEMJFSAEnhBBCCCGEEC5CCjghhBBCCCGEcBFSwAkhhBBCCCGEi5ACTgghhBBCCCFchBRwQgghhBBCCOEipIATQgghhBBCCBchBZwQQgghhBBCuAgp4IQQQgghhBDCRUgBJ4QQQgghhBAuQmmtHR3DLZRS54Hj9/kyfyAxD8KxF4kv5wKBeEcHcRfO/N6BxJdbkn+548zxOXNsILmXWxJf7kj+5ZwzxwbOH5/kXpZHtNYlbt7plAVcTiilZmit+zo6jjuR+HJOKbVNax3u6DjuxJnfO5D4ckvyL3ecOT5njg0k93JL4ssdyb+cc+bYwCXik9y7h4LUhXKpowO4B4mv4HL2907iK9ic/f1z5vicOTZX4Ozvn8RXsDnz++fMsYHzx+fsHP7+FZgWOFFwOfs3MaJgk/wTjiK5JxxJ8k84iuTevRWkFjhRcM1wdADigSb5JxxFck84kuSfcBTJvXuQFjghhBBCCCGEcBHSAieEEEIIIYQQLkIKOJHvlFJllVI/KKXilFJ7lVKv2vYXV0qtUUodst0Ws+0PU0rFKqXSlFIjrjtOqFJq53VbklJqqIMuS7gIe+Wf7bHXbMfYo5Sar5TydsQ1Cddg59x71ZZ3e+VzT2RHDvKvq1LqN6XUbqXUJqVUzeuO1VIpdUApdVgp9U9HXZNwDXbOvTlKqXNKqT2Ouh5nIF0oRb5TSgUBQVrr7UopX+BX4DmgB3BBaz3e9h9CMa31P5RSJYFHbM+5qLWecJtjugOngUit9f2uISgeIPbKP6VUMPAzUEVr/ZdS6itghdZ6bn5fk3ANdsy9asACIAJIB74D+mutD+fzJQkXkoP8qwfs01pfVEq1AkZrrSNt/98eBJoBp4CtQJTWOs4BlyVcgL1yz3ashsBl4HOtdTVHXI8zkBY4ke+01me01ttt95OBfUAw0A74zPa0zzC/3Gitz2mttwJX73LYJsARKd7Evdg5/zyAwkopD6AI8EfeRi9cmR1z7zFgs9b6itbaAvwI/D3vr0C4shzk3yat9UXb/l+Ah233I4DDWuujWut0zJcJ7fLlIoRLsmPuobXeAFzIn8idlxRwwqGUUuWBWsBmoJTW+oztoT+BUvdxqM7AfPtGJwq63OSf1vo0MAE4AZwBErXWq/MuWlGQ5PKzbw/wlFIqQClVBGgNlM2rWEXBk4P86w2stN0PBk5e99gp2z4h7imXuSdspIATDqOUKgp8AwzVWidd/5g2fXuz1b9XKeUJtAUW2T1IUWDlNv9sffXbAY8CZQAfpVS3PApXFCC5zT2t9T7gfWA1pvvkTiAjT4IVBc795p9SqjHmj+h/5FuQokCS3LMfKeCEQyilCmF+if+ntY627T5r6yed2V/6XDYP1wrYrrU+a/9IRUFkp/xrCvyutT6vtb4KRAP18ipmUTDY67NPaz1ba11Ha90QuIgZkyTEXd1v/imlagCzgHZa6wTb7tPc2OL7sG2fEHdkp9wTNlLAiXynlFLAbMwA1YnXPRQDdLfd7w4syeYho5DukyKb7Jh/J4AnlFJFbMdsgunXL8Rt2fOzzzbBCUqpcpjxb/PsG60oaO43/2y5FQ28qLW+/guCrUAlpdSjth4wnW3HEOK27Jh7wkZmoRT5TinVAPgJ2A1YbbtHYvpDfwWUA44DnbTWF5RSpYFtgJ/t+ZcxM/8lKaV8MH9IV9BaJ+bvlQhXZOf8GwO8AFiAHUAfrXVafl6PcB12zr2fgADMBCfDtNbf5+vFCJeTg/ybBXSw7QOwaK3DbcdqDUwG3IE5Wut38+s6hOuxc+7NBxoBgcBZYJTWenY+XYrTkAJOCCGEEEIIIVyEdKEUQgghhBBCCBchBZwQQgghhBBCuAgp4IQQQgghhBDCRUgBJ4QQQgghhBAuQgo4IYQQQgghhHARUsAJIYQQQgghhIuQAk4IIYQQQgghXIQUcEIIIYQQQgjhIv4fGdHjZNGGeAMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_multiple_ts(dtf_sum, dates, color=\"ts\", lst_colors=[\"red\",\"green\",\"blue\"], legend=True, \n",
    "                 title=\"Grouped series (by exog)\", figsize=(15,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# -> It's more clear now, there is a visual pattern. But can those means be used as proxy for the series?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- rows from: 472 --> to: 473 ---\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts</th>\n",
       "      <th>exog</th>\n",
       "      <th>2016-03-31</th>\n",
       "      <th>2016-04-30</th>\n",
       "      <th>2016-05-31</th>\n",
       "      <th>2016-06-30</th>\n",
       "      <th>2016-07-31</th>\n",
       "      <th>2016-08-31</th>\n",
       "      <th>2016-09-30</th>\n",
       "      <th>2016-10-31</th>\n",
       "      <th>...</th>\n",
       "      <th>2020-09-30</th>\n",
       "      <th>2020-10-31</th>\n",
       "      <th>2020-11-30</th>\n",
       "      <th>2020-12-31</th>\n",
       "      <th>2021-01-31</th>\n",
       "      <th>2021-02-28</th>\n",
       "      <th>2021-03-31</th>\n",
       "      <th>2021-04-30</th>\n",
       "      <th>2021-05-31</th>\n",
       "      <th>2021-06-30</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>468</td>\n",
       "      <td>FOODS_3_561</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.300000</td>\n",
       "      <td>2.741935</td>\n",
       "      <td>3.066667</td>\n",
       "      <td>2.806452</td>\n",
       "      <td>3.451613</td>\n",
       "      <td>2.428571</td>\n",
       "      <td>2.774194</td>\n",
       "      <td>2.200000</td>\n",
       "      <td>3.032258</td>\n",
       "      <td>2.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>469</td>\n",
       "      <td>FOODS_3_519</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.806452</td>\n",
       "      <td>1.266667</td>\n",
       "      <td>1.096774</td>\n",
       "      <td>1.129032</td>\n",
       "      <td>1.285714</td>\n",
       "      <td>0.258065</td>\n",
       "      <td>0.433333</td>\n",
       "      <td>0.387097</td>\n",
       "      <td>2.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>470</td>\n",
       "      <td>FOODS_2_221</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>1.625000</td>\n",
       "      <td>2.066667</td>\n",
       "      <td>2.580645</td>\n",
       "      <td>1.900000</td>\n",
       "      <td>1.677419</td>\n",
       "      <td>1.129032</td>\n",
       "      <td>1.100000</td>\n",
       "      <td>1.580645</td>\n",
       "      <td>...</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>1.161290</td>\n",
       "      <td>2.166667</td>\n",
       "      <td>1.516129</td>\n",
       "      <td>0.225806</td>\n",
       "      <td>1.142857</td>\n",
       "      <td>1.387097</td>\n",
       "      <td>1.266667</td>\n",
       "      <td>1.161290</td>\n",
       "      <td>1.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>471</td>\n",
       "      <td>FOODS_2_310</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.633333</td>\n",
       "      <td>0.709677</td>\n",
       "      <td>0.866667</td>\n",
       "      <td>0.935484</td>\n",
       "      <td>0.483871</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.533333</td>\n",
       "      <td>0.774194</td>\n",
       "      <td>0.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>472</td>\n",
       "      <td>mean</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.510593</td>\n",
       "      <td>1.140890</td>\n",
       "      <td>1.096432</td>\n",
       "      <td>1.047599</td>\n",
       "      <td>1.142633</td>\n",
       "      <td>1.232504</td>\n",
       "      <td>1.381568</td>\n",
       "      <td>1.290528</td>\n",
       "      <td>...</td>\n",
       "      <td>2.021257</td>\n",
       "      <td>2.028294</td>\n",
       "      <td>1.993856</td>\n",
       "      <td>1.899740</td>\n",
       "      <td>1.721706</td>\n",
       "      <td>1.737439</td>\n",
       "      <td>2.093494</td>\n",
       "      <td>2.079732</td>\n",
