KPIs_and_Exploratory/recommendation_system.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d2a58b7e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import numpy as np \n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "from pandas.plotting import parallel_coordinates\n",
    "\n",
    "# Import permutations from the itertools module\n",
    "from itertools import permutations\n",
    "\n",
    "# Import the transaction encoder function from mlxtend\n",
    "from mlxtend.preprocessing import TransactionEncoder\n",
    "\n",
    "# Import apriori from mlxtend\n",
    "from mlxtend.frequent_patterns import apriori, association_rules\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "f03dbad5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Funtion to compute Zhang's rule from mlxtend association_rules output\n",
    "def zhangs_rule(rules):\n",
    "    PAB = rules['support'].copy()\n",
    "    PA = rules['antecedent support'].copy()\n",
    "    PB = rules['consequent support'].copy()\n",
    "    NUMERATOR = PAB - PA*PB\n",
    "    DENOMINATOR = np.max((PAB*(1-PA).values,PA*(PB-PAB).values), axis = 0)\n",
    "    return NUMERATOR / DENOMINATOR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "985ec7bd",
   "metadata": {},
   "outputs": [
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       "      <th></th>\n",
       "      <th>book_id</th>\n",
       "      <th>goodreads_book_id</th>\n",
       "      <th>best_book_id</th>\n",
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       "      <th>ratings_3</th>\n",
       "      <th>ratings_4</th>\n",
       "      <th>ratings_5</th>\n",
       "      <th>image_url</th>\n",
       "      <th>small_image_url</th>\n",
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       "      <td>Suzanne Collins</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>The Hunger Games</td>\n",
       "      <td>...</td>\n",
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       "      <td>4942365</td>\n",
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       "      <td>https://images.gr-assets.com/books/1447303603m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1447303603s...</td>\n",
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       "      <th>1</th>\n",
       "      <td>2</td>\n",
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       "      <td>4640799</td>\n",
       "      <td>491</td>\n",
       "      <td>439554934</td>\n",
       "      <td>9.780440e+12</td>\n",
       "      <td>J.K. Rowling, Mary GrandPré</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Harry Potter and the Philosopher's Stone</td>\n",
       "      <td>...</td>\n",
       "      <td>4602479</td>\n",
       "      <td>4800065</td>\n",
       "      <td>75867</td>\n",
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       "      <td>455024</td>\n",
       "      <td>1156318</td>\n",
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       "      <td>https://images.gr-assets.com/books/1474154022m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1474154022s...</td>\n",
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       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>41865</td>\n",
       "      <td>41865</td>\n",
       "      <td>3212258</td>\n",
       "      <td>226</td>\n",
       "      <td>316015849</td>\n",
       "      <td>9.780316e+12</td>\n",
       "      <td>Stephenie Meyer</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Twilight</td>\n",
       "      <td>...</td>\n",
       "      <td>3866839</td>\n",
       "      <td>3916824</td>\n",
       "      <td>95009</td>\n",
       "      <td>456191</td>\n",
       "      <td>436802</td>\n",
       "      <td>793319</td>\n",
       "      <td>875073</td>\n",
       "      <td>1355439</td>\n",
       "      <td>https://images.gr-assets.com/books/1361039443m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1361039443s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2657</td>\n",
       "      <td>2657</td>\n",
       "      <td>3275794</td>\n",
       "      <td>487</td>\n",
       "      <td>61120081</td>\n",
       "      <td>9.780061e+12</td>\n",
       "      <td>Harper Lee</td>\n",
       "      <td>1960.0</td>\n",
       "      <td>To Kill a Mockingbird</td>\n",
       "      <td>...</td>\n",
       "      <td>3198671</td>\n",
       "      <td>3340896</td>\n",
       "      <td>72586</td>\n",
       "      <td>60427</td>\n",
       "      <td>117415</td>\n",
       "      <td>446835</td>\n",
       "      <td>1001952</td>\n",
       "      <td>1714267</td>\n",
       "      <td>https://images.gr-assets.com/books/1361975680m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1361975680s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>4671</td>\n",
       "      <td>4671</td>\n",
       "      <td>245494</td>\n",
       "      <td>1356</td>\n",
       "      <td>743273567</td>\n",
       "      <td>9.780743e+12</td>\n",
       "      <td>F. Scott Fitzgerald</td>\n",
       "      <td>1925.0</td>\n",
       "      <td>The Great Gatsby</td>\n",
       "      <td>...</td>\n",
       "      <td>2683664</td>\n",
       "      <td>2773745</td>\n",
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       "      <td>https://images.gr-assets.com/books/1490528560s...</td>\n",
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       "<p>5 rows × 23 columns</p>\n",
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      "text/plain": [
       "   book_id  goodreads_book_id  best_book_id  work_id  books_count       isbn  \\\n",
       "0        1            2767052       2767052  2792775          272  439023483   \n",
       "1        2                  3             3  4640799          491  439554934   \n",
       "2        3              41865         41865  3212258          226  316015849   \n",
       "3        4               2657          2657  3275794          487   61120081   \n",
       "4        5               4671          4671   245494         1356  743273567   \n",
       "\n",
       "         isbn13                      authors  original_publication_year  \\\n",
       "0  9.780439e+12              Suzanne Collins                     2008.0   \n",
       "1  9.780440e+12  J.K. Rowling, Mary GrandPré                     1997.0   \n",
       "2  9.780316e+12              Stephenie Meyer                     2005.0   \n",
       "3  9.780061e+12                   Harper Lee                     1960.0   \n",
       "4  9.780743e+12          F. Scott Fitzgerald                     1925.0   \n",
       "\n",
       "                             original_title  ... ratings_count  \\\n",
       "0                          The Hunger Games  ...       4780653   \n",
       "1  Harry Potter and the Philosopher's Stone  ...       4602479   \n",
       "2                                  Twilight  ...       3866839   \n",
       "3                     To Kill a Mockingbird  ...       3198671   \n",
       "4                          The Great Gatsby  ...       2683664   \n",
       "\n",
       "  work_ratings_count  work_text_reviews_count  ratings_1  ratings_2  \\\n",
       "0            4942365                   155254      66715     127936   \n",
       "1            4800065                    75867      75504     101676   \n",
       "2            3916824                    95009     456191     436802   \n",
       "3            3340896                    72586      60427     117415   \n",
       "4            2773745                    51992      86236     197621   \n",
       "\n",
       "   ratings_3  ratings_4  ratings_5  \\\n",
       "0     560092    1481305    2706317   \n",
       "1     455024    1156318    3011543   \n",
       "2     793319     875073    1355439   \n",
       "3     446835    1001952    1714267   \n",
       "4     606158     936012     947718   \n",
       "\n",
       "                                           image_url  \\\n",
       "0  https://images.gr-assets.com/books/1447303603m...   \n",
       "1  https://images.gr-assets.com/books/1474154022m...   \n",
       "2  https://images.gr-assets.com/books/1361039443m...   \n",
       "3  https://images.gr-assets.com/books/1361975680m...   \n",
       "4  https://images.gr-assets.com/books/1490528560m...   \n",
       "\n",
       "                                     small_image_url  \n",
       "0  https://images.gr-assets.com/books/1447303603s...  \n",
       "1  https://images.gr-assets.com/books/1474154022s...  \n",
       "2  https://images.gr-assets.com/books/1361039443s...  \n",
       "3  https://images.gr-assets.com/books/1361975680s...  \n",
       "4  https://images.gr-assets.com/books/1490528560s...  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "books_names=pd.read_csv(\"../KPIs_and_Exploratory/data/books.csv\")\n",
    "books_names.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "680b41fe",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "   user_id  book_id  rating\n",
       "0        1      258       5\n",
       "1        2     4081       4\n",
       "2        2      260       5\n",
       "3        2     9296       5\n",
       "4        2     2318       3"
      ]
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     "execution_count": 17,
     "metadata": {},
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   ],
   "source": [
    "ratings = pd.read_csv('../KPIs_and_Exploratory/data/ratings.csv')\n",
    "ratings.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "249d7925",
