apple-stores.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "199961ca-1ad6-42c1-8b65-5cc8f64a0df1",
   "metadata": {
    "tags": []
   },
   "source": [
    "# All Apple stores\n",
    "\n",
    "Visualizing geographically all Apple stores in the U.S. Dataset from Apple Storefronts [applestorefronts.appspot.com](https://applestorefronts.appspot.com/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0755d772-5932-454c-96c3-ccdca15760e3",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import requests\n",
    "import plotly.express as px\n",
    "import plotly.io as pio\n",
    "import plotly.graph_objects as go\n",
    "from bs4 import BeautifulSoup\n",
    "import warnings\n",
    "\n",
    "pd.set_option('display.max_columns', None)\n",
    "warnings.filterwarnings('ignore') "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "37e4ccba-c032-4837-b8ac-b97e6b64f078",
   "metadata": {
    "tags": []
   },
   "source": [
    "### 1. Web scrape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "116a0338-9389-44b3-bf22-1efea4aca6f1",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# scrape and collect the data on all the Apple stores\n",
    "url = 'https://applestorefronts.appspot.com/'\n",
    "headers = {'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/110.0.0.0 Safari/537.36'}\n",
    "page = requests.get(url, headers=headers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "821a560b-ccb2-4308-9b22-42bfd312567e",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "soup = BeautifulSoup(page.content, 'html.parser')\n",
    "results = soup.find_all('div', class_='container')[1]\n",
    "store_elements = results.find_all('div', class_='store')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f07d80ee-1d69-4fd3-a31f-f3a6d2c847c9",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def create_df():\n",
    "    rows = list()\n",
    "    \n",
    "    for store_element in store_elements:\n",
    "        p_tags = store_element.find_all('p')\n",
    "\n",
    "        store_text = p_tags[0].text\n",
    "        store_id = store_text.split(' ', 1)[0].strip('#')\n",
    "        store_name = store_text.split(' ', 1)[1].rsplit(' ', 1)[0]\n",
    "        store_rnum = store_text.rsplit(' ', 1)[1]\n",
    "\n",
    "        location = p_tags[1].text\n",
    "        if ', ' not in location:\n",
    "            city = country = location\n",
    "        else:\n",
    "            city = location.rsplit(', ', 1)[0]\n",
    "            country = location.rsplit(', ', 1)[1]\n",
    "        \n",
    "        date_opened = p_tags[2].text.split('Opened:')[1].strip()\n",
    "\n",
    "        row = [store_id, store_name, store_rnum, city, country, date_opened]\n",
    "        rows.append(row)\n",
    "        \n",
    "    df = pd.DataFrame(rows, columns=cols)\n",
    "\n",
    "    return df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3fed8daf-85ae-4f94-bc64-d2a7bd7d7898",
   "metadata": {},
   "source": [
    "### 2. Build the dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f4a1901f-86db-4f26-ace7-5a204e4c2ee9",
   "metadata": {
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   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>store_id</th>\n",
       "      <th>store_name</th>\n",
       "      <th>store_rnum</th>\n",
       "      <th>city</th>\n",
       "      <th>country</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_opened</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2023-03-31</th>\n",
       "      <td>523</td>\n",
       "      <td>Gangnam</td>\n",
       "      <td>R691</td>\n",
       "      <td>Seoul</td>\n",
       "      <td>Korea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-03</th>\n",
       "      <td>522</td>\n",
       "      <td>American Dream</td>\n",
       "      <td>R755</td>\n",
       "      <td>East Rutherford, NJ</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-24</th>\n",
       "      <td>521</td>\n",
       "      <td>Jamsil</td>\n",
       "      <td>R751</td>\n",
       "      <td>Seoul</td>\n",
       "      <td>Korea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-28</th>\n",
       "      <td>520</td>\n",
       "      <td>Brompton Road</td>\n",
       "      <td>R329</td>\n",
       "      <td>London</td>\n",
       "      <td>UK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-05-21</th>\n",
       "      <td>519</td>\n",
       "      <td>Wuhan</td>\n",
       "      <td>R575</td>\n",
       "      <td>Wuhan</td>\n",
       "      <td>China</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001-09-01</th>\n",
       "      <td>5</td>\n",
       "      <td>MarketStreet</td>\n",
       "      <td>R011</td>\n",
       "      <td>Lynnfield, MA</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001-08-23</th>\n",
       "      <td>4</td>\n",
       "      <td>Woodfield</td>\n",
       "      <td>R018</td>\n",
       "      <td>Schaumburg, IL</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001-08-11</th>\n",
       "      <td>3</td>\n",
       "      <td>Mall of America</td>\n",
       "      <td>R007</td>\n",
       "      <td>Bloomington, MN</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001-05-19</th>\n",
       "      <td>2</td>\n",
       "      <td>Glendale Galleria</td>\n",
       "      <td>R001</td>\n",
       "      <td>Glendale, CA</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001-05-19</th>\n",
       "      <td>1</td>\n",
       "      <td>Tysons Corner</td>\n",
       "      <td>R010</td>\n",
       "      <td>McLean, VA</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>523 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            store_id         store_name store_rnum                 city  \\\n",
       "date_opened                                                               \n",
       "2023-03-31       523            Gangnam       R691                Seoul   \n",
       "2022-12-03       522     American Dream       R755  East Rutherford, NJ   \n",
       "2022-09-24       521             Jamsil       R751                Seoul   \n",
       "2022-07-28       520      Brompton Road       R329               London   \n",
       "2022-05-21       519              Wuhan       R575                Wuhan   \n",
       "...              ...                ...        ...                  ...   \n",
       "2001-09-01         5       MarketStreet       R011        Lynnfield, MA   \n",
       "2001-08-23         4          Woodfield       R018       Schaumburg, IL   \n",
       "2001-08-11         3    Mall of America       R007      Bloomington, MN   \n",
       "2001-05-19         2  Glendale Galleria       R001         Glendale, CA   \n",
       "2001-05-19         1      Tysons Corner       R010           McLean, VA   \n",
       "\n",
       "            country  \n",
       "date_opened          \n",
       "2023-03-31    Korea  \n",
       "2022-12-03      USA  \n",
       "2022-09-24    Korea  \n",
       "2022-07-28       UK  \n",
       "2022-05-21    China  \n",
       "...             ...  \n",
       "2001-09-01      USA  \n",
       "2001-08-23      USA  \n",
       "2001-08-11      USA  \n",
       "2001-05-19      USA  \n",
       "2001-05-19      USA  \n",
       "\n",
       "[523 rows x 5 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cols = ['store_id', 'store_name', 'store_rnum', 'city', 'country', 'date_opened']\n",
    "\n",
    "df_apple = create_df()\n",
    "df_apple['date_opened'] = pd.to_datetime(df_apple['date_opened'])\n",
    "df_apple = df_apple.set_index('date_opened')\n",
    "df_apple"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5bfb751e-32c1-40ee-8f8b-0dee088e77dc",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# add `year` column to aggregate on\n",
    "df_apple['year'] = df_apple.index.strftime('%Y')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "65f6e9c6-fda6-47c2-b177-7d6b224fb27b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 523 entries, 2023-03-31 to 2001-05-19\n",
      "Data columns (total 6 columns):\n",
      " #   Column      Non-Null Count  Dtype \n",
      "---  ------      --------------  ----- \n",
      " 0   store_id    523 non-null    object\n",
      " 1   store_name  523 non-null    object\n",
      " 2   store_rnum  523 non-null    object\n",
      " 3   city        523 non-null    object\n",
      " 4   country     523 non-null    object\n",
      " 5   year        523 non-null    object\n",
      "dtypes: object(6)\n",
      "memory usage: 28.6+ KB\n"
     ]
    }
   ],
   "source": [
    "df_apple.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3f6fc55c-5254-4cbf-bb01-d27016a91017",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>store_id</th>\n",
       "      <th>store_name</th>\n",
       "      <th>store_rnum</th>\n",
       "      <th>city</th>\n",
       "      <th>country</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_opened</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2023-03-31</th>\n",
       "      <td>523</td>\n",
       "      <td>Gangnam</td>\n",
       "      <td>R691</td>\n",
       "      <td>Seoul</td>\n",
       "      <td>Korea</td>\n",
       "      <td>2023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-03</th>\n",
       "      <td>522</td>\n",
       "      <td>American Dream</td>\n",
       "      <td>R755</td>\n",
       "      <td>East Rutherford, NJ</td>\n",
       "      <td>USA</td>\n",
       "      <td>2022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-24</th>\n",
       "      <td>521</td>\n",
       "      <td>Jamsil</td>\n",
       "      <td>R751</td>\n",
       "      <td>Seoul</td>\n",
       "      <td>Korea</td>\n",
       "      <td>2022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-28</th>\n",
       "      <td>520</td>\n",
       "      <td>Brompton Road</td>\n",
       "      <td>R329</td>\n",
       "      <td>London</td>\n",
       "      <td>UK</td>\n",
       "      <td>2022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-05-21</th>\n",
       "      <td>519</td>\n",
       "      <td>Wuhan</td>\n",
       "      <td>R575</td>\n",
       "      <td>Wuhan</td>\n",
       "      <td>China</td>\n",
       "      <td>2022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001-09-01</th>\n",
       "      <td>5</td>\n",
       "      <td>MarketStreet</td>\n",
       "      <td>R011</td>\n",
       "      <td>Lynnfield, MA</td>\n",
       "      <td>USA</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001-08-23</th>\n",
       "      <td>4</td>\n",
       "      <td>Woodfield</td>\n",
       "      <td>R018</td>\n",
       "      <td>Schaumburg, IL</td>\n",
       "      <td>USA</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001-08-11</th>\n",
       "      <td>3</td>\n",
       "      <td>Mall of America</td>\n",
       "      <td>R007</td>\n",
       "      <td>Bloomington, MN</td>\n",
       "      <td>USA</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001-05-19</th>\n",
       "      <td>2</td>\n",
       "      <td>Glendale Galleria</td>\n",
       "      <td>R001</td>\n",
       "      <td>Glendale, CA</td>\n",
       "      <td>USA</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001-05-19</th>\n",
       "      <td>1</td>\n",
       "      <td>Tysons Corner</td>\n",
       "      <td>R010</td>\n",
       "      <td>McLean, VA</td>\n",
       "      <td>USA</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>523 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            store_id         store_name store_rnum                 city  \\\n",
       "date_opened                                                               \n",
       "2023-03-31       523            Gangnam       R691                Seoul   \n",
       "2022-12-03       522     American Dream       R755  East Rutherford, NJ   \n",
       "2022-09-24       521             Jamsil       R751                Seoul   \n",
       "2022-07-28       520      Brompton Road       R329               London   \n",
       "2022-05-21       519              Wuhan       R575                Wuhan   \n",
       "...              ...                ...        ...                  ...   \n",
       "2001-09-01         5       MarketStreet       R011        Lynnfield, MA   \n",
       "2001-08-23         4          Woodfield       R018       Schaumburg, IL   \n",
       "2001-08-11         3    Mall of America       R007      Bloomington, MN   \n",
       "2001-05-19         2  Glendale Galleria       R001         Glendale, CA   \n",
       "2001-05-19         1      Tysons Corner       R010           McLean, VA   \n",
       "\n",
       "            country  year  \n",
       "date_opened                \n",
       "2023-03-31    Korea  2023  \n",
       "2022-12-03      USA  2022  \n",
       "2022-09-24    Korea  2022  \n",
       "2022-07-28       UK  2022  \n",
       "2022-05-21    China  2022  \n",
       "...             ...   ...  \n",
       "2001-09-01      USA  2001  \n",
       "2001-08-23      USA  2001  \n",
       "2001-08-11      USA  2001  \n",
       "2001-05-19      USA  2001  \n",
       "2001-05-19      USA  2001  \n",
       "\n",
       "[523 rows x 6 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_apple.sort_values(by='date_opened', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77f7ff42-dbfd-44a5-881d-03ae2ee2747b",
   "metadata": {},
   "source": [
    "### 3. Visualize"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "408f6542-8dc3-4abe-8e0b-1af98fe8ce1d",
   "metadata": {},
   "source": [
    "Number of store locations by country:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "eb1f7f38-9e91-4abd-afb5-6a8b1d435be3",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = px.bar(\n",
    "    df_apple.country.value_counts().to_frame(name='count').reset_index()\n",
    "    , x='count', y='index'\n",
    "    , orientation='h'\n",
    "    , labels={'index': 'Country', 'count': 'Number of stores'}\n",
    "    , width=800, height=600\n",
    ")\n",
    "fig.update_layout(\n",
    "    title_text='Apple stores by country'\n",
    "    , yaxis=dict(autorange='reversed')\n",