       "      <td>2.040459</td>\n",
       "      <td>2.089195</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 66 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              ts   exog  2016-03-31  2016-04-30  2016-05-31  2016-06-30  \\\n",
       "468  FOODS_3_561  FOODS    0.000000    0.000000    0.000000    0.000000   \n",
       "469  FOODS_3_519  FOODS    0.000000    0.000000    0.000000    0.000000   \n",
       "470  FOODS_2_221  FOODS    1.625000    2.066667    2.580645    1.900000   \n",
       "471  FOODS_2_310  FOODS    0.000000    0.000000    0.000000    0.000000   \n",
       "472         mean    NaN    1.510593    1.140890    1.096432    1.047599   \n",
       "\n",
       "     2016-07-31  2016-08-31  2016-09-30  2016-10-31  ...  2020-09-30  \\\n",
       "468    0.000000    0.000000    0.000000    0.000000  ...    2.300000   \n",
       "469    0.000000    0.000000    0.000000    0.000000  ...    0.666667   \n",
       "470    1.677419    1.129032    1.100000    1.580645  ...    1.400000   \n",
       "471    0.000000    0.000000    0.000000    0.000000  ...    0.633333   \n",
       "472    1.142633    1.232504    1.381568    1.290528  ...    2.021257   \n",
       "\n",
       "     2020-10-31  2020-11-30  2020-12-31  2021-01-31  2021-02-28  2021-03-31  \\\n",
       "468    2.741935    3.066667    2.806452    3.451613    2.428571    2.774194   \n",
       "469    0.806452    1.266667    1.096774    1.129032    1.285714    0.258065   \n",
       "470    1.161290    2.166667    1.516129    0.225806    1.142857    1.387097   \n",
       "471    0.709677    0.866667    0.935484    0.483871    0.000000    0.000000   \n",
       "472    2.028294    1.993856    1.899740    1.721706    1.737439    2.093494   \n",
       "\n",
       "     2021-04-30  2021-05-31  2021-06-30  \n",
       "468    2.200000    3.032258    2.900000  \n",
       "469    0.433333    0.387097    2.100000  \n",
       "470    1.266667    1.161290    1.100000  \n",
       "471    0.533333    0.774194    0.400000  \n",
       "472    2.079732    2.040459    2.089195  \n",
       "\n",
       "[5 rows x 66 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Let's compare one mean with all the other series in the group (exog):\n",
    "dtf_sum = summarize_multiple_ts(dtf[dtf[\"exog\"]==\"FOODS\"], by=None, aggs=[\"mean\"], return_all=True)\n",
    "dtf_sum.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_multiple_ts(dtf_sum, dates, legend=True, lst_highlights=[\"mean\"], \n",
    "                 title=\"Mean extraction (example)\", figsize=(15,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# -> The mean is not representative of the group. So I'll find a new way of grouping the series with Clustering. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2 - Clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "def utils_cluster_centers(cluster, center):\n",
    "    scaler = preprocessing.StandardScaler()\n",
    "    scaler.fit(cluster)\n",
    "    return scaler.inverse_transform(center)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "def clustering_multiple_ts(dtf, idxs, k=None, top=None, figsize=(10,5)):\n",
    "    ## preprocessing\n",
    "    dtf_c = dtf.copy()\n",
    "    scaler = preprocessing.StandardScaler()\n",
    "    lst_ts = []\n",
    "    for name in dtf_c[\"ts\"].unique():\n",
    "        ts = utils_filter_ts(dtf_c, name, idxs)\n",
    "        ts[ts.columns[0]] = scaler.fit_transform(ts)\n",
    "        lst_ts.append(ts)\n",
    "\n",
    "    ## hierarchical clustering\n",
    "    if k is None:\n",
    "        print(\"--- k not defined: using hierarchical clustering ---\")\n",
    "        dtw_sim = utils_dtw_dist(lst_ts, return_sim=False)\n",
    "        ward_links = sci_cluster.hierarchy.ward(dtw_sim)\n",
    "        max_dist_allowed_inside_clusters = dtw_sim.mean().mean()*dtw_sim.max().max()/dtw_sim.min().min()\n",
    "        clusters = sci_cluster.hierarchy.fcluster(ward_links, t=max_dist_allowed_inside_clusters, criterion='distance')\n",
    "        print(\"--- found\", len(np.unique(clusters)), \"clusters ---\")\n",
    "    \n",
    "    ## k-means\n",
    "    else:\n",
    "        print(\"---\", \"k=\"+str(k)+\": using k-means ---\")\n",
    "        model = TimeSeriesKMeans(n_clusters=k, metric=\"dtw\")\n",
    "        clusters = model.fit_predict(to_time_series_dataset(lst_ts))\n",
    "        \n",
    "        \n",
    "        \n",
    "\n",
    "    ## put in the dtf\n",
    "    other_cols = dtf_c.drop(idxs, axis=1).columns\n",
    "    dtf_c[\"cluster\"] = clusters\n",
    "\n",
    "    ## plot freq\n",
    "    ax = dtf_c[\"cluster\"].value_counts().head(top).sort_values().plot(kind=\"barh\", title=\"Cluster distribution\", figsize=figsize)\n",
    "    total = sum([i.get_width() for i in ax.patches])\n",
    "    for i in ax.patches:\n",
    "        ax.text(i.get_width()+.3, i.get_y()+.10, \n",
    "                str(i.get_width())+\" (\"+str(round((i.get_width()/total)*100,2))+'%)', \n",
    "                fontsize=10, color='black')\n",
    "    ax.set(xlim=[0, dtf_c[\"cluster\"].value_counts().max()+dtf_c[\"cluster\"].value_counts().mean()])\n",
    "    ax.grid(axis=\"x\")\n",
    "    plt.show()\n",
    "    return dtf_c[list(other_cols)+[\"cluster\"]+idxs]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Find Clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- k not defined: using hierarchical clustering ---\n",
      "--- found 1 clusters ---\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dtf_c = clustering_multiple_ts(dtf, dates, k=None, top=10, figsize=(15,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- k=10: using k-means ---\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Find clusters\n",
    "dtf_c = clustering_multiple_ts(dtf, dates, k=10, figsize=(15,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts</th>\n",
       "      <th>exog</th>\n",
       "      <th>cluster</th>\n",
       "      <th>2016-03-31</th>\n",
       "      <th>2016-04-30</th>\n",
       "      <th>2016-05-31</th>\n",
       "      <th>2016-06-30</th>\n",