   "metadata": {},
   "outputs": [
    {
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       "      <td>Carlos Ruiz Zafón, Lucia Graves</td>\n",
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       "      <td>11</td>\n",
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       "      <th>2</th>\n",
       "      <td>143</td>\n",
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       "      <td>279</td>\n",
       "      <td>143034901</td>\n",
       "      <td>9.780143e+12</td>\n",
       "      <td>Carlos Ruiz Zafón, Lucia Graves</td>\n",
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       "      <td>263685</td>\n",
       "      <td>317554</td>\n",
       "      <td>24652</td>\n",
       "      <td>4789</td>\n",
       "      <td>11769</td>\n",
       "      <td>42214</td>\n",
       "      <td>101612</td>\n",
       "      <td>157170</td>\n",
       "      <td>https://images.gr-assets.com/books/1344545047m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1344545047s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>242</td>\n",
       "      <td>258</td>\n",
       "      <td>5</td>\n",
       "      <td>1232</td>\n",
       "      <td>1232</td>\n",
       "      <td>3209783</td>\n",
       "      <td>279</td>\n",
       "      <td>143034901</td>\n",
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       "      <td>Carlos Ruiz Zafón, Lucia Graves</td>\n",
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       "      <td>https://images.gr-assets.com/books/1344545047s...</td>\n",
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       "      <th>4</th>\n",
       "      <td>325</td>\n",
       "      <td>258</td>\n",
       "      <td>4</td>\n",
       "      <td>1232</td>\n",
       "      <td>1232</td>\n",
       "      <td>3209783</td>\n",
       "      <td>279</td>\n",
       "      <td>143034901</td>\n",
       "      <td>9.780143e+12</td>\n",
       "      <td>Carlos Ruiz Zafón, Lucia Graves</td>\n",
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       "      <td>263685</td>\n",
       "      <td>317554</td>\n",
       "      <td>24652</td>\n",
       "      <td>4789</td>\n",
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       "      <td>https://images.gr-assets.com/books/1344545047m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1344545047s...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
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      ],
      "text/plain": [
       "   user_id  book_id  rating  goodreads_book_id  best_book_id  work_id  \\\n",
       "0        1      258       5               1232          1232  3209783   \n",
       "1       11      258       3               1232          1232  3209783   \n",
       "2      143      258       4               1232          1232  3209783   \n",
       "3      242      258       5               1232          1232  3209783   \n",
       "4      325      258       4               1232          1232  3209783   \n",
       "\n",
       "   books_count       isbn        isbn13                          authors  ...  \\\n",
       "0          279  143034901  9.780143e+12  Carlos Ruiz Zafón, Lucia Graves  ...   \n",
       "1          279  143034901  9.780143e+12  Carlos Ruiz Zafón, Lucia Graves  ...   \n",
       "2          279  143034901  9.780143e+12  Carlos Ruiz Zafón, Lucia Graves  ...   \n",
       "3          279  143034901  9.780143e+12  Carlos Ruiz Zafón, Lucia Graves  ...   \n",
       "4          279  143034901  9.780143e+12  Carlos Ruiz Zafón, Lucia Graves  ...   \n",
       "\n",
       "   ratings_count work_ratings_count work_text_reviews_count ratings_1  \\\n",
       "0         263685             317554                   24652      4789   \n",
       "1         263685             317554                   24652      4789   \n",
       "2         263685             317554                   24652      4789   \n",
       "3         263685             317554                   24652      4789   \n",
       "4         263685             317554                   24652      4789   \n",
       "\n",
       "   ratings_2  ratings_3  ratings_4  ratings_5  \\\n",
       "0      11769      42214     101612     157170   \n",
       "1      11769      42214     101612     157170   \n",
       "2      11769      42214     101612     157170   \n",
       "3      11769      42214     101612     157170   \n",
       "4      11769      42214     101612     157170   \n",
       "\n",
       "                                           image_url  \\\n",
       "0  https://images.gr-assets.com/books/1344545047m...   \n",
       "1  https://images.gr-assets.com/books/1344545047m...   \n",
       "2  https://images.gr-assets.com/books/1344545047m...   \n",
       "3  https://images.gr-assets.com/books/1344545047m...   \n",
       "4  https://images.gr-assets.com/books/1344545047m...   \n",
       "\n",
       "                                     small_image_url  \n",
       "0  https://images.gr-assets.com/books/1344545047s...  \n",
       "1  https://images.gr-assets.com/books/1344545047s...  \n",
       "2  https://images.gr-assets.com/books/1344545047s...  \n",
       "3  https://images.gr-assets.com/books/1344545047s...  \n",
       "4  https://images.gr-assets.com/books/1344545047s...  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "book_data=pd.merge(ratings,books_names,on='book_id')\n",
    "book_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "2dae5853",
   "metadata": {},
   "outputs": [],
   "source": [
    "#create a dataframe for analysis\n",
    "trend=pd.DataFrame(book_data.groupby('title')['rating'].mean())\n",
    "trend['total number of ratings'] = pd.DataFrame(book_data.groupby('title')['rating'].count()) \n",
    "trend.sort_values(['rating', 'total number of ratings'], ascending=False, inplace= True) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "2f9dae86",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot rounded-up ratings with number of books\n",
    "plt.figure(figsize =(10, 4))\n",
    "ax=plt.barh(trend['rating'].round(),trend['total number of ratings'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "8b5fefa1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rating</th>\n",
       "      <th>total number of ratings</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>The Complete Calvin and Hobbes</th>\n",
       "      <td>4.829876</td>\n",
       "      <td>482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ESV Study Bible</th>\n",
       "      <td>4.818182</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Attack of the Deranged Mutant Killer Monster Snow Goons</th>\n",
       "      <td>4.768707</td>\n",
       "      <td>147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Indispensable Calvin and Hobbes</th>\n",
       "      <td>4.766355</td>\n",
       "      <td>214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Revenge of the Baby-Sat</th>\n",
       "      <td>4.761364</td>\n",
       "      <td>176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>There's Treasure Everywhere: A Calvin and Hobbes Collection</th>\n",
       "      <td>4.760456</td>\n",
       "      <td>263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Authoritative Calvin and Hobbes: A Calvin and Hobbes Treasury</th>\n",
       "      <td>4.757202</td>\n",
       "      <td>243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>It's a Magical World: A Calvin and Hobbes Collection</th>\n",
       "      <td>4.747396</td>\n",
       "      <td>384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Harry Potter Boxed Set, Books 1-5 (Harry Potter, #1-5)</th>\n",
       "      <td>4.736842</td>\n",
       "      <td>285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Calvin and Hobbes Tenth Anniversary Book</th>\n",
       "      <td>4.728528</td>\n",
       "      <td>652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Days Are Just Packed: A Calvin and Hobbes Collection</th>\n",
       "      <td>4.722656</td>\n",
       "      <td>256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Divan</th>\n",
       "      <td>4.720000</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A Court of Mist and Fury (A Court of Thorns and Roses, #2)</th>\n",
       "      <td>4.718114</td>\n",
       "      <td>933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Way of Kings, Part 1 (The Stormlight Archive #1.1)</th>\n",
       "      <td>4.711765</td>\n",
       "      <td>170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Words of Radiance (The Stormlight Archive, #2)</th>\n",
       "      <td>4.702840</td>\n",
       "      <td>1373</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                      rating  \\\n",
       "title                                                          \n",
       "The Complete Calvin and Hobbes                      4.829876   \n",
       "ESV Study Bible                                     4.818182   \n",
       "Attack of the Deranged Mutant Killer Monster Sn...  4.768707   \n",
       "The Indispensable Calvin and Hobbes                 4.766355   \n",
       "The Revenge of the Baby-Sat                         4.761364   \n",
       "There's Treasure Everywhere: A Calvin and Hobbe...  4.760456   \n",
       "The Authoritative Calvin and Hobbes: A Calvin a...  4.757202   \n",
       "It's a Magical World: A Calvin and Hobbes Colle...  4.747396   \n",