    ")\n",
    "fig.show(renderer='png')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "53c7676f-1a5a-4a09-9dff-5f7571a87c0a",
   "metadata": {},
   "source": [
    "Number of store locations by year opened:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d4a6164c-defe-475a-82e7-375579a46a05",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ythsdw8fNw5m8P8q97Uk84en58kQ8+tf75X6DsgBSka/Yx5Gbl3/dF3+xtEm8kUvsaalMAKlsbcRSuORt/5QhqZ6Hu7w9sS+iy4Dxcm5UFEDEUqerlwB+8uX3colV2fIp0Z8IYWIPh3iTmPj8RpvPr3X9cx9KiHzBwrJ3/2HZfC7O+7///Arx5CZ2dhC6erWyNBV7n/L/uCiXZYk9OE92H4kAv27yhQVlh9gvJOY0A4gd/4vKS1GAAhSgAAUoUKGA5gNIWSj4YOUM+SakGx29hk7F3XfdidUxoTI07PhmLx556F65LEu8/UesjU/44DO54VxsPC/7giw2s7/s100GF/F607Co1XLtftmX72tfwyvetCSCwfjXBshX34rXxn748b9k/yK03Gh8YlO1eMPV448+KN8uJa55+kyefAIiXn37j3V/vrZVbFQXXybFZmOxqVi8oUlsnBevBJ785ssyvIinQAtXvI/gkf0texFuFEDEl2rxFiyxKTwkcADuvqsBDqVnQHwB/1uTB+SX2bLN868M6IE+PTvIJVdHfjuJ6fPfkUbhwUNuaC3eUCWCg9gQLZZRmc1miA3RYonZu2+LzftNKu1b9hasfr4d4d+3i1wC9u2eNPkb/wmvD5Rv9apMABEDrUxtyp6UdHn2SfkKW7EcS2zWP55xCnXvcKswgIjaDenng+4d28jlVuHRq+XyMVHDstcii7G8MHQqjv+efd3brW71r1EsYduc8o18+nH1RnfRRjy5ST/2u3wLmPjDm2L+iLeF/ZaRhZT18+RrqMWTjt+zcrA0KkTuLxKv5L10+Qo2pXwjayWeqIgldGITOpdgVfjfRZ5AAQpQgAIUoIANBTQfQMRvf8/9cUGu9b/ZIUJB/Lpt8u+DLE/8CN/vO4DZk0bIV9aKL271PO6Qa97FOn1xlAUQ8SVbfOkWb5USQUE89RBr6sX+CHHc6A8RiiVfG7d+JTeI16lTC00ffkB+mX36yb/ddHxiDItWfSj3ZVy8WIA7G9TF008+jqCR/WQ4EIf4+w1ivGJ/iHiaIwKOeLIilkTt/b9DuHKlCA/e1xABfl0ty31EuxsFEPFzsTxIvCXphx//i0sFV+TysG7erfHmMD/L303553f7sea9T+RyLfHlVJwjwtgbr/SxvFHrRjclnsCsSPwHDh89KV9BLL4Uv/lqXzzT6vEq+YqTxfjiE7ZBPMkS+0HEq3fFpnixr0EclQ0g4tzK1EY8lRBPh8RGbREoRg7qJcOY+J/YZ3Kjo+zvxswNC8RP/z4iA+7lK4V48u+PyM34YsxXH+LJldi38dWHN998fu11RI3FZvi4OUHo0uF/TzrEeSJIiKC041975SZ1sRTrqZaPySBa9rayYxmn5FviDhz6Tb5SWbyaeuyIFzFvaRI+/OQb+cpeEcgZQGz4X1N2TQEKUIACFKBApQQ0H0AqdRdXnVSZv15eFkDEZuH+vTpW9RI8vwIBR/YVQe7FEdNlmBV7iSp7zFyYgB9+OiiD9q3+CGRl++N5FKAABShAAQpQQKsCDCAMIFafm44YQMTrbsUrfsWToe9//K9cllX292puBiz2roilf+J1veIJR9kfcrR6QdghBShAAQpQgAIU0JAAAwgDiNWnoyMGkKStXyF66XvyDwFGBA8p99fQbwYsXi/94ohp8q+djxraW766lwcFKEABClCAAhQwuoDhAojRC8b7owAFKEABClCAAhSggJ4FGED0XD2OnQIUoAAFKEABClCAAjoTYADRWcE4XApQgAIUoAAFKEABCuhZgAFEz9Xj2ClAAQpQgAIUoAAFKKAzAQYQnRWMw6UABShAAQpQgAIUoICeBRhA9Fw9jp0CFKAABShAAQpQgAI6E2AA0VnBOFwKUIACFKAABShAAQroWYABRM/V49gpQAEKUIACFKAABSigMwEGEJ0VjMOlAAUoQAEKUIACFKCAngUYQPRcPY6dAhSgAAUoQAEKUIACOhNgANFZwThcClCAAhSgAAUoQAEK6FmAAUTP1ePYKUABClCAAhSgAAUooDMBBhCdFYzDpQAFKEABClCAAhSggJ4FGED0XD2OnQIUoAAFKEABClCAAjoTYADRWcE4XApQgAIUoAAFKEABCuhZgAFEz9Xj2ClAAQpQgAIUoAAFKKAzAQYQnRWMw6UABShAAQpQgAIUoICeBRhA9Fw9jp0CFKAABShAAQpQgAI6E2AA0VnBOFwKUIACFKAABShAAQroWYABRM/V49gpQAEKUIACFKAABSigMwEGEJ0VjMOlAAUoQAEKUIACFKCAngUYQPRcPY6dAhSgAAUoQAEKUIACOhNgANFZwThcClCAAhSgAAUoQAEK6FmAAUTP1ePYKUABClCAAhSgAAUooDMBBhCdFYzDpQAFKEABClCAAhSggJ4FGED0XD2OnQIUoAAFKEABClCAAjoTYADRWcE4XApQgAIUoAAFKEABCuhZgAHECtXLzL1shV7YhR4FnJ1M8PSoiey8Aj0On2O2koCYA/kXi1BkLrFSj+xGbwJutVzg4myS84CHYwqYTECj+rWRdZbfCRxhBtxzZ21HuE2b3SMDiCJtobkEuX9cUeyFzfUq4GQywcPdFXnnC/V6Cxy3FQQ83GrgQoEZxcUMIFbg1GUXtWo4Q/xC4mKBWZfj56CtIGACGrjXxNnz/E5gBc0KuygtrfAUm57AAKLGywCi5oe1SYU4la3YCZtTgAIUoAAFKEABClRKoFFD4LkexZU611YnMYCoyTKAqPlhzqJCHDtuUuyFzSlAAQpQgAIUoAAFKiPw0IOlGP4KA0hlrLR6DgOIYmUYQBQB2ZwCFKAABShAAQpUQYABpApYGj3VkAEk/XgmZsQk4HD6CTT0rI/Q0f7o2K6FLMHO3WmIWZGMnDPn0KxpY0RNDYRnAw/52ZqkFCRv+wqFRWZ0826DsKBBcHF2xqFfT2D24kTk5v0Btzq1MGHUQLRv00y2YQDR6MzmsChAAQpQgAIUMKQAA4j+y2rIANJ7WDj6Pe+Nof198N3eAxgXuRSpW+NgNpvRc9AkxEeFyPARv24bjmVkYfHMMdiz/xAiY97B+rhw1KldE2MjYtG1Q2u87NcVvV8JwxvD+qJn57Y4cPg3jJywAP/8cLE8jwFE//8IeAcUoAAFKEABCuhHgAFEP7W62UgNF0DMxcXYkpIKP19vuLo4y/tu6zsKm1bPxMEjx7E5JRWrFoTKn5+/cAlefkHYk7Ic8+I3otFdDRA4qJf87Otd+5Hw/mdIWDIFzbsMx7fb4lDPw11+1r73m9iwNAJ/feBuBhD9/xvgHVCAAhSgAAUooCMBBhAdFesmQzVcALn2PtMOHkXw9DjsSI7B2qTtyM3LR1jQYMtp3n5BSIwNw+wlifDv0wXdvdvIz46eyMKrIdH4ZsvbGD5unlySJZ6G7P2/QwiPXoPt782Ty7P4BET//wh4BxSgAAUoQAEK6EeAAUQ/tbrZSA0dQE5m5SAwNAbhwYPRoW1zLFm9Sb6nX+zhKDt8/EMROydI7vEYNbQ3vJ5+Qn6UlZ2LvsMjsDtlOX797Xe8EjIXJcUlKCgswsLIN9Dl2SfleQwg+v9HwDugAAUoQAEKUEA/Agwg+qmVwwWQw+kZCJ4Wh8ljAtC5/Z9hYdWGj3H6zDlEhAyxeHToMxZJyyIwa3EiBvTqhB6dnpKfpR/7HSNDF+CzpAVyD8j08a/g2aea4VjGKbwSPBcblobj/nvuYgDR/78B3gEFKEABClCAAjoSYADRUbFuMlRDPgHJyDwtn3yIN1y1at7EcutfpO7D+k075JIrcWTn5MF38GTs3r4c8+M3oq67G8YM95OfffLF99j2+bcIHfUSRk1ehH9tXmLpR/Td26c9XvBpzwCi/38DvAMKUIACFKAABXQkwACio2I5UgAZFhKNgL5d0KNT23K3ffFSAXwCQuUSqjYtHkNU7Hu4fPkK5oYF4qe0XzBp9gpsiI+AW+1aGDFhPgL6dkVXr9boOmA83lk8Gc2bNkZO7jn4DZ+G1TGh+FuTBxlA9P9vgHdAAQpQgAIUoICOBBhAdFQsRwkgYt9Hj4CJcHV1KXfLMdNHo5tXa+zadwDRcUk4czYfLZs9gqgpgZa3W61L/hTrN++Q+0R8uz6DiaP94eRkkm/Eil2zGQVXCuHk5CRf7/tSny6yf+4B0f8/At4BBShAAQpQgAL6EWAA0U+tbjZSQy7BsmdZGEDsqc1rUYACFKAABSjg6AIMIPqfAQwgijVkAFEEZHMKUIACFKAABShQBQEGkCpgafRUBhDFwjCAKAKyOQUoQAEKUIACFKiCAANIFbA0eioDiGJh1iYV4lS2YidsTgEKUIACFKAABShQKYFGjUrxnE9Jpc611Un33FnbVl07RL8MIIplLjSXIPePK4q9sLleBZxMJni4uyLvfKFeb4HjtoKAh1sNXCgwyxdY8HBMgVo1nOHsZMLFArNjAvCuARPQwL0mzp7ndwJ7TIfSUntc5ebXYABR82cAUfOTrTNzL1uhF3ahRwHxhcPToyay8wr0OHyO2UoCYg7kXyxCkZkBxEqkuuvGrZYLXJxNch7wcEwBkwloVL82ss7yO4EjzAAGELUqM4Co+TGAWMFPz10wgOi5etYbOwOI9Sz12hMDiF4rZ71xM4BYz1IPPTGAqFWJAUTND1yCpQio8+ZcgqXzAlpp+LdagiVWCZisdB12o10BLsHSbm3sNrLbXIJVKv4LUd3rieyGZJwLMYCo1ZIBRM0P3ISuCMjmFDC4QEkp4MQEYvAq8/YocHsCNVyBzp1KcM/d1byh4faG79CtGEDUys8AoubHv4Su6MfmFKAABShAAUcVqFUTGDq4GPfdywCitznAAKJWMQYQNT8GEEU/NqcABShAAQo4qgADiH4rzwCiVjtDBpD045mYEZOAw+kn0NCzPkJH+6NjuxZSaufuNMSsSEbOmXNo1rQxoqYGwrOBh/zs7LnzmPLWSpzKycNHCW9ZZG/VH/8QodoEZGsKUIACFKCAowowgOi38gwgarUzZADpPSwc/Z73xtD+Pvhu7wGMi1yK1K1xMJvN6DloEuKjQmT4iF+3DccysrB45hhcvFSAgNGz0LFdS3zzw8/lAsjN+qtdqwafgKjNP7amAAUoQAEKOKwAA4h+S88AolY7wwUQc3ExtqSkws/XG64uzlKnre8obFo9EwePHMfmlFSsWhAqf37+wiV4+QVhT8pyiHZnzubL/81Y+K4lgNyqvwfubcgAojb/2JoCFKAABSjgsAIMIPotPQOIWu0MF0Cu5Ug7eBTB0+OwIzkGa5O2IzcvH2FBgy2nefsFITE2DA/d30j+7Ke0X8oFkFv15+LszACiNv/YmgIUoAAFKOCwAgwg+i09A4ha7QwdQE5m5SAwNAbhwYPRoW1zLFm9CcXFJZgwaqBFzcc/FLFzgtD0kQcqDCDX9icacA+I2gRkawpQgAIUoICjCjCA6LfyDCBqtTNsADmcnoHgaXGYPCYAnds/KZVWbfgYp8+cQ0TIEItahz5jkbQsAmI51a2egNyoPwYQtcnH1hSgAAUoQAFHFmAA0W/1GUDUamfIAJKReVo++RBvuGrVvIlF6IvUfVi/aYdcciWO7Jw8+A6ejN3bl0Msp7pZALlZfwwgapOPrSlAAQpQgAKOLMAAot/qM4Co1c6QAWRYSDQC+nZBj05ty+mIN135BIRiYeQbaNPiMUTFvofLl69gblig5bwb7QG5WX8MIGqTj60pQAEKUIACjizAAKLf6jOAqNXOcAFE7NPoETARrq4u5WRipo9GN6/W2LXvAKLjkuTbrlo2ewRRUwJRz8MdX+78EaGzlgOlpSgyF8v2je9vhLi3gm/ZH/eAqE1AtqYABShAAQo4qgADiH4rzwCiVjvDBRA1jqq3ZgCpuhlbUIACFKAABSgAMIDodxYwgKjVjgFEzY9vwVL0Y3MKUIACFKCAowowgOi38gwgarVjAFHzYwBR9Nvak1EAACAASURBVGNzClCAAhSggKMKMIDot/IMIGq1YwBR88PapEKcylbshM0pQAHDCpSUAE5Ohr093hgFKKAgUMMV6NK5FHc3KlHohU2rQ4ABRE2dAUTND4XmEuT+cUWxFzbXq4CTyQQPd1fknS/U6y1w3FYQ8HCrgQsFZvmHTq89SkoBJ5MVLsIuNC1Qq4YznJ1MuFhg1vQ4OTgbCpiABu41cfZ81b4TlJbacEzs2mYCDCBqtAwgan6ydWbuZSv0wi70KCC+cHh61ER2XoEeh88xW0lAzIH8i0UoMvO3mFYi1V03brVc4OJskvOAh2MKmExAo/q1kXWW3wkcYQYwgKhVmQFEzY8BxAp+eu6CAUTP1bPe2BlArGep154YQPRaOeuNmwHEepZ66IkBRK1KDCBqflyCpein9+ZcgqX3Clpn/LdagmWdK7AXrQtwCZbWK1T18VV1aRQDSNWN9dyCAUStegwgan7chK7ox+YUoAAFKEABLQp061KC+++r/AYNBhAtVtF2Y2IAUbNlAFHz42t4Ff3YnAIUoAAFKKBFgVeHFqPxQwwgWqyNFsbEAKJWBQYQNT8GEEU/NqcABShAAQpoUYABRItV0c6YGEDUamHIAJJ+PBMzYhJwOP0EGnrWR+hof3Rs10JK7dydhpgVycg5cw7NmjZG1NRAeDbwkJ+dPXceU95aiVM5efgo4S2LbEbmaUyb/w4O/3oC9zTyRHjwELRq3kR+PmdRIY4d5zs21aYhW1OAAhSgAAW0JcAAoq16aG00DCBqFTFkAOk9LBz9nvfG0P4++G7vAYyLXIrUrXEwm83oOWgS4qNCZPiIX7cNxzKysHjmGFy8VICA0bPQsV1LfPPDz+UCyCvBc9GlQysMfrE7du37D6bNX4sv3l8IVxdnBhC1+cfWFKAABShAAU0KMIBosiyaGRQDiFopDBdAzMXF2JKSCj9fbxkQxNHWdxQ2rZ6Jg0eOY3NKKlYtCJU/P3/hErz8grAnZTlEuzNn8+X/Zix81xJAcvP+QM+XJ+H7T+Lh4vxnf/0DIzHpjQC0fbIpA4ja/GNrClCAAhSggCYFGEA0WRbNDIoBRK0Uhgsg13KkHTyK4Olx2JEcg7VJ25Gbl4+woMGW07z9gpAYG4aH7m8kf/ZT2i/lAshPaUcwa9G72LZujqXNhJnL8HSrxzHwhU4MIGrzj60pQAEKUIACmhRgANFkWTQzKAYQtVIYOoCczMpBYGgMwoMHo0Pb5liyehOKi0swYdRAi5qPfyhi5wSh6SMP3DCA7Np3ALFrNiN5RaSlTcS8tXj0r/dh6IAeDCBq84+tKUABClCAApoUYADRZFk0MygGELVSGDaAHE7PQPC0OEweE4DO7Z+USqs2fIzTZ84hImSIRa1Dn7FIWhaBB+5teMMAsv/AEUTGJJTbEzJ+Rjzat2mG/r06MoCozT+2pgAFKEABCmhSgAFEk2XRzKAYQNRKYcgAIt5aJZ58iDdclb2tSjB9kboP6zftkEuuxJGdkwffwZOxe/tyy/6Oa5dg5eWfR7eBE/DtP5aidq0ast1zgybJvp9s1oQBRG3+sTUFKEABClBAkwIMIJosi2YGxQCiVgpDBpBhIdEI6NsFPTq1Lacj3nTlExCKhZFvoE2LxxAV+x4uX76CuWGBlvOuDSDigxHj5+Oplk0ROKgXPv16t1yS9el78+Hs7MQAojb/2JoCFKAABSigSQEGEE2WRTODYgBRK4XhAojY99EjYCJcXV3KycRMH41uXq0h9nRExyXJt121bPYIoqYEop6HO77c+SNCZy0HSktRZC6W7Rvf3whb35mD30+dQdjc1RDLuu6/5y7MmDAMf3/sIdk//w6I2gRkawpQgAIUoIAWBRhAtFgV7YyJAUStFoYLIGocVW/NAFJ1M7agAAUoQAEKaF2AAUTrFare8TGAqPkzgKj58QmIoh+bU4ACFKAABbQowACixapoZ0wMIGq1YABR82MAUfRjcwpQgAIUoIAWBRhAtFgV7YyJAUStFgwgan5Ym1SIU9mKnbA5BShAAQpQgAKaEujWpQT331da6TGZTECj+rWRdfZypdvwRP0KMICo1Y4BRM0PheYS5P5xRbEXNtergJPJBA93V+SdL9TrLXDcVhDwcKuBCwVm+YdOeTimQK0aznB2MuFigdkxAQx41yWlgKkK98UAUgUsA5zKAKJWRAYQNT/ZOjOXv+2wAqMuuxBfODw9aiI7r0CX4+egrSMg5kD+xSIUmRlArCOqv17carnAxdkk5wEPxxRgAHGsujOAqNWbAUTNjwHECn567oIBRM/Vs97YGUCsZ6nXnhhA9Fo5642bAcR6lnroiQFErUoMIGp+XIKl6Kf35lyCpfcKWmf8XIJlHUc998IlWNqvXmnlt3Pc1s0wgNwWm24bMYColY4BRM2Pm9AV/dicAhSgAAUoYGsBb68S/PWhUoiQYKuDAcRWstrslwFErS4MIGp+fA2voh+bU4ACFKAABWwt8LJ/MR5rwgBia2dH6p8BRK3aDCBqfgwgin5sTgEKUIACFLC1AAOIrYUdr38GELWaGzKApB/PxIyYBBxOP4GGnvUROtofHdu1kFI7d6chZkUycs6cQ7OmjRE1NRCeDTzkZ2fPnceUt1biVE4ePkp4q5zsJ19+j5kLEzBn8kj06PSU5bM5iwpx7LgNn+mq1ZetKUABClCAAg4vwADi8FPA6gAMIGqkhgwgvYeFo9/z3hja3wff7T2AcZFLkbo1DmazGT0HTUJ8VIgMH/HrtuFYRhYWzxyDi5cKEDB6Fjq2a4lvfvi5XABJ+OAz/PjzYeTknsOr/r4MIGpzjq0pQAEKUIACdhVgALErt0NcjAFErcyGCyDm4mJsSUmFn683XF2cpU5b31HYtHomDh45js0pqVi1IFT+/PyFS/DyC8KelOUQ7c6czZf/m7Hw3XIB5NCvJ/DYw/dj5IQFGNi7MwOI2pxjawpQgAIUoIBdBRhA7MrtEBdjAFErs+ECyLUcaQePInh6HHYkx2Bt0nbk5uUjLGiw5TRvvyAkxobhofsbyZ/9lPbLdQGk7OQR4+czgKjNN7amAAUoQAEK2F2AAcTu5Ia/IAOIWokNHUBOZuUgMDQG4cGD0aFtcyxZvQnFxSWYMGqgRc3HPxSxc4LQ9JEHGEDU5hJbU4ACFKAABTQpwACiybLoelAMIGrlM2wAOZyegeBpcZg8JgCd2z8plVZt+Binz5xDRMgQi1qHPmORtCwCD9zbkAFEbS6xNQUoQAEKUECTAgwgmiyLrgfFAKJWPkMGkIzM0/LJh3jDVavmTSxCX6Tuw/pNO+SSK3Fk5+TBd/Bk7N6+HC7Of+4X4RIstQnF1hSgAAUoQAGtCTCAaK0i+h8PA4haDQ0ZQIaFRCOgbxf06NS2nI5405VPQCgWRr6BNi0eQ1Tse7h8+QrmhgVazmMAUZtQbE0BClCAAhTQmgADiNYqov/xMICo1dBwAUTs++gRMBGuri7lZGKmj0Y3r9bYte8AouOS5NuuWjZ7BFFTAlHPwx1f7vwRobOWA6WlKDIXy/aN72+Ere/MQf/ASPx67HeYzcVwdnKCycmEeeGvyYDDvwOiNgHZmgIUoAAFKGBrAQYQWws7Xv8MIGo1N1wAUeOoemsGkKqbsQUFKEABClDAngIMIPbUdoxrMYCo1ZkBRM2PT0AU/dicAhSgAAUoYGsBBhBbCzte/wwgajVnAFHzYwBR9GNzClCAAhSggK0FGEBsLex4/TOAqNWcAUTND2uTCnEqW7ETNqcABShAAQpQwGYCHb1K0PihUphMNruE7LtR/drIOnvZdhdhz5oRYABRKwUDiJofCs0lyP3jimIvbK5XASeTCR7ursg7X6jXW+C4rSDg4VYDFwrM8g+d8nBMgVo1nOHsZMLFArNjAmj8rktLbT9ABhDbG2vpCgwgatVgAFHzk60zc/nbDisw6rIL8YXD06MmsvMKdDl+Dto6AmIO5F8sQpGZAcQ6ovrrxa2WC1ycTXIe8HBMAQYQx6o7A4havRlA1PwYQKzgp+cuGED0XD3rjZ0BxHqWeu2JAUSvlbPeuBlArGeph54YQNSqxACi5sclWIp+em/OJVh6r6B1xs8lWNZx1HMvWl6CZY/lR3qunbXGzgBiLUl99MMAolYnBhA1P25CV/RjcwpQgAIUsK3AXxuXomOHYth0B7Ztb0EXvTOA6KJMVhskA4gaJQOImh9fw6vox+YUoAAFKGBbgVYtS9D3BQYQ2yr/me/4FixbK2unfwYQtVowgKj5MYAo+rE5BShAAQrYVoABxLa+Zb0zgNjHWStXYQBRq4QhA0j68UzMiEnA4fQTaOhZH6Gj/dGxXQsptXN3GmJWJCPnzDk0a9oYUVMD4dnAQ362JikFydu+QmGRGd282yAsaBCysnPxwith5ZTN5mIsmvEmfDq2YQBRm39sTQEKUIACNhZgALEx8P/vngHEPs5auQoDiFolDBlAeg8LR7/nvTG0vw++23sA4yKXInVrHMxmM3oOmoT4qBAZPuLXbcOxjCwsnjkGe/YfQmTMO1gfF446tWtibEQsunZojZf9upYTPnvuPAa9ORvJKyLhcYcbA4ja/GNrClCAAhSwsQADiI2BGUDsA6yxqzCAqBXEcAHEXFyMLSmp8PP1hquLs9Rp6zsKm1bPxMEjx7E5JRWrFoTKn5+/cAlefkHYk7Ic8+I3otFdDRA4qJf87Otd+5Hw/md49+2p5YSnL3gHf2vyIAL6/hlM5iwqxLHjNvzTqmr1ZWsKUIACFHBwAQYQ+0wAPgGxj7NWrsIAolYJwwWQaznSDh5F8PQ47EiOwdqk7cjNy0dY0GDLad5+QUiMDcPsJYnw79MF3b3byM+OnsjCqyHR+GbL25ZzMzJPY8T4+dj+3jy4OP8ZbhhA1CYgW1OAAhSggG0FGEBs61vWOwOIfZy1chUGELVKGDqAnMzKQWBoDMKDB6ND2+ZYsnoTiotLMGHUQIuaj38oYucEYfbiRIwa2hteTz8hPxN7P/oOj8DulOWWc2ctTsSD9zXEKwN6WH7GAKI2AdmaAhSgAAVsK8AAYltfBhD7+GrtKgwgahUxbAA5nJ6B4GlxmDwmAJ3bPymVVm34GKfPnENEyBCLWoc+Y5G0LAIiXAzo1Qk9Oj0lP0s/9jtGhi7A15uWyP9bLO3y7huEj96NsmxaFz9nAFGbgGxNAQpQgAK2FWAAsa0vA4h9fLV2FQYQtYoYMoCIpVLiyYd4w1Wr5k0sQl+k7sP6TTvkkitxZOfkwXfwZOzevhzz4zeirrsbxgz3k5998sX32Pb5t1gTM1H+37v3H8SiFR/g/ZWR5cQZQNQmIFtTgAIUoIBtBRhAbOvLAGIfX61dhQFErSKGDCDDQqIR0LcLenRqW07n4qUC+ASEYmHkG2jT4jFExb6Hy5evYG5YIH5K+wWTZq/AhvgIuNWuhRET5suN5n7Peck+Ej74DL+kZ8hQc/XBAKI2AdmaAhSgAAVsK8AAYltfBhD7+GrtKgwgahUxXAAR+z56BEyEq6tLOZmY6aPRzas1du07gOi4JJw5m4+WzR5B1JRA1PNwl+euS/4U6zfvkPtEfLs+g4mj/eHk9OcbrsRbssRbtca//r/9I+LnDCBqE5CtKUABClDAtgIMILb1ZQCxj6/WrsIAolYRwwUQNY6qt2YAqboZW1CAAhSggP0EGEDsY823YNnHWStXYQBRqwQDiJofn4Ao+rE5BShAAQrYVoABxLa+fAJiH1+tXYUBRK0iDCBqfgwgin5sTgEKUIACthVgALGtLwOIfXy1dhUGELWKMICo+WFtUiFOZSt2wuYUoAAFKEABGwn8tXEpOnYoBsQaIR42E+ASLJvRarJjBhC1sjCAqPmh0FyC3D+uKPbC5noVcDKZ4OHuirzzhXq9BY7bCgIebjVwocAsX2DBwzEFatVwhrOTCRcLzJoDKC3V3JAMOSAGEEOW9aY3xQCiVm8GEDU/2Toz97IVemEXehQQXzg8PWoiO69Aj8PnmK0kIOZA/sUiFJkZQKxEqrtu3Gq5wMXZJOcBD8cUYABxrLozgKjVmwFEzY8BxAp+eu6CAUTP1bPe2BlArGep154YQPRaOeuNmwHEepZ66IkBRK1KDCBqflyCpein9+ZcgqX3Clpn/FyCZR1HPfdiryVYcjUVl1RpcqowgGiyLDYbFAOIGi0DiJofN6Er+rE5BShAAQpUXuCee4EeXcSG8sq34Zn2EWAAsY+zVq7CAKJWCQYQNT++hlfRj80pQAEKUKDyAo8+WorBLzGAVF7MfmcygNjPWgtXYgBRqwIDiJofA4iiH5tTgAIUoEDlBRhAKm9l7zMZQOwtXr3XYwBR8zdkAEk/nokZMQk4nH4CDT3rI3S0Pzq2ayGldu5OQ8yKZOScOYdmTRsjamogPBt4yM/WJKUgedtXKCwyo5t3G4QFDYKLszP8R8/CoSPHLe9Qr+teB6lbY2WbOYsKcew4n4WrTUO2pgAFKECByggwgFRGqXrOYQCpHvfquioDiJq8IQNI72Hh6Pe8N4b298F3ew9gXORSpG6Ng9lsRs9BkxAfFSLDR/y6bTiWkYXFM8dgz/5DiIx5B+vjwlGndk2MjYhF1w6t8bJfVzw/ZArenjUWjzS+9zptBhC1CcjWFKAABShQeQEGkMpb2ftMBhB7i1fv9RhA1PwNF0DMxcXYkpIKP19vuLo4S522vqOwafVMHDxyHJtTUrFqQaj8+fkLl+DlF4Q9KcsxL34jGt3VAIGDesnPvt61Hwnvf4Z3356Kji8G4/2VkWj0lwYMIGrzja0pQAEKUEBBgAFEAc/GTRlAbAysse4ZQNQKYrgAci1H2sGjCJ4ehx3JMVibtB25efkICxpsOc3bLwiJsWGYvSQR/n26oLt3G/nZ0RNZeDUkGt9seRtP+gTC++knsP/AEblcKySwP7yf+XNJF5+AqE1AtqYABShAgcoLMIBU3sreZzKA2Fu8eq/HAKLmb+gAcjIrB4GhMQgPHowObZtjyepNKC4uwYRRAy1qPv6hiJ0ThNmLEzFqaG94Pf2E/CwrOxd9h0fg+4+XYdr8tejZ+Wm0a/M4vtn1M6ZErcTHiXPlExEGELUJyNYUoAAFKFB5AQaQylvZ+0wGEHuLV+/1GEDU/A0bQA6nZyB4WhwmjwlA5/ZPSqVVGz7G6TPnEBEyxKLWoc9YJC2LwKzFiRjQqxN6dHpKfpZ+7HeMDF2ArzctuU741XHR6Pd8R/Tq1o4BRG3+sTUFKEABClRBgAGkClh2PpUBxM7g1Xw5BhC1AhgygGRknpZPPsQbrlo1b2IR+iJ1H9Zv2iGXXIkjOycPvoMnY/f25ZgfvxF13d0wZrif/OyTL77Hts+/RezsIBz57SRaPP6wpZ/BY97CkP4+MqzwCYjaBGRrClCAAhSovAADSOWt7H0mA4i9xav3egwgav6GDCDDQqIR0LcLenRqW07n4qUC+ASEYmHkG2jT4jFExb6Hy5evYG5YIH5K+wWTZq/AhvgIuNWuhRET5iOgb1f59KS7fyjenj0G7ds0w87d/8bE2SuQsj4ad9avywCiNv/YmgIUoAAFqiDAAFIFLDufygBiZ/BqvhwDiFoBDBdAxL6PHgET4erqUk4mZvpodPNqjV37DiA6LglnzuajZbNHEDUlEPU83OW565I/xfrNO+Q+Ed+uz2DiaH84OZnwzfc/I2Z5Mk7nnsO9jTwx6c0APNPqcdmGT0DUJiBbU4ACFKBA5QUYQCpvZe8zGUDsLV6912MAUfM3XABR46h6awaQqpuxBQUoQAEK3J4AA8jtudmjFQOIPZS1cw0GELVaMICo+fEJiKIfm1OAAhSgQOUFGEAqb