       "      <th>2016-07-31</th>\n",
       "      <th>2016-08-31</th>\n",
       "      <th>2016-09-30</th>\n",
       "      <th>...</th>\n",
       "      <th>2020-09-30</th>\n",
       "      <th>2020-10-31</th>\n",
       "      <th>2020-11-30</th>\n",
       "      <th>2020-12-31</th>\n",
       "      <th>2021-01-31</th>\n",
       "      <th>2021-02-28</th>\n",
       "      <th>2021-03-31</th>\n",
       "      <th>2021-04-30</th>\n",
       "      <th>2021-05-31</th>\n",
       "      <th>2021-06-30</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>FOODS_3_536</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>0</td>\n",
       "      <td>1.500</td>\n",
       "      <td>1.733333</td>\n",
       "      <td>1.516129</td>\n",
       "      <td>1.733333</td>\n",
       "      <td>1.677419</td>\n",
       "      <td>0.645161</td>\n",
       "      <td>1.633333</td>\n",
       "      <td>...</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>1.677419</td>\n",
       "      <td>1.366667</td>\n",
       "      <td>1.290323</td>\n",
       "      <td>1.096774</td>\n",
       "      <td>1.071429</td>\n",
       "      <td>1.322581</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>1.387097</td>\n",
       "      <td>1.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>FOODS_3_382</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>4</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>1.161290</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.064516</td>\n",
       "      <td>0.419355</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>1.838710</td>\n",
       "      <td>19.733333</td>\n",
       "      <td>10.129032</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>HOUSEHOLD_1_375</td>\n",
       "      <td>HOUSEHOLD</td>\n",
       "      <td>6</td>\n",
       "      <td>1.125</td>\n",
       "      <td>1.166667</td>\n",
       "      <td>0.806452</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.806452</td>\n",
       "      <td>0.903226</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.266667</td>\n",
       "      <td>0.516129</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.483871</td>\n",
       "      <td>0.451613</td>\n",
       "      <td>0.535714</td>\n",
       "      <td>0.580645</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.451613</td>\n",
       "      <td>0.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>FOODS_2_084</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>7</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.933333</td>\n",
       "      <td>1.935484</td>\n",
       "      <td>1.733333</td>\n",
       "      <td>1.129032</td>\n",
       "      <td>1.419355</td>\n",
       "      <td>0.535714</td>\n",
       "      <td>1.193548</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>1.709677</td>\n",
       "      <td>2.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>FOODS_3_668</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>6</td>\n",
       "      <td>15.625</td>\n",
       "      <td>17.233333</td>\n",
       "      <td>15.225806</td>\n",
       "      <td>17.700000</td>\n",
       "      <td>13.838710</td>\n",
       "      <td>10.516129</td>\n",
       "      <td>12.466667</td>\n",
       "      <td>...</td>\n",
       "      <td>11.800000</td>\n",
       "      <td>10.096774</td>\n",
       "      <td>8.366667</td>\n",
       "      <td>8.419355</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>8.178571</td>\n",
       "      <td>6.677419</td>\n",
       "      <td>5.633333</td>\n",
       "      <td>7.580645</td>\n",
       "      <td>8.3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 67 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                ts       exog  cluster  2016-03-31  2016-04-30  2016-05-31  \\\n",
       "0      FOODS_3_536      FOODS        0       1.500    1.733333    1.516129   \n",
       "1      FOODS_3_382      FOODS        4       0.000    0.000000    0.000000   \n",
       "2  HOUSEHOLD_1_375  HOUSEHOLD        6       1.125    1.166667    0.806452   \n",
       "3      FOODS_2_084      FOODS        7       0.000    0.000000    0.000000   \n",
       "4      FOODS_3_668      FOODS        6      15.625   17.233333   15.225806   \n",
       "\n",
       "   2016-06-30  2016-07-31  2016-08-31  2016-09-30  ...  2020-09-30  \\\n",
       "0    1.733333    1.677419    0.645161    1.633333  ...    0.833333   \n",
       "1    0.000000    0.000000    0.000000    0.000000  ...    1.600000   \n",
       "2    0.700000    0.806452    0.903226    0.900000  ...    0.266667   \n",
       "3    0.000000    0.000000    0.000000    0.000000  ...    1.933333   \n",
       "4   17.700000   13.838710   10.516129   12.466667  ...   11.800000   \n",
       "\n",
       "   2020-10-31  2020-11-30  2020-12-31  2021-01-31  2021-02-28  2021-03-31  \\\n",
       "0    1.677419    1.366667    1.290323    1.096774    1.071429    1.322581   \n",
       "1    1.161290    0.500000    0.064516    0.419355    0.750000    1.838710   \n",
       "2    0.516129    0.700000    0.483871    0.451613    0.535714    0.580645   \n",
       "3    1.935484    1.733333    1.129032    1.419355    0.535714    1.193548   \n",
       "4   10.096774    8.366667    8.419355    8.000000    8.178571    6.677419   \n",
       "\n",
       "   2021-04-30  2021-05-31  2021-06-30  \n",
       "0    0.700000    1.387097         1.3  \n",
       "1   19.733333   10.129032         0.2  \n",
       "2    0.666667    0.451613         0.8  \n",
       "3    1.300000    1.709677         2.1  \n",
       "4    5.633333    7.580645         8.3  \n",
       "\n",
       "[5 rows x 67 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dtf_c.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot all clusters\n",
    "plot_multiple_ts(dtf_c, dates, color=\"cluster\", lst_colors=None, legend=True, \n",
    "                 title=\"Clusters (all series)\", figsize=(15,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Check single cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "c = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- rows from: 136 --> to: 137 ---\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts</th>\n",