       "Harry Potter Boxed Set, Books 1-5 (Harry Potter...  4.736842   \n",
       "The Calvin and Hobbes Tenth Anniversary Book        4.728528   \n",
       "The Days Are Just Packed: A Calvin and Hobbes C...  4.722656   \n",
       "The Divan                                           4.720000   \n",
       "A Court of Mist and Fury (A Court of Thorns and...  4.718114   \n",
       "The Way of Kings, Part 1 (The Stormlight Archiv...  4.711765   \n",
       "Words of Radiance (The Stormlight Archive, #2)      4.702840   \n",
       "\n",
       "                                                    total number of ratings  \n",
       "title                                                                        \n",
       "The Complete Calvin and Hobbes                                          482  \n",
       "ESV Study Bible                                                          88  \n",
       "Attack of the Deranged Mutant Killer Monster Sn...                      147  \n",
       "The Indispensable Calvin and Hobbes                                     214  \n",
       "The Revenge of the Baby-Sat                                             176  \n",
       "There's Treasure Everywhere: A Calvin and Hobbe...                      263  \n",
       "The Authoritative Calvin and Hobbes: A Calvin a...                      243  \n",
       "It's a Magical World: A Calvin and Hobbes Colle...                      384  \n",
       "Harry Potter Boxed Set, Books 1-5 (Harry Potter...                      285  \n",
       "The Calvin and Hobbes Tenth Anniversary Book                            652  \n",
       "The Days Are Just Packed: A Calvin and Hobbes C...                      256  \n",
       "The Divan                                                                75  \n",
       "A Court of Mist and Fury (A Court of Thorns and...                      933  \n",
       "The Way of Kings, Part 1 (The Stormlight Archiv...                      170  \n",
       "Words of Radiance (The Stormlight Archive, #2)                         1373  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trend.head(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "d02b9357",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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kSZI6zeSIJEmSJEnqNJMjkiRJkiSp00yOSJIkSZKkTjM5IkmSJEmSOs3kiCRJkiRJ6jSTI5IkSZIkqdNMjkiSJEmSpE4zOSJJkiRJkjrN5IgkSZIkSeo0kyOSJEmSJKnTTI5IkiRJkqROMzkiSZIkSZI6zeSIJEmSJEnqNJMjkiRJkiSp00yOSJIkSZKkTjM5IkmSJEmSOs3kiCRJkiRJ6jSTI5IkSZIkqdNMjkiSJEmSpE4zOSJJkiRJkjrN5IgkSZIkSeo0kyOSJEmSJKnTTI5IkiRJkqROMzkiSZIkSZI6zeSIJEmSJEnqNJMjkiRJkiSp00yOSJIkSZKkTjM5IkmSJEmSOs3kiCRJkiRJ6jSTI5IkSZIkqdNMjkiSJEmSpE4zOSJJkiRJkjrN5IgkSZIkSeo0kyOSJEmSJKnTTI5IkiRJkqROMzkiSZIkSZI6zeSIJEmSJEnqNJMjkiRJkiSp00yOSJIkSZKkTjM5IkmSJEmSOs3kiCRJkiRJ6jSTI5IkSZIkqdNMjkiSJEmSpE4zOSJJkiRJkjrN5IgkSZIkSeo0kyOSJEmSJKnTTI5IkiRJkqROMzkiSZIkSZI6ra/JkYi4NiIuj4jLIuLitmzOiDg7Iv7R/n9hz/p7RMTVEXFVRKzTz9gkSZIkSZJgZCpH3piZy2bmiu327sC5mbkEcG67TUQsBWwBLA2sCxwaEdOOQHySJEmSJKnDBjGsZhPgmPbzMcCmPctPyMxHMvNfwNXAyiMfniRJkiRJ6pJ+J0cS+HlEXBIR27Vl82bmLQDt/3na8gWAG3oee2NbJkmSJEmS1DcT+vz8r83MmyNiHuDsiPjbFNaNSSzL/1mpkizbASy88MJTJ0pJkiRJktRZfa0cycyb2/+3AadQw2RujYj5ANr/t7XVbwQW6nn4gsDNk3jOIzJzxcxcce655+5n+JIkSZIkqQP6lhyJiJkjYtahn4G1gb8ApwHbtNW2AU5tP58GbBERM0TEYsASwEX9ik+SJEmSJAn6O6xmXuCUiBj6Pcdl5s8i4g/AiRGxLXA9sDlAZv41Ik4ErgAeB3bIzCf6GJ8kSZIkSVL/kiOZeQ3wqkksvxNYczKP2R/Yv18xSZIkSZIkTWwQU/lKkiRJkiSNGiZHJEmSJElSp5kckSRJkiRJnWZyRJIkSZIkdZrJEUmSJEmS1GkmRyRJkiRJUqf1bSrf0WSFXb876BDGvEu++K5BhyBJkiRJUl9YOSJJkiRJkjrN5IgkSZIkSeo0kyOSJEmSJKnTTI5IkiRJkqROMzkiSZIkSZI6zeSIJEmSJEnqNJMjkiRJkiSp00yOSJIkSZKkTjM5IkmSJEmSOs3kiCRJkiRJ6jSTI5IkSZIkqdNMjkiSJEmSpE4zOSJJkiRJkjrN5IgkSZIkSeo0kyOSJEmSJKnTTI5IkiRJkqROMzkiSZIkSZI6zeSIJEmSJEnqNJMjkiRJkiSp00yOSJIkSZKkTjM5IkmSJEmSOs3kiCRJkiRJ6jSTI5IkSZIkqdNMjkiSJEmSpE4zOSJJkiRJkjrN5IgkSZIkSeo0kyOSJEmSJKnTTI5IkiRJkqROMzkiSZIkSZI6zeSIJEmSJEnqNJMjkiRJkiSp055VciQipomI2foVjCRJkiRJ0kh7xuRIRBwXEbNFxMzAFcBVEbFr/0OTJEmSJEnqv+FUjiyVmfcCmwJnAgsDW/czKEmSJEmSpJEynOTIdBExHZUcOTUzHwOyr1FJkiRJkiSNkOEkR74JXAvMDJwXEYsA9/YzKEmSJEmSpJEy4ZlWyMxDgEN6Fl0XEW/sX0iSJEmSJEkj5xmTIxHx0UksviciLsnMy6Z+SJIkSZIkSSNnOMNqVgQ+CCzQ/m0HrA4cGRGf6F9okiRJkiRJ/feMlSPAi4DlM/N+gIj4DHAS8HrgEuDA/oUnSZIkSZLUX8OpHFkYeLTn9mPAIpn5EPBIX6KSJEmSJEkaIcOpHDkOuCAiTm23NwKOj4iZgSv6FpkkSZIkSdIIGM5sNftGxE+B1wIBfDAzL253v6OfwUmSJEmSJPXbcCpHAC4Fbh5aPyIWzszr+xaVJEmSJEnSCBnOVL4fBj4D3Ao8QVWPJLBMf0OTJEmSJEnqv+FUjuwMvCwz7+x3MJIkSZIkSSNtOLPV3ADc0+9AJEmSJEmSBmE4lSPXAL+KiDPombo3Mw/uW1SSJEmSJEkjZDiVI9cDZwPTA7P2/BuWiJg2Ii6NiJ+023NGxNkR8Y/2/wt71t0jIq6OiKsiYp1n96dIkiRJkiQ9e8OZynfv5/k7dgauBGZrt3cHzs3MAyJi93Z7t4hYCtgCWBqYHzgnIpbMzCee5++XJEmSJEmarMlWjkTEV9r/p0fEaRP/G86TR8SCwAbAUT2LNwGOaT8fA2zas/yEzHwkM/8FXA2s/Gz+GEmSJEmSpGdrSpUj32v/f+l5PP9XgE/w38Nw5s3MWwAy85aImKctXwC4oGe9G9uy/xIR2wHbASy88MLPIzRJkiRJkqQpVI5k5iXtx2Uz89e9/4Bln+mJI2JD4Lae53nGh0wqjEnEdURmrpiZK84999zDfGpJkiRJkqRJG05D1m0msezdw3jca4GNI+Ja4ARgjYg4Frg1IuYDaP/f1ta/EVio5/ELAjcP4/dIkiRJkiQ9Z1PqObJlRJwOLDZRv5FfAnc+0xNn5h6ZuWBmLko1Wv1FZr4TOI2nEy7bAKe2n08DtoiIGSJiMWAJ4KLn/JdJkiRJkiQNw5R6jpwP3ALMBRzUs/w+4M/P43ceAJwYEdtS0wRvDpCZf42IE4ErgMeBHZypRpIkSZIk9dtkkyOZeR1wHbDq8/0lmfkr4Fft5zuBNSez3v7A/s/390mSJEmSJA3XM/YciYhVIuIPEXF/RDwaEU9ExL0jEZwkSZIkSVK/Dach69eBLYF/ADMB7wO+1s+gJEmSJEmSRsqUeo48JTOvjohpWw+Qb0fE+X2OS5IkSZIkaUQMJznyYERMD1wWEQdSTVpn7m9YkiRJkiRJI2M4yZGtqeE3OwIfARYC3tLPoCRJkiQ9N5/97GcHHcKY52sodc8UkyMRMS2wf2a+E3gY2HtEopIkSZIkSRohU2zI2nqMzN2G1UiSJEmSJI07wxlWcy3wu4g4DXhgaGFmHtyvoCRJkiRJkkbKcJIjN7d/0wCz9jccSZIkSZKkkfWMyZHMtM+IJEmSJEkat6bYc0SSJEmSJGm8MzkiSZIkSZI6bbLJkYj4Qvt/85ELR5IkSZIkaWRNqXJk/YiYDthjpIKRJEmSJEkaaVNqyPoz4A5g5oi4Fwggh/7PzNlGID5JkiRJkqS+mmzlSGbumpmzA2dk5myZOWvv/yMYoyRJkiRJUt8MZyrfTSJiXmCltujCzLy9v2FJkiRJkiSNjGecraY1ZL0I2Bx4G3BRRLy134FJkiRJkiSNhGesHAE+BayUmbcBRMTcwDnASf0MTJIkSZIkaSQ8Y+UIMM1QYqS5c5iPkyRJkiRJGvWGUznys4g4Czi+3X47cGb/QpIkSZIkSRo5w2nIumtEbAasRk3je0RmntL3yCRJkiRJkkbAcCpHyMyTgZP7HIskSZIkSdKIs3eIJEmSJEnqNJMjkiRJkiSp06aYHImIaSPi2JEKRpIkSZIkaaRNMTmSmU8Ac0fE9CMUjyRJkiRJ0ogaTkPWa4HfRcRpwANDCzPz4H4FJUmSJEmSNFKGkxy5uf2bBpi1v+FIkiRJkiSNrGdMjmTm3gARMXNmPvBM60uSJEmSJI0lzzhbTUSsGhFXAFe226+KiEP7HpkkSZIkSdIIGM5Uvl8B1gHuBMjMPwGv72NMkiRJkiRJI2Y4yREy84aJFj3Rh1gkSZIkSZJG3HAast4QEa8Bsk3puxNtiI0kSZIkSdJYN5zKkQ8COwALADcBy7bbkiRJkiRJY95wZqu5A3jHCMQiSZIkSZI04oYzW81LIuL0iLg9Im6LiFMj4iUjEZwkSZIkSVK/DWdYzXHAicB8wPzAD4Hj+xmUJEmSJEnSSBlOciQy83uZ+Xj7dyyQ/Q5MkiRJkiRpJEy250hEzNl+/GVE7A6cQCVF3g6cMQKxSZIkSZIk9d2UGrJeQiVDot3+QM99Cezbr6AkSZIkSZJGymSTI5m52EgGIkmSJEmSNAjPOJVvREwLbAAs2rt+Zh7cv7AkSZIkSZJGxjMmR4DTgYeBy4En+xuOJEmSJEnSyBpOcmTBzFym75FIkiRJkiQNwHCm8v1pRKzd90gkSZIkSZIGYDiVIxcAp0TENMBj1Ow1mZmz9TUySZIkSZKkETCc5MhBwKrA5ZmZfY5HkiRJkiRpRA1nWM0/gL+YGJEkSZIkSePRcCpHbgF+FRE/BR4ZWuhUvpIkSZIkaTwYTnLkX+3f9O2fJEmSJEnSuPGMyZHM3HskApEkSZIkSRqEZ0yORMQvgf/pN5KZa/QlIkmSJEmSpBE0nGE1H+/5eUbgLcDj/QlHkiRJkiRpZA1nWM0lEy36XUT8uk/xSJIkSZIkjahnnMo3Iubs+TdXRKwDvHgYj5sxIi6KiD9FxF8jYu+e5zs7Iv7R/n9hz2P2iIirI+Kq9nskSZIkSZL6ajjDai6heo4ENZzmX8C2w3jcI8AamXl/REwH/LZNB7wZcG5mHhARuwO7A7tFxFLAFsDSwPzAORGxZGY+8az/KkmSJEmSpGEazrCaxZ7LE2dmAve3m9O1fwlsAqzelh8D/ArYrS0/ITMfAf4VEVcDKwO/fy6/X5IkSZIkaTiGUzlCRLwGWLR3/cz87jAeNy1VebI48I3MvDAi5s3MW9pz3BIR87TVFwAu6Hn4jW3ZxM+5HbAdwMILLzyc8CVJkiRJkiZrOFP5fg94KXAZMDTEJYFnTI60ITHLRsQcwCkR8X9T+lWTeopJPOcRwBEAK6644v/cL0mSJEmS9GwMp3JkRWCpNkzmOcnMuyPiV8C6wK0RMV+rGpkPuK2tdiOwUM/DFgRufq6/U5IkSZIkaTiecbYa4C8MY3aaiUXE3K1ihIiYCVgL+BtwGrBNW20b4NT282nAFhExQ0QsBiwBXPRsf68kSZIkSdKzMZzKkbmAKyLiImoGGgAyc+NneNx8wDGt78g0wImZ+ZOI+D1wYkRsC1wPbN6e768RcSJwBTUrzg7OVCNJkiRJkvptOMmRzz6XJ87MPwPLTWL5ncCak3nM/sD+z+X3SZIkSZIkPRfDmcr31yMRiCRJkiRJ0iAMp+eIJEmSJEnSuGVyRJIkSZIkddpweo5IkiRJkp6jE3+48qBDGNPetrmTmKr/JpsciYjLgZzUXUBm5jJ9i0qSJEmSJGmETKlyZMMRi0KSJEmSJGlAJpscyczrRjIQSZIkSZKkQXjGhqwRsUpE/CEi7o+IRyPiiYi4dySCkyRJkiRJ6rfhzFbzdWBL4B/ATMD7gK/1MyhJkiRJkqSRMqzZajLz6oiYNjOfAL4dEef3OS5JkiRJkqQRMZzkyIMRMT1wWUQcCNwCzNzfsCRJkiRJkkbGcIbVbN3W2xF4AFgI2KyfQUmSJEmSJI2U4SRHNs3MhzPz3szcOzM/itP8SpIkSZKkcWI4yZFtJrHs3VM5DkmSJEmSpIGYbM+RiNgS2ApYLCJO67lrNuDOfgcmSZIkSZI0EqbUkPV8qvnqXMBBPcvvA/7cz6AkSZIkSZJGymSTI5l5HXAdsGpEzAus1O66MjMfH4ngJEmSJEmS+u0Zp/KNiM2BLwG/AgL4WkTsmpkn9Tk2SZKkSdr/nW8ddAhj2ieP9TBOkqRez5gcAT4FrJSZtwFExNzAOYDfqpIkSZIkacwbzmw10wwlRpo7h/k4SZIkSZKkUW84lSM/i4izgOPb7bcDP+1fSJIkSZIkSSPnGZMjmblrRGwGrEb1HDkiM0/pe2SSJEmSJEkjYDgNWb+QmbsBJ09imSRJkiRJ0pg2nN4hb5rEsvWmdiCSJEmSJEmDMNnKkYjYHvgQ8JKI+HPPXbMCv+t3YJIkSZIkSSNhSsNqjqMar34e2L1n+X2Z+Z++RiVJkiRJkjRCJpscycx7gHuALUcuHEmSJEmSpJE1nJ4jkiRJkiRJ45bJEUmSJEmS1GkmRyRJkiRJUqdNqSGrJEmS9Iyu3P8Xgw5hTHvFJ9cYdAiS1HlWjkiSJEmSpE4zOSJJkiRJkjrN5IgkSZIkSeo0kyOSJEmSJKnTTI5IkiRJkqROMzkiSZIkSZI6zeSIJEmSJEnqNJMjkiRJkiSp00yOSJIkSZKkTjM5IkmSJEmSOs3kiCRJkiRJ6jSTI5IkSZIkqdNMjkiSJEmSpE4zOSJJkiRJkjrN5IgkSZIkSeo0kyOSJEmSJKnTTI5IkiRJkqROmzDoACRJ/+vXr3/DoEMY095w3q8HHYIkSZLGECtHJEmSJElSp5kckSRJkiRJnWZyRJIkSZIkdZrJEUmSJEmS1GkmRyRJkiRJUqf1LTkSEQtFxC8j4sqI+GtE7NyWzxkRZ0fEP9r/L+x5zB4RcXVEXBUR6/QrNkmSJEmSpCH9rBx5HPhYZr4CWAXYISKWAnYHzs3MJYBz223afVsASwPrAodGxLR9jE+SJEmSJKl/yZHMvCUz/9h+vg+4ElgA2AQ4pq12DLBp+3kT4ITMfCQz/wVcDazcr/gkSZIkSZJghHqORMSiwHLAhcC8mXkLVAIFmKettgBwQ8/DbmzLJn6u7SLi4oi4+Pbbb+9r3JIkSZIkafzre3IkImYBfgTskpn3TmnVSSzL/1mQeURmrpiZK84999xTK0xJkiRJktRRfU2ORMR0VGLk+5l5clt8a0TM1+6fD7itLb8RWKjn4QsCN/czPkmSJEmSpH7OVhPAt4ArM/PgnrtOA7ZpP28DnNqzfIuImCEiFgOWAC7qV3ySJEmSJEkAE/r43K8FtgYuj4jL2rI9gQOAEyNiW+B6YHOAzPxrRJwIXEHNdLNDZj7Rx/gkSZIkSZL6lxzJzN8y6T4iAGtO5jH7A/v3KyZJkiRJkqSJjchsNZIkSZIkSaOVyRFJkiRJktRpJkckSZIkSVKnmRyRJEmSJEmdZnJEkiRJkiR1mskRSZIkSZLUaSZHJEmSJElSp5kckSRJkiRJnWZyRJIkSZIkddqEQQcgSdJo9/WPnT7oEMa0HQ/aaNAhSJIkTZGVI5IkSZIkqdNMjkiSJEmSpE4zOSJJkiRJkjrN5IgkSZIkSeo0kyOSJEmSJKnTTI5IkiRJkqROMzkiSZIkSZI6zeSIJEmSJEnqNJMjkiRJkiSp00yOSJIkSZKkTjM5IkmSJEmSOs3kiCRJkiRJ6jSTI5IkSZIkqdNMjkiSJEmSpE4zOSJJkiRJkjrN5IgkSZIkSeo0kyOSJEmSJKnTTI5IkiRJkqROmzDoACQN3mu/9tpBhzDm/e7Dvxt0CJIkSZKeIytHJEmSJElSp5kckSRJkiRJnWZyRJIkSZIkdZrJEUmSJEmS1GkmRyRJkiRJUqeZHJEkSZIkSZ1mckSSJEmSJHWayRFJkiRJktRpJkckSZIkSVKnmRyRJEmSJEmdZnJEkiRJkiR1mskRSZIkSZLUaSZHJEmSJElSp5kckSRJkiRJnWZyRJIkSZIkdZrJEUmSJEmS1GkmRyRJkiRJUqeZHJEkSZIkSZ1mckSSJEmSJHWayRFJkiRJktRpJkckSZIkSVKnmRyRJEmSJEmdZnJEkiRJkiR1mskRSZIkSZLUaSZHJEmSJElSp5kckSRJkiRJnda35EhEHB0Rt0XEX3qWzRkRZ0fEP9r/L+y5b4+IuDoiroqIdfoVlyRJkiRJUq9+Vo58B1h3omW7A+dm5hLAue02EbEUsAWwdHvMoRExbR9jkyRJkiRJAvqYHMnM84D/TLR4E+CY9vMxwKY9y0/IzEcy81/A1cDK/YpNkiRJkiRpyEj3HJk3M28BaP/P05YvANzQs96Nbdn/iIjtIuLiiLj49ttv72uwkiRJkiRp/BstDVljEstyUitm5hGZuWJmrjj33HP3OSxJkiRJkjTejXRy5NaImA+g/X9bW34jsFDPegsCN49wbJIkSZIkqYNGOjlyGrBN+3kb4NSe5VtExAwRsRiwBHDRCMcmSZIkSZI6aEK/njgijgdWB+aKiBuBzwAHACdGxLbA9cDmAJn514g4EbgCeBzYITOf6FdskiRJkiRJQ/qWHMnMLSdz15qTWX9/YP9+xSNJkiRJkjQpo6UhqyRJkiRJ0kD0rXJEmpLr93nloEMY0xbe6/JBhyBJkiRJ44aVI5IkSZIkqdNMjkiSJEmSpE4zOSJJkiRJkjrN5IgkSZIkSeo0kyOSJEmSJKnTTI5IkiRJkqROMzkiSZIkSZI6zeSIJEmSJEnqNJMjkiRJkiSp00yOSJIkSZKkTjM5IkmSJEmSOs3kiCRJkiRJ6jSTI5IkSZIkqdNMjkiSJEmSpE4zOSJJkiRJkjrN5IgkSZIkSeo0kyOSJEmSJKnTTI5IkiRJkqROMzkiSZIkSZI6zeSIJEmSJEnqNJMjkiRJkiSp00yOSJIkSZKkTjM5IkmSJEmSOs3kiCRJkiRJ6jSTI5IkSZIkqdNMjkiSJEmSpE4zOSJJkiRJkjrN5IgkSZIkSeo0kyOSJEmSJKnTTI5IkiRJkqROMzkiSZIkSZI6zeSIJEmSJEnqNJMjkiRJkiSp00yOSJIkSZKkTjM5IkmSJEmSOs3kiCRJkiRJ6jSTI5IkSZIkqdNMjkiSJEmSpE4zOSJJkiRJkjrN5IgkSZIkSeo0kyOSJEmSJKnTTI5IkiRJkqROMzkiSZIkSZI6zeSIJEmSJEnqNJMjkiRJkiSp00yOSJIkSZKkTjM5IkmSJEmSOs3kiCRJkiRJ6jSTI5IkSZIkqdNMjkiSJEmSpE4zOSJJkiRJkjrN5IgkSZIkSeq0UZcciYh1I+KqiLg6InYfdDySJEmSJGl8G1XJkYiYFvgGsB6wFLBlRCw12KgkSZIkSdJ4NqqSI8DKwNWZeU1mPgqcAGwy4JgkSZIkSdI4Fpk56BieEhFvBdbNzPe121sDr87MHXvW2Q7Yrt18GXDViAfaH3MBdww6CD3F92N08f0YfXxPRhffj9HH92R08f0YfXxPRhffj9FnvLwni2Tm3IMOYjgmDDqAicQklv1X9iYzjwCOGJlwRk5EXJyZKw46DhXfj9HF92P08T0ZXXw/Rh/fk9HF92P08T0ZXXw/Rh/fk5E32obV3Ags1HN7QeDmAcUiSZIkSZI6YLQlR/4ALBERi0XE9MAWwGkDjkmSJEmSJI1jo2pYTWY+HhE7AmcB0wJHZ+ZfBxzWSBl3Q4XGON+P0cX3Y/TxPRldfD9GH9+T0cX3Y/TxPRldfD9GH9+TETaqGrJKkiRJkiSNtNE2rEaSJEmSJGlEmRyRJEmSJEmdZnJEkiRJkiR1mskRSdKzEhF+d+h5i4hp3ZYkSV0SEXNExFKDjmO8ioho/8/8XB7vQYn6omfDnGXQsYwWPa/JUhExf0QsMuiYpOHq2X5fB2wdEdMNOKQR1fP3L9immtfzEBEzAOsAs0XEJhGx66BjUjcMfZY1tkXEyyNixfaz72nT8101bc8yz/dGiXbstAFwaETsOLQN6/mLiAkAmZkRsTLwyYiY5tlu/35YNNVFRLQNc2PgOxEx16BjGrSe12R94Fjg3cAPIuIVg41MGp62/W4AfAv4V2Y+NuiYRkrP53cj4KvASwcd01iXmY8AiwPnAAcAfxxsROqK9ll+U0QcHBHrRsQCg45Jz0472dkeeA/UezrYiEaPtn1vCHw1Ir7Slj1pgmTwImL6zHwsM78PbAO8GHhHROw+4NDGvIiYF/hSRCzRFi0BPJaZTz7b5/KDoqlu6MAD2Bs4ODPviIjperPYXTF0hbm9Ji8BPgtsAtwLPAnc5hUPjQURMTfwEeCtmXleRLw2Ij7ehQqo9vldFfgcsHdmXhkRM0bETIOObSzq2ed9D3gMuA34y9BVH6mfImIFYD9gAvB2YNuIMOE5RkTENO2EZz9g6YhYbdAxjSYRsSywP/Bb4CURcQGYIBm0NozmkDakZtrMvA44EDgdWDIiPj3YCMe824D5gd0iYkFgLuABqG3/2TyRHxL1yzLAYcCdEbEVcCqwY0TMM9iwRk7LYn4sIpZrix4EzgKWB94BvCsz7wTWjIgXDShMaVgy83bgCupq1BHADsAKwBfH80ltz8HkstTB5l0R8WHgB8BPImKOAYU2JvVU4cyemXcB6wJnU98XS7V1FhxkjBq/IuJVwOHAbpm5E5Wgm4m6ervEFB+sgWsnmG+OiBXad9IvqBMih44AEfFK4EPA9zPzhMzcGLglIn4Lz/4kUVNHRLwc+A5wSWbenZlPAGTmvcDv2n3zRMTqAwpxTGvJpqSS3dMAuwAzAwu06sB1ImLliFh+OM/X+R2Jpo6eMY5D29T1wBuB44G5qZOKpYAuVUlMB/wfsElELE1lNdcEvg2sk5lXt/4NewKzDi5M6X/1fKb/LyLWaos/D/wSODozt6KGmDzIOPxc91Q3DH02f07ty85ot78IXAksOcKhjVkTDS/8bkR8Evi/zNwP+DPw6YjYEbjEIYfqk/uBF1EnkGTmL4CfAS8E3mU12OjVvoe+RB1LHhERb6eqfz4eES/2xB+oRN+8wKsiYkmAzHwz8EBEXDzQyDqqXfw8GvhVZh7Zlr0mqv/gvG2I6WXALcByk38mTUo7rngiIubM8t52145U4nRTYMt2+wXDek6H6en56jng3RB4XVv8VWA24L7MvKllTU8AtszMKwcV60gZKvuMiIWp5MfdwJHUAdg+wFXAJcDHgc9k5qmDilWanIhYG/gaVZr4F+CzmXlNu28dKlmy93jdfiNiXeB9wMXATcCJwCyZeWerCDsO2Dwz/zLAMMeUiFiD+n7YGvgClVg7JjO/HxHvpZJNv8nMM6bwNNKw9ByfLADMkJnXtCGu3wQuz8yPtvXWAG7KzKsGGa8mrV3x/SywV2ZeFtXEcjPq6vB7gB0z87s9Q246oWf7/j9qiOI9QFJJpD8Cp2fm1W3dFTLzksFF201RE1McCNwA/Ar4NPVePdpW2TUzr237pe8Du2TmhYOIdaxqx6ofA64BbszM/SNiP2AB6rj1uoiYMTMfHtbzmRzR1BARbwQOArYAzqSa7O1I9dVYl9pR75aZpw8syBHSGi49OvRBbL0aPkslSE4E7gR2p062LsnMnw99wQ0saGkirdrpAOqL+p8R8U3gceBQ4C4qsffrzDx1PG6/EfEaKqH5Dmr89j205n/ASlQZ7C6Z+ZOBBDhGtF4Oi1Olw49Q283p1BWdA6gE0xvb/ydQLV6eHI/blAYjIjYFPkFVGZwP/BT4O7UvuyYzdxhcdHomETG0r5i1VUEMLR+aNewzVAXaJoOIb1B6LsINHWP/nrpA+XEqMfI56kLcSZn5j8FF2l09yas5qO30jcDPM/MTUf3aPgZclJnHtvXXAG7OzL8NLOgxpvWQOp4aSvMw8H7qwvx2EfE96jz0A8Ajwz2mcFiNppbXUQcfCwO3A5/LzMdbBv8J4APjPTESEYtGxHQtMbIRNRvNAcBrqR3gHMDmwPSZuWNmfj4zfw52Wtfo0q50bEz12VisLd6Zusq/C1UB9anxmBjpGU6zGHWFZ3pgHmCPVv66ELWP28rEyJS1isHTqNdymqwZjr4G3AjsRA0v/BIwJzXkcP6hq77jaZvSyIr/nsJ0AWBXKrG5AfAvalsLahtcJmpK2HE3NHA8iIj5MvNmKrm6YES8o+fuzMxHM/OTwBwRscxgohxZEfFCeKrB6lzUSfeHM/P91Hb+HSohfRA1tLszM8uNNi0xMk1m3k1dJP0CsFu77zrqZH6OnodcAVw7okGOfTMAp2bmmVRlzvuBuaOm8t0GOCgzH342xxQmR/ScTOJA4lZgO2on/c7MvD4i3hMRu2XmWZn5m5GPcsTtClzdGmK9BziZ2tHtAbyLSh4tALwvIuwxolGlp8dIZOb9VNPCY4C3RMSrWzniR2nfG5n5YPt/XJzEDp1Q9fw9N1NX3o4G1m9lmRtRw0Guy8yLBhPp2BARL6au5nwuMw9vjeeghmg9SiVMVm6VJXdTM5vdMJBgNW5ENX3/dk9VwQxUxci9WQ08j6eGbm3QrqavnZl/Gy/7sfGkXW0/PyLem5nfpCp93th6jZCZj0VZiqpEu2Nw0Y6MduHiA9GaVmfmHcDVVP8rMvP31LHomzPzcmq40bUDClc8lcSaPjPvyczjh/Y1bWjuulS/raF1/z3coR9dNYnzz4eAd0bEcpn5ZDt+vQVYoN3+8/8+y5SN2xkG1B8RMR3weMuGvhqYkTqwPZu6onwgcF0rc/oILUM6nkXEfFS51g7tgOw3wBcz85h2/yXUGPufUZnjWTPzvkHFK01K+0xvBGzWTjD2B34IrANsHdUN/PyIeN94OpGIiDmydY+PiNcCr6JKkm+nhn8AzNrGA+8P7OnBy7AsSiWRvg8QERtQJcWPAT+mKpG+3G7vk/Zt0VSQmbdFxP7AIhHxcFaPkd8Bb4+IEzLz3xFxOrBQVAN5P8ujVGbe3foQHRYRj2bmtyPiSarJ/bSZeVz73roFWC0zbx1wyCPhceAoYEJEfLxV3kFV5G3efn6YqqQJajioRkhEzJSZD/VW1LZt9dF2wWCVzPxxRKxJJfs+lpnnDTToMaRnmNIbgQ2p9gQ/AT4InBQ1k+CDwKrUTGTP7feMo2Nc9VnU1LSfppowvpTa8E6h+ox8ALiXGj7yMNUt+4uZedp4K7ufWER8Fjh5KDvZejO8FZirZ+f4XeDrXm3WaNVKEI+kSs2XpUrQvwL8ifp8v5i6InVfjpOGd+0q3GepJl5/ppo0/hpYAjgXuI+68rwFlSw5YjwOJeqHVu79baqR79JUv5Fpqea2q1PlrtNQw21u8DXV89GGtD7Wfp5ANULfikrILQlsRA01OLPdt21mnjugcDUFUdMtPwb8rV11X40aKrJ7Zp4UEdtSfRouH2ScIykiZgRmysy72gW51wPrA+dmNaI9m9rH/p6aznS3zPzp4CLunlY1fibVRuDMie5bkOqpdWRmHtOGRr0sMy/wu294ehIja1HHpt8CZqHOt3aiJgF5H5VAPCYzT3vOv8v3Q89GRBxHbXh3Aj/JzHPbSdUJwA7UdJezUdUR14/nD330dEVvO77PUX0JboqI44HlqYOzx6kk0tsz8w8DC1iagoh4J/CGNm6ZiNiMmq729dT0Z09m5j8HGOJUFxEzA2+mGqwuARyYmb+Kasb6JuCGzDy6Hcg8npn3jed92tTUTlDfALyN6u/wNao54OPUcK3PZ+YVg4tQ40UbErc18DeqmvV9mfnOiPgy9dl+K1UpvTE1Hfdvsqbw1SgUEV+gpuvdDbiqVfXtDOwHvDczfzjQAEdYq3BaBViRuiq+HFWl/Srq6vnv2gn3VtR39T8z85d+V42cNgTsO9TrvwDw0cw8q+eE/oNUv8FDfF+enYiYkJmP99z+KHBPZn6r3d6IOv/clGq+mkND7p7r62zPEQ1LPD0efytqGM3aVNnqjK0aYmdq45yQmXdl5vVt/XG5A4iIJYA9I2Kbtuhm6qBsn4h4cWZuSXXF/wOVxd/GxIhGk0mM27wWmD4iFmlloCdTs04tkJn/GIeJkWky8wFqiMdvqMqYrQAy83yqkuTdETFz26fd1+4bl/u0qS2rIfe5mfmBzNwuMy/PzEeBZagmgdM+w1NIw5KZT1Cf17OA7wJfb8s/QlUqnUhdDDwU2NfEyOgy9F0UEa+JiLUyczcqkboX8LK22l+oaU7vHEyUg9Muwv2bStjvTyVDrgN+Qc28tEpE7NSGGR2Vmb9sj/O7auQk8J3MXBvYlxoKts7Qe5DVd+uQgUY4BkXEy4CvRcTOETE0OcCcVCXgkN9Q/YbmyGrQ/Bg8v+3f5IieUcvaPdH6EJCZO1HNRtfi6Zks7qcOdsf9zrh9WH8ETEclQz7evry2oLKWB0bEvJn5HqpM/xfZjYa0GiN6rmasEREfjIiPUFddpwPeDazbSpnXokp1x412FW6oSdq8VEL3JGCfdv8ubdW/UfuzFwwizrFm4mRbVH8qIuIFETFN+/8twLHAXl0qiVf/9Gx3V1Anz9NS1asAZOYuwKXAGRExAx04Rhlr2nfRhlTz6yfaso8D/wD2jYgvUpVnR2TmLyaR2B+3hr6vqFmW/kIlRJaKiCWyGk+eSs3QsURUXyyNoIiYPSJmzcx7gDMAMvMEaujeYRGxXltviYh4QbvffdAwtHOt44HrqWHe72l37Q3MHBFHtdtLAK+gZ7//vH+375Emp1VHzJOZv2tfXJ+h+g/8OzM/1UofV23LXgIclZmnDC7i/oual/xM4LDM/HpEvI76wP4Q+H1WA7FvUKW7O2fmLe1xltFpVIlqaHUEcAA109TZVAPS9akpuRcEvpKZZwwsyKksqiHaqpl5SkSsQw0behj4LZXIXIYau5pUv5EjMvPUQcU71kTE64ElM/Oodnthqk/VV6nhNNsDP8/MM9wn6vmaaAz68lSDw1dRCbg9M/P4qOmk/w4smpnXDDBcTUbUdMsnUENm/hERK1H9YU4A1qB6xvwzM38+wDBHXM/2vQmwCdX7awmqwnEWat86I7AycElm/ntgwXZQS3a8n0rKzkkNPb66533bCvhku/8twLu9KDA8bZ/wS6pHyxej+rkcRA3JvYpKnJ5ADTNbHPhUZp4+ued71r/fYxNNTkS8jdr4tgZeR5Wf3wN8CHgiM98dEQdTJxTbty+1cX3AGxFbU1fWdwJupDLFd1BfVP+gGhBeTI09/FI+hymkpH4Yumqa1TV9GuAQquHd19uwuW8B92fmjm39uTLzjvH0mY6aAnIL6nO7HnUF4kbgG1RT1n2oMdzrAodm5qXj6e/vt6jZfr5KvcY3AL8DTsjML7WrvTNl5oO+pppaImINat/17sz8dVu2Dk9PRb49sFlm/m5wUWpK2vfRd6jm17dSPRvmAK7IzA/3rNe5/UbUrCYHUc1of9aWrUglS5anjr/fmpkXDi7K7omIuYGZqaFOG1AXRLfM1muROr9+sl1E3pXaB/14YAGPMW2/vj11DnoBtX+4B/gPVeH885b8Hqr+vWlq7h9MjmiKImJLatqw0zJzy/YlNiM1U80hmfnriPi/7NA0jFHNgJYGXgmcn5m7RMSLqBOr/2TmpwcaoDSRVp74MWpc/vezOt7vBLwIOCgz742ahvpsYIvMvGW8Hoi2BOfGwFzA1pl5Y0TMSo1bPYz6Ep5zqOpLz05EfJ6aQeGciFghMy8ZdEwaf9oJyLTUrAUXZc3YMYG6evtkRKxAXdS5dChpotGh58r6AsAMWdMtv4LqXXc8dTK0KtUs+yM5TmZHey6iGtHe1bbvGbNNIx81Y81KVGNKt+8RFtVgdVmqn9HxwM8yc5ue+4NK8h1LnSudPF6PqfolalKAN1DDu8/LzO0jYiaqWmfx1uKhL+w5oinKzOOpKRffHhGrZ+aTmfkgcAuwaFunE4mRnl4FBwMXAncBp0TEDJl5J3WVdJGImLFdiZcGLiKWok74/wicnZl3tbsup7rerxI17eqSVH+Nx2F8jYvtHaOemd+jpix+DFg9qoHyfdSV5pky8xETI8MXEa+OiO9HxOpRUyNfBuzdDgQvaet4rKGpKsvj1BTbC0XE9FlNgIcSIzdm5lc8cRx9eoaK/Ag4NCL2A27OzA+29+t1wMFUkrWziZFmbmpIBj2JkVWoJOBpbt+DkZmHA/NSDaB3AC6NiG0j4tjWg2RoaO77hhIjg4x3LBl6rbImBfgZdUzxx4h4UWY+RFWlLh4Rs/brdfWARf9laENrB7w7RsSaWc0KNwN+HhE7RcSrqXGg1w0y1pHWDrqmbz8fQU1b/E5g+Yh4EzXt3HGZ+XBW93xpoFrp5zHAN7K6pV/Vlm9IVZEcRvXMOYoqTf9cZt4+qHj7oecq5ZoRsVdEfIwa+vYFqhz2M62a5CPAlYOMdYy6iGoUuC51IHMt1Zh6DXjq9e/6CY6mgp7jk6UiYuWoqbj/TPVhWDoiJkTEMtTQrhcNMFRNQVRvok9RQxjPAnakZv9bKCIWoi7I7Z2Zp3XppLJn+35NRGwaESsDXwbuaQkkoqaZ/x7VZ0ED0hJUi1Pb75+oRMgngd9m5n3te++ezLwankrmjpsLTv3Ujtemaz//lEqiLg1s2JKqnwK+npn39es1dViN/kdErE+Vqv4UmI+aOu3TwGrULDXHUo0a/zioGEdaRCydmX9tP087lPyImuVjdWrc5w6ZeebgopT+W1QD0v0y831D221EvJ/qtXEPNbzkeqr56nSZ+bfxWPoZT4/bPoZqHr0hsApVLfMFKllyfGb+fmBBjgERMRvwWGY+FBHrAq+mZjP6UmY+HhHvpqbpfSdwZma+d3DRajyJmnr7yXZ88kUqEbcJ1UD6ndTneg5qSu7PtauOGoXaSf80VALr08AuVKL+T8B+wG1tqOe4+y56JhGxMfWanEh9T30fOJ86Jn+EOib/dI6jRuljUVQT6MeBoIaAvRWYCdguM38ztL8aZIxjUUQsl5mXtp97z7XeDGwKrE1V4/S1qbvJEdFK6jMz72zlzwcDp2fmuW0c6PrAjJm5f1QPkv9k5lmDjHkktXHMP6F6NXyvLXtqxxcRH6Aah/2mi1/mGp3aVahXUQ2t3tj6iMxBTTF3IFU1sTWwadaUgONGVJOu5dtVB9pVt1sy8xvt9u7UgecbgC2ByzPzT4OKdyyI6sx/PJUgv5Ka6ehQ6nWcHdiondDMQB3A/xjYKTPPG0zEGg8iYpah/VPUVKWHA9sCL6caKb+qJevmp8rcHxqvSd6xqqd6bx6qR8YjbfmhwK8z8wcRsSs1fGSLzLx2gOGOqKgeCo+2CxezUNMZv5867t4F2HComrNVgk6XmTe7fY8OEbEclag9CdiL+t7blDpP8v15liLiHOCXmbl/u/3Udh41LfLtmXlxv7d/h9V0XFRvjK8An46aneJJ4IXUMBoy80qqN8FqUc2gjs/Ms8Z7qWP0jJFv45pPpk4AnioTj6d7kHwzM3/TfnZnqFGhVXFeRk09/ZH2+b4b2Ccz7wCuBm4aYIh90fZp6wDbRMSmbfHDwCLt/mmoK89XAzNn5rEmRp5ZVq+pI6mE2vbA4Zl5RGZuTE2V+pO26qPt5OY31JV86TmJapR8ZLsoA9Xr7CwqobkfsG5LjGwC3JmZl2bm38Dv4tGkJUY2oU78vxER27dEwFXA1hGxDdV0cZeOJUZmoypD1m7fW49T31W7U/vYd2Tm7RGxfkS8MjNvz8ybwe17NGgXAjajErYvBRaiLhLc6fszPJM4lzwAmDB0X9t3DPUg+WlmXtx+7uvra3Kk41rJ0iepUtSPtauDXwKmbRURADdTXeHn6HncuPzgR8QcUU1/noyIldoVaKiyxo9ExKpDf7slcxrNer50zqCmSPxI27bvb2XNB1NDScZV1Ujbp/0aOI0ao7oKdVC+VUTs1D63r6Y6zduXYBiiycyfUAcvSwIrRcScAJn5fuDOiJivHcwsRI3H/vvgotZYFtXo/D6qt9cWEbE5deL4auC9wJuzZjlZGdgfeMXgotWURMSy1FX1d1PfRRtRfYl+DvyC6jFySGZeMKAQR1xEvCAz76VmiNsZWCOr4eqF1DCxfTLz6oh4A/VdbZP/UaZVQB2amZ+hLjI/2i5AaZja8cJrImLRdsz6Z2CjiFiv51xrxM83HVbTURExe2be03N7QeCvVAb0CFoPDWqM40uAPXKcz9HdrmTsSfVi+C7wPiorfBg1tdziwGKZeVDvWDhptJm45DAi1qHKdNcGfkXNBvCp8fSZbpUxd/TcXhA4HbiGOqG/jWrsdTmwArVPc9z2M+i5erMo8O/MfDiqKfeBVA+X3wKzAj+gDvCvb4+brR38S89KRMxOJTd3z8zfR8RW1AnjUMXXqVRF3ARqeOCemXn6oOLVf5to2PGMwOuphopXAJ+lKiKuiYhFM/PaiJg5Mx/oylCRiHghsA/w88w8PSLeQ23fn6Nm4ngLsDm1jb8F2LUlpjVKRc2W9eig4xhrImJ5qgfeLFRi8Gxgeurca0eqx9mIX4g2OdJBLQnwGWrs1oFt2Q+obssvpKZNOgx4gGqud09m/r0LX1yt9PN11IwL3wBeQ12R2pF6PWYGVjAxotEqIpYEXpGZp06cxGtXoW6nkvFXjpfPdCtJvhQ4LzN3bMtOpppJnwe8kacb/s0GzJGti7yeWVSTwF2Bv1FJ9G9S/WwOoBrS/ZVqwPqTsBGdpoKI2Bl4F/DBzPxDRLyDGtK1L5XwfBMwJ3BxZv52vOzLxrqovjCrZOZxUY2w30c1w/4CMA+wQWZe34Y8btXu79usE6NVRHwSWAz4YRuq/h5quNjnqBnAXkMl//6TmRe5fQ9GO2Z6UdZ0vP/13eZ78vxExFLUedZmwFzU0KR9gBuBlYHl2rCyEX+dTY50UBs682ZgJeCfwJrAVZm5WyuTPhr4F1XWd9fgIh058fRMHq+jpvRcnDqZOi4z74mI+aiDsW2A32XmXgMMV5qsqNlols/M7dvtTlQ5tUqR31AVDAsDN2Xmru0q3duo5qsnjqdqmZEQNXXkIVTj1U8Dr6WuaH6eaor5VeC9aRNMTWURsT3wQWp2gqEEyZbAUX6OR5+IeBnVAHx3qj/MTsC3WvXPQcAT1In/HdQ+5ZNdq/iZqKrmY1SV9nEtQfJeqmLkkGzNxDU4EfFy4OvAh7P6Lw4tf2pGFT03EbECda51VWbu27N8dqrKbDfg/sx8xyDis+dIx7SD1wepjsq/oabynDszdwPIzP9QjaCWpLL8ndASI6tQDQe/RJXtvhJ4VyvXv4WaW/4zOPZTo1BEvKol944G5ouIA+GpHhzjWkRMyMwbqRP3twLLZuauAC3BezpVQfLPwUU5NkTEiyLipT2L5qNmT1ie6vewX/t5f+r1XC9tgqmpYKhPUkRM35K6h1EnJ0dFxEqZ+X3gh8AHI2K+6GmcrsFqFYtnU9N6n0XN2PFeqrcI1HDtq6mT//fQEiM9vbHGvXb8/WTUrDNk5kHU99I7I2KdzDwaOAXYLSLshzVALTGyO3DtRImRlwB7R00tq+fuHqrX5TJDn4f2+bgnM8+nZiS7u1UFjzgrRzqidzzcUOa6jQVdD1gD+EtmfnNS63dFK2t8TVZzQSJiC+BD1JfV9zPztpbZ/whV8ni/JwMatHZw+QKqsd2CVPnyCdTB6CGZ+YsBhtc3PdVeEzLz8Z7b8wKXAEf3Vnh1cZ/2bLUy128DjwF/zMyd2vIZqAqRb2Tm5RFxBDAjsF9m2nRVz1tPb5uNqMrWeakLFZcBmwAfBnbIzAuiGv/eMrho1audSB5DNbi+NjPXasu/RiWsN8nMG3r21S/IzAe7VGnWc9y9DnXSfTVwLzVc8V1UZeNJmXlGRCzYkv0aQb3bY0TMQU1WsQx1UfTCtn96ATUMZKbMPHJgwY4xPfv3Janp1m+IiBdTF/POp44t7upZf1Oqx9Sr20X7EWXWvQPaUJn9WhkTbQc9TVZn7J9TMzu8MiI+MvSYLp1EtHJ8qIOwxSJiNYDMPAH4D9Vz5AVtnZuAzTOzc2NkNWrNmZkPUDMBnENVTuxC9YLYcHBh9U9EzAVcFhELT5QYmZCZt1LjVd8ZEQcPPaZL+7TnopXEH0OdkK4BrBE1E8hQV/5ZgX1bhd0rgK+YGNHU0g6cV6SSu0dRla1bAxtm5neoJunfimr0a2JklGjDFvcDvpyZiwMPRsTvATLzw9TUy8dFxCKZ+Xhb/mD7f9wfQ0XEBHjquPtVwNeoviLfoo4rf0jtd/8MvL1VKpsYGWE9J++rR8RbgdVa9emfqGTI0PnTg9QU1A8NLtqxp722G1MV+PtGxAFU49VtqeO1j7V9yZAbgHUGkRgBK0c6ISJeQY3TnQM4MjMvb8uHMtkvoIbXrAHsn5nXDSzYEdRKcmejZlv4BnAsNaXajMBfqFktvgJ8PDP/NKAwpUlq2+88wHeoJOdfqIQIwONUn433Awtl5k2DiLGfIuILVCJotcy8pSdBMvT/AsDFwOrA37twIP5cRcTQbDM3ZuZ2bdlfqNklbqdm+bmQqiqZFfimPR/0fLXhW6sBf8jMK6JmpVk7M9/d7n8LsAdVeXBTS4ZeP7iINbF28r/EREMPTgPmyszXtNsHU+/z61qitRMiYgnqO+rnmXlJRCwHvDszd27f3xOoxMjRmXl2RLwkM68ZZMxdFhHrU720PktV3n4E+AnwKeq84HuZeeHAAhzDImIlqs/QRtRMqFtSw/AOBh6lKkh2yFHSKN/KkQ5oX1qXUFMl7diSJb0VJA9SY/L36kpipImsOcl3ok4i16eGI1zdbg+VkZsY0ajRM0Z7Qmb+m6oSuZca370nNVTugsz8APDS8ZYYGboSR00l+2/gVxEx/0SJkQnt7140M68yMTJlmXkf8DPgkYh4c0ScAfySmqXrNqoqafrMfBuwVWb+uEu9AjT1tSFcJ1HDZ4Y+n1cBM0RN70hm/ohK0C3ZbpsYGUXa1fbHhxIjETEdQGZuDNwREee12x8Ftu5YYuQV1JDsB6ljb6iGtG+LiDUz88lWzfhvqvcCJkYGIyKmaW0G3kMN4XsS+Ac1+93d1FSzj1HHWXpugjqeWJGnEyQLUMdxswIbjZbECFg50gkRsQGwFzV85lVUE71vDp30RwenXmzj3lYHTsjMeyPi9cDhwMGZeVQbYz9zZv6nS+NiNTa08sT3UlNvf4PKwM9CzbC0NlWq+05qH//keNuG2z5tT2pK2bdSDUJXycwbh8a1t/XG1d/dDxONs96Bej3vycxN27Jpqe1rr8z87cAC1bjRqrrOAA7MzON6ls9DVYr8h5ox7yrgeODNQxWvGn0m2oc8NTtaRJwDzJaZKw80wBEW1Uz1HGro4TET3fc2aujYXlRi5IvAju5bR1Y7xp81M+9o+53/AF8GbgXWAj6QmVdF9R68Eri8a+dJz0fPMKXXADNm5i/ascS+wLmZeW5E7EXNDPr53sqz0WDCM6+isSwipgfeAuzRNs7lqT4E20XENzLzii584FtW+IWt/H4h6ur6K4DHI+KkzDwvIvYGjo+Ix9oX2iPQjXGxGjvaZ3hvaorLeajKp7ky89BWlv4O4JK23SaMy214LWr6w+8C342IzwPnRsQbM/PmoZXG4d891bUDmGnalcxvRMRDwGsiYoPMPIM6eJmL6i4vTQ3zAL/PzOPaAfOTVCL3toj4MtWQdW1gC+CjJkZGl54Tn/mAf/fuZ3sr+DJzrdZHpmvmpIYoHgNPDYHN5sSIuBvYDngYk84jrlU9rgYsEBGzAVtRjYNvA/YBlmmJkZWpITXv7cJ50tTU9g/rU0NptmnLnoiIR4FvRsQu1Lnof02TPFqYHBnnMvPRiJiFGjLyi8z8Y0QsTGXvJkTEx1tJ9Xi3DPDGiHiSqp75BHWCtXy7/2jgUmoK31FT2iVNwouBK4fGvkbErcBJEfGXluQ7vANJgXtpU423A8+DqBOq81tV2GMdeA2et6GTnFZdNHRCc3TrQ7VhGyP/NmraTU9QNbUsQPvubQfM0XPy8RDwm8z8akTMafXm6NKTGNmQSsTvRQ1B6N2f9CZILh5owINxH3V8/eKsoa9PbbtRDa2vzsy3xtN9/9y+R0jP9nsFNWvQilRfwaQahb4QOKENLV0X2DMzLxpgyGNS1PS8nwM2y8w/tyTpwlSPkceoyub9cpT2cLHnyDgzNA48IpZoB7ZQDYZmiZqGFuqL7BJqPvpxnRiJiBdHzdZzBbAssBvVj+Fm4PvUDDWvjmog9mPgoMz8nePpNVpMYlu8HpgmIpaMiBnaF/exwAwwfqslImKl9m9eqjHoByPife2k6qVUY9rNM/PR8foaTC0929RMQ8vaCc3QzApfp0qJ1wd2z8zT3SdqKjoDuDYidu45WZmh3bce8GqAbDMV+HkePdp7tRo1NOTAzPxHREzfTvSzJasZGlrTUQ9RM3G8DZ4uGWn3vRh4T0TMNJQQdPseGa2C/P/azYeppqu/BmaLiGXhqf44e1KNWN+Xmaf53ffsRMTqVELwLOATEXEIVe28NXU8sT+w7Wh+be05Mg5FxLpUdg6qIdQJwMuADwEPAEtRpUxnDibCkRHVEOto4PDMPCZqquKlqKz+KZn5m7be/1EnV3dl5nkDC1iajPaZXgH4T2YeFjUN2uzUTEt3UL1GthhvVzh6TpxeC5wInE81uPsaVT1yIpXgXJ0aI3zWgEIdcyJiHeADwAXA3Zl5RFv+VA+qqEa3N3tlU1NLOxgO6sRxNaoK7hvtvuWo2Tt2ycxfDC5KTUpPpcOu1En+AVSPojdRF1s3z8zHBhnjoPV8Z61InRzuDXwrMx9oVSPfBnbOzJ8PNNAOioiXU8P1Xk5VhbySGjL6aeBGagrxeYA53P88NxGxAtUL7iM8PWvij6njjPWBtTJzh4EFOEwmR8aZiHglVcr0YSoJcCg1T/exwF3U8JJ7MvMvAwtyBERNofZ94GuZ+b2e5S+iTggWpqbpfRBYPp2WUqNMz0HWclRTwm8BbwBuy8z3RsQHqC/3hYHDMvOnAwy3byLijdTB9wnAtcBmwDrU5/cyqintHJn5t8FEOPZExBuAr1P7wh2A6YB3ZebD7f6nmipKU1PPfm02YGNq5oL5gd9QQ+P28Pt4dOl5z2ZuJ/lLUc0r56GOLf9ETc15SDq731P7z6jpS78O3EQlBJektu/TBhpgh0XEZ4BPAl/NzF3bsiWBXakpZd8BvN0LLc9eVD/H7wNnZuYBE11oeR01A+hemfmTQcY5HCZHxpGImAP4OPXhXicz/x4Ri1DZ/ZuomVhunsJTjBsR8VFgzsz8VLv9CurK+5+o6dQ2oK42L09NTfnLAYUq/ZeImBV4sh2ErkxNo3p+Zh7bSs9/BNyRme9u68+emeO2WWZEHAlsCyydmVdGzXSxFrApcGzWdJ96FqI68N9KlRYfArwlM6+PiJek00lqKuo5sZ4vM2+Z6L4J1PCDtwM3UBdu/mCl0ujTKs22AS6i3qufAbNk5q1tSMJxVH+BTiWpe7bvJYF7W4+R3gTJXMAcVJPWu9txudv3COp9vaN6Lm5IXVS6Fjgpa8aaxan36LHMvHRgwY5hrc/Ip6kKkY3a8doEYDGqse0pmfnjsbD925B1jOvdyDLz7oj4LjAvsH1EfC0zr4mIPYAv8fRc613wGDBz60/wGeoKx+LAtFQDsa8AvwQmZOYFgwpS6tWuyH0BODAifgvMTZWe399z1W4z4MyI+ElmbgjcP8CQp7qeg83ps/qHvL+NFT4pIl6ZmTdFxLlUGbfNk4dhEpUgTwDfpYZkrZnV9HIdqv/SlzLzwYEEqnGl57O8AfCF9v/1PQfGT7Rt7du9jxvtB85d0676HkwlqfcBbgZOA/7TqtCOAj7StcQIPNWDZRNgF+Bj1PS8AE+2K+d3UPvZ/3rMyEbZXT37oLWofiMzUReMNwXWBB6Mmj1oWaoP44O9jxtI0GPERNXN8wKXA/tRF+P3j4g9smb9uZ4aKnnXWHldrRwZw3o2zHWA5aghIocDi1BfYhOofhtXR8SMQyXTXRARL6aGIkxHDS/6emae0b7EdgPWzsxxdVKpsa1VNx0LHD00Br8tfxOVdT8UOC0zH4qaovuVmXnJYKLtj5592vpUZdfDwL6Z+VhEHEMNC1wpMx+Pakb7yCDjHe0iYpah/VyrQnoZcDo1TfmBVMJ8R+r743Bgt6zpe6WpIqp555HAuzPzwoiYLTPvHXRcemYRTzVLfC/Vk+E/VH+rzVql2WLArFQFyfkDCnOg2onht6l+K/+Imu1k9sy8dqycCI53LTHyFapKciOqef1bqWHKa1KJkp0z89QBhThmtYT3F6m+IptTvS2voEYwrEklTa8YWIDPkcmRMS5qOrV9qOqIjwO3U1MkzUdlsqGmq3okx/E83RExV8vQExHTtZOpF1BDa27sOel6LTW28J0mRzRaRMS0VHXXlZl5RLs9FzUW/2rgFdTVjm9TZaAPDSzYPotqPnsgVcJ9EvBHqsP5PyPiRCop9AoPPKcsImYHPgucQ53UfAe4BngB1Y3/CepA8U1Uc9uvZpuVxtdVU0tEbAosBPyBujq7AzUk45DMvGFwkWlyJq40i4iNqBOgR4A3ZeZtbdkrqP1GZ5PU7eLFh6jeIisDr6MuUL6/qwmjQWtDb+ejGthfExH7A3dm5sHt/m8B82fmehExE/Ci3vOEAYY+pkTEPNSMPx8ClqAu4L0+M++MiPmpi/RnjsWLeE7lO4ZF9RjZjBqvOz31fj5OZfBupmZ0OCwzHxqviZEoE4BzImIXgJYYmSYzH8zMG9uqEyLiNdQX2NEmRjSatAPR6alZkwD2Bb4BfI+aau4xqtHydtT45XGnfZZnBLagEiPzUOXIjwGHRfXDeBu1v7M0+Zm9gBpTvS5VebR5Zq5HJUu2B6bNzE8CawBvNjGiqWGo2iAipoua1vUfVI+vA6jjk12BRamEiUaRqCa5Q9N6rxIR746Ipan9yNnAmcCjrQrtc8Bfu5YY6dm+52+L/gJcSjWovYGapeMYakisRljUjDSnUvubfSJiW+qi8XRD62TmtsAD7aLqQ0PnCX73DV/bV9xB9SD6KHVBa8OWGNmQam77ubGYGAErR8a0dnV5Xqqs8XiqyRDUFZorqQx/J97gdhVjC+oK8w0T3Tdtu+9DwIGZeaonARptovqNfIO66vQ3qifE+dTV/Zdl5k4RMW9m3jrAMPuuVXzNTSWG1mnDiG6hxrh/NDMfGGiAo1xLMD3RksTLU1frd6Gmk/xqW2cP4LXU/tDpyzVVRcTGVFn1dFQp+2XUucc9bSjGScB2Y/XAeTyKagS+N1Wpdw01O9ofqGPMc4EHgBdR30d3U0OVO3ks1U7+dqaSIvdS/VjIzAdb4ugYYFsrR0ZWG5p8MnUR6WJqGtlVqAtMe1Cz1JxHTeV7JLBedmSSiqkpIl5KXWDZm7rwsh6wTWZeGhGvpo5d35GZFw8wzOfFhqxjWLvafHPbIVyQmTe3YSNHUaVMXfrC+hvVbHUB4IbomUKqXQX5MXBh67/SuS9zjX6ZeUVUs9WVgZ8D07Rt9xHgBe2K1e0DDXIEtAPMR6mrzC+PiAeB31In9yZGpqBdqV+Vaqx6JdW35QhqjPXyEfGWzPxRZn4+Ij5N9WOSppqoBp17UBck9qauKK6WmY+2pMnewN4mRkadaamLaq+mpuV9b2b+PiLWBF4P3JCZ34iIbwKP5hhqrjg1RcQywP7UjBz7AktTVdtPtv4jxwC7mhgZiGWpvlrXtosqP6HaDHyMaly/E9UX45XAp0yMDM8kPuf3Udv/BVQvl5cB27YL0a8DPj6WEyNg5ci40K7EHEUlCDajMna/GGxU/RURCwIvz8xzepZ9GtgEWKO34VsXv8A1+k28XfYm9HqWvZpqgLdnZv5spGMcSb3j3Fv1w4ephl4vAT6cmWcNMr6xIiJeBJxATVP+9sw8JyIWoq7uLA/8OjOPH2SMGr8iYktqmujZqSE0W7XmlHNQfZRelNWY1e/lUWLovYhqJroh1afujMz8RLv/PVTCZIPMfGyAoQ5Mz2u0JvAqqsLmAGDLzPxXG350JzBHZv7N7XswImInqgfjctT79HFq2Oh/2vfg48BsWbOo+B49g97XqFWXPZk1a+IbqeHPH6R6472UqjL7e2ZeNNZfW5MjY0DPTvll1Bivx1t5asBTU4ktTpWiP5mZFw4y3n6LaqD0FuCr7d+lmXl6u+8bwLmZefKkTjal0SRq9qTFM/OgiZbPQp3M7ktdhTp9EPH1S88+bSlgZuCyNgxkQmY+3taZnTqZmjUzLxtguGNK1ExG3+bpniOfagczc1H9WpahDh5vHcsHLxodJpHk3Zpquno/VWp9U6sY2YBKcj46oFA1kd5jpJZUfbjtK95B9SK6IDOPbNUSBwFbZOadAwx5xA0l7Xv+Xwz4AfBCqiLq1qgZO7YAdszMewYacEdNdBK/C1Wx9k9gmXZsMfF09noGETEvVXn6FmBBKhl4NTV06SqqauSIzPzDoGLsF5Mjo1zPScSbqNkGfgXcBhyaNW3YNFR+pBNvZEQsSU279R3qytQ2wFJUWeMewAeoL/jdBxSiNCytH8QngG9k5m8mum9aqmHhC9s4zjGdhe81dEAeNQX5t6iGXksCK2bmw/H0bFPj5m/up4h4JXX1cs+eZdNRiaVPU41XP9CSI2sD5+XTjaql5yQiZso2a1a7irgYcF9m/jAiTm6rbQ2sRjWr/Fhm/nQw0WpiEfFiYLnM/GnUDGH7AUn1dvoBNbxzR+Cu9pDDs0NTnbb9ZWY1mFyLShb9E7iE2o/OR3133Uz11