2XvMxlA7C1evddjAFHzZwBR82MAUfRjcwpQgAIUqLwAA0jlrex9JgOIvcWr93oMIGr+DCBqflibVIhT2YqdsDkFKEABClCgEgL33lsKny4lgKkSJ/MUuwowgNiVu9ovxgCiVgIGEDU/FJpLkPvHFcVe2FyvAk4mEzzcXZF3vlCvt8BxW0HAw60GLhSY5QsseDimQK0aznB2MuFigdmmACWlzB42BVbonAFEAU+HTRlA1IrGAKLmJ1tn5l62Qi/sQo8C4guHp0dNZOcV6HH4HLOVBMQcyL9YhCIzA4iVSHXXjVstF7g4m+Q84OGYAgwgjlV3BhC1ejOAqPkxgFjBT89dMIDouXrWGzsDiPUs9doTA4heK2e9cTOAWM9SDz0xgKhViQFEzY9LsBT99N6cS7D0XkHrjJ9LsKzjqOdebncJVmmpnu+aY79agAHEseYDA4havRlA1Py4CV3Rj80pQAEKOKpAw4ZAz+7FcHJyVAFj3TcDiLHqWdHdMIBUJHTrzxlA1Pz4Gl5FPzanAAUo4KgCDz5QileHMoAYpf4MIEapZOXugwGkck43O4sBRM2PAUTRj80pQAEKOKoAA4ixKs8AYqx6VnQ3DCAVCTngE5D045mYEZOAw+kn0NCzPkJH+6NjuxZSYufuNMSsSEbOmXNo1rQxoqYGwrOBh/xsTVIKkrd9hcIiM7p5t0FY0CC4ODujqMiMmYvexY5v9sLdrTbGvzYQvbq3k23mLCrEseN8IbvaNGRrClCAAo4nwABirJozgBirnhXdDQNIRUIOGEB6DwtHv+e9MbS/D77bewDjIpcidWsczGYzeg6ahPioEBk+4tdtw7GMLCyeOQZ79h9CZMw7WB8Xjjq1a2JsRCy6dmiNl/26Iu6dLfj1t98RHf46TvyejYh5a7FhaThq1nBlAFGbf2xNAQpQwGEFGECMVXoGEGPVs6K7YQCpSMjBAoi5uBhbUlLh5+sNVxdnefdtfUdh0+qZOHjkODanpGLVglD58/MXLsHLLwh7UpZjXvxGNLqrAQIH9ZKffb1rPxLe/wzvvj0V3QaOx5qFk/DQ/Y2u0+QTELUJyNYUoAAFHFWAAcRYlWcAMVY9K7obBpCKhBwsgFx7u2kHjyJ4ehx2JMdgbdJ25OblIyxosOU0b78gJMaGYfaSRPj36YLu3m3kZ0dPZOHVkGh8nDgXHV8MxoTXB+K9LV+iVk1XjB3RD12efVKexwCiNgHZmgIUoICjCjCAGKvyDCDGqmdFd8MAUpGQAweQk1k5CAyNQXjwYHRo2xxLVm9CcXEJJowaaFHx8Q9F7JwgzF6ciFFDe8Pr6SfkZ1nZueg7PAJb1s5Gz5cnYuzwF+XTkZ//m47XJsbgk8Ro3OVZjwFEbf6xNQUoQAGHFWAAMVbpGUCMVc+K7oYBpCIhBw0gh9MzEDwtDpPHBKBz+z+fVqza8DFOnzmHiJAhFpUOfcYiaVkEZi1OxIBendCj01Pys/Rjv2Nk6AJsW/cW2r/wJn74ZBnucK8jPxs+bh78+3aFT8c2DCBq84+tKUABCjisAAOIsUrPAGKselZ0NwwgFQk5YADJyDwtn3yIN1y1at7EIvBF6j6s37RDLrkSR3ZOHnwHT8bu7csxP34j6rq7YcxwP/nZJ198j22ff4s1MRPxTK83sHnNLNzbyNMSQAb3644uHVoxgKjNP7amAAUo4LACDCDGKj0DiLHqWdHdMIBUJOSAAWRYSDQC+nZBj05ty939xUsF8AkIxcLIN9CmxWOIin0Ply9fwdywQPyU9gsmzV6BDfERcKtdCyMmzEdA367we84LUbEbcLmgEJETXsHBIycQGLoAKeujcWf9ugwgavOPrSlAAQo4rAADiLFKzwBirHpWdDcMIBUJOVgAEfs+egRMhKurS7k7j5k+Gt28WmPXvgOIjkvCmbP5aNnsEURNCUQ9D3d57rrkT7F+8w65T8S36zOYONofTk4mGT7Co1fLV/qK0DHxDX/Lsi5uQlebgGxNAQpQwFEFGECMVXkGEGPVs6K7YQCpSMjBAogaR9VbM4BU3YwtKEABClAAYAAx1ixgADFWPSu6GwaQioQYQNSEKmjNAGJTXnZOAQpQwLACDCDGKi0DiLHqWdHdMIBUJMQAoibEAGJTP3ZOAQpQwFEFGECMVXkGEGPVs6K7YQCpSIgBRE2ogtZrkwpxKtuml2DnFKAABShgQIGGDUvRs3sJnJwMeHMOeEsMII5VdAYQtXqbSktLS9W6cOzWheYS5P5xxbERHPjunUwmeLi7Iu98oQMr8NY93GrgQoFZvsCCh2MK1KrhDGcnEy4WmKsEwP8XuEpcmj6ZAUTT5bH64BhA1EgZQNT8ZOvM3MtW6IVd6FFAfOHw9KiJ7LwCPQ6fY7aSgJgD+ReLUGRmALESqe66cavlAhdnk5wHPBxTgAHEserOAKJWbwYQNT8GECv46bkLBhA9V896Y2cAsZ6lXntiANFr5aw3bgYQ61nqoScGELUqMYCo+YFLsBQBdd6cS7B0XkArDZ9LsKwEqbFuqrI8igFEY8WrhuEwgFQDejVekgFEDZ8BRM0P3ISuCMjmFKAABTQmUK8+0K1TCe64o/JbJBlANFbEahgOA0g1oFfjJRlA1PAZQNT8wL8DogjI5hSgAAU0JnDXXcArg4oZQDRWF60PhwFE6xWy7vgYQNQ8GUDU/BhAFP3YnAIUoIDWBBhAtFYRfYyHAUQfdbLWKBlA1CQNGUDSj2diRkwCDqefQEPP+ggd7Y+O7VpIqZ270xCzIhk5Z86hWdPGiJoaCM8GHvKzNUkpSN72FQqLzOjm3QZhQYPg4uyMI7+dxKxF7+Jwegbuv+cuzA17DY/+9T7Zhk9A1CYgW1OAAhTQmgADiNYqoo/xMIDoo07WGiUDiJqkIQNI72Hh6Pe8N4b298F3ew9gXORSpG6Ng9lsRs9BkxAfFSLDR/y6bTiWkYXFM8dgz/5DiIx5B+vjwlGndk2MjYhF1w6tEdC3C154JUz21e/5jnj/o69lSPno3SgGELW5x9YUoAAFNCnAAKLJsmh+UAwgmi+RVQfIAKLGabgAYi4uxpaUVPj5YA3iLQAAIABJREFUesPVxVnqtPUdhU2rZ+LgkePYnJKKVQtC5c/PX7gEL78g7ElZjnnxG9HorgYIHNRLfvb1rv1IeP8zRIe/jt6vTMWe7StgMpkg/m5jxxeDsXbRJDRpfB+fgKjNP7amAAUooDkBBhDNlUQXA2IA0UWZrDZIBhA1SsMFkGs50g4eRfD0OOxIjsHapO3IzctHWNBgy2nefkFIjA3D7CWJ8O/TBd2928jPjp7Iwqsh0UheEYner4Rhz/blMoCI47lBkxE66iV09WrFAKI2/9iaAhSggOYEGEA0VxJdDIgBRBdlstogGUDUKA0dQE5m5SAwNAbhwYPRoW1zLFm9CcXFJZgwaqBFzcc/FLFzgjB7cSJGDe0Nr6efkJ9lZeei7/AI/PDJMrkEa9CL3WRA+fxfezElahWipgTCt+vTDCBq84+tKUABCmhOgAFEcyXRxYAYQHRRJqsNkgFEjdKwAURsGA+eFofJYwLQuf2TUmnVho9x+sw5RIQMsah16DMWScsiMGtxIgb06oQenZ6Sn6Uf+x0jQxfg601L8MvRk5izJBGZ2bno8mwr/Pu/v2LM8BdlqOEmdLUJyNYUoAAFtCbAAKK1iuhjPAwg+qiTtUbJAKImacgAkpF5Wj75EG+4atW8iUXoi9R9WL9ph1xyJY7snDz4Dp6M3duXY378RtR1d8OY4X7ys0+++B7bPv8Wa2ImlhMuLCySe0A+Tpwr357FAKI2AdmaAhSggNYEGEC0VhF9jIcBRB91stYoGUDUJA0ZQIaFRMu3V/Xo1LaczsVLBfAJCMXCyDfQpsVjiIp9D5cvX8HcsED8lPYLJs1egQ3xEXCrXQsjJsxHQN+u8HvOC/6jZ2HUkD+XZy1/9x9IO3QUK+dPkH0zgKhNQLamAAUooDUBBhCtVUQf42EA0UedrDVKBhA1ScMFELHvo0fARLi6upSTiZk+Gt28WmPXvgOIjkvCmbP5aNnsEbmXo56Huzx3XfKnWL95h9wn4tv1GUwc7Q8nJxN++Om/8u+KiA3sTzz+MKLDXsNf7qzHAKI299iaAhSggCYFGEA0WRbND4oBRPMlsuoAGUDUOA0XQNQ4qt6aT0CqbsYWFKAABbQswACi5epod2wMINqtjS1GxgCipsoAoubHJViKfmxOAQpQQGsCDCBaq4g+xsMAoo86WWuUDCBqkgwgan4MIIp+bE4BClBAawIMIFqriD7GwwCijzpZa5QMIGqSDCBqflibVIhT2YqdsDkFKEABCmhGoF59oHvnEri7l1Z6TG61XODibEL+xaJKt+GJxhJgADFWPSu6GwaQioRu/TkDiJofCs0lyP3jimIvbK5XASeTCR7ursg7X6jXW+C4rSDg4VYDFwrM8gUWPIwhUFr57CFvmAHEGHVXuQsGEBU9/bVlAFGrGQOImp9snZl72Qq9sAs9Cjg7meDpURPZeQV6HD7HbCUBMQfEb76LzAwgViLVXTcMILormdUHzABidVJNd8gAolYeBhA1PwYQK/jpuQsGED1Xz3pjZwCxnqVee2IA0WvlrDduBhDrWeqhJwYQtSoxgKj5cQmWop/em3MJlt4raJ3xcwmWdRxt1UtVl1PdzjgYQG5HzVhtGECMVc+K7oYBpCKhW3/OAKLmx03oin5sTgEKUMCWAnfUBbp2Kkb9P/92rM0OBhCb0eqmYwYQ3ZTKKgNlAFFjZABR8+NreBX92JwCFKCALQUa3FmKoS+XoEH9Ku4qr+KgGECqCGbA0xlADFjUW9wSA4havRlA1PwYQBT92JwCFKCALQUYQGypy76vFmAAcaz5wACiVm9DBpD045mYEZOAw+kn0NCzPkJH+6NjuxZSaufuNMSsSEbOmXNo1rQxoqYGwrOBh/xsTVIKkrd9hcIiM7p5t0FY0CC4ODtbhM/lX4DvkMkIHtEPL/XpIn8+Z1Ehjh03qVWBrSlAAQpQwCYCDCA2YWWnNxBgAHGsacEAolZvQwaQ3sPC0e95bwzt74Pv9h7AuMilSN0aB7PZjJ6DJiE+KkSGj/h123AsIwuLZ47Bnv2HEBnzDtbHhaNO7ZoYGxGLrh1a42W/rhbhsLmrsffnwxgZ4MsAojbv2JoCFKCAXQQYQOzCzIsAYABxrGnAAKJWb8MFEHNxMbakpMLP1xuuLn8+vWjrOwqbVs/EwSPHsTklFasWhMqfn79wCV5+QdiTshzz4jei0V0NEDiol/zs6137kfD+Z3j37any/xYBJT5hK5o0vg9NGt/LAKI279iaAhSggF0EGEDswsyLMIA43BxgAFErueECyLUcaQePInh6HHYkx2Bt0nbk5uUjLGiw5TRvvyAkxoZh9pJE+Pfpgu7ebeRnR09k4dWQaHyz5W0UFZkx4LUZWDjjDWzc+hUDiNqcY2sKUIACdhNgALEbtcNfiE9AHGsKMICo1dvQAeRkVg4CQ2MQHjwYHdo2x5LVm1BcXIIJowZa1Hz8QxE7JwizFydi1NDe8Hr6CflZVnYu+g6PwO6U5ViWsA1F5mIEj+yHOUvWM4CozTm2pgAFKGA3AQYQu1E7/IUYQBxrCjCAqNXbsAHkcHoGgqfFYfKYAHRu/6RUWrXhY5w+cw4RIUMsah36jEXSsgjMWpyIAb06oUenp+Rn6cd+x8jQBVi3eIp8gvLByhmoWcOVAURtvrE1BShAAbsKMIDYlduhL8YA4ljlZwBRq7chA0hG5mn55EO84apV8yYWoS9S92H9ph1yyZU4snPy4Dt4MnZvX4758RtR190NY4b7yc8++eJ7bPv8W/nkZGXiR3B1dZE/v3ipAM7OTnjZrxtCAvvzLVhq84+tKUABCthUgAHEprzs/CoBBhDHmg4MIGr1NmQAGRYSjYC+XdCjU9tyOiI8+ASEYmHkG2jT4jFExb6Hy5evYG5YIH5K+wWTZq/AhvgIuNWuhRET5iOgb1f4PedVrg8uwVKbcGxNAQpQwJ4CDCD21HbsazGAOFb9GUDU6m24ACL2ffQImGh5YlHGEzN9NLp5tcaufQcQHZeEM2fz0bLZI4iaEoh6Hu7ytHXJn2L95h1yn4hv12cwcbQ/nJzK/40PBhC1CcfWFKAABewpwABiT23HvhYDiGPVnwFErd6GCyBqHFVvzT9EWHUztqAABShgLwEGEHtJ8zoMII41BxhA1OrNAKLmxz0gin5sTgEKUMCWAgwgttRl31cLMIA41nxgAFGrNwOImh8DiKIfm1OAAhSwpQADiC112TcDiOPOAQYQtdozgKj5YW1SIU5lK3bC5hSgAAUoYBOBO+oCXTuVoH69Upv0X9apWy0XuDibkH+xyKbXYefaFeATEO3WxhYjYwBRU2UAUfNDobkEuX9cUeyFzfUq4GQywcPdFXnnC/V6Cxy3FQQ83GrgQoFZvsCCh/YESm2bPeQNM4Bor+72HhEDiL3Fq/d6DCBq/gwgan6ydWbuZSv0wi70KODsZIKnR01k5xXocfgcs5UExBwQv/kuMjOAWIlUd90wgOiuZFYfMAOI1Uk13SEDiFp5GEDU/BhArOCn5y4YQPRcPeuNnQHEepZ67YkBRK+Vs964GUCsZ6mHnhhA1KrEAKLmxyVYin56b84lWHqvoHXGzyVY1nGsVC+lJpTCDmuqKjWY/53EAFJFMAOezgBiwKLe4pYYQNTqzQCi5sdN6Ip+bE4BClCgsgJ16gCdO5XgLk8GkMqa8Tz7CTCA2M9aC1diAFGrAgOImh9fw6vox+YUoAAFKitQt24phrxcgoZ3MYBU1ozn2U+AAcR+1lq4EgOIWhUYQNT8GEAU/dicAhSgQGUFGEAqK8XzqkOAAaQ61KvvmgwgavaGDCDpxzMxIyYBh9NPoKFnfYSO9kfHdi2k1M7daYhZkYycM+fQrGljRE0NhGcDD/nZ2XPnMeWtlTiVk4ePEt66TvZc/gX4DpmM4BH98FKfLvLzOYsKcey4Sa0KbE0BClCAAhUKMIBUSMQTqlGAAaQa8avh0gwgauiGDCC9h4Wj3/PeGNrfB9/tPYBxkUuRujUOZrMZPQdNQnxUiAwf8eu24VhGFhbPHIOLlwoQMHoWOrZriW9++PmGASRs7mrs/fkwRgb4MoCozTu2pgAFKFBlAQaQKpOxgR0FGEDsiK2BSzGAqBXBcAHEXFyMLSmp8PP1hquLs9Rp6zsKm1bPxMEjx7E5JRWrFoTKn5+/cAlefkHYk7Icot2Zs/nyfzMWvntdANmz/xDiE7aiSeP70KTxvQwgavOOrSlAAQpUWYABpMpkbGBHAQYQO2Jr4FIMIGpFMFwAuZYj7eBRBE+Pw47kGKxN2o7cvHyEBQ22nObtF4TE2DA8dH8j+bOf0n65LoAUFZkx4LUZWDjjDWzc+hUDiNqcY2sKUIACtyXAAHJbbGxkJwEGEDtBa+QyDCBqhTB0ADmZlYPA0BiEBw9Gh7bNsWT1JhQXl2DCqIEWNR//UMTOCULTRx64aQBZlrANReZiBI/shzlL1jOAqM05tqYABShwWwIMILfFxkZ2EmAAsRO0Ri7DAKJWCMMGkMPpGQieFofJYwLQuf2TUmnVho9x+sw5RIQMsah16DMWScsi8MC9DW8YQI5lnJJPUD5YOQM1a7gygKjNN7amAAUocNsCDCC3TceGdhBgALEDsoYuwQCiVgxDBpCMzNPyyYd4w1Wr5k0sQl+k7sP6TTvkkitxZOfkwXfwZOzevhwuzn/uF7l2CVbCB59hZeJHcHV1kZ+LzerOzk542a8bQgL78y1YavOPrSlAAQpUWoABpNJUPLEaBBhAqgG9Gi/JAKKGb8gAMiwkGgF9u6BHp7bldER48AkIxcLIN9CmxWOIin0Ply9fwdywQMt5N9oDcnUnXIKlNuHYmgIUoMDtCjCA3K4c29lDgAHEHsrauQYDiFotDBdAxL6PHgETLU8synhipo9GN6/W2LXvAKLjkuTbrlo2ewRRUwJRz8MdX+78EaGzlgOlpXK/h3ji0fj+Rtj6zpxywgwgahOOrSlAAQrcrgADyO3KsZ09BBhA7KGsnWswgKjVwnABRI2j6q35hwirbsYWFKAABW5HgAHkdtTYxl4CDCD2ktbGdRhA1OrAAKLmxz0gin5sTgEKUKCyAgwglZXiedUhwABSHerVd00GEDV7BhA1PwYQRT82pwAFKFBZAQaQykrxvOoQYACpDvXquyYDiJo9A4iaH9YmFeJUtmInbE4BClCAAhUKuNUpRedOwF88Syo8194nuNVygYuzCfkXi+x9aV5PIwIMIBophJ2GwQCiBs0AouaHQnMJcv+4otgLm+tVwMlkgoe7K/LOF+r1FjhuKwh4uNXAhQKz/EOnPGwrUFpq2/5vt3cGkNuVM047BhDj1LIyd8IAUhmlm5/DAKLmJ1tn5l62Qi/sQo8Czk4meHrURHZegR6HzzFbSUDMAfGb7yIzA4iVSHXXDQOI7kpm9QEzgFidVNMdMoColYcBRM2PAcQKfnruggFEz9Wz3tgZQKxnqdeeGED0WjnrjZsBxHqWeuiJAUStSgwgan5cgqXop/fmXIKl9wpaZ/xcgnV7jqUwyb+9ZISDAcQIVVS7BwYQNT+9tWYAUasYA4iaHzehK/qxOQUo4JgCNWsCXTqVoFFDBhDHnAHGu2sGEOPV9FZ3xACiVm8GEDU/voZX0Y/NKUABxxSoUwcYOqgY99zNAOKYM8B4d80AYryaMoDYrqYMIIq2/EvoioBsTgEKOKQAA4hDlt3QN80AYujyXndzfAKiVm9DBpD045mYEZOAw+kn0NCzPkJH+6NjuxZSaufuNMSsSEbOmXNo1rQxoqYGwrOBh/xsTVIKkrd9hcIiM7p5t0FY0CC4ODvLzz758nvMXJiAOZNHokenpyzqDCBqE5CtKUABxxRgAHHMuhv5rhlAjFzd6++NAUSt3oYMIL2HhaPf894Y2t8H3+09gHGRS5G6NQ5msxk9B01CfFSIDB/x67bhWEYWFs8cgz37DyEy5h2sjwtHndo1MTYiFl07tMbLfl2R8MFn+PHnw8jJPYdX/X0ZQNTmHFtTgAIUAAMIJ4HRBBhAjFbRW98PA4havQ0XQMzFxdiSkgo/X2+4uvz59KKt7yhsWj0TB48cx+aUVKxaECp/fv7CJXj5BWFPynLMi9+IRnc1QOCgXvKzr3ftR8L7n+Hdt6fi0K8n8NjD92PkhAUY2LszA4janGNrClCAAgwgnAOGE2AAMVxJb3lDDCBq9TZcALmWI+3gUQRPj8OO5BisTdqO3Lx8hAUNtpzm7ReExNgwzF6SCP8+XdDdu4387OiJLLwaEo1vtrxtOXfE+PkMIGrzja0pQAEKSAE+AeFEMJoAA4jRKnrr+2EAUau3oQPIyawcBIbGIDx4MDq0bY4lqzehuLgEE0YNtKj5+Icidk4QZi9OxKihveH19BPys6zsXPQdHoHdKcsZQNTmGFtTgAIUuE6AAYSTwmgCDCBGqygDiC0ratgAcjg9A8HT4jB5TAA6t39SGq7a8DFOnzmHiJAhFtMOfcYiaVkEZi1OxIBenSzLq9KP/Y6RoQvw9aYlDCC2nIHsmwIUcEgBBhCHLLuhb5oBxNDlve7m+ARErd6GDCAZmaflkw/xhqtWzZtYhL5I3Yf1m3bIJVfiyM7Jg+/gydi9fTnmx29EXXc3jBnuJz/75Ivvse3zb7EmZiIDiNocY2sKUIACfALCOWB4AQYQw5e43A0ygKjV25ABZFhINAL6dkGPTm3L6Vy8VACfgFAsjHwDbVo8hqjY93D58hXMDQvET2m/YNLsFdgQHwG32rUwYsJ8BPTtCr/nvBhA1OYYW1OAAhRgAOEcMLwAA4jhS8wAYsUSGy6AiH0fPQImwtXVpRxTzPTR6ObVGrv2HUB0XBLOnM1Hy2aPIGpKIOp5uMtz1yV/ivWbd8h9Ir5dn8HE0f5wcjKhf2Akfj32O8zmYjg7OcHkZMK88NdkwOHfAbHibGRXFKCAwwhwCZbDlNphbpQBxGFKLW+UT0DU6m24AKLGUfXWDCBVN2MLClCAAgwgnANGE2AAMVpFb30/DCBq9WYAUfPjExBFPzanAAUcU4ABxDHrbuS7ZgAxcnWvvzcGELV6Wz2AePUdi38kRKFBvTvURqaT1nwCopNCcZgUoICmBBhANFUODsYKAgwgVkDUURcMIGrFsnoAGRP2Nto/1Qwv+3VVG5lOWq9NKsSpbJ0MlsOkAAUooBGBWrWAzh1L0ahhiUZGpDYMt1oucHE2If9ikVpHbK1bAQYQ3ZbutgbOAHJbbJZGVg8gYXNX49s9aXCrUwv33X0XXFycy41wefQ4tRFrrHWhuQS5f1zR2Kg4HHsJOJlM8HB3Rd75QntdktfRoICHWw1cKDDLF1jwqLxAaWnlz9X6mQwgWq+Q7cfHAGJ7Yy1dgQFErRpWDyDz4jfC9ZrQcfUQx7/+v79CrjZ07bTOzL2sncFwJHYVcHYywdOjJrLzCux6XV5MWwJiDojffBeZGUC0VRn7jYYBxH7WWr0SA4hWK2ObcTGAqLlaPYDcajjvJG/HcH9ftRFrsDUDiAaLYqchMYDYCVrjl2EA0XiB7DA8BhA7IGv8EgwgGi+QlYfHAKIGapMAknbwKP77yzFcKfzfWtjTueewcetX+PHzVWoj1lhrLsHSWEHsPBwuwbIzuEYvZ7QlWEZaGmWvKcMAYi9p7V6HAUS7tbHFyBhA1FStHkDe/fBzLFrxAR56oBF+O5GFJo3vk//fuxveKZ9+9HveW23EGmvNTegaKwiHQwEKqAmYgG5dSnD/vQbaoKEmUqnWDCCVYjL0SQwghi7vdTfHAKJWb6sHkG4Dx2P+tNFo1bwJvP2CkLo1FvnnL2LmwgT4PecFr6efUBuxxlrzNbwaKwiHQwEKKAmIL1HDhhaj8YMMIFWBZACpipYxz2UAMWZdb3ZXDCBq9bZ6AGnZfST2fbYSLs7OeLbPGHz3j6VyhKfPnMPICfPx0btRaiPWWGsGEI0VhMOhAAWUBBhAbo+PAeT23IzUigHESNWs+F4YQCo2utUZVg8gzw2ajMlvBqBT+5Z4YehUvDVlJJ54/GFcuHgZnfuPw95PV6iNuBKt049nYkZMAg6nn0BDz/oIHe2Pju1ayJY7d6chZkUycs6cQ7OmjRE1NRCeDTzkZ2uSUpC87SsUFpnRzbsNwoIGySB1q/4YQCpREJ5CAQroRoAB5PZKxQBye25GasUAYqRqVnwvDCAVG9k1gGz9dCci5q3FvzYvwbbPvsW69z9Fu9Z/x5GjJ9HwLw2wOiZUbcSVaN17WLjcazK0vw++23sA4yKXInVr3P9j70zAqqrz//9GxCUt1CxtTEdL0ynNNU1SXANDUykzSFKzKDEFTNwAxQURFTcQccnciQqXNKysGQ0ny6XF0cnIaFBMRUDEDYUL/J9z/Hn/YZqX+z33cL7H932enmeGez6f7+e83t8cX3MWYLFY0GfIBMRHBavyEb96KzIyT2Ph9NHY/8PPiIh5D+vjwnBP9aoYEx6LXl3aq79Q8Xb9qlerAgqIDYHwEBIgAWkIUEDsi4oCYh83M1VRQMyU5p3PhQJyZ0a6CoiymHLFoPHD9eHsXAkfbt+NH48cQ4P6deH3ogdc76shNvEdqi3FxdickgpvL3fr7yPp6DUSySun4+ix49iUkooV865L0MVLV9DVOxD7UxKg/P6S+g/Wgf+Qfup3u/b+gDUffIZVCybctl+jBvUoIA5Nk81JgAT0JkABsY84BcQ+bmaqooCYKc07nwsF5M6MdBcQZcGiIguycvLw8EMPiE0oWK28Ejhoahx2JsVgVeIO5OblIzTQz9pVeVB+XWwoZi5aB58BPfGsewf1u99OnMZrwdH4avPiMhP8sZ9yexavgAgGxHISIAFDEaCA2BcHBcQ+bmaqooCYKc07nwsF5M6MdBWQgquFiFy0Dp988Q2UqxH/3b0G585fxLjp8Zg3JcD6vIXY2LZVnzydDf+QGIQF+aFLx1ZYtDIZxcUlGDfy//82dg+fEMRGBmLmwnUYObS/9S1dp7NyMXBEOPalJFgXu7mf8gUFxLYseBQJkIAcBCgg9uVEAbGPm5mqKCBmSvPO50IBuTMjXQVEef4jO/c8Rg0fiFdGzVQF5ErBNcxYuBYWSzFipgaITWxjdVp6JoKmxGHiaF/0cGurVq3YsF19G1d48KvWLl0GjEHi0nDMWLgOL/XrDs/uT6nfpWf8jjdC5mFX8iL1v9+qHwXExjB4GAmQgDQEKCD2RUUBsY+bmaooIGZK887nQgG5MyNdBaRT3wB8ljgXtV3vxRPdh6sConwuXLqCvn4TsWdrnNjENlRnnjqrXvlQ3nCl/D6SG58vUg9iffJO9ZYr5ZOVnQcvv4nYtyMBc+Pfx301a2D0CG/1O+UKztbP/413Y8bjdv0oIDaEwUNIgASkIkABsS8uCoh93MxURQExU5p3PhcKyJ0Z6Sogbs+/jV2bFqFqFZcyAqLchuXhMw4HP1shNrEN1cODo+E7sCc8u3csc/TlK1fh4RuC+RGj0KF1c0TFbkRBwTXMDvXH94d/wYSZy7AhPhw1qlfD6+PmwndgL/WXJ96uHwXEhjB4CAmQgFQEKCD2xUUBsY+bmaooIGZK887nQgG5MyNdBWRM2GL8rX5djH3zJbT3fFO9AqI8TxG5eD1KSkqRED1WbOI7VCvPaXj6joeLS+UyRyq3fvXu2h57Dx5BdFwics7lo03Lpoia5I9arjXVY1cnfYr1m3aqz4l49Xoa4wN8cCor5y/78RkQh8bJ5iRAAjoToIDYB5wCYh83M1VRQMyU5p3PhQJyZ0a6Csjps+fwZsg8nPj9rPoQ+r0171Ffd9vqH49gQcQoVU7M9KGAmClNngsJkAAFxL49QAGxj5uZqiggZkrzzudCAbkzI10EZNX7OzBssKf6m8OVKwg//vdXnPg9C9WqVoHy+zKeaN5YbFKDVlNADBoMxyIBErCLAAXELmyggNjHzUxVFBAzpXnnc6GA3JmRLgLS7YUg9RW708e/hpbNm4hNJVE1BUSisDgqCZDAHQlQQO6I6JYHUEDs42amKgqImdK887lQQO7MSBcBUW6zil21CR9u2w1f714IfP1F3FO9qth0ElSvSizEmSwJBuWIJEACJGADAeUvUb16lqBhg1IbjuYhNwhQQLgXKCB31x6ggIjl7VRaWqrp/8r8Ny0D0xdc/+WDU4KHou0fXoOrjHpfzXvEJjZYdaGlBLkXrhlsKo6jF4FKTk5wremCvIuFei3JdQxIwLVGFVy6alFvPzXDR9v/VTADkTufAwXkzozMfgQFxOwJlz0/CohY3poLiDKO8raryVEr8MmX3/xpuhu/F0RsbGNVn8otMNZAnEY3As6VnFDXtSqy8q7qtiYXMh4BZQ/kXy5CkcUcAmI8wsafiAJi/IwcPSEFxNGEjdWfAiKWh+YCorzedt7SJHy55zuMHNof7Z98rMyE7VqV/e9i4xujmgJijBwqYgoKSEVQN96aFBDjZaL3RBQQvYkbbz0KiPEyceREFBAxupoJiHLV44Nt/8Kilcl48h+PImLcMDz80ANi00lQzVuwJAjJgSPyFiwHwpWotV63YKn3y2p606xEkA0+KgXE4AHpMB4FRAfIBlqCAiIWhmYC8tKb09RfODjxbV887+EmNpVE1XwIXaKwOCoJSE6gi1sxmj0KwEnyEzHh+BQQE4ZazlOigJQTmOSHU0DEAtRMQMKi38WEUb5wva+G2ESSVfM1vJIFxnFJQGICLw8qxhP/KKWAGDBDCogBQ9F5JAqIzsAreDkKiFgAmgmI2BjyVlNA5M2Ok5OAbAQoIMZNjAJi3Gz0mowCohdpY6xDARHLwZQCkn78FKbFrEFa+gnUq1sbIQE+6Na5tUpqz77DiFmWhOyc82jZogmiJvurv0BR+SivDp40aznOZOdh25pZVrI+ATPw87HjgPKny/+9Sjh1S6z6nynSv0b8AAAgAElEQVQgYhuQ1SRAArYToIDYzkrvIykgehM33noUEONl4siJKCBidE0pIP2Hh+HFvu4YOsgDXx84grERS5C6JQ4WiwV9hkxAfFSwKh/xq7ciI/M0Fk4fjctXrsI3YAa6dW6Dr749VEZA+r46CYtnjEHTJg3+RJsCIrYBWU0CJGA7AQqI7az0