       "      <th>exog</th>\n",
       "      <th>cluster</th>\n",
       "      <th>2015-08-31</th>\n",
       "      <th>2015-09-30</th>\n",
       "      <th>2015-10-31</th>\n",
       "      <th>2015-11-30</th>\n",
       "      <th>2015-12-31</th>\n",
       "      <th>2016-01-31</th>\n",
       "      <th>2016-02-29</th>\n",
       "      <th>...</th>\n",
       "      <th>2020-01-31</th>\n",
       "      <th>2020-02-29</th>\n",
       "      <th>2020-03-31</th>\n",
       "      <th>2020-04-30</th>\n",
       "      <th>2020-05-31</th>\n",
       "      <th>2020-06-30</th>\n",
       "      <th>2020-07-31</th>\n",
       "      <th>2020-08-31</th>\n",
       "      <th>2020-09-30</th>\n",
       "      <th>2020-10-31</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>132</td>\n",
       "      <td>FOODS_2_193</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.161290</td>\n",
       "      <td>0.206897</td>\n",
       "      <td>0.161290</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.193548</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.354839</td>\n",
       "      <td>0.290323</td>\n",
       "      <td>0.466667</td>\n",
       "      <td>0.233333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>133</td>\n",
       "      <td>FOODS_3_489</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>3.451613</td>\n",
       "      <td>4.655172</td>\n",
       "      <td>3.451613</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>3.290323</td>\n",
       "      <td>4.366667</td>\n",
       "      <td>2.612903</td>\n",
       "      <td>2.806452</td>\n",
       "      <td>2.166667</td>\n",
       "      <td>2.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>134</td>\n",
       "      <td>HOUSEHOLD_1_264</td>\n",
       "      <td>HOUSEHOLD</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.193548</td>\n",
       "      <td>0.310345</td>\n",
       "      <td>0.064516</td>\n",
       "      <td>0.233333</td>\n",
       "      <td>0.258065</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.354839</td>\n",
       "      <td>0.193548</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.433333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>135</td>\n",
       "      <td>FOODS_3_519</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.322581</td>\n",
       "      <td>0.586207</td>\n",
       "      <td>0.870968</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>1.129032</td>\n",
       "      <td>1.800000</td>\n",
       "      <td>0.516129</td>\n",
       "      <td>0.193548</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>0.733333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>136</td>\n",
       "      <td>mean</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.058541</td>\n",
       "      <td>0.04902</td>\n",
       "      <td>0.036765</td>\n",
       "      <td>0.018137</td>\n",
       "      <td>0.021822</td>\n",
       "      <td>0.032495</td>\n",
       "      <td>0.059584</td>\n",
       "      <td>...</td>\n",
       "      <td>1.162713</td>\n",
       "      <td>1.210193</td>\n",
       "      <td>1.260911</td>\n",
       "      <td>1.299510</td>\n",
       "      <td>1.177894</td>\n",
       "      <td>1.170833</td>\n",
       "      <td>1.105550</td>\n",
       "      <td>1.079696</td>\n",
       "      <td>1.091667</td>\n",
       "      <td>1.074020</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 66 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  ts       exog  cluster  2015-08-31  2015-09-30  2015-10-31  \\\n",
       "132      FOODS_2_193      FOODS      1.0    0.000000     0.00000    0.000000   \n",
       "133      FOODS_3_489      FOODS      1.0    0.000000     0.00000    0.000000   \n",
       "134  HOUSEHOLD_1_264  HOUSEHOLD      1.0    0.000000     0.00000    0.000000   \n",
       "135      FOODS_3_519      FOODS      1.0    0.000000     0.00000    0.000000   \n",
       "136             mean        NaN      1.0    0.058541     0.04902    0.036765   \n",
       "\n",
       "     2015-11-30  2015-12-31  2016-01-31  2016-02-29  ...  2020-01-31  \\\n",
       "132    0.000000    0.000000    0.000000    0.000000  ...    0.161290   \n",
       "133    0.000000    0.000000    0.000000    0.000000  ...    3.451613   \n",
       "134    0.000000    0.000000    0.000000    0.000000  ...    0.193548   \n",
       "135    0.000000    0.000000    0.000000    0.000000  ...    0.322581   \n",
       "136    0.018137    0.021822    0.032495    0.059584  ...    1.162713   \n",
       "\n",
       "     2020-02-29  2020-03-31  2020-04-30  2020-05-31  2020-06-30  2020-07-31  \\\n",
       "132    0.206897    0.161290    0.200000    0.193548    0.100000    0.354839   \n",
       "133    4.655172    3.451613    3.500000    3.290323    4.366667    2.612903   \n",
       "134    0.310345    0.064516    0.233333    0.258065    0.200000    0.354839   \n",
       "135    0.586207    0.870968    1.300000    1.129032    1.800000    0.516129   \n",
       "136    1.210193    1.260911    1.299510    1.177894    1.170833    1.105550   \n",
       "\n",
       "     2020-08-31  2020-09-30  2020-10-31  \n",
       "132    0.290323    0.466667    0.233333  \n",
       "133    2.806452    2.166667    2.200000  \n",
       "134    0.193548    0.333333    0.433333  \n",
       "135    0.193548    0.600000    0.733333  \n",
       "136    1.079696    1.091667    1.074020  \n",
       "\n",
       "[5 rows x 66 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dtf_sum = summarize_multiple_ts(dtf_c[dtf_c[\"cluster\"]==c], by=None, aggs=[\"mean\"], return_all=True)\n",
    "dtf_sum.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_multiple_ts(dtf_sum, dates, legend=True, lst_highlights=[\"mean\"], \n",
    "                 title=\"Cluster \"+str(c)+\" (Mean vs All)\", figsize=(15,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Group Series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- rows from: 1000 --> to: 10 ---\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts</th>\n",