fl0Zp42qHj1P9Wn76X2O6/IajlgcuQ5iIgl2o83UjPSrE41Hd6d6is1B7B+jrNJLkyOjFITZUFXocZ3nUFNpbYh1e39Cy1B0omTiKjeKidSTSt/2L60ZqLGyn4duIca/7kG8NbMPHmyTyYNUKuK+Bo1Le1ybdm4/vKe6GTqZVRi6PDM/EPU1HqrAsu3BMlTFSSavFbmegbwTeDU3gOUVln4Cmqc9ZJUZeG2mXnRIGLV+BE1U8EvqEa/twOnUFcTVwXuzsy3RMSx1HTRL6amez1zQOFqEqJm8VgXOJ26MvwZqpfAQVQvgS9TQ2neAHwtM//YoWPNGamTv1mpWXo+RzWZXItqUnsncAs1VenN1L7X2b4GJCIWAW7L6jPSe+60E7U9r5iZfxpokGPMRFVl3wQ2phJNd0fEGlR/l1WpCuelM/O6gQXbByZHRqGIWJiaSeCHVCb/z8D0mblEu/+V1Ia6FNXY7O+DinWktIOxn1ElXN/pWf6ioTLPNuZzOepLfqvxWOqlsaunCmyocmJV6ov7l1lTqk6y78h4EBFzUmNTDwMeok7mX0H1UjmnrXMksA41M89Dg4p1LGlXNz8P/J06iflAZt400TovBN4KXJ2Zvxz5KDUeRcQHqSuI5wE/GaoqiIifAtdk5g6tAm62zLxrCk+lAYmI7amLSbNS/YnuiZqi9pdU1dmZ1PvXucaVUb1F1qD6VpyUmd9px+Zvo4Z6fiYiJlCN0x81MTIYETEPta1+ITNv7G030O7fGbgiM88eYJhjSs+x6oyZ+XBbdgg1U9UKWf1bZqIq9pfJzN8PMt5+mGbQAWiSZqKaq76wXUl+LTBNRHwNIDMvp64W/oOahaALngT+M5QYiYj3RcTRwOkRsR9AZv41M48FVjYxotGk58tmbeDTEfEB4Hqqi/oiEbEXwHhMjDQvAI5t/y8O7EYlfVduFWFk5vupg/KVBhXkWJOZd1DDLPcBfjNxYqStc1dmHpmZvxw6cJSeiyjTAGTm4dTMMxtQVxGHvAeYo1WKPUFN+6pRoncfkJmHUUNopgPeFBFztUTIEcDsmXl/1xIjLaFHZp5LJYceA94TEfNm5vVU9fKGEfHSzHw8Ww8dEyMDczs1BHkXaD0G6lhrKEny1cw82+++4Wuv3wbAoe2iFZm5EzXk7sJ2UfqhzHxgKDEy3l5fkyOjTCutvyozLwV+EBGfycy7gRWB9SPiqwBZDQq/1BIl41ZEvCQitm7l4hkRv4+I86kM5m3UvOXbRsTmPQ+zIZZGlfZlswbVwOoX1MnstsBl1PCa5SJi34EF2GdZPS7uoMq096Sa2e1NjWHdJCL+r623TWaeN96+aPvsIqpx7+oRsUHrNzJJHsDr+WjnHU+27+XZMvM4aj+2TUS8qW17L6Oa/s469JgBhqwePUn6N0bER1v1z+nAoVQvtz0j4q3A9sC/BhjqiBvab2Y1XV0yIhbPzN9RlcgXAbtGNagM6txp3A6BHQsiYr6IWLrtX3YE5oxq8A78737H/dDwRcSK1PHZKcCiEXFy29/vTB2/Xtqqpp4y3l5fkyOjTNsxr9a+oN4PrBoRu7ay1BWALSLi0LbuuGqAM7GovgQnU5l7MnMjatznKcB2wD6tTPzwoXXaeuP16rvGtvWooSWPADcAR7fhI38GvgD8aICx9VVU89kNqEbKlwIfBWahymGXBTaNiJmH1h9vX7RT01DiKCJWiIhNgWsz83PAkdS0hWtMfOAiPR8RsWBE7N1+fiPwY+B7bSz6ldTJyRHAcVT/ij0z87YBhavJaImRN1FJ+umB1wAXAz+lpv9+Xfu3zdBwxy6Iak77voiYK6r56lnUVfNfUT3tzgAWAH7P081Xrx1QuJ0XEa+nkrKHtATf7NQ5wAIDDWwciGrA+iFqKu/TM/NNwMPAt1qC5APAujnOe8J5ADU6JTVl2kkRsTtwUEQ8mZkHtYTBsoMNr/9aBvhQqhHYCe1gf9lWBtq73grA5sC5AwhTmqQ2HnPJzPxTGzZyN5UE2ZkqAX1LGx/7Lmpq7uMGF+2IeDHVX+W1wPeoWSx2phop70oNIXxgcOGNHe0EZyMqoXYJMFNEXAt8lrrgsTd1QG8DTE0t01IVXvNRQzDeTZ2MrEJVvm1DfY4PAdbIzL/Zg2F0aNUOL8vM89qi9anjqqPa/QcBP8rM9SJiIeB3mfnnAYU7KAtQM9DMBvwf8ObMvCwi9qG2612opqzbAN/t4OszakRNUHEI8F7qO+4TwJxU5dOKEXFlOhvb8zEr1cZghYhYMTMvzsytIuLHwLER8Waq7cO4ZuXI6HQD8FhEvKENn9kVeGtE7JaZd2fmr8Zz2XkrbzyNmhbwW20M6FnUidXQOvNENRM7FtgtM387mGilSZoH2LqN1zyCOqG4izZXfGZeFxGvor7Y7xxcmCMja6aKbwKbZea/qSvP11MVJP/xYHP4ImJ6YDPgvZm5NdWQ9T5g68w8iZoeedxvUxo5WTMRvBmYH1gpM//YhvT+GLgGWKdteytl5t/aY0yMDFi7qLQJsH2riAB4kPp+GvJp4PaImD4zD+vivjgzLwEOoBIjL6dOtsnMvagTxb3b9v75Lr4+o0VEvAT4IjUt+B8z849UFfmRwFepoWALt3XH7TnS1NRTifqqiFiSmq56T6oicMNW9UtmbgrslZlPdKE63+TIAEXE3BHx9oiYEBGLR8RxETF7a/p0KnBwawL1R6rM6VdDjx3PBx6Z+RjVm+DVEbEDNZTmssz8as9q91LDE3bJzDMGEKY0JddTJ6hbAn/MzOsz8yfU0JmNI+IsKlnwycw8a4BxTlWt/P4L7edlIuKQnj4Y5wGvaX2V/kG9FvtaMfKsDU2P+jp46sD+X8Dq7faRmXnhwKLTuNFz4DxNZv6Lmha6tzn87VRi7lXtIf8eSKCapFb6/ivgHODtrbfTscBHImKLttpywNLAPF07oZxo+76QShRdTTUKf3lb7QRgqOmqSecBiYg3AItQ1T3v7rnr/sy8vQ0tvZiqKBnX50hTS08PojWBnwOfoip7X0glm2ai9hsrwFO9LjvB5MhgrUuV8m1BHfDeDxwV1Zjxn9RUvkMb5aVdOuDNmm1mfWA/4CWZ+bGh+1qzoPcBx2TmWV37Qtfo1bMtzk6VfO4JzB0RuwBk5oHUFaptqOmmTx1n2++TwOsj4ovAFdTJ0gbUa3ELMB81/IOsxtOdavo3NWTNAPJF4OWtxBXqKs9METHnONueNCA9B86rUzNs7UQdp2wAvDIiTm39K9agDWtt26YGLCLmaP9Pm5l/p2YBW5FqYP8kddz5qYg4iurZtldm3tilE8qe7Xttqp/CwcCiVDXj0sDnIuKT1DDFXwwuUrVj/oOAB6hejDNEzwx/8XQT8muo2f9mGkykY0vb/lcEVqOGJW0PnE21NJgZ+AZV9XzvoGIclOjQvnDUaSWP2wCvBM7PzBNbCdMq1BWaGYHLWyPSTmpDD34FfCIzj4yI11BX3D/SpYZhGjsiYkPgQOCN1Awtb6JKP38K/IZKhu7fKqTGnYhYgKr2ujAz92zL9qUSRq+muv2vlZmd+8J9Pnp7OETE3FTy+MPAX6khhx/NzNMGGKLGiZ4TxzdQn+X9gA2Bq6gTxauohMidwAcz8xJ7jIwObdjdX4DvZea+UVMvn0TN4vd7ah/8ReAmap88S1d7xEQ19vw69X09ffv/PcCF1HDYW4HDM/PSLr4+o0FELEJVOx2XmYdFxAuoSrXtgRt7jjGC+k68LjP/MrCAx4iWUHqC2p+/GNggM/8ZEbMB7wLeSX0WrsnMRwYX6WCYHBmwtoG+k/rCOo9qjPVIRCxLzW7x564PG2mZzTOpSppXAl/o+mui0SkiVqPGv74nMy9oX+RJzQowdEVq+8z86QDDnOomPnCMiAWBY4CrMvNDbdmiwFLANG2Ikaag5wR1PmrowkMTX5lvr/PLgdsy888ewOv5iIiFqQbRN0f1+tqD6gl0aEvIbQm8NDN3buP/Z8/MSwcZs/5XO378KfAlYHng35n5sahZWd4OrAx8u2sXmCJiHqrv1eHt9nuAhTNzaCamV1Mzqq1JNWl9NDP/NKBwxVPJkc9RCZF1MvOmiJgBWIm6OPDJzLx6kDGOFe21XB44dahvSETMQrVx+Htmbt+WzUYNT/p9l0Ys9DI5MsJ6DnhXBl4A3NCyde+iEiQXUAmSB1tJ5BMe8EJErERlOLfOzB8POBxpkiJiY6o09w/UWO4PUYm9r9EasmZrWDheTHSVeQ7gycw8vVWQHAP8LTN3nNRjBhDumBIRm1Db0L+pq8HHZeZN7T5fQ01VUbNzbAm8MWs2re2pizQfyMxbIuJF1P5sq8z85yBj1aT1HDf+H3XMdF1mrtRz/2JUk9Zzs5qMdkZErMfTfcC+EhFbAe/MzPV71jkc+GpmXjmoOLus53hiUeCRtt+ZCdiXSlh9rCVvZwRmzMy7BxjumNEqa35F9Sr7OTXb3b8z88qImBX4GfCnnotZ03Z5mKQ9R0ZQz4d+Y2qc57rAFyLibZn5XeB84A1UA5wY2jA9AH6qB8l8mfljx9RrtBjaFttVVoAbqZOJz1MNgz9KJUtekpn3j7fECDw1bnUD4DBqKOB3ImKHdhK/DbB8RBw28WMGEOqYEhGvpHoEvI2aYWJt4J6hbc7XUFNb1uwc3wdOaVVJp1FDaN7eKpjmoHpWPDqwIDVZETGhJUambUMLXg8sFhFPJaez+jwd3rXESPNbqjJkyYjYJjOPAyZExElRMyC+nuq/MN2UnkT9EdUYd+h44nSq19EZmfkQ1fvlWuCwiFggMx82MTJ87XhhT6qPyF+BtwBfjoj3ZeZ9VO+o5SLiW239ziZGACYMOoAuiIgXAhMy8/aIeBmwM3UCtRE1jvfNUdOoHdtOsi7xwHeSnNVCo0r7It8I2CYi/kKNjd2IGsd9dys9fynVbHnciIh5qe+P26lpD/egGnq9jEoQfSEiZsvMz0fE26gpQDUMPRUhLwZOoRLmywLvyMz7o6bb+/sAQ9Q40o5PZsiaYpvM/GxEfBg4maowOIPap/0YeBw4KDNvGFC4mkjbF59K9XG6vyVIHm8Jkr9FNdQ9OyJmzswvAGTmwwMMeURFxEJD22tm3hcRF1I9V17aTsbXjojvUg0/lwB2T6frHVERMUu7ePRkVF/BA4CNqSqH7SLiosxcOSIOoGYUmofqmaNn599UgvtrmXlRRLwbODoilqNmWHwjsMzgwhs9HFbTZxGxFHAI1U/kUGoozWzUVEmHUP1GNmv/vpGZRw0oVEnPUkQsTjUI/hEwC3V1f5/MPK8NifgssPd4GgrW9mlHUn/zj6mrOQtSByxHZuZyUTMA/Az4eGYePKBQx6SIeFlmXtX6P3yLSpJslJnXtkTcB6jhhXcNNFCNeVE9kT5JVbkdlJkPRMQpwOVU8vP1wNtaGftLqB4MNzqka3SJiO9QwzhXbUOyexMkT0Q1tj+P6ttw/VC/gS6IiBOApTPzle32KcANVFXUW6m+Cse0++bJzNvcvkdORMxM9cc5NDNPiJpCeXrqe28fqqLhHGC6zFyp68M9nq+I2IFKPH2aOgc9ixoqeRCwU2b+cYDhjRpWjvRRRLwCOA74MnBC9nT8bRm7IzLzrxGxDDWk5g8DCVTSsxY19/uh1JTSh0Y1sbqTKgX9DNXx/gMtQz8uDrZa1cJJVIO043oOsq9vBzW/a7cfohIofx35KMeeniGXSwAXR8Q3M/PjEXEelXRaMyJuoF73PU2MaGpoJ9J/oGY72j4i1qdmmdoLICIOAs6JiHUy85qex435fdl4EBHTZc16tis1BeevI+INk0iQ/KkNRRhXFYzDkZlbRMTpEfEbqtLxisz8ZBueOAuwaUTMlZkHUbPLuX2PoJaQPQzYNSIezcyT23vzXuA7bVs+Ftg9IlbOzIsGG/HY1HMMejjVGP9n1IW8r7RVVhtUbKORyZE+iZo+bTvgm0NZ6bZ8KOv5CHB41Gw1O1KzW9gVWxo7/kRNj/hW6qrHvRHxA6rvxheA9Ye+yMfRwdbbqGTQsUO9L1pp8pPUPm3OiPgysAE1DOQP4yUx1E8tMbIhsDnVu+VdEfF4Zu4eEVtQwzAfpkq+z/A11fM1dCyS1cfrUWArqg/dfkPrZM1wMg2wMHW1XaNIZj7Wqsk+QiXq3wH8MSJWaCedEzLz8bZ6J4Yl9+4bh/7+zNyofTevl5mbwVP73LOoqeX/3pZ1pqJm0HouCEyTmcdHxCPA5yPi4cw8MyJuAZaIiPdTU/SuneOwZ1s/9X4Wev5/IiKupBrlf6Wt17ufEA6r6auI+DZVsnfEpA5m28Hw8sBFmfmzgQQpaVh6vsyXofps/B24hSrPvTszt27rzQK8cDyOy4+II6gv1YMnLm+NiLmoMcKzATdn5tmDinOsadvMmcCBmfmT9lpeRFXnfKqtM3M74TExoucsIl6QmQ+2n5/6DEfEWtRJyLXAKeNx/zUeRcSRVLXPUT23lwNeP/Q+d0m0/hVDyXtq6vihbfyn1Awnb+xZ3/3pCItq9rwOcHJm3tXeq1OoRNViVCXU5cD7qGmnj8pxNDS53yYeVtezfOhCFhFxKXB0Zn5tYIGOYs5W0wc9O+UreLrr9VOzWkTEdK3s/jeZuU9m/qznMZJGoZYY2Rj4NrATNVxu18zcCJgtIn7Y1rt/HJ9YnA28KiIWbFcgIiImtKvLmwCXZuYxmXm2+7Rn5SHgaqqZLZl5B9W4e5eI2Lcte6D974G8npOImJMqT98UnrqKOG37+RzgXGAR4J1RU3Fr9PsPMGvP7X2BeYELI2KaLu2Ho3ro/CUi3t2zn3yyZxtfD7gvIi4eeoz704F4IbADsHFEzE4lRq7OzE2o5u4HAMtm5j7Am9NZKoclIuZtye/HI2Jd4KiIePvQvjyr4e3QOemXgV8PLNhRzuRIH/TsbC8FPhUR6w1l61oWb1lgTapr8MSPkTRKRMSsETFT+3lm4EPA+1tp7v7AUlGzsWwGvLhVlYxnf6PKszduCZJs5ZjLAx+kxnAD7tOmpGdI0mLtYOYJasrU70fEDG21O4GvAGtHxGsHE6nGmQnUjDOrRMR68D8JkjOoA+b5qKaIGoUiYrmIWCoi5qD62n26Je6hEiOHANtl5pNd2Q+3CpAHgXcBB0XEmyeTINkYuCMiVh1UrF0VES+KiA2zppHeEdgG+CVwY2Z+HJ7aB+1PvYcvBp5oyzuxHT9XLemxC3BERLyBarj6D+rzsHVELA01FK895IR0VqbJsudIH2XmORHxMeCYiNiN6k9wN/XF9cnMvG6Q8UmavIhYiPri3j8ifkxNxzsbT1eD/QO4AFgpM0+khpSMa5l5eUScC7wJeGVE/JHar+1LVdH8ZaABjhGtCmld4AiqieLVmbl3u7J/QUT8nOo/sinVw8ax8HpeWon1be2q+buo8fwPZ+YvhxIkWT1ITouI32fm7YOOWU/rGdb5euAEqon/PdRV9g2oKTk3pmZMe29m/n5w0Q5EAEl9L58JHBsR78rMH7Vk9JPxdA+SdQcaaXctBXwsIn6bmedHxEepWVIuaSf3j7cLLidFxHmZedtgwx1TngC+R/Ud+jzwlcw8MSJWopJQG7VhNZcDZOajgwt19LNypE/a8JnIzOOoDXMJ6oDkXdRsA6daJiaNanNQV09XB97UMu7fBz4TNd3qQ9S88YtExMxDV6bGq4iYAJCZPwKOohJDmwKvBnZpJ1Xu04YhIlakpkl9BzWrz8xRM4PsQV1ROx9YF5gdWAu4dUChapxoCZA3UTMenQPMTFWATaqCxMTIKNMSI2+gEtPrUcMSLgb2pi66rUK9txu0IVKd0oYMrEVt28dTTdG/HRFb9FQdOAXsAGXmb4BfUA3HZ8zMy6ipxLemJrDorTw1MTIM7dhzsTY6YQI1C80NwE5Rfcr+ABwNLEnNzDTLFJ5OjQ1Zp4KejP5LqVLoaTLzPzFRB+A2Ln/6zHx46DEDC1rSFLXxy0dQXyq/b/8uAjaiyhePBLYFdshx1lC5Z5+2ODAT8NecRCd/92PPTkswTQ/8E7guM1dpCaUVqEqR2YG92hX+pamDmu3Smcz0PLRtbFrq5PnqrCbxC1DTZb6CaszXuRPqsaJnf3wy1TT3JZl5c0QsSiVR1wYOz8yfDzLOQYuI7YF5MnPvdntt4AfUUNiTBhpcx/VswxtQCf+jaccVEbEy8DXgWGrmP5NYwxQRL6Oqx/5MNa/dmRo6+RGq6nSXrEbuKwIPZeZfBxbsGGLlyFTQPvDrUTvhnYEfRMSLJ0qMRBv/+fDQYwYUrqTJaD0gXh0R87bxy3sBv6Ga3q1Hffl8k7rKcSXwrnGcGNmAapS2A3BZS/7+F/djw9NTUZNtu3o98JKI2L2VEV9Mvdb3AXO3dW+ipoM2MaLnpac30K3AuhExT2beBHyHmtlkg4iYZ5Ax6n/17DeGqvY2o5rmntRuXwucRVVLdK66bBKVig9T2zMALVn0S6qX07xWNo68dlG491jhZ9S554eAl0fE9Jl5EXUyf5GJkWcnM6+iJv/4OPDLzPw7VTlyGPAgcGSrILnYxMjwWTkyFUTEy6ly+82BNwNvoUob7xpoYJKGrVWK/Bp4KTWs4UDqBHVLKvH5MuBt1IHoyZl5/4BC7YuImCkzH2oHkEtQX67vpKoavgi8ZmifFj1TwmnKepJNa1LDkC6jTnCmAS6kpu/9Ylt39sy8Z1Cxavzo2e6WARakTqLno6rerqPGp89O9UDbPTOvHFSs+l8979+6wGuA+3r2Ez8BZsnM1dvtGYcuvHVNRKxObd9XZOYfI+I86uRwB2AZ6qLG9zLzioEF2UERsQjVQ+SmnmXTtEqRCcBXqWFOlwGnZc3QpmHqrdptvYaWpc4/P52ZP2nLlwO2AL6fNl99VqwceQ5aP5He1+4hqmP4ktTJ09ZZc3e/IWqGC0mj32NUeeIP2u0PUuWfWwIHtS+cc6ky5lkn+QxjVETMRjX0W7t94d4JnA68nep6vkHbpw31JzAxMkztBOdN1EnoOcB7gI9k5jXAasA+EbFnW9fEiKaKnu3uNKqi9Q/UMd8vqATw2e2+o0yMjD49iZEvUVfbd4mIo1tV8oZUg9EL2uqPDCzQARiqAImI5YFvUcOKdomIbTPz9VSlzdepBP/5Q4kRK0dGRhvqcQo9VTzwVF+YaVsV207UUOWFgJOiZmCaY8SDHYN6Eqevjpot8Q9Z0x5/kZpAYNWoCQU2BA4wMfLsOVvNsxQ1zeKbgN9HxGrUeN0jgO2BFwCLZ+aDUR3FP06dYD0wqHglDU9mPhYRZ1Jd7/+P+jz/f3t3HS1Xeb1x/PtEgeBe3K24O8Wd4F6gWHEo7hac4tbgLi0aHFJaHPrDrbi7Bg2EJM/vj/0OHG4hBEjumXtnf9ZiZe7MXNabmcmcc/a75W7g98CEkiaxfYGk/rbfqXOtI0EXIltme0lDgHuJwNCUwHK231GMPjxa0mu5C/eLzQ9sCPQkergcC5ESK2lO4gQxpRFG0gxET6TVbT8m6QSiJHA72zeVC5hBtl+pdaHpf5SL+F5ET5iNgAmJ5t/jAKdJ2sb2UqWPQMuVN5YLw2WI12adkjGyArBuyU5YD6Acs99uXEy22utUB0mzABcChzcyGKpcmYxFNM5F0n+ISUMD23WxHVT5/C9FBAbvBU6UtJbtSyWZyAocTPQbyQqGXyHLan6F0vRpa75vdnNr+WLej6gFfRvYFzjY9nX1rTSl9EuVbK8VgCWBR2yfK2l84FN/PyO+05E0DlEa2JuYmiLiIHsx8V23DjFp6/raFtnBlBPFd4h01+2JNOLeJdi0KjCe7fPLc7O5bfrNSlbrKMS/4d5E2dbF5bFjKVOSbL9Y3yrT8CgZfRMQF5t/IEZ6f0T0itm7VUtpACT9EbiAGFt8vmIKx8LEdMinbR+R5Z/tT9LhwD62u5SfDyXK9+4B7rf9Zp3r6wxK4PsgonntvZJ2JD73O5efpyOGf+Qm1q+UZTW/QCUl7xLgM6JJ45Olfu52YDdinNr85LjelJpeJT33d437bH8J3Eykn88raVfbH3bywEg3YIDtM4lymiOJVO31iMy3ocAOtq/P77ThU4JsfwKWILJyPgCuLIGR+YlRk283np+BkfRbVP9dOpr+ngRcDcxe+jJgew/iszh+DUtMv5Dtz4gd9W+BSYhyqP7Apa0WGKkcq3uVzIOLgC2BUyUtVHqA3UcE9PtBln/WwfZ+wPmSni69cXoBzxO9GFepdXGdgKTuRNB7FmARANunEFkk50lawvaLGRj5bTJzZDhVarwmIyYKdCca3SxPjF58VNEROEtoUupAJC1JpOfuY/uDyv2jEmN7lwaOdEwG6BRKJsxkJd1+ZeIifkzgUGLM7MrAasSu8z31rbRjk7QfML3tzSStQ5wcTkuM8z3Mdr9aF5g6hcr5yQpEj6SniIvoV4gpED2B/s5xvR1CNeOhZETsTmRFTEUEqVtqZG/l892byGDsQumlIGlToi/LWrbvymyR+lTKZZB0PjCK7fXLz8sBBxNlup2qmf3I1Oa7YFzgM9uDJW1H9Ln8V6NCoWSQPJrnbL9dBkeGQ+WLeUXgEKLr++TlhLcP0XfkLqJx4ZK2n6pxuSml4SRpNmAT4Drb97QtbVBMsBnDdqcZk1jS7g8ndnT+CexKfHfNRQRFTiEaAG4LrERMrPnEOWJvuChGHk9i++7y863ETu8FJUNnSmBgtRa+zvWmzqGcnxxBlPRuQvSx2Q94BNif6DF3uO2Pa1tk+h+V88vpgVEbzRMldXM0rkTSeMRElu6Osd8tR9LyxOd7deBcYDxgP9s3S9oKOBGYlLh4zOBITdoESHrYHlRuz0eUgmzkbDw+XCRNQ1xr3lnKcPcA3gdeBvoQPS0nJEYg/6O+lXY+WVYzDJK6wnfNb+Ykvpg3JpoGNeZzHwDcSNSFbpqBkZSan2LiVDciKLAiMOaPXaja/qozBUbgu1TjE4n+F+sCz9q+y/ZJwFlEOv7viBPQrUpJUQZGhoOkHkQp0omSDi6ZhmcDY5cdoMG2X7L9NmQpTRoxSnbBfMS/ZxHZSX8nTqBnJ4Khf8vASHNps/H2T+BISfcAlN3h7uX2R7Yfb9XASDE/sB0xsnQ04AbgOEmr2T4LmMH2gAyMtD/9cHpn474exDkGpXnomcBZGRgZPoqG2dcD40iagwh6b0g0YF3D9ufEucUnwOKSJqptsZ1QZo78BEkTExdN/W2/UXaYFyDSVI8E1rf9smKU2KPEazk0dwJTal6Vk9ExbX9WSmdOAr4mdlU7VSBkWCRNQOxEzA0cCDzo6CR/LnCB7TtrXWAHUflMzQwMALry/Vjo94ieI+MDW+ZrmkaWcnLclRhFvhXwKnHB3Q1YwTm1oGlI6mn7m3J7BiLD52TbD0u6DpjA9sLl8e8ySFpdKQe9iAjavynpXqJB7ea2PyzPyXPwdiBpKmD2RmloCZC4HAunAPYkyp0GEptQt7v0Ycz3Z9hKYORm4jvhREkLAxMT3+W7AhvYfqVklrxFZKrm1LERKDNHftoMRPreSiVQ8hlRj38OsEQJjPwB2BuYsBGtzn/0KTWnNrt0/5B0FNHQbSei2d1ukiapdZEjkfRdQ7u5yk4ERJrrk0SztD9JWpAY4Zs1wcOpUgt/HnGRcwwwBjGd5nTiArU7ceGa0khRArtdiZGvrxEjyJ8iMlozMNIkSonMXySNUTJ+DgGmJ74jsN0beFfSE+XnDIx8bwDwFbBq2Zh8m9jU+LDxhDwHH/nKxfu9wIGS/gyRkVqOhaMDlwOv2361fC/tnYGR4VNe28uI0plZJU1KZOAcDuxM9Gx5RdLSxMbe6BkYGfEyOPITbN8FnAwsBqxNpC7tTIxlXKmcDJ8IXNJKu80pdVTlwL0Ykfm1D9EUc21H1/8tid5Be5V00E6n/P1XJQK8mwAnAPMSr8U3wC7l/i1sP1zXOjsaSVMSk8qWAV4HpiCOFwNtv257f2BB23c0AlQpjUiNz5XtN4jzusuAa4AbbD9b59rS/xiLuHgcg8go25+4EFpIMYIT22sCb5Qd45ZWCeqLmJp2GbAkcClwnu0Ha1xeq1oeuJa4JlqxESApehIjZY9p3OHSgDUDI8NWAqdnE9eWqxCB7mOAJ4iS54mAaSVtSFyf9rX9UT2r7dyyrKaNtpFNSQsBOxIzum8BpiN2mt8E+tm+KaOhKTWnkvU1J3CP7S8krUQEAoYSo1TXsf2apAmJ9M/pbD9a24JHIkmzAn8jskTWI1LvnyEOxncRZSBnOUfADVMpR5oMeKKUIU1FTJN4iHhNN7X9Yjl2PJ8nL2lEkzQP0VvkTdvvlvuqDTxnBgbbfiHPT5qPotH3X4gM5QOI5tj7Ag8DN9l+vsbl1aaS3bkAUUbwou2n9cOJHT2Iz/5ktl+qc72trBwHPweWArYGbrH9t/JY13JszO+eX0jSHLYfL7enJl7bSYEtiCb5MxOTBS+0fWu+xiNHBkd+hGLk1CrESMsbiEjofkSA5DxX5svnBzOl5iVpY2BNornoP4E/ABcQdZpLlL4jSxNz4/eyPbCutY5MZddtCmBsYFzgeGJ878bAokTjxpuzmd2wSZqJaHT5GRFg29r2s5IuJXpSrWT7OUnLAocB69p+rb4Vp86icuG4BHA+cX7yBHCr7VvLc7rb/rbGZaafUcpBJiLKGf9ElHQeSTQZPQy4HzjD9le1LbIGlQvqJYGLicyEDYHVHdM6uhLfuZmBUKMf2UAejeirtQ1wIfAccQF/TZaEDT/9xAjqkpm6LTGVZnfbH6syBSiNHFlWU1RS92Yh0hzfJkaFXUPUgh4FLAdsKWmUxu/ll3RKzUfShJJWtX0x0fF7HaLsoT/RNf1jYJQSCD0JuK2zBUYq32lLECfhbxIXU7MBR9t+DHiBaCj9VgZGhq2kvPcDDrC9KPAs0YcKognmrcCekv5IpMUeloGRNKKUwMjCxL/l5Yjsr7eAFRRjTsnASIcwEzEu/QviYvJtonnlQKIxdv9WCoxIGhOgBEZmIcrYN7K9PZGl3U/SYo6JabkZWbO2r3/5rN5NHAv3AR4DvsrAyC/zU+df5RzidKJUt2+5/szpgSNZt7oX0CzKiceCxI5MH9uXAEh6lgiMrAacAbxXzRxJKTWlZYHlSqr5eYpO6usQ6bhnAYOIC9oviYyRGztbFlj5TluJuFDfspxcImkgcKpilPFORKf/x2pbaAdQPj/LAx8SF6TY3lrSpaVc6VbgDWARIgV2F9u3d7bPVGpfpRnfnsTnycAKRLbXUbY/knQ1sAawetl5v6nG5abhYPtSSbMTWWVnSrqGGMG8H7BTK51flsDIjooJae8C6wMLAU9Ius/2RSXGf6ekpWz/u77Vtq7qcezHjmmlZHl8YEqgt+0b61hnR1TJCBwb+LxxnlZl+3VJJwM9W+n7oU4ZHPmhx4kSmq2AS8p9NxElNuPYvq2uhaWUfl7pMTIrUfowGhEg6WL7nJJJsQYwxPahkg4jDjYDO9tFbPm7jks0WV3P9qMlg2Q+ou/IEGAuIjCUDe1+hmNM+w3lx63LCfs8xOdpNmL3dwBwfPX17EyfqdT+bL8l6RxgKknv2j6w9Ec6V1Jvx9SCa4k+QjmxoIlImhzY2PaRkuYlph/+23Z/osfTusCZtp8q39cDW/DCx0TPq27EZ/ggoifY74F5JT1YAiRdiQbqqZ1VLt6XBAb4p3uyLUCUmd7YyFrN49+wVV7b1YjA4B6UzZe2Mgu1fbV0z5HKB3NWoJftB0vK0pPAfcQoxhmJC62VnV3fU2pakrrz/cSQF2wPkvQnYH4iVfkqSZsDKwEXEf2EhnbmA7ik44iTlueIwG8XoJvtdUtWzeDOFhgamUr972rEhc7kwCK2P1CMdV8YeLjR/yGl30I/bLB6DlGOsbTtryX9lQjOrW/7PUmjtOCFdVOTND1wFTFd5RSi4erERDPF3YF/AFfY/mtti6xR5fy7F9EXbBXitbqeGG88OlHWfm/l30Eeq2qgmHJ3JLCH7Zt/5rn5Hv0Cip53xwJ/tv1/5Ty2i+1val5aS2vp4Ah813z1ROBr4DbgOKID82NEpPpC4E7b/6ppiSmln1FORDcjZsF3J8bU/qvsOjUCJLfbvlrSlsD/uXQE7ywqJ5uzEZ38b1Z0lN+c2LF8UDEFYGdgM2dDr19F0mREv4e5gb+23UnLk8M0opQeDJvb3l3SJURD5bVKgORU4jO4BJENlz2DmoykGYlS7asaQRBJpwDfEuNoPwFWcxl12mpKeVFv4sJ7HaIc9nqit9NRRPbn/rY/qW2RLU7SRMT7sYmj2fjvgYlt/7PmpXUKkvYAugJXEmW5vYl+ZifZfq/OtbWyliyrqVxEdAUWI76U3yUurP5CBEtmJ1IfZ7R9cPX3all0SmlYJgYmsf2VpHGIBmGLSBpUeo4MBVYtdfln17vUkaN8py0LnAp8JmlT4CDbRwMomjYeCRySgZFfrnx2hth+U9I/iID6bpIurJZc5jEi/VaVcw0B40jqaXsjSVcBV0ha3/YOkmZyNmFtKtXzxHIxuTlwjqRxbO9ne0dJMwCPAJ+1UmDkR86hPwQ2JZqCX0VcJK5IXJvsDUybgZH2p+8nB01I9Gf7FFhC0u5Eue4fJO1i+6JaF9oBVa4/e5bskKeIzZZrgHOAfwPTEJt8qSYtOa2mUuN1FrA0MK7tj4C/AuMQX8rjE2M/ly6NcPKkN6Umo2iUCfHvdaJy4PkEuJoIkCwjaW3bFxCjuP9b01JHurLLvDNRAjgfceK5q6TZJU0CLEUERq5r1ASnH9d4fSRNI2kiSWOUk8VuEA3SgBuBh4B3alxq6iTKZk3D6OXPV4lzkkMBbK9FXEBeW77rstS3iVQufBaWtKykJWz/F9iCuKDsA2D7edsX2+7XKt/F1cCIpO7l57eBvYAFS8D+ZmKU8crA+Lafr2/FrUfSuIoxsUNKNu6V5XyqH7FhfHX5DtoZWKBxPEzDr3w/rAwcLekAol/ZQcDytk8kgiPLEOV3qSYtGRwpaWE7EWM9HwZOKjswLwLHEx/KsUsN75TEqM+UUhNRNF+9WtHl+0Pg28qO3afEBJF/EpMcNrR9ju2nalvwSCRpNKJmew6iNwHECczXwK5E8OjgRmAkA73DVk5gViSCbDsAd0say5XxhLZfBf5m+8malpk6ifJdtoGkCRQTas5TNFz9ktL7TNEQEdurAHvnv+HmU743ViJ2gCcjjk/rVQIkq0o6ou3v1LDUdlXKO6+RNF6lTGOzUnZ0HzC/pJnLJmU/YN8sKWhf5Rxid+CgEqgdAHwMYPtUYMdSqrsEMbK3n3Nc7y8maXGiZKwvMXlsayJA8mHpP/IP4vv9mfpWmVouOCJpJmB/4Cnbl9rekWi4er6kWW2/QHwJPCOpu+2Btl+qddEppf9h+11gMNFcVcCzkqaQ1LX82/2QKI27jZhE1alUshtGAQYSU2jOIk7AF3WMhPtLeWyo7YHQGifjv1U5ThwCrA28SOzWd6083gXA2QQzjRizEeW9KwO/IxpT7lcupNcjsuDGbzy5bZ+bVJ8S0BpfUjdFP6KDiKbNHwEfABdK2rJk+WxI9NRoNZ8A7xFTID8GzgAmBK4DZiay7w6XNJrtj0pGSWpf3wAPAL2IqSmTEMc+4LvA3/TAwcSUu5ze+QtUMsQWIYJL4xIBqKNLaWQPYnrTn2zf8KP/k9RuWq4hq6RxgQOAaYE+tv+v3H8wMYFgEeBr/8is6ZRSc2jUxJbb5xAXEN8QZQ69iJrlT8t/u5cyiE5HUm9gI2AU4oTzVeICaxrg77b/XdviOjDFGM5ViJP2fYENbL9Uerrc5ewkn0awkmq9HnC37bPKZ3AOotH0KsQF5rTEyNfWOnFrUpJmJnaA/0EEPd4CJgUmIrLK5pK0AREU2LSVezQopnAcD0xPjJf/VNIqxPS4yYhpX7PYfr/GZbYkSV0c4+q7Ea0GlgemAuYkejFOQEwBfA942va7mYE6fBqvbeXn9YA/Et8Ra9t+TdLGRN+84/I1bQ6dvl6sUgO6AFG7+5ntv0g6Glhf0lDbD9s+WNJFJY01pdTEGv0fbA+2vYWkd4gLi+2IBmITA18CY3biwMgiRH+k3kTp3+62l5b0DREw2VjS48CnzkkWw1Qyjb6tBN2GECnGoxGNfi1pYWA34AUiCJXSCGP7RklDgE3KLuM/yg7iDZI2A16y/VWti0zfKSUhVxEp8ldUAqavSpoLuLP8/C4RHGm5i/7qBXTZHd9RMWXpOklr2b5B0n3E9+x0GRhpf+U9GqroS/aN7VslDQI2ISZ3jgP0JIJan5SM3cxA/RmSRiVKvQeX689xgTeAp4nP+9+IxvlzAXsC++Rr2jw6deZIJTCyAtFs9VZi7N1dtneVdCTRX+T8RgZJSqk5/dhORSNAUm6fD4xHjKn9qIYltitJ6wNDidKi3YGNbL8iqRcwKhEYernONTa7Uv/+QTk5XJmYnHArcAOxA3w9sXM2iOg9cpDt6+pab+o8KucnixBlNQ/YfkzSH4g69H8S48dfb/s7tSw4/UA5f/zY9rGV+xo78CsQ/QTeJrJ+Nrb9SCu9f23Ov2cERvH3k9NOIcpp1muFY3Wzk7Qq0IcoefoQOBCYmmji/hFwvMuEu1b6DP9aksYner1dSzTXPo/opdMb2JEYyb4IMAVRTnOSsx9cU+mUPUdK06dxyxfzqMRu8r62dwMWAJaStDdwGFHj9XmNy00p/YzSV+OP5fbckrYBKFH5ruX2ZsAXROO3TpcVV6lZbfgc2ArYhe8DI+sQzQA/z8DIsEmaFXiS+LzMTfRneQSYjwg2fUWMlZwVmAHY0znpJ40g5fxkFWIHcSLgeEm7EXX/ZxDlcStI6ln9nVoWm37M7ygNKyvHoEaG3mNEgPU1YFfbj5THW+b9q3y+jyJG9W4l6dLy2I7AK8TUpU53rO5IJE1LlI5uZnspok/OX4B7iY2CKcp/QGt9hn+DL4mN942A9Yk+IjsCmxMNtt+xvTXRg+iPGRhpPp3uS0kxzvI04D5Jx9oeUFLuB8B36fh/Ipqufilp10ZENKXUnGx/rWi2+hHwJnHAaTw2pLFjZ3sDSbO7E3ZRLyebyxD9RIYCFxAH23eBHuWxA4lO59kTYxgkzQCcDxxJnPhdRPSgulzSHMCqxHSJC2xvV/3dPIFJv5akCYHxbP+39BT5ExGAm50I/s5I7CyeQDQAHpD/lpvWvcBCkvrZ/kDRpFnE+7YckfXzDrTObnv5TP8OeI44Rm1KXABOT/RjmUXSLbZXsL2VpFk647G6gxlIlHw1JtNsL+l2Ytrd4cDjtj+ocX0dSinNHShpTyLotCjwgqT7bPdX9L08UNK9tj9u/F4rfD90JJ0qc0QxYeAyYuf0GNsDykOvAmcpRn5CdMmeTNLoREp6SqlJVXbqzyB2NcZ2jEZEUg+IHbvK7SdqWehI0vj7S5oXOAUYg8iGOwHYhsh+25c4mdm79C7I7IafUHoF3ERcvJxANOh+ieggj+3HiXTYb4AtJI2br2f6rRTNO28C1pA0O9HccD+i2WEfouT3AeDPRC+hu2w/Vs9q03B4lDh/XE3SBCU4P4RoYrk9kToPtMaFT9mYvJoIDE1s+3PidTAxwWcF4A/AcpKuAXCOK213lfOJ7iWz/j1i83jOyjXS2UTj56EZGBl+JTAypHwffEWcW1xBNNJesDztZSLrN4d+NLFO1XNE0jHAa7ZPaxupl3Q80YX5duJLei/bN9a01JTScKjULY9OpCqOAhxNdFOfz/Znkqa0/VqtCx3JJM1P7DLfbfvScl9/4BnbO5Wfxy6Zci2xS/lrlBP4C4iTwTuI1/OeUrZ1LtEobY3ymZuNOEF88Sf/hykNB8UIzGuBv9o+r81jqwLr2N5E0oJEmdzBjtGvqYlJ2oQy4ZAYtzyUyEbbw3a/OtfWnkppRj/gCNuXtHlsJmI07E7A74m+C/+0fUe7LzQB333nbEwEZo8isn3WBJ4ieo5sA+xs+5baFtmBSJqa2LR7tJSSHQI8C7zn6G+5H7AkMf1uYmKS1VX1rTj9nE6VOUI00PuBkuqI7V2JNOkbgS1zdzWl5lcuUlciMsL6AqOWYMA/gf+UZm9XSJquznW2gymI4O7sksYs960BTF/SNCHGFrfELuWvUXbJTgNOBNYmmtauKmlR218DWxJBk1tLgOnJDIykEWRN4JJqYKRxbkJkiyxf+jFcCJyTgZHm1jh3tH0hcDGxG7w1sCzwF9v9Wuz8cgHgStuXND7Xlb//YKLp5HFEZsmttu9osdenaUiaBziUOA72JQJXH5f73iTGKm9r+5Z8j4bbMsAtJei0BpH5dwAwr6SLbR8O3EOU3O1o+6p8bZtbZ+s58i9gLH0/jhGgi6TRiFFJJ9v+sPHkvIhIqblJmo840BxG9Nc4rvQS2k7SoeW+Pp3tIraSMfMHYEbbfUvZ0BbAYpIeJLrJT075Hs/vs2ErdcAbuIwilHQJ0TBtlfJy3ytpOyKleG7g4RqXmzqXoURW0ndjo/19886uRNPf1YHTbN9bzxJTW5KmIjLNDgLebBxnyndzY5T83cDdkk5pvKctmL03LdEL67umtJW//wfEd+og4ELb97V5PI1E5fpnYOX1nhx4yvb9wP2S3iOCsivbPqP6u/keDR/bZykaC59OZJD1L6/d4pLuLEGTo4ApbT9Xfidf2ybW2TJHXid2BJepZIwMJppBLUOlBjSl1NwkTUHsajxk+zbb6wOfALtLms32gUQX8E6XBVZOvlcEzgKeL/ddSuz0HFzu3w7Yx/b7da2zo6kERrqUk5SLiJP2lSQtUeqEN7adgZE0In0FzAJg+1tJ3SqZIxsD49g+KwMjTWcmIitiFeA0SZtKGgu+n5RWySJpBLta8cLnH0DXUhYGfN8PDNgEGGz7/kZgJLWPUtJ0I3BiKe2AaOAuSdNJ6mH738DfgfHL73Sqc6mRqfpalcDSXsDiwMKVp90NjGv760ZgJDW/ThUcsX0bEaE+FNha0oaSliPSHo/ubLvLKXVy3YjAwCKSloLvyuO+AfaUNIbtL8v9Hf5kVNIkkiZXGJtosLqR7X9JWkbS/