PpICojdx461HATFeJo6ciAIiRtd0AmIpLsbmlFR4e7nDpbKzSqej10gkr5yOo8eOY1NKKlbMC1F/rvz29q7egdifkgClTnmFsPLPtPlrywhItxeC8MHyCNR/oA4FRGy/sZoESECAAAVEAJ6DSykgDgYsQXsKiAQhaTgiBUQMpukE5GYch4/+hqCpcdiZFINViTuQm5eP0EA/62Hu3oFYFxuKxg3rqz/7/vAvfxKQth7+cO/0JH44cky9XSvYfxDcn75+SxevgIhtQFaTAAnYToACYjsrvY+kgOhN3HjrUUCMl4kjJ6KAiNE1tYCcPJ0N/5AYhAX5oUvHVurvKCkuLsG4kYOt1Dx8QhAbGYgWTRvdUkCU328yZe4q9OnRCZ07PI6v9h7CpKjl2L5utnpFhAIitgFZTQIkYDsBCojtrPQ+kgKiN3HjrUcBMV4mjpyIAiJG17QCkpaeiaApcZg42hc93NqqlFZs2I6zOecRHvyqlVqXAWOQuDQcjRrUu6WA3Arva2Oj8WLfbujXuzMFRGz/sZoESKAcBCgg5YCl86EUEJ2BG3A5CogBQ3HgSBQQMbimFJDMU2fVKx/KG67atWpmJfRF6kGsT96p3nKlfLKy8+DlNxH7diSgsvP150VuvgXrSsE1HPvfSbR+XPntX9c/fqNn4dVBHvDs/hQFRGz/sZoESKAcBCgg5YCl86EUEJ2BG3A5CogBQ3HgSBQQMbimFJDhwdHwHdgTnt07lqGjvOnKwzcE8yNGoUPr5oiK3YiCgmuYHepvPe5mATmffwnP+oRg8czRcOvQEnv2/QfjZy5Dyvpo3F/7PgqI2P5jNQmQQDkIUEDKAUvnQykgOgM34HIUEAOG4sCRKCBicE0nIMpzH56+4+HiUrkMmZipAejdtT32HjyC6LhE9W1XbVo2RdQkf9RyrYkv93yHkBkJQGkpiizFan2ThvWx5b1IfPXNIcQkJOFs7nk0qF8XE972xdPtHlf78xkQsQ3IahIgAdsJUEBsZ6X3kRQQvYkbbz0KiPEyceREFBAxuqYTEDEc5a+mgJSfGStIgATsI0ABsY+bHlUUED0oG3sNCoix89F6OgqIGFEKiBg/XgER5MdyEiAB2wlQQGxnpfeRFBC9iRtvPQqI8TJx5EQUEDG6FBAxfhQQQX4sJwESsJ0ABcR2VnofSQHRm7jx1qOAGC8TR05EARGjSwER44dViYU4kyXYhOUkQAIkYAOBLm4laPZoKeBkw8E8RFcCFBBdcRtyMQqIIWNx2FAUEDG0FBAxfii0lCD3wjXBLiyXlUAlJye41nRB3sVCWU+Bc2tAwLVGFVy6alF/0akjP6WlpaB9OJKw/b0pIPazM0slBcQsSdp2HhQQ2zjd7igKiBg/tfpUboEGXdhCRgLOlZxQ17UqsvKuyjg+Z9aIgLIH8i8XocjiWAHRaFy2cQABCogDoErWkgIiWWCC41JAxABSQMT4UUA04CdzCwqIzOlpNzsFRDuWsnaigMianHZzU0C0YylDJwqIWEoUEDF+vAVLkJ/s5bwFS/YEtZlft1uwlHGVu7D4MRwBCojhItF9IAqI7sgrdEEKiBh+CogYPz6ELsiP5SRAArYT6OJWjGaP8jEQ24npdyQFRD/WRl2JAmLUZBwzFwVEjCsFRIwfX8MryI/lJEACthPga3htZ6X3kRQQvYkbbz0KiPEyceREFBAxuhQQMX4UEEF+LCcBErCdAAXEdlZ6H0kB0Zu48dajgBgvE0dORAERo2tKAUk/fgrTYtYgLf0E6tWtjZAAH3Tr3FoltWffYcQsS0J2znm0bNEEUZP9UbeOq/rdufMXMWnWcpzJzsO2NbOsZIuKLJi+YC12fnUANWtUxztvDka/Zzur30cuKETGcb6UX2wbspoESMAWAhQQWyhVzDEUkIrhbqRVKSBGSsPxs1BAxBibUkD6Dw/Di33dMXSQB74+cARjI5YgdUscLBYL+gyZgPioYFU+4ldvRUbmaSycPhqXr1yFb8AMdOvcBl99e6iMgMS9txm//u93RIe9hRO/ZyF8zipsWBKGqlVcKCBi+4/VJEAC5SBAASkHLJ0PpYDoDNyAy1FADBiKA0eigIjBNZ2AWIqLsTklFd5e7nCp7KzS6eg1Eskrp+PosePYlJKKFfNC1J9fvHQFXb0DsT8lAUpdzrl89Z9p89eWEZDeg9/Bu/MnoHHD+n+izSsgYhuQ1SRAArYToIDYzkrvIykgehM33noUEONl4siJKCBidE0nIDfjOHz0NwRNjcPOpBisStyB3Lx8hAb6WQ9z9w7EuthQq1x8f/iXMgJy4dIVdHshCOPeGoyNm79EtaouGPP6i+j5TFu1BwVEbAOymgRIwHYCFBDbWel9JAVEb+LGW48CYrxMHDkRBUSMrqkF5OTpbPiHxCAsyA9dOrbCopXJKC4uwbiRg63UPHxCEBsZiBZNG6k/u1lAfj+Tgz6vjMeYES/Af0g/HPopHW+Oj8En66LxYN1aFBCx/cdqEiCBchCggJQDls6HUkB0Bm7A5SggBgzFgSNRQMTgmlZA0tIzETQlDhNH+6KH2/WrFSs2bMfZnPMID37VSq3LgDFIXBqORg3q3VJA8i9ehtvzb+PbT5bi3pr3qMeMGDsHPgN7waNbBwqI2P5jNQmQQDkIUEDKAUvnQykgOgM34HIUEAOG4sCRKCBicE0pIJmnzqpXPpQ3XLVr1cxK6IvUg1ifvFO95Ur5ZGXnwctvIvbtSEBl5+vPi9x8BUT52dP9RmHTuzPQoH5dq4D4vfgsenZpRwER23+sJgESKAcBCkg5YOl8KAVEZ+AGXI4CYsBQHDgSBUQMrikFZHhwNHwH9oRn945l6ChvuvLwDcH8iFHo0Lo5omI3oqDgGmaH+luPu5WARMVuQMHVQkSMG4ajx07AP2QeUtZH4/7a91FAxPYfq0mABMpBgAJSDlg6H0oB0Rm4AZejgBgwFAeORAERg2s6AVGe+/D0HQ8Xl8plyMRMDUDvru2x9+ARRMclqm+7atOyKaIm+aOWa018uec7hMxIAEpLUWQpVuubNKyPLe9FqvIRFr1SfaWvIh3jR/lYb+viQ+hiG5DVJEACthOggNjOSu8jKSB6EzfeehQQ42XiyIkoIGJ0TScgYjjKX00BKT8zVpAACdhHgAJiHzc9qiggelA29hoUEGPno/V0FBAxohQQMX68BUuQH8tJgARsJ0ABsZ2V3kdSQPQmbrz1KCDGy8SRE1FAxOhSQMT4UUAE+bGcBEjAdgIUENtZ6X0kBURv4sZbjwJivEwcOREFRIwuBUSMH1YlFuJMlmATlpMACZCADQS6uJWg2aOlgJMNB/MQXQlQQHTFbcjFKCCGjMVhQ1FAxNBSQMT4odBSgtwL1wS7sFxWApWcnOBa0wV5FwtlPQXOrQEB1xpVcOmqRf1Fp478lJaWgvbhSML296aA2M/OLJUUELMkadt5UEBs43S7oyggYvzU6lO5BRp0YQsZCThXckJd16rIyrsq4/icWSMCyh7Iv1yEIotjBUSjcdnGAQQoIA6AKllLCohkgQmOSwERA0gBEeNHAdGAn8wtKCAyp6fd7BQQ7VjK2okCImty2s1NAdGOpQydKCBiKVFAxPjxFixBfrKX8xYs2RPUZn7dbsFSxlXuwuLHcAQoIIaLRPeBKCC6I6/QBSkgYvgpIGL8+BC6ID+WkwAJ2E6gi1sxmj3Kx0BsJ6bfkRQQ/VgbdSUKiFGTccxcFBAxrhQQMX58Da8gP5aTAAnYToCv4bWdld5HUkD0Jm689SggxsvEkRNRQMToUkDE+FFABPmxnARIwHYCFBDbWel9JAVEb+LGW48CYrxMHDkRBUSMrikFJP34KUyLWYO09BOoV7c2QgJ80K1za5XUnn2HEbMsCdk559GyRRNETfZH3Tqu6nfvJqYgaes/UVhkQW/3DggNHILKzs44euw4Zi5ch18zfkf9B+/H+AAfdO3USq2JXFCIjON8Kb/YNmQ1CZCALQQoILZQqphjKCAVw91Iq1JAjJSG42ehgIgxNqWA9B8ehhf7umPoIA98feAIxkYsQeqWOFgsFvQZMgHxUcGqfMSv3oqMzNNYOH009v/wMyJi3sP6uDDcU70qxoTHoleX9vAd2BPPvjwOQW8MQr9nO2P3Nz9iYuRy7Nkah6pVXCggYvuP1SRAAuUgQAEpByydD6WA6AzcgMtRQAwYigNHooCIwTWdgFiKi7E5JRXeXu5wqeys0unoNRLJK6erVzI2paRixbwQ9ecXL11BV+9A7E9JwJz491H/wTrwH9JP/W7X3h+w5oPPsHzuOHy++wAGeD5jJd3Wwx/b10bh4YceoICI7T9WkwAJlIMABaQcsHQ+lAKiM3ADLkcBMWAoDhyJAiIG13QCcjOOw0d/Q9DUOOxMisGqxB3IzctHaKCf9TB370Csiw3FzEXr4DOgJ55176B+99uJ03gtOBpfbV5sPbbIUoxNKV/hw227kLxyBipVcqKAiO0/VpMACZSDAAWkHLB0PpQCojNwAy5HATFgKA4ciQIiBtfUAnLydDb8Q2IQFuSHLh1bYdHKZBQXl2DcyMFWah4+IYiNDFSf8Rg5tD+6dnpS/e50Vi4GjgjHvpQE9b8rV0TGhMWi/gO1sXhmIJ5o3lj9OZ8BEduArCYBErCdAAXEdlZ6H0kB0Zu48dajgBgvE0dORAERo2taAUlLz0TQlDhMHO2LHm5tVUorNmzH2ZzzCA9+1Uqty4AxSFwajhkL1+Glft3h2f0p9bv0jN/xRsg87EpeZD1WkZd9P/ykPgPy4fJpeKje/RQQsf3HahIggXIQoICUA5bOh1JAdAZuwOUoIAYMxYEjUUDE4JpSQDJPnVWvfChvuGrXqpmV0BepB7E+ead6y5XyycrOg5ffROzbkYC58e/jvpo1MHqEt/rdJ198g62f/xvRoW/i2+9+Uh9Av/EZGhgFnwG94NWrEwVEbP+xmgRIoBwEKCDlgKXzoRQQnYEbcDkKiAFDceBIFBAxuKYUkOHB0erbqzy7dyxD5/KVq/DwDcH8iFHo0Lo5omI3oqDgGmaH+uP7w79gwsxl2BAfjhrVq+H1cXPhO7AXuru1gafveMRMDYD7062hXFlRBGTDkjA0a/IwBURs/7GaBEigHAQoIOWApfOhFBCdgRtwOQqIAUNx4EgUEDG4phMQ5bkPRRhcXCqXIaMIRO+u7bH34BFExyUi51w+2rRsiqhJ/qjlWlM9dnXSp1i/aaf6nIhXr6fV3/ehPGiu/O6Q+cs+wOmzubjv3hp4w9cLLw/oqdbwGRCxDchqEiAB2wlQQGxnpfeRFBC9iRtvPQqI8TJx5EQUEDG6phMQMRzlr6aAlJ8ZK0iABOwjQAGxj5seVRQQPSgbew0KiLHz0Xo6CogYUQqIGD9eARHkx3ISIAHbCVBAbGel95EUEL2JG289CojxMnHkRBQQMboUEDF+FBBBfiwnARKwnQAFxHZWeh9JAdGbuPHWo4AYLxNHTkQBEaNLARHjh1WJhTiTJdiE5SRAAiRgA4EubiVo9mgp4GTDwTxEVwIUEF1xG3IxCoghY3HYUBQQMbQUEDF+KLSUIPfCNcEuLJeVQCUnJ7jWdEHexUJZT4Fza0DAtUYVXLpqUV9g4chPaWkpaB+OJGx/bwqI/ezMUkkBMUuStp0HBcQ2Trc7igIixk+tPpVboEEXtpCRgHMlJ9R1rYqsvKsyjs+ZNSKg7IH8y0UosjhWQDQal20cQIAC4gCokrWkgEgWmOC4FBAxgBQQMX4UEA34ydyCAiJzetrNTgHRjqWsnSggsian3dwUEO1YytCJAiKWEgVEjB9vwRLkJ3s5b8GSPcE/z1+qPGCh3upk+4cCYjsrsx5JATFrsrafFwXEdlZmOJICIpYiBUSMHx9CF+THchIwGoHHHy9Fx/YlUP4yYeuHAmIrKfMeRwExb7a2nhkFxFZS5jiOAiKWIwVEjB9fwyvIj+UkYDQC3bqWoGd3CojRcjH6PBQQoyfk+PkoII5nbKQVKCBiaVBAxPhRQAT5sZwEjEaAAmK0ROSYhwIiR06OnJIC4ki6xutNARHLxJQCkn78FKbFrEFa+gnUq1sbIQE+6Na5tUpqz77DiFmWhOyc82jZogmiJvujbh1X9btz5y9i0qzlOJOdh21rZlnJHj12HDMXrsOvGb+j/oP3Y3yAD7p2aqV+H7mgEBnHy3GvhlherCYBEnAwAQqIgwGbtD0FxKTBluO0KCDlgGWCQykgYiGaUkD6Dw/Di33dMXSQB74+cARjI5YgdUscLBYL+gyZgPioYFU+4ldvRUbmaSycPhqXr1yFb8AMdOvcBl99e8gqIMp79599eRyC3hiEfs92xu5vfsTEyOXYszUOVau4UEDE9h+rScBwBCgghotEioEoIFLE5NAhKSAOxWu45hQQsUhMJyCW4mJsTkmFt5c7XCo7q3Q6eo1E8srpUK5kbEpJxYp5IerPL166gq7egdifkgClLudcvvrPtPlrrQJy9VohPt99AAM8n7GSbuvhj+1ro/DwQw9QQMT2H6tJwHAEKCCGi0SKgSggUsTk0CEpIA7Fa7jmFBCxSEwnIDfjOHz0NwRNjcPOpBisStyB3Lx8hAb6WQ9z9w7EuthQNG5YX/3Z94d/KSMgf+xXZCnGppSv8OG2XUheOQOVKjlRQMT2H6tJwHAEKCCGi0SKgSggUsTk0CEpIA7Fa7jmFBCxSEwtICdPZ8M/JAZhQX7o0rEVFq1MRnFxCcaNHGyl5uETgtjIQLRo2ugvBWTX3h8wJiwW9R+ojcUzA/FE88bq8XwGRGwDspoEjEaAAmK0ROSYhwIiR06OnJIC4ki6xutNARHLxLQCkpaeiaApcZg42hc93NqqlFZs2I6zOecRHvyqlVqXAWOQuDQcjRrUu+MVEEVe9v3wk/oMyIfLp+GhevdTQMT2H6tJwHAEKCCGi0SKgSggUsTk0CEpIA7Fa7jmFBCxSEwpIJmnzqpXPpQ3XLVr1cxK6IvUg1ifvFO95Ur5ZGXnwctvIvbtSEBl5+vPi9x8C5byTMi33/2kPoB+4zM0MAo+A3rBq1cnCojY/mM1CRiOAAXEcJFIMRAFRIqYHDokBcSheA3XnAIiFokpBWR4cDR8B/aEZ/eOZegob7ry8A3B/IhR6NC6OaJiN6Kg4Bpmh/pbj7tZQPLyL8LTdzxipgbA/enWUK6sKAKyYUkYmjV5mAIitv9YTQKGI0ABMVwkUgxEAZEiJocOSQFxKF7DNaeAiEViOgFRnvtQhMHFpXIZMopA9O7aHnsPHkF0XKL6tqs2LZsiapI/arnWxJd7vkPIjASgtBTKw+ZKfZOG9bHlvUj1d4fMX/YBTp/NxX331sAbvl54eUBPtT+fARHbgKwmAaMRoIAYLRE55qGAyJGTI6ekgDiSrvF6U0DEMjGdgIjhKH81BaT8zFhBAkYmQAExcjrGnY0CYtxs9JqMAqIXaWOsQwERy4ECIsaPV0AE+bGcBIxGgAJitETkmIcCIkdOjpySAuJIusbrTQERy4QCIsaPAiLIj+UkYDQCFBCjJSLHPBQQOXJy5JQUEEfSNV5vCohYJhQQMX5YlViIM1mCTVhOAiRgGAJPPF6Kp9qXQPnLhK2fuq5VkX+5CEWWEltLeJzJCFBATBaoHadDAbEDmsQlFBCx8CggYvxQaClB7oVrgl1YLiuBSk5OcK3pgryLhbKeAue+iUBJKVAO91CrKSDcRhQQ7gEKyN21ByggYnlTQMT4qdWncgs06MIWMhJwruSk/uUzK++qjONzZo0IUEA0AilxGwqIxOFpNDoFRCOQkrShgIgFRQER40cB0YCfzC0oIDKnp93sFBDtWMraiQIia3LazU0B0Y6lDJ0oIGIpUUDE+PEWLEF+spcrt2DVua8qss/zCojsWYrMTwERoWeOWgqIOXIUOQsKiAg9+WopIGKZUUDE+PEhdEF+spdXqQI85+GEOnUssp8K5xcgQAERgGeSUgqISYIUOA0KiAA8CUspIGKhUUDE+PE1vIL8ZC+vXg14cwRwf10KiOxZisxPARGhZ45aCog5chQ5CwqICD35aikgYplRQMT4UUAE+cleTgGRPUFt5qeAaMNR5i4UEJnT02Z2Cog2HGXpQgERS8qUApJ+/BSmxaxBWvoJ1KtbGyEBPujWubVKas++w4hZloTsnPNo2aIJoib7o24dV/W7c+cvYtKs5TiTnYdta2apP8s8dRbPDwstQ9liKcaCaW/Do1sHCojY/pO+mgIifYSanAAFRBOMUjehgEgdnybDU0A0wShNEwqIWFSmFJD+w8PwYl93DB3kga8PHMHYiCVI3RIHi8WCPkMmID4qWJWP+NVbkZF5Ggunj8blK1fhGzAD3Tq3wVffHrIKyM14FUkZ8vZMJC2LgOu9NSggYvtP+moKiPQRanICFBBNMErdhAIidXyaDE8B0QSjNE0oIGJRmU5ALMXF2JySCm8vd7hUdlbpdPQaieSV03H02HFsSknFinkh6s8vXrqCrt6B2J+SAKUu51y++s+0+WtvKyBT572HfzT7O3wH9lJ7RC4oRMbx8v7aMrHQWG0cAhQQ42RRkZNQQCqSvjHWpoAYI4eKnIICUpH09V+bAiLG3HQCcjOOw0d/Q9DUOOxMisGqxB3IzctHaKCf9TB370Csiw1F44b11Z99f/iX2wqIcjvW6+/MxY6Nc1DZ+brcUEDENqDs1RQQ2RPUZn4KiDYcZe5CAZE5PW1mp4Bow1GWLhQQsaRMLSAnT2fDPyQGYUF+6NKxFRatTEZxcQnGjRxspebhE4LYyEC0aNrojgIyY+E6/P3hehj2kqe1ngIitgFlr6aAyJ6gNvNTQLThKHMXCojM6WkzOwVEG46ydKGAiCVlWgFJS89E0JQ4TBztix5ubVVKKzZsx9mc8wgPftVKrcuAMUhcGo5GDer9pYAot2i5DwzEtrVR1ofWeQVEbPOZoZoCYoYUxc+BAiLOUPYOFBDZExSfnwIizlCmDhQQsbRMKSDKrVLKlQ/lDVftWjWzEvoi9SDWJ+9Ub7lSPlnZefDym4h9OxKst1Td7hasfT8cxYJlH+KD5RFliPMKiNgGlL2aAiJ7gtrMTwHRhqPMXSggMqenzewUEG04ytKFAiKWlCkFZHhwNHwH9oRn945l6ChvuvLwDcH8iFHo0Lo5omI3oqDgGmaH+luPu52ArPnwM/ySnqlKzR8/FBCxDSh7NQVE9gS1mZ8Cog1HmbtQQGROT5vZKSDacJSlCwVELCnTCYjy3Ien73i4uFQuQyZmagB6d22PvQePIDouUX3bVZuWTRE1yR+1XGviyz3fIWRGAlBaiiJLsVrfpGF9bHkvUu0zJ/599a1a77z1/58fUX5OARHbgLJXU0BkT1Cb+Skg2nCUuQsFROb0tJmdAqINR1m6UEDEkjKdgIjhKH81BaT8zMxUQQExU5r2nwsFxH52ZqmkgJglSfvPgwJiPzsZKykgYqlRQMT48QqIID/ZyykgsieozfwUEG04ytyFAiJzetrMTgHRhqMsXSggYklRQMT4UUAE+cleTgGRPUFt5qeAaMNR5i4UEJnT02Z2Cog2HGXpQgERS4oCIsYPqxILcSZLsAnLpSVQtQrwnIcTatexSHsOHFycAAVEnKHsHSggsicoPj8FRJyhTB0oIGJpUUDE+KHQUoLcC9cEu7BcVgKVnJxQ+94qyMnnHpA1Qy3mpoBoQVHuHhQQufPTYnoKiBYU5elBARHLigIixk+tPpVboEEXtpCRgHMlJyh/+czKuyrj+JxZIwIUEI1AStyGAiJxeBqNTgHRCKQkbSggYkFRQMT4UUA04CdzCwqIzOlpNzsFRDuWsnaigMianHZzU0C0YylDJwqIWEoUEDF+vAVLkJ/s5cotWHXuq4rs87wCInuWIvNTQETomaOWAmKOHEXOggIiQk++WgqIWGYUEDF+fAhdkJ/s5VX+7yH0OnwIXfYoheangAjhM0UxBcQUMQqdBAVECJ90xRQQscgoIGL8+BpeQX6yl/M1vLInqM38FBBtOMrchQIic3razE4B0YajLF0oIGJJUUDE+FFABPnJXk4BkT1BbeangGjDUeYuFBCZ09NmdgqINhxl6UIBEUvKlAKSfvwUpsWsQVr6CdSrWxshAT7o1rm1SmrPvsOIWZaE7JzzaNmiCaIm+6NuHVf1u3PnL2LSrOU4k52HbWtmWcn+/OsJzFy4Drl5F1DjnmoYN3Iw3Dq0VL+PXFCIjONOYimwWloCFBBpo9N0cAqIpjilbEYBkTI2TYemgGiK0/DNKCBiEZlSQPoPD8OLfd0xdJAHvj5wBGMjliB1SxwsFgv6DJmA+KhgVT7iV29FRuZpLJw+GpevXIVvwAx069wGX317qIyA9B8WilHDB6JPj444kvY/vDFuHv710ULcU70qBURs/0lfTQGRPkJNToACoglGqZtQQKSOT5PhKSCaYJSmCQVELCrTCYiluBibU1Lh7eUOl8rOKp2OXiORvHI6jh47jk0pqVgxL0T9+cVLV9DVOxD7UxKg1OWcy1f/mTZ/rVVASktL0arnCPx7axxqudZU69z6v40NS8LxSKOHKCBi+0/6agqI9BFqcgIUEE0wSt2EAiJ1fJoMTwHRBKM0TSggYlGZTkBuxnH46G8ImhqHnUkxWJW4A7l5+QgN9LMe5u4diHWxoWjcsL76s+8P/1JGQJSfjRg7B73dO+AV71448OPPCIt+Fzs2zkFlZ2cKiNj+k76aAovdHxgAACAASURBVCJ9hJqcAAVEE4xSN6GASB2fJsNTQDTBKE0TCohYVKYWkJOns+EfEoOwID906dgKi1Ymo7i4RH2G48bHwycEsZGBaNG00W0F5Nf//Y5hwbNRUlyCq4VFmB8xCj2faasez2dAxDag7NUUENkT1GZ+Cog2HGXuQgGROT1tZqeAaMNRli4UELGkTCsgaemZCJoSh4mjfdHD7bosrNiwHWdzziM8+FUrtS4DxiBxaTgaNah3SwG5VlgE5RmQqe8MwzNPtURG5hkMC5qNDUvC0PBvD1JAxPaf9NUUEOkj1OQEKCCaYJS6CQVE6vg0GZ4CoglGaZpQQMSiMqWAZJ46q175UN5w1a5VMyuhL1IPYn3yTvWWK+WTlZ0HL7+J2LcjQb2dSvncfAuW8gaskRMXYPemRdY+Su/+Hm543sONAiK2/6SvpoBIH6EmJ0AB0QSj1E0oIFLHp8nwFBBNMErThAIiFpUpBWR4cDR8B/aEZ/eOZegob7ry8A1Rb6Hq0Lo5omI3oqDgGmaH+luPu1lALly6gl4vvYP3Fk5EqxZNkJ17Ht4jpmBlTAj+0ezvFBCx/Sd9NQVE+gg1OQEKiCYYpW5CAZE6Pk2Gp4BoglGaJhQQsahMJyDKcx+evuPh4lK5DJmYqQHo3bU99h48gui4RPVtV21aNkXUJH/17VZf7vkOITMSgNJSFFmK1fomDetjy3uR2LX3B8S+uwlXrxWiUqVK6ut9Xx7QU+3PZ0DENqDs1RQQ2RPUZn4KiDYcZe5CAZE5PW1mp4Bow1GWLhQQsaRMJyBiOMpfTQEpPzMzVVBAzJSm/edCAbGfnVkqKSBmSdL+86CA2M9OxkoKiFhqFBAxfrwCIshP9nIKiOwJajM/BUQbjjJ3oYDInJ42s1NAtOEoSxcKiFhSFBAxfhQQQX6yl1NAZE9Qm/kpINpwlLkLBUTm9LSZnQKiDUdZulBAxJKigIjxw6rEQpzJEmzCcmkJVK0CPOfhhNp1LNKeAwcXJ0ABEWcoewcKiOwJis9PARFnKFMHCohYWhQQMX4otJQg98I1wS4sl5VAJScn1L63CnLyuQdkzVCLuSkgWlCUuwcFRO78tJieAqIFRXl6UEDEsqKAiPFTq0/lFmjQhS1kJOBcyQnKXz6z8q7KOD5n1ogABUQjkBK3oYBIHJ5Go1NANAIpSRsKiFhQFBAxfhQQDfjJ3IICInN62s1OAdGOpaydKCCyJqfd3BQQ7VjK0IkCIpYSBUSMH2/BEuTnyPLSUkd2v96bAuJ4xjKsQAGRISXHzkgBcSxfGbpTQGRISbsZKSBiLCkgYvz4ELogP0eW9+5VgoYNHGshFBBHJihPbwqIPFk5alIKiKPIytOXAiJPVlpMSgERo0gBEePH1/AK8nNk+WvDitHk7xQQRzJm7+sEKCDcCRQQ7gEKyN21ByggYnlTQMT4UUAE+TmynALiSLrs/UcCFBDuBwoI9wAF5O7aAxQQsbxNKSDpx09hWswapKWfQL26tRES4INunVurpPbsO4yYZUnIzjmPli2aIGqyP+rWcVW/W7r2Y3y0fReuFRaha6cnEfHOcNxTvar63SdffoPp89cgcuIb8Oz+lJV65IJCZBx3EkuB1Q4hQAFxCFY2vQUBCgi3BQWEe4ACcnftAQqIWN6mFJD+w8PwYl93DB3kga8PHMHYiCVI3RIHi8WCPkMmID4qWJWP+NVbkZF5Ggunj8bnuw9g8bvJWLNoMmrWqI4x4YvR/snmGDVsANZ8+Bm+O5SG7NzzeM3HiwIitud0q6aA6Ib6rl+IAnLXbwFQQLgHKCB31x6ggIjlbToBsRQXY3NKKry93OFS2Vml09FrJJJXTsfRY8exKSUVK+aFqD+/eOkKunoHYn9KAtJ+O4mioiK0a/WY+t3ajz7HT2kZmBP+Fn7+9QSaP9oQb4ybh8H9e1BAxPacbtUUEN1Q3/ULUUDu+i1AAeEWAAXk7toEFBCxvE0nIDfjOHz0NwRNjcPOpBisStyB3Lx8hAb6WQ9z9w7EuthQNG5Yv0zpyIkL0MOtDV4e0NP689ffmUsBEdtvulZTQHTFfVcvRgG5q+NXT55XQLgHKCB31x6ggIjlbWoBOXk6G/4hMQgL8kOXjq2waGUyiotLMG7kYCs1D58QxEYGokXTRtafLV2zFQcPpWFFTAgqO1+/iqJ8KCBim03vagqI3sTv3vUoIHdv9jfOnALCPUABubv2AAVELG/TCkhaeiaCpsRh4mhf9HBrq1JasWE7zuacR3jwq1ZqXQaMQeLScDRqUA+lpaWYHbcRGZlnsHhmIKpXq1KGLgVEbLPpXU0B0Zv43bseBeTuzZ4CwuxvEKCA3F17gQIilrcpBSTz1Fn1yofyhqt2rZpZCX2RehDrk3eqt1wpn6zsPHj5TcS+HQnqlY658e/jTHae+tzHjedH/oiXAiK22fSupoDoTfzuXY8CcvdmTwFh9hSQu3MPUEDEcjelgAwPjobvwJ7w7N6xDJ3LV67CwzcE8yNGoUPr5oiK3YiCgmuYHeqPAz/+jOgliUhKmAoXl8q3pEoBEdtseldTQPQmfveuRwG5e7OngDB7CsjduQcoIGK5m05AlOc+PH3H/0kiYqYGoHfX9th78Aii4xKRcy4fbVo2RdQkf9RyrYnJUSvxyZd74fyHZz6aNm6gvj1rkH8Efs34HRZLMZwrVYJTJSfMCXtTFRz+HhCxDejIagqII+my9x8JUEC4H/gMCPcAb8G6u/YABUQsb9MJiBiO8ldTQMrPTK8KCohepLkOBYR7gALCPUABubv2AAVELG8KiBg/XgER5OfIcgqII+myN6+AcA/8kQAFhPuBAnJ37QEKiFjeFBAxfhQQQX6OLKeAOJIue1NAuAcoINwDfyRAAbm79gMFRCxvCogYP6xKLMSZLMEmLHcIgd69StCwQalDet9o6lzJCcrtN1l5Vx26DpsbmwBvwTJ2PnpMxysgelA29hoUEGPno/V0FBAxohQQMX4otJQg98I1wS4sdwSBUse6hzoyBcQRycnXkwIiX2ZaT0wB0ZqofP0oIPJlJjIxBUSEHkABEeOnVp/KLdCgC1vISIACImNq2s9MAdGeqWwdKSCyJab9vBQQ7ZkauSMFRCwdCogYPwqIBvxkbkEBkTk97WangGjHUtZOFBBZk9NubgqIdixl6EQBEUuJAiLGj7dg2cFPj1uj7BjLrhIKiF3YTFdEATFdpOU+IQpIuZGZroACYrpI//KEKCBieVNAxPjxIXQ7+D3jVoJmTUvgBCc7qo1VQgExVh4VNQ0FpKLIG2ddCohxsqioSSggFUW+YtalgIhxp4CI8eNreO3g99KLJWj5RDEFxA52LDEmAQqIMXPRcyoKiJ60jbkWBcSYuThqKgqIGFkKiBg/Cogd/CggdkBjiaEJUEAMHY8uw1FAdMFs6EUoIIaOR/PhKCBiSE0pIOnHT2FazBqkpZ9Avbq1ERLgg26dW6uk9uw7jJhlScjOOY+WLZogarI/6tZxVb9buvZjfLR9F64VFqFrpycR8c5w3FO9Kv6qX+SCQmQcl/9WIrFtVL5qCkj5ePFo4xOggBg/I0dPSAFxNGHj96eAGD8jLSekgIjRNKWA9B8ehhf7umPoIA98feAIxkYsQeqWOFgsFvQZMgHxUcGqfMSv3oqMzNNYOH00Pt99AIvfTcaaRZNRs0Z1jAlfjPZPNseoYQNwu37Vq1XhFRA79h8FxA5oLDE0AQqIoePRZTgKiC6YDb0IBcTQ8Wg+HAVEDKnpBMRSXIzNKanw9nKHS2VnlU5Hr5FIXjkdR48dx6aUVKyYF6L+/OKlK+jqHYj9KQlI++0kioqK0K7VY+p3az/6HD+lZWDW5Ddu269Rg3oUEDv2HwXEDmgsMTQBCoih49FlOAqILpgNvQgFxNDxaD4cBUQMqekE5GYch4/+hqCpcdiZFINViTuQm5eP0EA/62Hu3oFYFxuKxg3rlykdOXEBeri1wcsDepb5+R/7VXZ2poDYsf8oIHZAY4mhCVBADB2PLsNRQHTBbOhFKCCGjkfz4SggYkhNLSAnT2fDPyQGYUF+6NKxFRatTEZxcQnGjRxspebhE4LYyEC0aNrI+rOla7bi4KE0rIgJgSIZNz4391N+zmdAyr8BKSDlZ8YKYxOggBg7Hz2mo4DoQdnYa1BAjJ2P1tNRQMSImlZA0tIzETQlDhNH+6KHW1uV0ooN23E25zzCg1+1UusyYAwSl4ZDuZ2qtLQUs+M2IiPzDBbPDITyjMeNz636UUDs23wUEPu4scq4BCggxs1Gr8koIHqRNu46FBDjZuOIySggYlRNKSCZp86qVz6UN1y1a9XMSuiL1INYn7xTveVK+WRl58HLbyL27UhQr3TMjX8fZ7LzMCf8LevzI8pxt+tHAbFv81FA7OPGKuMSoIAYNxu9JqOA6EXauOtQQIybjSMmo4CIUTWlgAwPjobvwJ7w7N6xDJ3LV67CwzcE8yNGoUPr5oiK3YiCgmuYHeqPAz/+jOgliUhKmAoXl8pl6m7XjwJi3+ajgNjHjVXGJUABMW42ek1GAdGLtHHXoYAYNxtHTEYBEaNqOgFRntPw9B3/J4mImRqA3l3bY+/BI4iOS0TOuXy0adkUUZP8Ucu1JiZHrcQnX+6F8x+e+WjauAEWzRj9l/34DEj5NyAFpPzMWGFsAhQQY+ejx3QUED0oG3sNCoix89F6OgqIGFHTCYgYjvJXU0DKz4wCUn5mrDA2AQqIsfPRYzoKiB6Ujb0GBcTY+Wg9HQVEjCgFRIwf34JlBz8KiB3QWGJoAhQQQ8ejy3AUEF0wG3oRCoih49F8OAqIGFIKiBg/Cogd/CggdkBjiaEJUEAMHY8uw1FAdMFs6EUoIIaOR/PhKCBiSCkgYvywKrEQZ7IEm9xl5W6dS/FYs2I4wUn6M3eu5ATlL59ZeVelPxeegP0EKCD2szNLJQXELEnafx4UEPvZyVhJARFLjQIixg+FlhLkXrgm2OXuKi8tNc/5UkDMk6XImVBAROiZo5YCYo4cRc6CAiJCT75aCohYZhQQMX5q9ancAg26sIWMBCggMqam/cwUEO2ZytaRAiJbYtrPSwHRnqmRO1JAxNKhgIjxo4BowE/mFhQQmdPTbnYKiHYsZe1EAZE1Oe3mpoBox1KGThQQsZQoIGL8eAuWHfx4C5Yd0FhiaAIUEEPHo8twFBBdMBt6EQqIoePRfDgKiBhSCogYPz6Ebge/Z9xK0KxpCR9Ct4MdS4xJgAJizFz0nIoCoidtY65FATFmLo6aigIiRpYCIsaPr+G1gx9fw2sHNJYYmgAFxNDx6DIcBUQXzIZehAJi6Hg0H44CIoaUAiLGjwJiBz8KiB3QWGJoAhQQQ8ejy3AUEF0wG3oRCoih49F8OAqIGFJTCkj68VOYFrMGaeknUK9ubYQE+KBb59YqqT37DiNmWRKyc86jZYsmiJrsj7p1XNXvzp2/iEmzluNMdh62rZllJXvsfycxY8FapKVnouHfHsTs0Dfx2CMPq99HLihExnH5f5+F2DYqXzUFpHy8eLTxCVBAjJ+RoyekgDiasPH7U0CMn5GWE1JAxGiaUkD6Dw/Di33dMXSQB74+cARjI5YgdUscLBYL+gyZgPioYFU+4ldvRUbmaSycPhqXr1yFb8AMdOvcBl99e8gqIKWlpXh+WKja68W+3fDBtl1I2vpPbFsbRQGxc+9RQOwExzLDEqCAGDYa3QajgOiG2rALUUAMG41DBqOAiGE1nYBYiouxOSUV3l7ucKnsrNLp6DUSySun4+ix49iUkooV80LUn1+8dAVdvQOxPyUBSl3OuXz1n2nz11oF5PTZc+g/bDL271gGJycnKELS7YUgrFowAc2aPMwrIHbsPwqIHdBYYmgCFBBDx6PLcBQQXTAbehEKiKHj0Xw4CogYUtMJyM04Dh/9DUFT47AzKQarEncgNy8foYF+1sPcvQOxLjYUjRvWV3/2/eFfbiEgodi/I0EVEOXz3JCJCBn5Mnp1bUcBsWP/UUDsgMYSQxOggBg6Hl2Go4DogtnQi1BADB2P5sNRQMSQmlpATp7Ohn9IDMKC/NClYyssWpmM4uISjBs52ErNwycEsZGBaNG00S0F5MYtWENe6A2fAT3x+e4DmBS1AlGT/OHVqxMFxI79RwGxAxpLDE2AAmLoeHQZjgKiC2ZDL0IBMXQ8mg9HARFDaloBUR4YD5oSh4mjfdHDra1KacWG7Tibcx7hwa9aqXUZMAaJS8PRqEG9WwqI8sNffjuJyEXrcCorFz2faYf//PQrRo94QZUaPoRe/g1IASk/M1YYmwAFxNj56DEdBUQPysZegwJi7Hy0no4CIkbUlAKSeeqseuVDecNVu1bNrIS+SD2I9ck71VuulE9Wdh68/CZi344EVHa+/rzIzbdg3Yy3sLBIfQZk+7rZ6tuzKCDl34AUkPIzY4WxCVBAjJ2PHtNRQPSgbOw1KCDGzkfr6SggYkRNKSDDg6PhO7AnPLt3LENHedOVh28I5keMQofWzREVuxEFBdcwO9TfetytBMQnYAZGvtofXTs9iYS1H+Pwz79h+dxxag0FpPwbkAJSfmasMDYBCoix89FjOgqIHpSNvQYFxNj5aD0dBUSMqOkERHnuw9N3PFxcKpchEzM1AL27tsfeg0cQHZeovu2qTcum6rMctVxr4ss93yFkRgJQWooiS7Fa36RhfWx5LxLffv+T+ntFlAfYn3z8UUSHvokH7q9FAbFz71FA7ATHMsMSoIAYNhrdBqOA6IbasAtRQAwbjUMGo4CIYTWdgIjhKH81r4CUnxkFpPzMWGFsAhQQY+ejx3QUED0oG3sNCoix89F6OgqIGFEKiBg/3oJlBz8KiB3QWGJoAhQQQ8ejy3AUEF0wG3oRCoih49F8OAqIGFIKiBg/Cogd/CggdkBjiaEJUEAMHY8uw1FAdMFs6EUoIIaOR/PhKCBiSCkgYvywKrEQZ7IEm9xl5W6dS/FYs2I44fovdpT541zJCcpfPrPyrsp8GpxdkAAFRBCgCcopICYIUfAUKCCCACUrp4CIBUYBEeOHQksJci9cE+xyd5WXlprnfCkg5slS5EwoICL0zFFLATFHjiJnQQERoSdfLQVELDMKiBg/tfpUboEGXdhCRgIUEBlT035mCoj2TGXrSAGRLTHt56WAaM/UyB0pIGLpUEDE+FFANOAncwsKiMzpaTc7BUQ7lrJ2ooDImpx2c1NAtGMpQycKiFhKFBAxfrrcgmWmW5YEcRuunAJiuEgqZCAKSIVgN9SiFBBDxVEhw1BAKgR7hS1KARFDTwER46fLQ+hNHy1FF7diOCl/uvFjKAIUEEPFUWHDUEAqDL1hFqaAGCaKChuEAlJh6CtkYQqIGHYKiBg/XV7D+1T7EvTzooAIRuWQcgqIQ7BK15QCIl1kmg9MAdEcqXQNKSDSRSY0MAVECB8oIGL8KCCC/GQvp4DInqA281NAtOEocxcKiMzpaTM7BUQbjrJ0oYCIJWVKAUk/fgrTYtYgLf0E6tWtjZAAH3Tr3FoltWffYcQsS0J2znm0bNEEUZP9UbeOq/rd0rUf46Ptu3CtsAhdOz2JiHeG457qVZF56iymzH0Pab+ewN/q10VY0Kto16qZWhO5oBAZxx17axSvgIhtckdWU0AcSVee3hQQebJy1KQUEEeRlacvBUSerLSYlAIiRtGUAtJ/eBhe7OuOoYM88PWBIxgbsQSpW+JgsVjQZ8gExEcFq/IRv3orMjJPY+H00fh89wEsfjcZaxZNRs0a1TEmfDHaP9kco4YNwLCg2ejZpR38XngWew/+F1PmrsIXH8yHS2VnCojY/pO+mgIifYSanAAFRBOMUjehgEgdnybDU0A0wShNEwqIWFSmExBLcTE2p6TC28tdFQTl09FrJJJXTsfRY8exKSUVK+aFqD+/eOkKunoHYn9KAtJ+O4mioiK0a/WY+t3ajz7HT2kZmPC2L/q8MgHffBKPys7X+w3yj8CEUb7o2LYFBURs/0lfTQGRPkJNToACoglGqZtQQKSOT5PhKSCaYJSmCQVELCrTCcjNOA4f/Q1BU+OwMykGqxJ3IDcvH6GBftbD3L0DsS42FI0b1i9TOnLiAvRwa4NmjzTEjAVrsXV1pPX7cdOXolO7xzH4+e4UELH9J301BUT6CDU5AQqIJhilbkIBkTo+TYangGiCUZomFBCxqEwtICdPZ8M/JAZhQX7o0rEVFq1MRnFxCcaNHGyl5uETgtjIQLRo2sj6s6VrtuLgoTSsiAnB/h+OIvbdTUhaFmH9PnzOKjz2yMMY+pInBURs/0lfTQGRPkJNToACoglGqZtQQKSOT5PhKSCaYJSmCQVELCrTCkhaeiaCpsRh4mhf9HBrq1JasWE7zuacR3jwq1ZqXQaMQeLScDRqUA+lpaWYHbcRGZlnsHhmIKpXq4IfjhxDRMwabFszy1rzzrR4uHVoiUH9ulFAxPaf9NUUEOkj1OQEKCCaYJS6CQVE6vg0GZ4CoglGaZpQQMSiMqWAKG+tUq58KG+4uvG2KgXTF6kHsT55p3rLlfLJys6Dl99E7NuRoD7fMTf+fZzJzsOc8Lesz4/k5V9E78Hj8O+Pl6hConyeGzJB7d22ZTMKiNj+k76aAiJ9hJqcAAVEE4xSN6GASB2fJsNTQDTBKE0TCohYVKYUkOHB0fAd2BOe3TuWoXP5ylV4+IZgfsQodGjdHFGxG1FQcA2zQ/1x4MefEb0kEUkJU+HiUrlM3evvzMVTbVrAf0g/fLprn3pL1qcb58LZuRIFRGz/SV9NAZE+Qk1OgAKiCUapm1BApI5Pk+EpIJpglKYJBUQsKtMJiPLch6fv+D9JRMzUAPTu2h57Dx5BdFwics7lo03Lpoia5I9arjUxOWolPvlyL5z/701XCtamjRuob8/6/UwOQmevhHJbV8O/PYhp44bjieaNVfL8PSBiG1D2agqI7AlqMz8FRBuOMnehgMicnjazU0C04ShLFwqIWFKmExAxHOWvpoCUn5mZKiggZkrT/nOhgNjPziyVFBCzJGn/eVBA7GcnYyUFRCw1CogYP14BEeQnezkFRPYEtZmfAqINR5m7UEBkTk+b2Skg2nCUpQsFRCwpCogYPwqIID/ZyykgsieozfwUEG04ytyFAiJzetrMTgHRhqMsXSggYklRQMT4YVViIc5kCTa5Q3nTR0rQ5ZkSOCl/uvFjKAIUEEPFUWHDUEAqDL1hFqaAGCaKChuEAlJh6CtkYQqIGHYKiBg/FFpKkHvhmmCXvy4vLXVoezYXIEABEYBnolIKiInCtPNUKCB2gjNRGQXERGHacCoUEBsg/cUhFBAxfmr1qdwCDbqwhYwEKCAypqb9zBQQ7ZnK1pECIlti2s9LAdGeqZE7UkDE0qGAiPGjgGjAT+YWFBCZ09NudgqIdixl7UQBkTU57eamgGjHUoZOFBCxlCggYvzKfQuWejcVb6kSpG6ccgqIcbKoyEkoIBVJ3xhrU0CMkUNFTkEBqUj6+q9NARFjTgER41fuh9AfbliK3j1KwMfJBcEbpJwCYpAgKngMCkgFB2CA5SkgBgihgkeggFRwADovTwERA04BEeNX7tfwPv6PUrz8UjEFRJC7UcopIEZJomLnoIBULH8jrE4BMUIKFTsDBaRi+eu9OgVEjDgFRIwfBUSQn+zlFBDZE9RmfgqINhxl7kIBkTk9bWangGjDUZYuFBCxpEwpIOnHT2FazBqkpZ9Avbq1ERLgg26dW6uk9uw7jJhlScjOOY+WLZogarI/6tZxVb9buvZjfLR9F64VFqFrpycR8c5w3FO9Ko4eO46ZC9fh14zfUf/B+zE+wAddO7VSayIXFCLjuO03VPEKiNiGNVo1BcRoiVTMPBSQiuFupFUpIEZKo2JmoYBUDPeKWpUCIkbelALSf3gYXuzrjqGDPPD1gSMYG7EEqVviYLFY0GfIBMRHBavyEb96KzIyT2Ph9NH4fPcBLH43GWsWTUbNGtUxJnwx2j/ZHAFD++PZl8ch6I1B6PdsZ+z+5kdMjFyOPVvjULWKCwVEbP9JX00BkT5CTU6AAqIJRqmbUECkjk+T4SkgmmCUpgkFRCwq0wmIpbgYm1NS4e3lDpfKziqdjl4jkbxyunolY1NKKlbMC1F/fvHSFXT1DsT+lASk/XYSRUVFaNfqMfW7tR99jp/SMjB9/GuqnAzwfMZKuq2HP7avjcLDDz1AARHbf9JXU0Ckj1CTE6CAaIJR6iYUEKnj02R4CogmGKVpQgERi8p0AnIzjsNHf0PQ1DjsTIrBqsQdyM3LR2ign/Uwd+9ArIsNReOG9cuUjpy4AD3c2uDlAT2tPy+yFGNTylf4cNsuJK+cgUqVnCggYvtP+moKiPQRanICFBBNMErdhAIidXyaDE8B0QSjNE0oIGJRmVpATp7Ohn9IDMKC/NClYyssWpmM4uISjBs52ErNwycEsZGBaNG0kfVnS9dsxcFDaVgRE4LKztevouza+wPGhMWi/gO1sXhmIJ5o3lj9OZ8BEduAsldTQGRPUJv5KSDacJS5CwVE5vS0mZ0Cog1HWbpQQMSSMq2ApKVnImhKHCaO9kUPt7YqpRUbtuNsznmEB79qpdZlwBgkLg1Howb1UFpaitlxG5GReUaVjOrVqpShq8jLvh9+Up8B+XD5NDxU734KiNj+k76aAiJ9hJqcAAVEE4xSN6GASB2fJsNTQDTBKE0TCohYVKYUkMxTZ9UrH8obrtq1amYl9EXqQaxP3qnecqV8srLz4OU3Eft2JKhXOubGv48z2XmYE/6W9fmRnHP5+Pa7n9QH0G98hgZGwWdAL3j16kQBEdt/0ldTQKSPUJMToIBoglHqJhQQqePTZHgKiCYYpWlCARGLypQCMjw4Gr4De8Kze8cydC5fuQoP3xDMjxiFDq2bIyp2IwoKrmF2qD8O6cP2IQAAFXxJREFU/PgzopckIilhKlxcKlvr8vIvwtN3PGKmBsD96dZQrqwoArJhSRiaNXmYAiK2/6SvpoBIH6EmJ0AB0QSj1E0oIFLHp8nwFBBNMErThAIiFpXpBER57kMRhj9KhIJIEYjeXdtj78EjiI5LhHJlo03Lpoia5I9arjUxOWolPvlyL5z/75kPpaZp4wbq27OU3x0yf9kHOH02F/fdWwNv+HpZH07nMyBiG1D2agqI7AlqMz8FRBuOMnehgMicnjazU0C04ShLFwqIWFKmExAxHOWvpoCUn5mZKiggZkrT/nOhgNjPziyVFBCzJGn/eVBA7GcnYyUFRCw1CogYP96CJchP9nIKiOwJajM/BUQbjjJ3oYDInJ42s1NAtOEoSxcKiFhSFBAxfhQQQX6yl1NAZE9Qm/kpINpwlLkLBUTm9LSZnQKiDUdZulBAxJKigIjxw6rEQpzJsr1Jw4al6NWjBE62l/BIAxOggBg4HB1Ho4DoCNugS1FADBqMjmNRQHSEbYClKCBiIVBAxPih0FKC3AvXbO5SUgrKh820jH8gBcT4GekxIQVED8rGXoMCYux89JiOAqIHZeOsQQERy4ICIsZPrT6VW6BBF7aQkQAFRMbUtJ+ZAqI9U9k6UkBkS0z7eSkg2jM1ckcKiFg6FBAxfqwmARIgARIgARIgARIgARIoBwEKSDlg8VASIAESIAESIAESIAESIAExAhQQMX6sJgESIAESIAESIAESIAESKAcBCkg5YPFQEiABEiABEiABEiABEiABMQIUEDv5vZuYgqSt/0RhkQW93TsgNHAIKjs729mNZbIQOHf+IibNWo4z2XnYtmaWdezMU2cxZe57SPv1BP5Wvy7Cgl5Fu1bNZDktzlkOAv/6+gcsWP4hsnPPo0XTRpge8hoaN6yvduCfC+UAKfGh5/MvYfqCNfj2u59QvXpVDHnhWbzu66We0Z59hxGzLAnZOefRskUTRE32R906rhKfLUe/E4H41VvwwbZdSN0Sqx56rbAIETGr8fX+w6herSreeKUvBvfvcac2/J4E7ioCFBA74t7/w8+IiHkP6+PCcE/1qhgTHoteXdrjFe9ednRjiSwELl+5Ct+AGejWuQ2++vZQGQEZFjQbPbu0g98Lz2Lvwf9iytxV+OKD+XCpTCmVJV9b5jyTfQ4DhochIfodtHmiKeLe24wf/3sMqxdOAv9csIWgOY6ZOGs57qleDaFjhkDZEz4BM7BkVhCaNm6APkMmID4qWJWP+NVbkZF5GgunjzbHifMs/kQgI/MM3g5dhIuXrlgFRBGSXzN+x+zQN5GbdwFD3o7EinkheOyRh0mQBEjg/whQQOzYCjMXrkP9B+vAf0g/tXrX3h+w5oPPsHbxZDu6sUQWAlcKriLnXL76z7T5a60CovwPTJ9XJuCbT+KtV8EG+UdgwihfdGzbQpbT45w2EFD+snnov7/Cs3tH9eijx45j1OSF2JW8CPxzwQaAJjnkyz3foW3LZri/9n3qGb05PgbP9eyk/h9Sm1JS1b9sKh/lL6VdvQOxPyUBVaq4mOTseRp/JPDa2GgMfr4HZsdttApI/2GhmDnxdbR+/FH10Lnx76PGPdXw9mvehEcCJEABsX8PvD5uLnwG9MSz7h3UJr+dOI3XgqPx1ebF9jdlpTQEvj/8SxkB+f7wMcxYsBZbV0daz2Hc9KXo1O5xDH6+uzTnxUHLT2DV+zvw0y8ZmB8xCvxzofz8ZK8oLS3FD0d+xbjp8diwJByffPENcvPyERroZz01d+9ArIsNtd6mJ/s5c/7/T2DrZ//Gt9//hIlv+6pXRm/cgtW61+vqf3a9r4Z68Acf/wsH/5OGeVMCiI8ESIACYv8eUC6njhzaH107Pak2OZ2Vi4EjwrEvJcH+pqyUhsDNArL34BHEvrsJScsirOcQPmeVerl96Eue0pwXBy0fgX/vP6yK57q4UNR/oI56mwX/XCgfQ5mPVq5uPDNgNFwqV8aUsUMxsE8XLFqZjOLiEowbOdh6ah4+IYiNDFSfF+LHPASU54BeeXumeit2pUpOVgEpshSjTe/X8d3nK1CtahX1hD/+/Gt8mXoQcbOCzAOAZ0ICggR4C5YdAN8ImYeX+nWHZ/en1Or0jN+h/Ey5DYMf8xO4WUB+OHIMETFryjwT8s60eLh1aIlB/bqZH8hdeIaffPkNEtZ+jITosWjUoJ5KgH8u3H0bQbkCojwDEDR1CUa/5q0+73E25zzCg1+1wugyYAwSl4Zb98ndR8mcZxwW/a56G57yZ3xe/sU/XQHZvXkRarveq578+1v/iR+P/Io54W+ZEwbPigTsIEABsQNaVOwG3FezBkaPuH4/p3LZfevn/8a7MePt6MYS2QjcLCDK//j0HjwO//54CapXu/7/eD03ZIL69hvlf6D4MReBf/37e8Su2ox3548v83Yj/rlgrpxvdzaKdCjPeXj1Up75qKYetuS9LeqtV25PtcT65J3qLVfKJys7D15+E7FvRwLfkmiy7eHW/21rpsqeyMu/hDq17sX2tbOhvJRkcuAQdGr7D/Wsp857Dw8/9ADe9HveZBR4OiRgPwEKiB3slL+ATpi5DBviw1GjejX13m/fgb3g/VxXO7qxRDYCNwuIMv/r78zFU21aqC8m+HTXPvWWrE83zoWzcyXZTo/z/gWB/IuX4T0iXL3tokH9umWO5J8Ld8/WUd561bn9E+pVjwuXLuOtCfPVP//7ezwDD98Q9ZmgDq2bIyp2IwoKrmF2qP/dA+cuPNObr4AsW7dNfTveohljcPJUNoYFz0Zi/BT8/eHrV0v5IQESACggdu6C1UmfYv2mner9vl69nsb4AB/1PlB+zEtAefNNyIwEoLQUyn2+Li6V0aRhfWx5LxK/n8lB6OyVSEvPRMO/PYhp44bjieaNzQvjLj2zLZ/ugfJ8j5L9Hz+7kxehlmtN8M+Fu2NjHD+ZpT7/c/TX4+r/C668kGTSmCHqa7eVZ8Ki4xLVt+W1adkUUZP81b3Bj3kJ3CwghervAVmDPfv+o779atTwgRjg+Yx5AfDMSMAOAhQQO6CxhARIgARIgARIgARIgARIwD4CFBD7uLGKBEiABEiABEiABEiABEjADgIUEDugsYQESIAESIAESIAESIAESMA+AhQQ+7ixigRIgARIgARIgARIgARIwA4CFBA7oLGEBEiABEiABEiABEiABEjAPgIUEPu4sYoESIAESIAESIAESIAESMAOAhQQO6CxhARIgARIgARIgARIgARIwD4CFBD7uLGKBEiABEiABEiABEiABEjADgIUEDugsYQESIAESIAESIAESIAESMA+AhQQ+7ixigRIgARIgARIgARIgARIwA4CFBA7oLGEBEiABEiABEiABEiABEjAPgIUEPu4sYoESIAESIAESIAESIAESMAOAhQQO6CxhARIgARIgARIgARIgARIwD4CFBD7uLGKBEiABEiABEiABEiABEjADgIUEDugsYQESIAESIAESIAESIAESMA+AhQQ+7ixigRIgARIgARIgARIgARIwA4CFBA7oLGEBEiABEhALgITI5fjnupVETFuuFyDc1oSIAESMCEBCogJQ+UpkQAJyEng4KE0LF+/HT8dy8DFS1dwf+378FyPTgjyH4SqVVzUk3p/6z8xqG83uLhUlvMkK2hqCkgFgeeyJEACJHALAhQQbgsSIAESMACB/504jRffmIo3XumL/p7PoMY91ZCWnomIeavRse0/MHPCCBRcLcTTfQPwzSfxuKd6NQNMLc8IFBB5suKkJEAC5idAATF/xjxDEiABCQhs+XQP5i/7EP/+OK7MtEfS/offT+egh1sbPN1vFK4VFqF6tSqY8PYrGPx8dxz48WfMX/YB0o+fRt0696F31w4I9h8EZ+dKmBP/Pi5cvKz+c+indKRuiVUlZl5CEnbv/QH5Fy7jyccfwcwJr+Phhx5Q103c8k+s+eBTnM09jwfvr4Vhg/tgyAu9b0nwr9aOXLRevYpTvVpVHPxPGvLyL2KEjxde9/Wy9lqfvBNJH/8Lp7Ny0aB+XUwOHAK3Di3V7wf5R6Dfs53x3X9+wfHMM7hy9RrGB/jAs/tT6vcnT2dj1uINOPTTryguLoFHt6cQGuinslE+St93N36CC5euoN+zbrh46TJq3lOdt2BJ8O8CRyQBEjA/AQqI+TPmGZIACUhA4PDP/4PPyOmIeGcYvL3c4VLZ+U9T//zrCfUqyYFPl6lXQLKy8+D5ynj1L97efbog/fgpvDk+BiN8vTB8cB8sWP4htn72b7z16vPo06OTekvX9Plr8GvGKcyPGAXX+2pg2bpt+PRf+7Bjwxz8dvwUXnprGhLjw/HYIw3x37T/wX98DNbHheGxRx4uM8+d1p4dtxEfbNuFxTPGoFvn1upsL/lHYNmccejYtgV2/HMfZsdtwPK549D80UZI3XcIYyPisW1NFBo1eBA+ATOQm3cBaxZNUuXkw+27sWjlR/j64yUoLQUGvhaGp9s/jrFvDsbVa9cwadYK1K3jilmT3sAvv52E94hwLIkKQpenWmH7F3uhzNOvd2cKiAT/LnBEEiAB8xOggJg/Y54hCZCAJAQ+VP7CvmqT+v/ot3/yMXR4sjme7dbBenXiZgF5NzEFO/75LTavmmk9w0Urk9WrIhvjw1UB2fnVQXyWOFf9vqjIgo59A7A0KhidOzyh/kxZq1PfkVg6+x24uDjj9XfmImV9NB6qd7/1e+Vqys2fO62t/IX/2+9/wserZ1lLFTl65O9/w6TRr2DE2Dlo/URTBL3xovX7tybMx5P/eARvv+atCkjrxx/F5DFD1O9P/J6F54ZMxFebF+P4ySy1ft+OBFSrev2Kx39+SsfQwCgc+HQ5Vm78BKnfHkLSsghrb0XclN58CF2Sfxk4JgmQgKkJUEBMHS9PjgRIQDYCRZZiHPrvrzhw6Gd8vf8I/nM0Xb2lSrl96WYBmRazBpcLCjBvSoD1ND/+/GssXPERdm9apArI0WMnsDImRP3+9zM58PC5/p9v/kROfB39PZ5B6OyV+Hz3fnRo0wLdnm6tPo/iem+NPx1/p7UVAVFuHVOuQtz4hM9ZhSsF17Bg2ij0fnmceuvVzR9lhtmh/qqAeHTroJ638jmTfQ69XnoHO5NisP+Ho1B63erz+fvzsGLDdly6fFVd58Zn3PSluK/mPRQQ2f6F4LwkQAKmJEABMWWsPCkSIAGzEFBuPZq5cK36/IZy29Mfb8G6nQTMiU/E3m3xqoAc+9/vSIgeq+LIOZePbi8EqVdMmj/a8LaIlNuldu/9EZ/t2o8zZ3PVKwnKbVB//NxpbUVAjp88o95ydeMzOWolCouK1Nu/+g2dDJ8BPeH34rO3nEMREM9uT+E1n+f+JCDK1Y4ZC9bim0+W3rJ2UtQK9WqPss6Nz+jQxXjgflcKiFn+xeB5kAAJSE2AAiJ1fByeBEjALARWJ32K6tWrqn8p/+NHeRPWC69PUf+ff+Wh7j8KyKr3d2D7zr3YujrSWqLcgqXc+pSUMPVPAqIc9NRzIzF17FA87+FmrVGujCiCoVx9uXy5ALVca6rflZSUYpD/VAzo0wXDXvIsM9ed1lYEJPXb/+DTjXOsdcotUq1aPILxo3wwavJC3F/bVX27142PckWk3gN1UKmSk3oF5HYCcj7/Ega/NQ1ffrgADz1YRy1XrqxcvVaIOrXuVc97/48/qwxufBTheap1cwqIWf6F4XmQAAlITYACInV8HJ4ESMAsBDbvSMWMhesw9s2X0LXTk+obm5QrCIvf3YSCq9ew6d0ZUF7Vq/xF+sPl09Ck0UO4dLlAfQg9POhVDOjzDNJ+zYTyHMWYEd54eUDPWwpIzLIP8M893yN+djAa/u1BJH+yW13jyw/mI+XLb7B+0xeIiwzE3x+urz6UPuKdOZg2bjh6dmlXBvXZnPN/ubYiIMqbvUICfOD9XFfs+/4nVTqUh8rbtXpMfUYjeOoSLJ45Rn0e5dB/0/F26CJ17afatPhLAVFk6eW3puPBB2pj5vgR6hu/lPVOn83F6oWT1GdghgdHI3ZmIDp3eBzKbWmKmHn17EQBMcu/MDwPEiABqQlQQKSOj8OTAAmYiUDKP79F4uYv1b/4Xy64igfq1FJlZMzrL6hvsFKuSLw5IQYHf/xZfVDbf0g/9VapJau3qLLywP218Ip3b/W1uU5OTrcUEOUqgfJ6XuU5j6KiYrRo2lB9ve2Tjz+qPpC+cOVH6lWV/AuX8GDd2njp+e7qOrf6/NXaihAot4w9WLcWtu3cCycAb73aH8Nf7mNttWHTF1jz4Wfq264UqVDWGeD5jPr9X10BUY5VXsOrvOr34KGfUaWKC55u97j6NjDlTVjKZ+1Hn2Pth5/h4qUC9PdwU8+tFKWYHvKambYMz4UESIAEpCRAAZEyNg5NAiRAAsYmcENAFs0YbexBOR0JkAAJkIDuBCgguiPngiRAAiRgfgIUEPNnzDMkARIgAXsJUEDsJcc6EiABEiCB2xKggHBzkAAJkAAJ3I4ABYR7gwRIgAT+X/t1TAIAAMAwzL/ruugVBYOwpwQIECBAgACBTUCAbNSGCBAgQIAAAQIECBAQID5AgAABAgQIECBAgMAmIEA2akMECBAgQIAAAQIECAgQHyBAgAABAgQIECBAYBMQIBu1IQIECBAgQIAAAQIEBIgPECBAgAABAgQIECCwCQiQjdoQAQIECBAgQIAAAQICxAcIECBAgAABAgQIENgEBMhGbYgAAQIECBAgQIAAAQHiAwQIECBAgAABAgQIbAICZKM2RIAAAQIECBAgQICAAPEBAgQIECBAgAABAgQ2AQGyURsiQIAAAQIECBAgQECA+AABAgQIECBAgAABApuAANmoDREgQIAAAQIECBAgIEB8gAABAgQIECBAgACBTUCAbNSGCBAgQIAAAQIECBAQID5AgAABAgQIECBAgMAmIEA2akMECBAgQIAAAQIECAgQHyBAgAABAgQIECBAYBMQIBu1IQIECBAgQIAAAQIEBIgPECBAgAABAgQIECCwCQiQjdoQAQIECBAgQIAAAQICxAcIECBAgAABAgQIENgEBMhGbYgAAQIECBAgQIAAAQHiAwQIECBAgAABAgQIbAICZKM2RIAAAQIECBAgQICAAPEBAgQIECBAgAABAgQ2AQGyURsiQIAAAQIECBAgQECA+AABAgQIECBAgAABApuAANmoDREgQIAAAQIECBAgIEB8gAABAgQIECBAgACBTUCAbNSGCBAgQIAAAQIECBAQID5AgAABAgQIECBAgMAmIEA2akMECBAgQIAAAQIECAgQHyBAgAABAgQIECBAYBMIDBqPqYI8GLwAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_apple_by_year = df_apple.year.value_counts().to_frame(name='count').reset_index()\n",