       "      <th>2015-08-31</th>\n",
       "      <th>2015-09-30</th>\n",
       "      <th>2015-10-31</th>\n",
       "      <th>2015-11-30</th>\n",
       "      <th>2015-12-31</th>\n",
       "      <th>2016-01-31</th>\n",
       "      <th>2016-02-29</th>\n",
       "      <th>2016-03-31</th>\n",
       "      <th>2016-04-30</th>\n",
       "      <th>...</th>\n",
       "      <th>2020-01-31</th>\n",
       "      <th>2020-02-29</th>\n",
       "      <th>2020-03-31</th>\n",
       "      <th>2020-04-30</th>\n",
       "      <th>2020-05-31</th>\n",
       "      <th>2020-06-30</th>\n",
       "      <th>2020-07-31</th>\n",
       "      <th>2020-08-31</th>\n",
       "      <th>2020-09-30</th>\n",
       "      <th>2020-10-31</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0_mean</td>\n",
       "      <td>2.325444</td>\n",
       "      <td>2.171154</td>\n",
       "      <td>1.866625</td>\n",
       "      <td>1.946154</td>\n",
       "      <td>2.269851</td>\n",
       "      <td>2.440447</td>\n",
       "      <td>2.675729</td>\n",
       "      <td>2.196030</td>\n",
       "      <td>2.246795</td>\n",
       "      <td>...</td>\n",
       "      <td>1.874690</td>\n",
       "      <td>1.870690</td>\n",
       "      <td>1.910670</td>\n",
       "      <td>1.756410</td>\n",
       "      <td>1.602978</td>\n",
       "      <td>1.344872</td>\n",
       "      <td>1.493176</td>\n",
       "      <td>1.574442</td>\n",
       "      <td>1.209615</td>\n",
       "      <td>1.237179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1_mean</td>\n",
       "      <td>0.058541</td>\n",
       "      <td>0.049020</td>\n",
       "      <td>0.036765</td>\n",
       "      <td>0.018137</td>\n",
       "      <td>0.021822</td>\n",
       "      <td>0.032495</td>\n",
       "      <td>0.059584</td>\n",
       "      <td>0.054080</td>\n",
       "      <td>0.057108</td>\n",
       "      <td>...</td>\n",
       "      <td>1.162713</td>\n",
       "      <td>1.210193</td>\n",
       "      <td>1.260911</td>\n",
       "      <td>1.299510</td>\n",
       "      <td>1.177894</td>\n",
       "      <td>1.170833</td>\n",
       "      <td>1.105550</td>\n",
       "      <td>1.079696</td>\n",
       "      <td>1.091667</td>\n",
       "      <td>1.074020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>2_mean</td>\n",
       "      <td>1.021015</td>\n",
       "      <td>1.234364</td>\n",
       "      <td>1.526771</td>\n",
       "      <td>1.586598</td>\n",
       "      <td>1.565680</td>\n",
       "      <td>1.923844</td>\n",
       "      <td>2.191966</td>\n",
       "      <td>2.024942</td>\n",
       "      <td>2.315464</td>\n",
       "      <td>...</td>\n",
       "      <td>1.463918</td>\n",
       "      <td>1.523285</td>\n",
       "      <td>1.617559</td>\n",
       "      <td>1.510997</td>\n",
       "      <td>1.313934</td>\n",
       "      <td>1.187285</td>\n",
       "      <td>1.257067</td>\n",
       "      <td>1.431659</td>\n",
       "      <td>1.323368</td>\n",
       "      <td>1.263230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>3_mean</td>\n",
       "      <td>0.108100</td>\n",
       "      <td>0.099242</td>\n",
       "      <td>0.076002</td>\n",
       "      <td>0.065909</td>\n",
       "      <td>0.095064</td>\n",
       "      <td>0.088954</td>\n",
       "      <td>0.134796</td>\n",
       "      <td>0.166911</td>\n",
       "      <td>0.186111</td>\n",
       "      <td>...</td>\n",
       "      <td>1.638319</td>\n",
       "      <td>1.671630</td>\n",
       "      <td>1.658113</td>\n",
       "      <td>1.730556</td>\n",
       "      <td>1.816960</td>\n",
       "      <td>1.828535</td>\n",
       "      <td>1.908113</td>\n",
       "      <td>2.000244</td>\n",
       "      <td>1.890404</td>\n",
       "      <td>1.913636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>4_mean</td>\n",
       "      <td>0.252465</td>\n",
       "      <td>0.228846</td>\n",
       "      <td>0.246898</td>\n",
       "      <td>0.247222</td>\n",
       "      <td>0.228495</td>\n",
       "      <td>0.220223</td>\n",
       "      <td>0.239390</td>\n",
       "      <td>0.265715</td>\n",
       "      <td>0.245726</td>\n",
       "      <td>...</td>\n",
       "      <td>1.079611</td>\n",
       "      <td>1.246684</td>\n",
       "      <td>1.352151</td>\n",
       "      <td>1.265171</td>\n",
       "      <td>1.149090</td>\n",
       "      <td>1.098932</td>\n",
       "      <td>1.180935</td>\n",
       "      <td>1.272953</td>\n",
       "      <td>1.379060</td>\n",
       "      <td>1.458974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>5_mean</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.305932</td>\n",
       "      <td>0.401586</td>\n",
       "      <td>0.458192</td>\n",
       "      <td>0.595407</td>\n",
       "      <td>0.706944</td>\n",
       "      <td>0.825541</td>\n",
       "      <td>0.962274</td>\n",
       "      <td>2.171469</td>\n",
       "      <td>...</td>\n",
       "      <td>2.157463</td>\n",
       "      <td>1.925774</td>\n",
       "      <td>1.905686</td>\n",
       "      <td>1.846893</td>\n",
       "      <td>1.853198</td>\n",
       "      <td>1.330226</td>\n",
       "      <td>1.533078</td>\n",
       "      <td>2.016676</td>\n",
       "      <td>2.289266</td>\n",
       "      <td>2.261017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>6_mean</td>\n",
       "      <td>3.387430</td>\n",
       "      <td>3.055285</td>\n",
       "      <td>2.743116</td>\n",
       "      <td>2.554472</td>\n",
       "      <td>2.732101</td>\n",
       "      <td>2.680173</td>\n",
       "      <td>2.772498</td>\n",
       "      <td>2.503934</td>\n",
       "      <td>2.419512</td>\n",
       "      <td>...</td>\n",
       "      <td>1.071204</td>\n",
       "      <td>1.013457</td>\n",
       "      <td>0.973643</td>\n",
       "      <td>1.021138</td>\n",
       "      <td>0.967349</td>\n",
       "      <td>0.952846</td>\n",