    "\n",
    "fig = px.bar(\n",
    "    df_apple_by_year\n",
    "    , x='count', y='index'\n",
    "    , orientation='h'\n",
    "    , labels={'index': 'Year', 'count': 'Stores opened'}\n",
    "    , width=800, height=600\n",
    ")\n",
    "fig.update_layout(\n",
    "    title_text='Apple stores opened by year'\n",
    "    , yaxis=dict(autorange='reversed')\n",
    ")\n",
    "fig.show(renderer='png')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8faa7d01-ee34-4b7b-9aab-87acd8e26bcf",
   "metadata": {},
   "source": [
    "**Note: The first iPhone was released in the U.S. in June 2007**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b59d46a0-7ac4-4c0c-b481-b642546aad96",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of stores that opened in 2007 & 2008 (worldwide): 80\n",
      "Number of stores that opened in 2007 & 2008 (USA alone): 55\n"
     ]
    }
   ],
   "source": [
    "# number of stores that opened in 2007 & 2008 alone\n",
    "print('Number of stores that opened in 2007 & 2008 (worldwide):', len(df_apple.query('date_opened.dt.year in [2007, 2008]')))\n",
    "print('Number of stores that opened in 2007 & 2008 (USA alone):', len(df_apple.query('date_opened.dt.year in [2007, 2008] and country==\"USA\"')))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "24f6dcfa-1ce1-46b6-87b0-51a52ce469f9",
   "metadata": {
    "tags": []
   },
   "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>store_id</th>\n",
       "      <th>store_name</th>\n",
       "      <th>store_rnum</th>\n",
       "      <th>city</th>\n",
       "      <th>country</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_opened</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2022-12-03</th>\n",
       "      <td>522</td>\n",
       "      <td>American Dream</td>\n",
       "      <td>R755</td>\n",
       "      <td>East Rutherford, NJ</td>\n",
       "      <td>USA</td>\n",
       "      <td>2022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-09-24</th>\n",
       "      <td>514</td>\n",
       "      <td>The Mall at Bay Plaza</td>\n",
       "      <td>R753</td>\n",
       "      <td>Bronx, NY</td>\n",
       "      <td>USA</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-06-24</th>\n",
       "      <td>512</td>\n",
       "      <td>Tower Theatre</td>\n",
       "      <td>R720</td>\n",
       "      <td>Los Angeles, CA</td>\n",
       "      <td>USA</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-29</th>\n",
       "      <td>510</td>\n",
       "      <td>Downtown Nashville</td>\n",
       "      <td>R133</td>\n",
       "      <td>Nashville, TN</td>\n",
       "      <td>USA</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-05-11</th>\n",
       "      <td>501</td>\n",
       "      <td>Carnegie Library</td>\n",
       "      <td>R516</td>\n",
       "      <td>Washington, DC</td>\n",
       "      <td>USA</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001-09-01</th>\n",
       "      <td>5</td>\n",
       "      <td>MarketStreet</td>\n",
       "      <td>R011</td>\n",
       "      <td>Lynnfield, MA</td>\n",
       "      <td>USA</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001-08-23</th>\n",
       "      <td>4</td>\n",
       "      <td>Woodfield</td>\n",
       "      <td>R018</td>\n",
       "      <td>Schaumburg, IL</td>\n",
       "      <td>USA</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001-08-11</th>\n",
       "      <td>3</td>\n",
       "      <td>Mall of America</td>\n",
       "      <td>R007</td>\n",
       "      <td>Bloomington, MN</td>\n",
       "      <td>USA</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001-05-19</th>\n",
       "      <td>2</td>\n",
       "      <td>Glendale Galleria</td>\n",
       "      <td>R001</td>\n",
       "      <td>Glendale, CA</td>\n",
       "      <td>USA</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001-05-19</th>\n",
       "      <td>1</td>\n",
       "      <td>Tysons Corner</td>\n",
       "      <td>R010</td>\n",
       "      <td>McLean, VA</td>\n",
       "      <td>USA</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>273 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            store_id             store_name store_rnum                 city  \\\n",
       "date_opened                                                                   \n",
       "2022-12-03       522         American Dream       R755  East Rutherford, NJ   \n",
       "2021-09-24       514  The Mall at Bay Plaza       R753            Bronx, NY   \n",
       "2021-06-24       512          Tower Theatre       R720      Los Angeles, CA   \n",
       "2021-03-29       510     Downtown Nashville       R133        Nashville, TN   \n",
       "2019-05-11       501       Carnegie Library       R516       Washington, DC   \n",
       "...              ...                    ...        ...                  ...   \n",
       "2001-09-01         5           MarketStreet       R011        Lynnfield, MA   \n",
       "2001-08-23         4              Woodfield       R018       Schaumburg, IL   \n",
       "2001-08-11         3        Mall of America       R007      Bloomington, MN   \n",
       "2001-05-19         2      Glendale Galleria       R001         Glendale, CA   \n",
       "2001-05-19         1          Tysons Corner       R010           McLean, VA   \n",
       "\n",
       "            country  year  \n",
       "date_opened                \n",
       "2022-12-03      USA  2022  \n",
       "2021-09-24      USA  2021  \n",
       "2021-06-24      USA  2021  \n",
       "2021-03-29      USA  2021  \n",
       "2019-05-11      USA  2019  \n",
       "...             ...   ...  \n",
       "2001-09-01      USA  2001  \n",
       "2001-08-23      USA  2001  \n",
       "2001-08-11      USA  2001  \n",
       "2001-05-19      USA  2001  \n",
       "2001-05-19      USA  2001  \n",
       "\n",
       "[273 rows x 6 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# USA only stores\n",
    "df_apple_usa = df_apple.query('country==\"USA\"')\n",
    "df_apple_usa"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ec09924-d95e-4181-9d2e-57a3a1f12cac",
   "metadata": {},
   "source": [
    "Add lat/lng coordinates:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "cb05a500-437f-45e3-a5be-8be8a1cb7177",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>city</th>\n",
       "      <th>state_id</th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>New York</td>\n",
       "      <td>NY</td>\n",
       "      <td>40.6943</td>\n",
       "      <td>-73.9249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>CA</td>\n",
       "      <td>34.1141</td>\n",
       "      <td>-118.4068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Chicago</td>\n",
       "      <td>IL</td>\n",
       "      <td>41.8375</td>\n",
       "      <td>-87.6866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Miami</td>\n",
       "      <td>FL</td>\n",
       "      <td>25.7840</td>\n",
       "      <td>-80.2101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Dallas</td>\n",
       "      <td>TX</td>\n",
       "      <td>32.7935</td>\n",
       "      <td>-96.7667</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          city state_id      lat       lng\n",
       "0     New York       NY  40.6943  -73.9249\n",
       "1  Los Angeles       CA  34.1141 -118.4068\n",
       "2      Chicago       IL  41.8375  -87.6866\n",
       "3        Miami       FL  25.7840  -80.2101\n",
       "4       Dallas       TX  32.7935  -96.7667"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# cities db with lat/long coords\n",
    "df_usa_cities = pd.read_csv('data/uscities.csv', usecols=['city', 'state_id', 'lat', 'lng'])\n",
    "\n",
    "df_usa_cities.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7c13cd77-088b-439b-b5ad-ab58e1837970",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>city</th>\n",
       "      <th>state_id</th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "      <th>city_state</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>New York</td>\n",
       "      <td>NY</td>\n",
       "      <td>40.6943</td>\n",
       "      <td>-73.9249</td>\n",
       "      <td>New York, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>CA</td>\n",
       "      <td>34.1141</td>\n",
       "      <td>-118.4068</td>\n",
       "      <td>Los Angeles, CA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Chicago</td>\n",
       "      <td>IL</td>\n",
       "      <td>41.8375</td>\n",
       "      <td>-87.6866</td>\n",
       "      <td>Chicago, IL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Miami</td>\n",
       "      <td>FL</td>\n",
       "      <td>25.7840</td>\n",
       "      <td>-80.2101</td>\n",
       "      <td>Miami, FL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Dallas</td>\n",
       "      <td>TX</td>\n",
       "      <td>32.7935</td>\n",
       "      <td>-96.7667</td>\n",
       "      <td>Dallas, TX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30839</th>\n",
       "      <td>Ironville</td>\n",
       "      <td>PA</td>\n",
       "      <td>40.6586</td>\n",
       "      <td>-78.2155</td>\n",
       "      <td>Ironville, PA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30840</th>\n",
       "      <td>Newkirk</td>\n",
       "      <td>NM</td>\n",
       "      <td>35.0635</td>\n",
       "      <td>-104.2715</td>\n",
       "      <td>Newkirk, NM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30841</th>\n",
       "      <td>Falcon Village</td>\n",
       "      <td>TX</td>\n",
       "      <td>26.5652</td>\n",
       "      <td>-99.1341</td>\n",
       "      <td>Falcon Village, TX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30842</th>\n",
       "      <td>Hidden Lakes</td>\n",
       "      <td>OH</td>\n",
       "      <td>40.5479</td>\n",
       "      <td>-82.7632</td>\n",
       "      <td>Hidden Lakes, OH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30843</th>\n",
       "      <td>El Monte Mobile Village</td>\n",
       "      <td>CA</td>\n",
       "      <td>36.5471</td>\n",
       "      <td>-119.4251</td>\n",
       "      <td>El Monte Mobile Village, CA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>30844 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          city state_id      lat       lng  \\\n",
       "0                     New York       NY  40.6943  -73.9249   \n",
       "1                  Los Angeles       CA  34.1141 -118.4068   \n",
       "2                      Chicago       IL  41.8375  -87.6866   \n",
       "3                        Miami       FL  25.7840  -80.2101   \n",
       "4                       Dallas       TX  32.7935  -96.7667   \n",
       "...                        ...      ...      ...       ...   \n",
       "30839                Ironville       PA  40.6586  -78.2155   \n",
       "30840                  Newkirk       NM  35.0635 -104.2715   \n",
       "30841           Falcon Village       TX  26.5652  -99.1341   \n",
       "30842             Hidden Lakes       OH  40.5479  -82.7632   \n",
       "30843  El Monte Mobile Village       CA  36.5471 -119.4251   \n",
       "\n",
       "                        city_state  \n",
       "0                     New York, NY  \n",
       "1                  Los Angeles, CA  \n",
       "2                      Chicago, IL  \n",
       "3                        Miami, FL  \n",
       "4                       Dallas, TX  \n",
       "...                            ...  \n",
       "30839                Ironville, PA  \n",
       "30840                  Newkirk, NM  \n",
       "30841           Falcon Village, TX  \n",
       "30842             Hidden Lakes, OH  \n",
       "30843  El Monte Mobile Village, CA  \n",
       "\n",
       "[30844 rows x 5 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# add new column to match against\n",
    "df_usa_cities['city_state'] = df_usa_cities['city'] + ', ' + df_usa_cities['state_id']\n",
    "df_usa_cities"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e530cd8a-5096-40bc-988d-36494c31c188",
   "metadata": {},
   "source": [
    "Store location cities not in the db or didn't match against:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6bb51fdc-db62-4484-91b2-9e7804040061",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Braintree, MA',\n",
       " 'Bridgewater, NJ',\n",
       " 'Burlington, MA',\n",
       " 'Canoga Park, CA',\n",
       " 'Century City, CA',\n",
       " 'Cherry Hill, NJ',\n",
       " 'Chestnut Hill, MA',\n",
       " 'Dedham, MA',\n",
       " 'Edison, NJ',\n",
       " 'Farmington, CT',\n",
       " 'Freehold, NJ',\n",
       " 'Greenwich, CT',\n",
       " 'Hingham, MA',\n",
       " 'Lawrence Township, NJ',\n",
       " 'Lynnfield, MA',\n",
       " 'Natick, MA',\n",
       " 'Northridge, CA',\n",
       " 'Rockaway, NJ',\n",
       " 'S. Portland, ME',\n",
       " 'Salem, NH',\n",
       " 'Sherman Oaks, CA',\n",
       " 'South Windsor, CT',\n",
       " 'Trumbull, CT',\n",
       " 'Valencia, CA',\n",
       " 'Victor, NY',\n",
       " 'Wayne, NJ',\n",
       " 'Whitehall, PA'}"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(df_apple_usa.city.tolist()).difference(df_usa_cities.city_state.tolist())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45c063b5-19c4-4355-b1b4-ae49cb781687",