       "      <td>1.096774</td>\n",
       "      <td>1.169158</td>\n",
       "      <td>1.023171</td>\n",
       "      <td>1.111789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>7_mean</td>\n",
       "      <td>0.951122</td>\n",
       "      <td>1.102083</td>\n",
       "      <td>1.176747</td>\n",
       "      <td>1.097222</td>\n",
       "      <td>1.173387</td>\n",
       "      <td>1.041667</td>\n",
       "      <td>1.237069</td>\n",
       "      <td>1.179435</td>\n",
       "      <td>1.160417</td>\n",
       "      <td>...</td>\n",
       "      <td>1.376344</td>\n",
       "      <td>1.405891</td>\n",
       "      <td>1.286962</td>\n",
       "      <td>1.563889</td>\n",
       "      <td>1.469758</td>\n",
       "      <td>1.479167</td>\n",
       "      <td>1.616935</td>\n",
       "      <td>1.395161</td>\n",
       "      <td>1.001389</td>\n",
       "      <td>1.120833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>8_mean</td>\n",
       "      <td>0.586824</td>\n",
       "      <td>0.542574</td>\n",
       "      <td>0.643245</td>\n",
       "      <td>0.617162</td>\n",
       "      <td>0.954008</td>\n",
       "      <td>0.873842</td>\n",
       "      <td>0.835439</td>\n",
       "      <td>0.896519</td>\n",
       "      <td>0.851815</td>\n",
       "      <td>...</td>\n",
       "      <td>1.067391</td>\n",
       "      <td>0.963127</td>\n",
       "      <td>0.864580</td>\n",
       "      <td>0.892739</td>\n",
       "      <td>0.805813</td>\n",
       "      <td>0.893399</td>\n",
       "      <td>0.836474</td>\n",
       "      <td>0.970616</td>\n",
       "      <td>1.048185</td>\n",
       "      <td>1.013531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>9_mean</td>\n",
       "      <td>1.501479</td>\n",
       "      <td>1.194444</td>\n",
       "      <td>1.020678</td>\n",
       "      <td>0.835470</td>\n",
       "      <td>0.850289</td>\n",
       "      <td>0.787014</td>\n",
       "      <td>0.730769</td>\n",
       "      <td>0.720017</td>\n",
       "      <td>0.771795</td>\n",
       "      <td>...</td>\n",
       "      <td>0.791977</td>\n",
       "      <td>0.782051</td>\n",
       "      <td>0.794045</td>\n",
       "      <td>0.757692</td>\n",
       "      <td>0.711745</td>\n",
       "      <td>0.726496</td>\n",
       "      <td>0.823821</td>\n",
       "      <td>0.905294</td>\n",
       "      <td>1.004701</td>\n",
       "      <td>1.010684</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 64 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       ts  2015-08-31  2015-09-30  2015-10-31  2015-11-30  2015-12-31  \\\n",
       "0  0_mean    2.325444    2.171154    1.866625    1.946154    2.269851   \n",
       "1  1_mean    0.058541    0.049020    0.036765    0.018137    0.021822   \n",
       "2  2_mean    1.021015    1.234364    1.526771    1.586598    1.565680   \n",
       "3  3_mean    0.108100    0.099242    0.076002    0.065909    0.095064   \n",
       "4  4_mean    0.252465    0.228846    0.246898    0.247222    0.228495   \n",
       "5  5_mean    1.000000    0.305932    0.401586    0.458192    0.595407   \n",
       "6  6_mean    3.387430    3.055285    2.743116    2.554472    2.732101   \n",
       "7  7_mean    0.951122    1.102083    1.176747    1.097222    1.173387   \n",
       "8  8_mean    0.586824    0.542574    0.643245    0.617162    0.954008   \n",
       "9  9_mean    1.501479    1.194444    1.020678    0.835470    0.850289   \n",
       "\n",
       "   2016-01-31  2016-02-29  2016-03-31  2016-04-30  ...  2020-01-31  \\\n",
       "0    2.440447    2.675729    2.196030    2.246795  ...    1.874690   \n",
       "1    0.032495    0.059584    0.054080    0.057108  ...    1.162713   \n",
       "2    1.923844    2.191966    2.024942    2.315464  ...    1.463918   \n",
       "3    0.088954    0.134796    0.166911    0.186111  ...    1.638319   \n",
       "4    0.220223    0.239390    0.265715    0.245726  ...    1.079611   \n",
       "5    0.706944    0.825541    0.962274    2.171469  ...    2.157463   \n",
       "6    2.680173    2.772498    2.503934    2.419512  ...    1.071204   \n",
       "7    1.041667    1.237069    1.179435    1.160417  ...    1.376344   \n",
       "8    0.873842    0.835439    0.896519    0.851815  ...    1.067391   \n",
       "9    0.787014    0.730769    0.720017    0.771795  ...    0.791977   \n",
       "\n",
       "   2020-02-29  2020-03-31  2020-04-30  2020-05-31  2020-06-30  2020-07-31  \\\n",
       "0    1.870690    1.910670    1.756410    1.602978    1.344872    1.493176   \n",
       "1    1.210193    1.260911    1.299510    1.177894    1.170833    1.105550   \n",
       "2    1.523285    1.617559    1.510997    1.313934    1.187285    1.257067   \n",
       "3    1.671630    1.658113    1.730556    1.816960    1.828535    1.908113   \n",
       "4    1.246684    1.352151    1.265171    1.149090    1.098932    1.180935   \n",
       "5    1.925774    1.905686    1.846893    1.853198    1.330226    1.533078   \n",
       "6    1.013457    0.973643    1.021138    0.967349    0.952846    1.096774   \n",
       "7    1.405891    1.286962    1.563889    1.469758    1.479167    1.616935   \n",
       "8    0.963127    0.864580    0.892739    0.805813    0.893399    0.836474   \n",
       "9    0.782051    0.794045    0.757692    0.711745    0.726496    0.823821   \n",
       "\n",
       "   2020-08-31  2020-09-30  2020-10-31  \n",
       "0    1.574442    1.209615    1.237179  \n",
       "1    1.079696    1.091667    1.074020  \n",
       "2    1.431659    1.323368    1.263230  \n",
       "3    2.000244    1.890404    1.913636  \n",
       "4    1.272953    1.379060    1.458974  \n",
       "5    2.016676    2.289266    2.261017  \n",
       "6    1.169158    1.023171    1.111789  \n",
       "7    1.395161    1.001389    1.120833  \n",
       "8    0.970616    1.048185    1.013531  \n",
       "9    0.905294    1.004701    1.010684  \n",
       "\n",
       "[10 rows x 64 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Sum each cluster\n",