   "metadata": {},
   "source": [
    "Merge:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "b117cc78-7a1b-49d6-a73d-66ac13e47795",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>store_id</th>\n",
       "      <th>store_name</th>\n",
       "      <th>store_rnum</th>\n",
       "      <th>city</th>\n",
       "      <th>country</th>\n",
       "      <th>year</th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>522</td>\n",
       "      <td>American Dream</td>\n",
       "      <td>R755</td>\n",
       "      <td>East Rutherford, NJ</td>\n",
       "      <td>USA</td>\n",
       "      <td>2022</td>\n",
       "      <td>40.8179</td>\n",
       "      <td>-74.0854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>514</td>\n",
       "      <td>The Mall at Bay Plaza</td>\n",
       "      <td>R753</td>\n",
       "      <td>Bronx, NY</td>\n",
       "      <td>USA</td>\n",
       "      <td>2021</td>\n",
       "      <td>40.8501</td>\n",
       "      <td>-73.8662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>512</td>\n",
       "      <td>Tower Theatre</td>\n",
       "      <td>R720</td>\n",
       "      <td>Los Angeles, CA</td>\n",
       "      <td>USA</td>\n",
       "      <td>2021</td>\n",
       "      <td>34.1141</td>\n",
       "      <td>-118.4068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>510</td>\n",
       "      <td>Downtown Nashville</td>\n",
       "      <td>R133</td>\n",
       "      <td>Nashville, TN</td>\n",
       "      <td>USA</td>\n",
       "      <td>2021</td>\n",
       "      <td>36.1715</td>\n",
       "      <td>-86.7842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>501</td>\n",
       "      <td>Carnegie Library</td>\n",
       "      <td>R516</td>\n",
       "      <td>Washington, DC</td>\n",
       "      <td>USA</td>\n",
       "      <td>2019</td>\n",
       "      <td>38.9047</td>\n",
       "      <td>-77.0163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>5</td>\n",
       "      <td>MarketStreet</td>\n",
       "      <td>R011</td>\n",
       "      <td>Lynnfield, MA</td>\n",
       "      <td>USA</td>\n",
       "      <td>2001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>4</td>\n",
       "      <td>Woodfield</td>\n",
       "      <td>R018</td>\n",
       "      <td>Schaumburg, IL</td>\n",
       "      <td>USA</td>\n",
       "      <td>2001</td>\n",
       "      <td>42.0308</td>\n",
       "      <td>-88.0838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>3</td>\n",
       "      <td>Mall of America</td>\n",
       "      <td>R007</td>\n",
       "      <td>Bloomington, MN</td>\n",
       "      <td>USA</td>\n",
       "      <td>2001</td>\n",
       "      <td>44.8306</td>\n",
       "      <td>-93.3151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>2</td>\n",
       "      <td>Glendale Galleria</td>\n",
       "      <td>R001</td>\n",
       "      <td>Glendale, CA</td>\n",
       "      <td>USA</td>\n",
       "      <td>2001</td>\n",
       "      <td>34.1819</td>\n",
       "      <td>-118.2468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>1</td>\n",
       "      <td>Tysons Corner</td>\n",
       "      <td>R010</td>\n",
       "      <td>McLean, VA</td>\n",
       "      <td>USA</td>\n",
       "      <td>2001</td>\n",
       "      <td>38.9436</td>\n",
       "      <td>-77.1943</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>273 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    store_id             store_name store_rnum                 city country  \\\n",
       "0        522         American Dream       R755  East Rutherford, NJ     USA   \n",
       "1        514  The Mall at Bay Plaza       R753            Bronx, NY     USA   \n",
       "2        512          Tower Theatre       R720      Los Angeles, CA     USA   \n",
       "3        510     Downtown Nashville       R133        Nashville, TN     USA   \n",
       "4        501       Carnegie Library       R516       Washington, DC     USA   \n",
       "..       ...                    ...        ...                  ...     ...   \n",
       "268        5           MarketStreet       R011        Lynnfield, MA     USA   \n",
       "269        4              Woodfield       R018       Schaumburg, IL     USA   \n",
       "270        3        Mall of America       R007      Bloomington, MN     USA   \n",
       "271        2      Glendale Galleria       R001         Glendale, CA     USA   \n",
       "272        1          Tysons Corner       R010           McLean, VA     USA   \n",
       "\n",
       "     year      lat       lng  \n",
       "0    2022  40.8179  -74.0854  \n",
       "1    2021  40.8501  -73.8662  \n",
       "2    2021  34.1141 -118.4068  \n",
       "3    2021  36.1715  -86.7842  \n",
       "4    2019  38.9047  -77.0163  \n",
       "..    ...      ...       ...  \n",
       "268  2001      NaN       NaN  \n",
       "269  2001  42.0308  -88.0838  \n",
       "270  2001  44.8306  -93.3151  \n",
       "271  2001  34.1819 -118.2468  \n",
       "272  2001  38.9436  -77.1943  \n",
       "\n",
       "[273 rows x 8 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_apple_usa = df_apple_usa.merge(df_usa_cities.drop(columns=['city', 'state_id']), left_on='city', right_on='city_state', how='left').drop(columns='city_state')\n",
    "df_apple_usa"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1aa88b50-cc73-472c-a797-9dd6351b5fd0",
   "metadata": {},
   "source": [
    "Cities with missing coordinates:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "74516fcf-25f6-4a15-bbb3-0bb6315a2ab7",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>store_id</th>\n",
       "      <th>store_name</th>\n",
       "      <th>store_rnum</th>\n",
       "      <th>city</th>\n",
       "      <th>country</th>\n",
       "      <th>year</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>429</td>\n",
       "      <td>Trumbull</td>\n",
       "      <td>R629</td>\n",
       "      <td>Trumbull, CT</td>\n",
       "      <td>USA</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>423</td>\n",
       "      <td>Evergreen Walk</td>\n",
       "      <td>R613</td>\n",
       "      <td>South Windsor, CT</td>\n",
       "      <td>USA</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>397</td>\n",
       "      <td>Quaker Bridge</td>\n",
       "      <td>R549</td>\n",
       "      <td>Lawrence Township, NJ</td>\n",
       "      <td>USA</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>317</td>\n",
       "      <td>Valencia Town Center</td>\n",
       "      <td>R462</td>\n",
       "      <td>Valencia, CA</td>\n",
       "      <td>USA</td>\n",
       "      <td>2011</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>271</td>\n",
       "      <td>Greenwich Avenue</td>\n",
       "      <td>R282</td>\n",
       "      <td>Greenwich, CT</td>\n",
       "      <td>USA</td>\n",
       "      <td>2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>256</td>\n",
       "      <td>Legacy Place</td>\n",
       "      <td>R346</td>\n",
       "      <td>Dedham, MA</td>\n",
       "      <td>USA</td>\n",
       "      <td>2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>227</td>\n",
       "      <td>Willowbrook</td>\n",
       "      <td>R325</td>\n",
       "      <td>Wayne, NJ</td>\n",
       "      <td>USA</td>\n",
       "      <td>2008</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>225</td>\n",
       "      <td>Maine Mall</td>\n",
       "      <td>R307</td>\n",
       "      <td>S. Portland, ME</td>\n",
       "      <td>USA</td>\n",
       "      <td>2008</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>200</td>\n",
       "      <td>Cherry Hill</td>\n",
       "      <td>R206</td>\n",
       "      <td>Cherry Hill, NJ</td>\n",
       "      <td>USA</td>\n",
       "      <td>2008</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>189</td>\n",
       "      <td>Lehigh Valley</td>\n",
       "      <td>R281</td>\n",
       "      <td>Whitehall, PA</td>\n",
       "      <td>USA</td>\n",
       "      <td>2007</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>185</td>\n",
       "      <td>Natick</td>\n",
       "      <td>R232</td>\n",
       "      <td>Natick, MA</td>\n",
       "      <td>USA</td>\n",
       "      <td>2007</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>159</td>\n",
       "      <td>Topanga</td>\n",
       "      <td>R189</td>\n",
       "      <td>Canoga Park, CA</td>\n",
       "      <td>USA</td>\n",
       "      <td>2006</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>144</td>\n",
       "      <td>Freehold Raceway Mall</td>\n",
       "      <td>R138</td>\n",
       "      <td>Freehold, NJ</td>\n",
       "      <td>USA</td>\n",
       "      <td>2006</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>136</td>\n",
       "      <td>Derby Street</td>\n",
       "      <td>R137</td>\n",
       "      <td>Hingham, MA</td>\n",
       "      <td>USA</td>\n",
       "      <td>2006</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>129</td>\n",
       "      <td>Sherman Oaks</td>\n",
       "      <td>R148</td>\n",
       "      <td>Sherman Oaks, CA</td>\n",
       "      <td>USA</td>\n",
       "      <td>2005</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>126</td>\n",
       "      <td>Burlington</td>\n",
       "      <td>R155</td>\n",
       "      <td>Burlington, MA</td>\n",
       "      <td>USA</td>\n",
       "      <td>2005</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>116</td>\n",
       "      <td>South Shore</td>\n",
       "      <td>R110</td>\n",
       "      <td>Braintree, MA</td>\n",
       "      <td>USA</td>\n",
       "      <td>2005</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>113</td>\n",
       "      <td>Eastview</td>\n",
       "      <td>R140</td>\n",
       "      <td>Victor, NY</td>\n",
       "      <td>USA</td>\n",
       "      <td>2005</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>106</td>\n",
       "      <td>Century City</td>\n",
       "      <td>R108</td>\n",
       "      <td>Century City, CA</td>\n",
       "      <td>USA</td>\n",
       "      <td>2005</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>90</td>\n",
       "      <td>Bridgewater</td>\n",
       "      <td>R104</td>\n",
       "      <td>Bridgewater, NJ</td>\n",
       "      <td>USA</td>\n",
       "      <td>2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>89</td>\n",
       "      <td>Rockaway</td>\n",
       "      <td>R103</td>\n",
       "      <td>Rockaway, NJ</td>\n",
       "      <td>USA</td>\n",
       "      <td>2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>57</td>\n",
       "      <td>Chestnut Hill</td>\n",
       "      <td>R076</td>\n",
       "      <td>Chestnut Hill, MA</td>\n",
       "      <td>USA</td>\n",
       "      <td>2003</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>46</td>\n",
       "      <td>Menlo Park</td>\n",
       "      <td>R067</td>\n",
       "      <td>Edison, NJ</td>\n",
       "      <td>USA</td>\n",
       "      <td>2002</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>24</td>\n",
       "      <td>Rockingham Park</td>\n",
       "      <td>R027</td>\n",
       "      <td>Salem, NH</td>\n",
       "      <td>USA</td>\n",
       "      <td>2001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>13</td>\n",
       "      <td>Westfarms</td>\n",
       "      <td>R025</td>\n",
       "      <td>Farmington, CT</td>\n",
       "      <td>USA</td>\n",
       "      <td>2001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>12</td>\n",
       "      <td>Northridge</td>\n",
       "      <td>R023</td>\n",
       "      <td>Northridge, CA</td>\n",
       "      <td>USA</td>\n",
       "      <td>2001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>5</td>\n",
       "      <td>MarketStreet</td>\n",
       "      <td>R011</td>\n",
       "      <td>Lynnfield, MA</td>\n",
       "      <td>USA</td>\n",
       "      <td>2001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    store_id             store_name store_rnum                   city country  \\\n",
       "18       429               Trumbull       R629           Trumbull, CT     USA   \n",
       "22       423         Evergreen Walk       R613      South Windsor, CT     USA   \n",
       "27       397          Quaker Bridge       R549  Lawrence Township, NJ     USA   \n",
       "43       317   Valencia Town Center       R462           Valencia, CA     USA   \n",
       "58       271       Greenwich Avenue       R282          Greenwich, CT     USA   \n",
       "64       256           Legacy Place       R346             Dedham, MA     USA   \n",
       "79       227            Willowbrook       R325              Wayne, NJ     USA   \n",
       "80       225             Maine Mall       R307        S. Portland, ME     USA   \n",
       "97       200            Cherry Hill       R206        Cherry Hill, NJ     USA   \n",
       "104      189          Lehigh Valley       R281          Whitehall, PA     USA   \n",
       "107      185                 Natick       R232             Natick, MA     USA   \n",
       "130      159                Topanga       R189        Canoga Park, CA     USA   \n",
       "142      144  Freehold Raceway Mall       R138           Freehold, NJ     USA   \n",
       "149      136           Derby Street       R137            Hingham, MA     USA   \n",
       "153      129           Sherman Oaks       R148       Sherman Oaks, CA     USA   \n",
       "155      126             Burlington       R155         Burlington, MA     USA   \n",
       "164      116            South Shore       R110          Braintree, MA     USA   \n",
       "167      113               Eastview       R140             Victor, NY     USA   \n",
       "173      106           Century City       R108       Century City, CA     USA   \n",
       "185       90            Bridgewater       R104        Bridgewater, NJ     USA   \n",
       "186       89               Rockaway       R103           Rockaway, NJ     USA   \n",