    "dtf_sum = summarize_multiple_ts(dtf_c, by=\"cluster\", aggs=[\"mean\"], return_all=False)\n",
    "dtf_sum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot clusters\n",
    "plot_multiple_ts(dtf_sum, dates, color=\"ts\", lst_colors=None, legend=True, \n",
    "                 title=\"Grouped series (by cluster)\", figsize=(15,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# -> I will work with the means series."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3 - Preprocessing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Partitioning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train: (800, 66) | test: (200, 66)\n"
     ]
    }
   ],
   "source": [
    "# By Rows\n",
    "dtf_train, dtf_test = split_multiple_train_test(dtf_c, idxs=None, test_size=0.2, idx_split=None)\n",
    "print(\"train:\", dtf_train.shape, \"| test:\", dtf_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "        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>ts</th>\n",
       "      <th>exog</th>\n",
       "      <th>cluster</th>\n",
       "      <th>2015-08-31</th>\n",
       "      <th>2015-09-30</th>\n",
       "      <th>2015-10-31</th>\n",
       "      <th>2015-11-30</th>\n",
       "      <th>2015-12-31</th>\n",
       "      <th>2016-01-31</th>\n",
       "      <th>2016-02-29</th>\n",
       "      <th>...</th>\n",
       "      <th>2020-01-31</th>\n",
       "      <th>2020-02-29</th>\n",
       "      <th>2020-03-31</th>\n",
       "      <th>2020-04-30</th>\n",
       "      <th>2020-05-31</th>\n",
       "      <th>2020-06-30</th>\n",
       "      <th>2020-07-31</th>\n",
       "      <th>2020-08-31</th>\n",
       "      <th>2020-09-30</th>\n",
       "      <th>2020-10-31</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>814</td>\n",
       "      <td>HOUSEHOLD_2_327</td>\n",
       "      <td>HOUSEHOLD</td>\n",
       "      <td>5</td>\n",
       "      <td>0.038462</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.064516</td>\n",
       "      <td>0.064516</td>\n",
       "      <td>0.172414</td>\n",
       "      <td>...</td>\n",
       "      <td>0.193548</td>\n",
       "      <td>0.206897</td>\n",
       "      <td>0.290323</td>\n",
       "      <td>0.433333</td>\n",
       "      <td>0.580645</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>0.483871</td>\n",
       "      <td>0.483871</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.433333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>345</td>\n",
       "      <td>HOUSEHOLD_1_513</td>\n",
       "      <td>HOUSEHOLD</td>\n",
       "      <td>8</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.612903</td>\n",
       "      <td>0.233333</td>\n",
       "      <td>0.548387</td>\n",
       "      <td>0.354839</td>\n",
       "      <td>0.137931</td>\n",
       "      <td>...</td>\n",
       "      <td>0.064516</td>\n",
       "      <td>1.137931</td>\n",
       "      <td>1.225806</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.032258</td>\n",
       "      <td>0.677419</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.533333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>824</td>\n",
       "      <td>FOODS_2_189</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.580645</td>\n",
       "      <td>3.600000</td>\n",
       "      <td>3.354839</td>\n",
       "      <td>4.266667</td>\n",
       "      <td>3.806452</td>\n",
       "      <td>3.354839</td>\n",
       "      <td>3.133333</td>\n",
       "      <td>4.233333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>964</td>\n",
       "      <td>FOODS_3_489</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>3.451613</td>\n",
       "      <td>4.655172</td>\n",
       "      <td>3.451613</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>3.290323</td>\n",
       "      <td>4.366667</td>\n",
       "      <td>2.612903</td>\n",
       "      <td>2.806452</td>\n",
       "      <td>2.166667</td>\n",
       "      <td>2.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>566</td>\n",
       "      <td>FOODS_1_012</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.689655</td>\n",
       "      <td>...</td>\n",
       "      <td>10.354839</td>\n",
       "      <td>10.310345</td>\n",
       "      <td>8.419355</td>\n",
       "      <td>8.900000</td>\n",
       "      <td>7.354839</td>\n",
       "      <td>7.766667</td>\n",
       "      <td>7.677419</td>\n",
       "      <td>7.709677</td>\n",
       "      <td>3.766667</td>\n",
       "      <td>1.200000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 66 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  ts       exog  cluster  2015-08-31  2015-09-30  2015-10-31  \\\n",
       "814  HOUSEHOLD_2_327  HOUSEHOLD        5    0.038462    0.033333    0.000000   \n",
       "345  HOUSEHOLD_1_513  HOUSEHOLD        8    0.000000    0.200000    0.612903   \n",
       "824      FOODS_2_189      FOODS        3    0.000000    0.000000    0.000000   \n",
       "964      FOODS_3_489      FOODS        1    0.000000    0.000000    0.000000   \n",
       "566      FOODS_1_012      FOODS        3    0.000000    0.000000    0.000000   \n",
       "\n",
       "     2015-11-30  2015-12-31  2016-01-31  2016-02-29  ...  2020-01-31  \\\n",
       "814    0.033333    0.064516    0.064516    0.172414  ...    0.193548   \n",
       "345    0.233333    0.548387    0.354839    0.137931  ...    0.064516   \n",
       "824    0.000000    0.000000    0.000000    0.000000  ...    0.000000   \n",
       "964    0.000000    0.000000    0.000000    0.000000  ...    3.451613   \n",
       "566    0.000000    0.000000    0.000000    0.689655  ...   10.354839   \n",
       "\n",
       "     2020-02-29  2020-03-31  2020-04-30  2020-05-31  2020-06-30  2020-07-31  \\\n",
       "814    0.206897    0.290323    0.433333    0.580645    0.600000    0.483871   \n",
       "345    1.137931    1.225806    0.066667    0.000000    0.000000    0.032258   \n",
       "824    0.000000    2.580645    3.600000    3.354839    4.266667    3.806452   \n",
       "964    4.655172    3.451613    3.500000    3.290323    4.366667    2.612903   \n",
       "566   10.310345    8.419355    8.900000    7.354839    7.766667    7.677419   \n",
       "\n",
       "     2020-08-31  2020-09-30  2020-10-31  \n",
       "814    0.483871    0.200000    0.433333  \n",
       "345    0.677419    0.500000    0.533333  \n",
       "824    3.354839    3.133333    4.233333  \n",
       "964    2.806452    2.166667    2.200000  \n",
       "566    7.709677    3.766667    1.200000  \n",
       "\n",
       "[5 rows x 66 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dtf_test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- splliting at 2019-10-31 (0.79) ---\n",
      "train: (1000, 53) | test: (1000, 16)\n"
     ]
    }
   ],
   "source": [
    "# By Columns\n",
    "dtf_train, dtf_test = split_multiple_train_test(dtf_c, idxs=dates, test_size=0.2, idx_split=None)\n",
    "print(\"train:\", dtf_train.shape, \"| test:\", dtf_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts</th>\n",
       "      <th>exog</th>\n",
       "      <th>cluster</th>\n",
       "      <th>2019-10-31</th>\n",
       "      <th>2019-11-30</th>\n",
       "      <th>2019-12-31</th>\n",
       "      <th>2020-01-31</th>\n",
       "      <th>2020-02-29</th>\n",
       "      <th>2020-03-31</th>\n",
       "      <th>2020-04-30</th>\n",
       "      <th>2020-05-31</th>\n",
       "      <th>2020-06-30</th>\n",
       "      <th>2020-07-31</th>\n",
       "      <th>2020-08-31</th>\n",
       "      <th>2020-09-30</th>\n",
       "      <th>2020-10-31</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>FOODS_3_536</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>0</td>\n",
       "      <td>1.161290</td>\n",
       "      <td>1.066667</td>\n",
       "      <td>1.032258</td>\n",
       "      <td>0.709677</td>\n",
       "      <td>1.172414</td>\n",
       "      <td>1.709677</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>1.290323</td>\n",
       "      <td>0.933333</td>\n",
       "      <td>1.322581</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>1.466667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>FOODS_3_382</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>5</td>\n",
       "      <td>1.903226</td>\n",
       "      <td>2.700000</td>\n",
       "      <td>2.258065</td>\n",
       "      <td>2.161290</td>\n",
       "      <td>1.413793</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.064516</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.903226</td>\n",
       "      <td>2.064516</td>\n",
       "      <td>28.666667</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>HOUSEHOLD_1_375</td>\n",
       "      <td>HOUSEHOLD</td>\n",
       "      <td>6</td>\n",
       "      <td>0.935484</td>\n",
       "      <td>0.533333</td>\n",
       "      <td>0.387097</td>\n",
       "      <td>0.290323</td>\n",
       "      <td>0.413793</td>\n",
       "      <td>0.516129</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.516129</td>\n",
       "      <td>0.266667</td>\n",
       "      <td>0.806452</td>\n",
       "      <td>0.580645</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.566667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>FOODS_2_084</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>4</td>\n",
       "      <td>1.806452</td>\n",
       "      <td>2.366667</td>\n",
       "      <td>2.645161</td>\n",
       "      <td>2.258065</td>\n",
       "      <td>2.034483</td>\n",
       "      <td>1.645161</td>\n",
       "      <td>1.800000</td>\n",
       "      <td>1.322581</td>\n",
       "      <td>0.933333</td>\n",
       "      <td>0.935484</td>\n",
       "      <td>1.129032</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>1.933333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>FOODS_3_668</td>\n",
       "      <td>FOODS</td>\n",
       "      <td>6</td>\n",
       "      <td>8.451613</td>\n",
       "      <td>9.200000</td>\n",
       "      <td>10.322581</td>\n",
       "      <td>10.774194</td>\n",
       "      <td>11.620690</td>\n",
       "      <td>9.806452</td>\n",
       "      <td>7.700000</td>\n",
       "      <td>8.419355</td>\n",
       "      <td>9.433333</td>\n",
       "      <td>6.419355</td>\n",
       "      <td>6.193548</td>\n",
       "      <td>6.466667</td>\n",
       "      <td>7.900000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                ts       exog  cluster  2019-10-31  2019-11-30  2019-12-31  \\\n",
       "0      FOODS_3_536      FOODS        0    1.161290    1.066667    1.032258   \n",
       "1      FOODS_3_382      FOODS        5    1.903226    2.700000    2.258065   \n",
       "2  HOUSEHOLD_1_375  HOUSEHOLD        6    0.935484    0.533333    0.387097   \n",
       "3      FOODS_2_084      FOODS        4    1.806452    2.366667    2.645161   \n",
       "4      FOODS_3_668      FOODS        6    8.451613    9.200000   10.322581   \n",
       "\n",
       "   2020-01-31  2020-02-29  2020-03-31  2020-04-30  2020-05-31  2020-06-30  \\\n",
       "0    0.709677    1.172414    1.709677    1.200000    1.290323    0.933333   \n",
       "1    2.161290    1.413793    1.000000    0.333333    0.064516    0.500000   \n",
       "2    0.290323    0.413793    0.516129    0.700000    0.516129    0.266667   \n",
       "3    2.258065    2.034483    1.645161    1.800000    1.322581    0.933333   \n",
       "4   10.774194   11.620690    9.806452    7.700000    8.419355    9.433333   \n",
       "\n",
       "   2020-07-31  2020-08-31  2020-09-30  2020-10-31  \n",
       "0    1.322581    1.000000    0.900000    1.466667  \n",
       "1    0.903226    2.064516   28.666667    1.000000  \n",
       "2    0.806452    0.580645    0.500000    0.566667  \n",
       "3    0.935484    1.129032    1.400000    1.933333  \n",
       "4    6.419355    6.193548    6.466667    7.900000  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dtf_test.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4 - Forecasting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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