       "216       57          Chestnut Hill       R076      Chestnut Hill, MA     USA   \n",
       "227       46             Menlo Park       R067             Edison, NJ     USA   \n",
       "249       24        Rockingham Park       R027              Salem, NH     USA   \n",
       "260       13              Westfarms       R025         Farmington, CT     USA   \n",
       "261       12             Northridge       R023         Northridge, CA     USA   \n",
       "268        5           MarketStreet       R011          Lynnfield, MA     USA   \n",
       "\n",
       "     year  lat  lng  \n",
       "18   2014  NaN  NaN  \n",
       "22   2014  NaN  NaN  \n",
       "27   2013  NaN  NaN  \n",
       "43   2011  NaN  NaN  \n",
       "58   2009  NaN  NaN  \n",
       "64   2009  NaN  NaN  \n",
       "79   2008  NaN  NaN  \n",
       "80   2008  NaN  NaN  \n",
       "97   2008  NaN  NaN  \n",
       "104  2007  NaN  NaN  \n",
       "107  2007  NaN  NaN  \n",
       "130  2006  NaN  NaN  \n",
       "142  2006  NaN  NaN  \n",
       "149  2006  NaN  NaN  \n",
       "153  2005  NaN  NaN  \n",
       "155  2005  NaN  NaN  \n",
       "164  2005  NaN  NaN  \n",
       "167  2005  NaN  NaN  \n",
       "173  2005  NaN  NaN  \n",
       "185  2004  NaN  NaN  \n",
       "186  2004  NaN  NaN  \n",
       "216  2003  NaN  NaN  \n",
       "227  2002  NaN  NaN  \n",
       "249  2001  NaN  NaN  \n",
       "260  2001  NaN  NaN  \n",
       "261  2001  NaN  NaN  \n",
       "268  2001  NaN  NaN  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_apple_usa[df_apple_usa.lat.isna() | df_apple_usa.lng.isna()]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a2a01700-07a5-4905-884e-c50d275218b1",
   "metadata": {
    "tags": []
   },
   "source": [
    "Adding missing coordinates manually:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "32e350d8-71a9-4f90-bb58-3029baa928d9",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>city_state</th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Braintree, MA</td>\n",
       "      <td>42.205991</td>\n",
       "      <td>-71.004983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Bridgewater, NJ</td>\n",
       "      <td>40.594948</td>\n",
       "      <td>-74.630928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Burlington, MA</td>\n",
       "      <td>42.505990</td>\n",
       "      <td>-71.194077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Canoga Park, CA</td>\n",
       "      <td>34.201019</td>\n",
       "      <td>-118.605927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Century City, CA</td>\n",
       "      <td>34.208326</td>\n",
       "      <td>-118.605961</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         city_state        lat         lng\n",
       "0     Braintree, MA  42.205991  -71.004983\n",
       "1   Bridgewater, NJ  40.594948  -74.630928\n",
       "2    Burlington, MA  42.505990  -71.194077\n",
       "3   Canoga Park, CA  34.201019 -118.605927\n",
       "4  Century City, CA  34.208326 -118.605961"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# cities with lat/long coords\n",
    "df_usa_cities_missing = pd.read_csv('data/missing_lat_lng.csv')\n",
    "\n",
    "df_usa_cities_missing.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "a22c846b-139e-479f-96f9-4eeb1979934f",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "for city in (df_apple_usa[df_apple_usa.lat.isna() | df_apple_usa.lng.isna()].city.tolist()):\n",
    "    idx_1 = df_apple_usa[df_apple_usa['city'] == city].index.item()\n",
    "    idx_2 = df_usa_cities_missing[df_usa_cities_missing['city_state'] == city].index.item()\n",
    "    df_apple_usa.loc[[idx_1], ['lat','lng']] = df_usa_cities_missing.loc[[idx_2], ['lat','lng']].values.tolist()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "842cf44b-1df2-4208-9792-3bbed32654f9",
   "metadata": {},
   "source": [
    "Confirming all locations have their coordinates:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "1fb618d0-aad7-4b88-a6a9-b45d6d323b0a",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>store_id</th>\n",
       "      <th>store_name</th>\n",
       "      <th>store_rnum</th>\n",
       "      <th>city</th>\n",
       "      <th>country</th>\n",
       "      <th>year</th>\n",
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       "      <th>lng</th>\n",
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       "Empty DataFrame\n",
       "Columns: [store_id, store_name, store_rnum, city, country, year, lat, lng]\n",
       "Index: []"
      ]
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     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_apple_usa[df_apple_usa.lat.isna() | df_apple_usa.lng.isna()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "c2bffb56-da12-4cf5-902c-420ba750e17a",
   "metadata": {},
   "outputs": [
    {
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       "      <th>store_id</th>\n",
       "      <th>store_name</th>\n",
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       "      <th>city</th>\n",
       "      <th>country</th>\n",
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       "      <th>0</th>\n",
       "      <td>522</td>\n",
       "      <td>American Dream</td>\n",
       "      <td>R755</td>\n",
       "      <td>East Rutherford, NJ</td>\n",
       "      <td>USA</td>\n",
       "      <td>2022</td>\n",
       "      <td>40.817900</td>\n",
       "      <td>-74.085400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>514</td>\n",
       "      <td>The Mall at Bay Plaza</td>\n",
       "      <td>R753</td>\n",
       "      <td>Bronx, NY</td>\n",
       "      <td>USA</td>\n",
       "      <td>2021</td>\n",
       "      <td>40.850100</td>\n",
       "      <td>-73.866200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>512</td>\n",
       "      <td>Tower Theatre</td>\n",
       "      <td>R720</td>\n",
       "      <td>Los Angeles, CA</td>\n",
       "      <td>USA</td>\n",
       "      <td>2021</td>\n",
       "      <td>34.114100</td>\n",
       "      <td>-118.406800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>510</td>\n",
       "      <td>Downtown Nashville</td>\n",
       "      <td>R133</td>\n",
       "      <td>Nashville, TN</td>\n",
       "      <td>USA</td>\n",
       "      <td>2021</td>\n",
       "      <td>36.171500</td>\n",
       "      <td>-86.784200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>501</td>\n",
       "      <td>Carnegie Library</td>\n",
       "      <td>R516</td>\n",
       "      <td>Washington, DC</td>\n",
       "      <td>USA</td>\n",
       "      <td>2019</td>\n",
       "      <td>38.904700</td>\n",
       "      <td>-77.016300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>5</td>\n",
       "      <td>MarketStreet</td>\n",
       "      <td>R011</td>\n",
       "      <td>Lynnfield, MA</td>\n",
       "      <td>USA</td>\n",
       "      <td>2001</td>\n",
       "      <td>42.538817</td>\n",
       "      <td>-71.047276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>4</td>\n",
       "      <td>Woodfield</td>\n",
       "      <td>R018</td>\n",
       "      <td>Schaumburg, IL</td>\n",
       "      <td>USA</td>\n",
       "      <td>2001</td>\n",
       "      <td>42.030800</td>\n",
       "      <td>-88.083800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>3</td>\n",
       "      <td>Mall of America</td>\n",
       "      <td>R007</td>\n",
       "      <td>Bloomington, MN</td>\n",
       "      <td>USA</td>\n",
       "      <td>2001</td>\n",
       "      <td>44.830600</td>\n",
       "      <td>-93.315100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>2</td>\n",
       "      <td>Glendale Galleria</td>\n",
       "      <td>R001</td>\n",
       "      <td>Glendale, CA</td>\n",
       "      <td>USA</td>\n",
       "      <td>2001</td>\n",
       "      <td>34.181900</td>\n",
       "      <td>-118.246800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>1</td>\n",
       "      <td>Tysons Corner</td>\n",
       "      <td>R010</td>\n",
       "      <td>McLean, VA</td>\n",
       "      <td>USA</td>\n",
       "      <td>2001</td>\n",
       "      <td>38.943600</td>\n",
       "      <td>-77.194300</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>273 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    store_id             store_name store_rnum                 city country  \\\n",
       "0        522         American Dream       R755  East Rutherford, NJ     USA   \n",
       "1        514  The Mall at Bay Plaza       R753            Bronx, NY     USA   \n",
       "2        512          Tower Theatre       R720      Los Angeles, CA     USA   \n",
       "3        510     Downtown Nashville       R133        Nashville, TN     USA   \n",
       "4        501       Carnegie Library       R516       Washington, DC     USA   \n",
       "..       ...                    ...        ...                  ...     ...   \n",
       "268        5           MarketStreet       R011        Lynnfield, MA     USA   \n",
       "269        4              Woodfield       R018       Schaumburg, IL     USA   \n",
       "270        3        Mall of America       R007      Bloomington, MN     USA   \n",
       "271        2      Glendale Galleria       R001         Glendale, CA     USA   \n",
       "272        1          Tysons Corner       R010           McLean, VA     USA   \n",
       "\n",
       "     year        lat         lng  \n",
       "0    2022  40.817900  -74.085400  \n",
       "1    2021  40.850100  -73.866200  \n",
       "2    2021  34.114100 -118.406800  \n",
       "3    2021  36.171500  -86.784200  \n",
       "4    2019  38.904700  -77.016300  \n",
       "..    ...        ...         ...  \n",
       "268  2001  42.538817  -71.047276  \n",
       "269  2001  42.030800  -88.083800  \n",
       "270  2001  44.830600  -93.315100  \n",
       "271  2001  34.181900 -118.246800  \n",
       "272  2001  38.943600  -77.194300  \n",
       "\n",
       "[273 rows x 8 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_apple_usa"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13332baa-57f8-44d3-81d5-2296eb08177c",
   "metadata": {},
   "source": [
    "Apple store locations, by year opened:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "d2f0254a-cf77-4472-9541-91001d36b3fe",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = []\n",
    "layout = dict(\n",
    "    title = 'New Apple U.S. stores per year 2001-2022<br>\\\n",
    "Source: <a href=\"https://applestorefronts.appspot.com/\">\\\n",
    "https://applestorefronts.appspot.com/</a>',\n",
    "    # showlegend = False,\n",
    "    autosize = False,\n",
    "    width = 1000,\n",
    "    height = 900,\n",
    "    hovermode = False,\n",
    "    legend = dict(\n",
    "        x=0.7,\n",
    "        y=-0.1,\n",
    "        bgcolor=\"rgba(255, 255, 255, 0)\",\n",
    "        font = dict( size=11 ),\n",
    "    )\n",
    ")\n",
    "years = df_apple_usa['year'].unique()[::-1]\n",
    "\n",
    "for i in range(len(years)):\n",
    "    geo_key = 'geo'+str(i+1) if i != 0 else 'geo'\n",
    "    lons = list(df_apple_usa[ df_apple_usa['year'] == years[i] ]['lng'])\n",
    "    lats = list(df_apple_usa[ df_apple_usa['year'] == years[i] ]['lat'])\n",
    "    # Apple store data\n",
    "    data.append(\n",
    "        dict(\n",
    "            type = 'scattergeo',\n",
    "            showlegend=False,\n",
    "            lon = lons,\n",
    "            lat = lats,\n",
    "            geo = geo_key,\n",
    "            name = int(years[i]),\n",
    "            marker = dict(\n",
    "                color = \"rgb(0, 0, 255)\",\n",
    "                opacity = 0.5\n",
    "            )\n",
    "        )\n",
    "    )\n",
    "    # Year markers\n",
    "    data.append(\n",
    "        dict(\n",
    "            type = 'scattergeo',\n",
    "            showlegend = False,\n",
    "            lon = [-78],\n",
    "            lat = [47],\n",
    "            geo = geo_key,\n",
    "            text = [years[i]],\n",
    "            mode = 'text',\n",
    "        )\n",
    "    )\n",
    "    layout[geo_key] = dict(\n",
    "        scope = 'usa',\n",
    "        showland = True,\n",
    "        landcolor = 'rgb(229, 229, 229)',\n",
    "        showcountries = False,\n",
    "        domain = dict( x = [], y = [] ),\n",
    "        subunitcolor = \"rgb(255, 255, 255)\",\n",
    "    )\n",
    "\n",
    "z = 0\n",
    "COLS = 3\n",
    "ROWS = 7\n",
    "for y in reversed(range(ROWS)):\n",
    "    for x in range(COLS):\n",
    "        geo_key = 'geo'+str(z+1) if z != 0 else 'geo'\n",
    "        layout[geo_key]['domain']['x'] = [float(x)/float(COLS), float(x+1)/float(COLS)]\n",
    "        layout[geo_key]['domain']['y'] = [float(y)/float(ROWS), float(y+1)/float(ROWS)]\n",
    "        z=z+1\n",
    "        if z > 20:\n",
    "            break\n",
    "\n",
    "fig = go.Figure(data=data, layout=layout)\n",
    "fig.update_layout(width=800)\n",
    "fig.show(renderer='png')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10e99256-cac0-4410-979d-4a6b847d7582",
   "metadata": {},
   "source": [
    "All Apple store locations currently (2023):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "2a3c78e8-cdb5-403c-968f-f558fbd1ddf4",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_apple_usa_by_unique_city = df_apple_usa.groupby(['city', 'lat', 'lng']).agg('count').reset_index()\n",
    "\n",
    "fig = go.Figure(data=go.Scattergeo(\n",
    "    lon = df_apple_usa_by_unique_city['lng'],\n",
    "    lat = df_apple_usa_by_unique_city['lat'],\n",
    "    hovertext = df_apple_usa_by_unique_city['city']\n",
    "))\n",
    "\n",
    "fig.update_layout(\n",
    "    title = 'All Apple store U.S. city locations (as of Mar 2023)<br>\\\n",
    "Source: <a href=\"https://applestorefronts.appspot.com/\">\\\n",
    "https://applestorefronts.appspot.com/</a>',\n",
    "    geo_scope='usa',\n",
    ")\n",
    "\n",
    "fig.update_layout(width=800)\n",
    "fig.show(renderer='png')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}