sD9RCbNhMAttq+vcckdVmV38wVi16wbsLKkcaoXOSmNIKcTJXDnQlxYO5pIL0xkL3W2LN7O4m7gQaKB4kFEv4yjJP0FYlJaZzj2jAADiGk0y5f+WNgepBiRvgXwbY1ra0klMHImcD1wGzB1uZh/iOgrshOwuqSlibK/z6FznEu1h0p278KSdpO0GtFXajfgfEl/kbQssA5RrpQ6kE7TkLWR4lhur0qMxFuOmDPfz/b1LZjqmFKHUTnYzAZ8QTRg/YRoUDgdcFnZ5UDSzC4TazoLSbsDtwDPld3lQ4gxn42/52BiDOjqkjajZI4Ad+T32m+jaJjZCJak9JtUzzX0/QSDcYleSc8TJcCfE6O3d88gZ/Mp2WVDJS0CbG97Q0kLEX0z3ifKRa4D+toeVOda28uwzqElzUlkiYxLHLsfJTI/97R9XbstMlG+a14ETrR9qKTJgDuJ8fVdbR8saUcim20KopzvptoW3EEp+uEdS5y3jUlk32xDjO+9gMjwvTgzUTueDhkcqVxETUN8CX9l+/NGLW/led2IQOiQDIyk1PwqB5vLiMDAn4hyue2JEYnnuZN1uZc0AdHp/AVJExLjeg8iTr43Bu61/VCl/8oGZVduY2Lc5+u1LT6l9B1JPW1/U253aduDQlJXYH+iGXBXYmrHLXl+0rwkTUlMoLmBCNRfaPtUSVsAD9h+us71tSdJvRrZmuXn7z7j5efJiWkcWwDPAE/b/md+vtufpCOBeYlzp8OI7J3TgOOJqZ7rleeNbXtAXevsSCSNB0zg0jBb0nHA7eU7fCJgXWA62ztL2hZ41va/alxy+pU6ZHAEoNTjH0mkjK0KLGH703pXlVL6tST9ngiKrA4sRQQCTHT/fhnYEbjJ9pN1rXFEKxdLfYjdtr6OUXDnEBdOh9p+uTxvBeL77hDb19a13pTSj1OMMz2RKH07iji/GlLJQPguu7U8/wcXlql5KRo1n0qMWD603NdSF/zl4u9R4jP+tO0bK4/lZ7kJSToA2A+43PZm5b5ewOXAVrbfbbXP8a9VNtuPAYYA59t+WtKFwKe2dyzPWRDYlehbNqjcl69vB9Qhe46UWrpDiOarLxIXEl0rj2dDoZSanKRRJDWagE1CTHRYi+imvj0wD7FbdwvRCf/YThYYkWOq1v7E330DSVPa3oIYy9tH0gwlm2Rh4CDb1+b3W0pNaQxgfmBb4DxgR0kzVPrbDC7B0IY8YW5yle/avwEnEP1HGqVSrfb+jU1kak8NrCnpH+X4NFYJ/rUd4ZtqZrsPkTUyfcnqgTiXmKzynFb7HP8qJbB9JtAdWK8ECw8CJpe0S3naIGAioidc4/fy9e2AOmoTsC+Jk49ZiYuo1W1/XJrf3NVIa00pNadyIjUHsKikb4iJAHuUnYzewNm2P5X0JDAl0WujU+1MVQ6aCxMBodmBaSTtW9IyTwCOAPYFDrf9Te5CpNR8ys75Y5KOBV4hUtinBO5STIl4xPajJRgK5ElzR9B4j8rF/yBgO0m3Vd/HVmH7OUn/IMpb1yX6iewPdJN0OPAS8HV+rpuL7cNKwOpCSX2BHYADXCa3pWFTNGn/BMD2s5JOBf4N9CKauR8DnFJ6E81OnMdmA9YOrkOU1TR6iVQam01CdBEfDZik1PIuTDQ328b2q3WuN6X08xSjek8kmlftZfu8EjTZgxih+ABRu7yZ7Wc6Y2BA0gzEGMS1gK+Jk81vgONtvybpNOBM24/XuMyU0nCQ9Cfgz7YXLBckA4jMtwmBZ2xvX+f60rCV92xXohfMYz/y+MJuwXG0ldKwcYieFdsSzScfAO4FZiOyPI+y/XF9K00/RdJhxEbLarZv6IznUyOapFGIPi3v2N6/3Pd3YjT750Rj5ouI8chTAUNtP5+vbcfX1MGRkrb0QflSXhnYFLiV+BKelOg3cjiRyrQDkXaeXbFTamLVA0dpWrUYMersEtuPS+pJHMRHB+7uzD02JM0CnEFkv31SSmiuAz4idiA61USelDq7srMo4A/AWbZPLE09p8nmfM2l0ih3LmAgMd1wDtsPtHneD5r9t6pysXhC+XFe4O+2j1WM7x1g+/n6Vtd6fulFuKTpbL+YF+/DR1J3YHFiMMDTRKn3y7b3lDQpcAARJDk3z9U6l6btOSJpVuBJ4BrFrPS/AI8A8wG7E5G7FYnSmhko48Ky3jGl5lZORmeQ9ChwDbAVkS2xVTng9CJqu/fsbD02Gn8XST1KJtwzwHPA0pLGt/0+UdfalQj6ppQ6gEbPBeAmYDnghBIY6WL7Ndv/6kzfZZ1BORb1JgLU49seWA2MKKZTkIGRYPtrYprcWsBDto8t9/8nAyPtqwSq5i23p5c0W7ndpc3zvvvZ9ovtusgOrvy7vxvoC6wETGV7z/LYW8S/hXGBwT/5P0kdUlNmjpRU80uBS4gZ3MsBfWxfLmkOYjrNWMAFtp+qb6UppeGl/x3791did3UVoiHp9kTwc05gPdt317DMkU7SakTNduPvvBgxkedLYndiMyJrpOXSt1Pq6BTTIG4C+tk+Lndpm5ek6YnJHWuWMsZJgYltPyxpYmBn4GTb79S60HbWCOJVMjwbGTaN8prtgO62T2qUu9e64BYkaSqgN3HONAewsu3XK4/Pa/uhmpbXYVXaOFRHsXcDFgK2I4KCx1WeP6rtgTUtN40kTZc5ImlG4sTidtsnEGlLLwH7AJTa+2uJneYtJI2buzEpNa+SmthoajedpHHLz7sDNxM1+bZ9EHAcsG4nDozMRvQVuQL4AvgPcCeRqvwWMe3i0AyMpNTxlBPqL4n+Z4tLmiADI02tF5Ght0BpKtoXuKcEsD8DTm+lwIikMSEOxpXASI/G7crmxjvADopJNRkYqcfrQA9gfeC+RmBEUpdSxrevpA3rXGBHU85Nz5E0hysTmByTah4ETgfmlXRg43cyMNI5NVXmSKm/v4BoYnYH0W/gnpI+di7RgHWNEsGeDRiYaWIpNS/F2O0dgHNsPyrpZqI87njbH5XnXErsfKxg+436Vjvilb5JM9q+q3y/7Qm8ZXu/8vgpwFLAYo6JW41di9xtTqmJKcbyngIcbfu1No9NCoya5yfNpZIBMS3RTHEwsAHRU+AEYmNuQ+K9O62+lbY/SWMABwMv2j6j3LcD0WPhph95/rS2X2rfVaY2PdvGI7JOpyEyT0+w/VU571gCGMd23/pW27GU120rInt5f8d0mmoGSXdigMAORHbvy7UtNo1UTZM5ImlUoivwicDawKjAqpIWLXWOWxJBk1vLl8OTeeKRUtNbnehsv46k6Yh/x7MSIxHHK8+5idiJmrKWFY4kJRWzN7CtpMWIk3EBM5byQGzvSHT7f6IceIeW+zMwklITqfQLGhug7Jhf3DYwUh57K89Pmk8JjKwMXExkI58DXAUsaftqvu9p14rNFbsCjwKzSfpjue+GtoGRclwDyAvDdlYJ7q0o6SBimt/fgXuAiYhzjaWArYH3iN6MaTjZfg+4i5gceLikGdpkkHxLnK9tmYGRzq1pgiMlNWkD25fY/pToN/INsIqkRWx/RdR7fQjMXeNSU0rD7zbiYPMtZUcO2IY4Cd1T0q7EgXxH2/fUtsqRoKRi9icOppsS/ZN2AT4BejcaqNneGljO9reZopxScyoXJasAfSWdJGktomk8AJJGr291aXiUfnZ9iIaig4FJiIB1t/LY6cRY+TvqW2X7K7vjA4gL6u7AppLWtv1q5TlTSOpZjmsZwG9nlcDIUsBRRHuB3Yls1H8BNxLjZC8AHrN9p+2Lalpuh1S+348hAn9dgWMk/b5NgGSQ7U/qXGca+ZqqrKah0vRpeuCPxIf0Ntt3tm3qmFJqLpLGIZq1vV9+PgP4HfA4USN7JpECujEwI7E7dX1Nyx3pSv3v6sBsRHbcW8AhRCbcZbafyO+1lJqbYlzp2UQD6TOJf79/IjZxJiQurDcvF5mpiVQuLGclMpPvJ76DN7L9kqSFiEDXuLZfb8WyRknLEGViRxClnt8C99s+r2R27wFcYfu5GpfZciRNAGD7g/LzscD1RFDvaKJHW7UR65Q/ls2Whq0EP/4GXGn7ttLwdgNgLuCA/Ny3lqbJHKlqXCTYfgG4EOgGrCxpnLyASKl5SfodMZr2Ukkbl7uPIZquNjJDtgYmsn287T/bvr4zN1UuJyrXEiff2xO7lQcTF1QDy3Pyey2lJlMppekOTEuU/U4JjAPsXTJeJ7b9LrB7BkaaS6UEpEf58zVi+uF5xHSPlyQtTTTJHr1xkdkKgRFJk0iaTd+Pep0bOLVkG+xFZDz2lrRh+ZyfmheI7UvSzETZzJKSepa7XyHKaQ4ngnuvS9pS0o7l8dd/5H+Vfp6I7/WlAErW1P8B0wHHSurVmc9T0w81ZXCkqtTtng2clalMKTW9wUQgYCxgV8XIv78ASxL1rycQJ6obNWr3ofOejJamjdUAyWPEDtxkwDYlAJxSajKVbIPliB3at4DNgVOJ0a+vSloTOKBcuLxS43JTRbnwn8r2YEkrEBMoDgAWBv5KBOu3lbQqcDxwZglwtZJNgJOA2cvPnwAbS5qoZH3eBIwHrChpEtsf17TOlqSY3HkBcJHtv9v+pjz0PNFs9dgS3JsT2Knc32nPpUa0SuB7Vkmzl5LmA4DfS9q2PO0j4G6i1O7LfG1bR1OW1aSUOq6Sjrg6sCyRpjgRpUbW9paSfg98a/v52hY5ElQuphqd47+y/bmkbo067cpr80/bT/70/y2lVDdJCxIXkRcRZYEnA28SI8hFjH7dvzOXBXY0JSD9F2AZ4Ixy+zwiCCCib90tRL+G14B7bN/YoqU0hwEzA4cBrwK7En3BjgbGJAJJe2YQv/1J2gcYbPvYkt0zDfFePQosQvQxG0hkoh5pu19ti+1gKudqyxLB7s+J7/TrgZ7lvmeBBYlNrJtrW2yqRQZHUkojhKSujYaiJUCwCTA98GfiAN7D9lM1LnGkk7QicCRxkF0VWKI0mK4+ZxTHBK6UUhMqu4oiegRtDExn+z1JixLZB0sTAdALbF/XihfWzUzSFES/gNWIoPyxksYFFgNWIEqgvqw8v+XeP0kLE81XVyB6f/UhsjrXJEqPAA61fU09K2xtkg4Fxre9naSTiWzT6YjNprWBR4gykJ4lg6TlPsO/haR5gH2B3Yj+OnsQ2VOXE1mC0wJDOvs5a/pxGRxJKf1qkiYBVrB9bvm5GiCZkphMMwmwj+2361vpyCdpJqJH0obEzs7uRHDk4/J4Nl1NqYlVdhR72f5SUi/gXOIiZIXSKL7Rv2JU25/mRUnzaHP8mZjoJbIKsKztF8p7dyuRDfF/NS61VpJmAfYGjrb9dMkgmQE4wvZjkiYFhtp+Jz/f9SiN7e8hGj5/AJxmu5+kdYkymuUcUzzTLyRpNOLzvz0wt+3Xyvnb1oCJUqbHalxiqlnT9xxJKTWnsrs6E9E/ZGsA20Pa9Nk4gziwnySpZydvaPUlkb49K3HQXd32x5KWVYxAzMBISk2sBEZWAk6TdAiwALAtUUpzVbn4HlT++7TxOzUuOQFlmkrj+DOnYtzpIOBQovTp+LJTPAnRCLslM/ckdS1N0x8hSjaeBrC9P/BfYnTp3Lbfsv1OeSw/3+2gcd5UbncvPRbnATa0vTxwQ3n4Y+BtYEj7r7Ljqp57lqDSSUA/4GhJE9t+FjiLyJ7KoFOLy8yRlNJvImk9onv6RaXT/Y9lkPTshD1Gutv+tvF3LVk0dwOjAZOUC62FgQOJutVX61xvSmnYJC1CXEyvSzSCf5bYTRyFGN87lu2V61thakvSeEQw+lbifToXeAoYn+gR8wwxcnkboq9AX9u31bPa5iBpU+JCcEnb91buPxy42vbDtS2uBZUsp+WB/rbfKvd9dw5Vfu5BjJU9Azgo+xwNv0pG4ErAHEB324eW7Jz9iFKlvWy/LWm0zMhJGRxJKf1qpcfGZsAYwOjAZbbPKI/94ODeWUiaCPigpNivTDRGu5XY2ZmU6DdyOLFzuQNxInNdXetNKQ2fMqXgA+AN4BRgnZJyPR6RbTCt7SfqXGP6oRJ834GYlDYtcJTtRyRtQpQ3ngs8TZQi3NpqF/6Nck5J8wPzAs/Y/rektYnXZsVqgCS1v5LptDORyXBz2xLkkvWwKdEwd/9SXpPlTr9AOVc7jAikng28YLu3pLGI87UJgD8SGVWZ5dviMjiSUvpVJE0A/JM4oLwDzAdsBVxj+4I61zaySJoVuAO4HzgEOAboD0xFdDw/h0jL3Ab4gtgJui1PZFJqPm37ACnGvh5IZH+tVHYS1yYmnRzSGYO9nUGlAfjawCm2+5b7+wCz2V691RphSxqTqIr5vFwYHg/cBkxMBAAPAJYE/g4slgGSekn6M5E9cjdwoe2P2jw+CjCN7WfyfOKXkTQGkXFzJNHUdheiGbFtL1aaNU9YSmtSolvdC0gpdSyVA3M3os/Gy+UE7D5gcWC3ciLat9aFjmCSZgDOJw6wUxDjPfvYvlzSHMR0mi2ICRbbVX83T2RSah7lQmNQ2VFfgCjBeBa4i5hU8DDQU9K8xEXkfhkYaS6VVPmetl+WdCQxYWhGScvavh24CZihRQMjxxM75A8AKwPb2r6jNGNdCdja9pGStgF61bfaVDJw1wFeITIbvpZ0baPvS8nC/ZooEcvziV+onJ/uAoxLBL+XJPqKfCHpdtvLEr1cUgKyIWtKaThVGlpNUnZc3yG6qf9N0qilgdijxO5Up0pdljQjcaJ9u+0TiAuml4B9AGw/DlxLdJbfQtK4nbz5bEodUsl42xeYQ9LSwNXEyNcHiQywg4ExgQuI8aYH2r4h/z03lxIYWRn4h6RridG9JwOfAftJ6ktk9l3WSoERANufEWVgx5W7ugBrlMeeIS6yFy2BpTMb2Y31rLZ1KYxNlNQcZnurcvsPwLrlu4oMzP52tj8kRvY+TmT3zg0cS5TUpPQDmTmSUhoulYZWewP3lFTFs4meI/+WdBYxK34T2w/Vt9IRq+y0XUDs6nwmaVHb9yhG6p1bTszXsP2UpCuAgS7je1NKTecborRgY2BUYAPbd0l6jEhpX8L2viXVWrY/yjT25iNpPqKHwB7E+M2/EanyhxGNWccHdnSMpm2J96/0w5rU9iO2d5B0dWmy+jdgK0lb2j6b6KnTDRgbeA8yG6EO5TUfIOldYBZJd9q+UTFR6Ggig+SCVgvujUht/u0b6AocQWRTbVT677TE90MaftlzJKU0XCTNTpSSrEE0wJuFmOrwBbAdcdB51vattS1yBFOMiLyJCALdAOwG9ASuLwGS0YDTiRGRy+cBNqXmpe8nS40B7AksQ/zbvsD24FL3fzqwqO3761xr+iFJExLv2X62vylZI6vZ/nN5fAaiH9SaxAV/D9sv1LbgdlSyPkYF/k3sive1fUYpGduAeF26E1kJnwAzAnvbvraWBbewSjnYNEQT+6eBzYlm7rfYfqBkqh4L7OMybjn9vMprOyPRA+5L259We0tJmo543XvafrDO9abmlZkjKaXhNQpxITE5sCix4/pZ6bdxWmcMDNgeKGkD2+8CSLoE2AhYpRyH75W0HfG6zE0nKydKqTMpgZEFgI1t7yhpKDArMK+k/9juK6kLMX0rNZexiZGbJ0j6C9FUdNJSlvCp7eclXQCMZvu1+pbZ/sqx96vSd2UbIkukF/B/RD+RaWyfKOkWYpTpR7afyx3z9lcu3nsTpbkvElOWzgWmB7aXtBswM7BzBkaGn76fyrQ80RvuVmAUSXvYfkNSN9uDbb9Y70pTR5CZIymlYZI0MbHbNBExnaYbMJftAZKWIXY9dmzbXb2zqRx8pycm9HQFbrN9p9pMvUgpNY+2F4GS/k1kwV1MlGEAXAfcV9lhzAvHJiKpOzAhsD8wwPY+kk4immOfQgTvTwA2tf1AfSttXyWjZhJiRO8gSZsR/UYmBwYCCwK9ge1tX1jbQhMA5fzhDCLDqTewFzAbkc0webn9amY1DJ9G0KPcnpOYWHULEXj6MzA/sE0JkHTN/i1peGRD1pTS/2g0Zyt13dcSZTRvAX8F/gOsKGnZ8vMVnT0wAtC4aCqp2hcSQaKVJY2TgZGUmlfZrV1e0omlyeFeRPPViYimq6MDaxGNWL/7nTrWmr4nafLS+wXb3xLlMjMDf5D0V9s7E2PV1yJKRnZpscCIiB5guxNNaEchLgrnIAJGVxEN0nsAu0gaLxuvtr82r/lnRPnTFkQ58mrlu2YW28/YviIDI8NH0iTA+pJGk9ST6A23HDF57D3gNKLR9oWSpsjASBpemTmSUvpRklYgUnQ/JMbU7kk0LJyJOBF9FbjB9vWtuMtadoAawZKUUpOpfi9J2oi4YDwLGIuoSX/A9lXlAnwi2/+tb7WpLUnHA8sSmYqDJV1DNMY+jsgg+RzYtzw2pmNKS0spfa8WIUbBzkNkJBwIfOMyUr40D3/T9n21LbTFSVoQmB24BjiJ6Puyke1nJS1FZD2tlWUfw0/S74kmqx8AXwLjEa/vtbYPK8+ZANgJuM6daFBAGrkyOJJS+oGyyzEOcZA53DHmb1ngUOBS26dI6kpsrg5txcBISqljKD1Ghth+SNIpQD9gBmIM92hAb9t317nG9NMk/Q34PdH4+3Hbe5f7ZyUyJr4Ftga6tNrOsKTuJaOm8fMxwHREWcHmwAm2r6g8nsfqdtQmOLsBsKHtVSVtSjS2/z+i9GkLYC/bN9S32o6lUuYsojzyBWLCz4REE/1LbB9RnvuDfycp/Zwsq0kp/YDDx8B/gV7lwHI70BfoI2nN6klonmyllJqRYiTm2MBVpT/Sh8DWtk8jSgXvAlrqgrqjKAF4bG8D3Es0zt2/PCZiyscxwInlmNUS76OkKSVtDlFqJKlro2zD9p5EyeeExOu1eWnMSnk8j9XtqJTzLVD6wnxOXMBj+wLiQn4AUcq3g+0bsuRp+JXAyFJEVvNBwJREhsh7wIrA1pIOLM/NwEj6RTJzJKVUHYE2KbHL+q6kXYlmdyfbflnSLMQBfQ5gxeyknlJqRuUiYwzgceLkeVyiL8XLwPbA6WV6x+i2v6hvpalK0ti2B1R+/q6BoqSziIke69p+v6Yl1q5kQl0OHGW7b7lPxPl8o5nwaMDi5b6ba1tsC2u8J0RWg4DxgaWI0r5Hib4Yr7TyZ/m3krQE0VB7FSJjamfgCaLXyETAFLbvqm+FqaPK4EhKCQBJqwAnEgfu12zvXtLQxwaGEvXMqxBNxK7KpmEppWbTJpV9J+BL2+dImg6YlKjtF7Bk9UI81as0VLybOLYcXbm/GiA5HVgAWN72h/WstH6SFgZOBc62fXq5r/q5/9HbaeSrbDRNZPs9ST3KFKEZgSuBJ4Hnic/xbrafqXXBHZik0Yly75ts95e0ELAr8AgRPHR+/tOvkWU1KaVGc9G1iDrlnYA5JZ1ie0fgeGKE75rA1MBqwLt1rTWllIZhpsrtp4nSgjFtv2j7TqJ55Z8zMNI8ygXMN8SI9E0bZSMAtodUSmy2I4L309Wz0vpUSy5KY9Wdga0kbVfus6QujduV5+aFYTsq78MKwNWSzgXOkjSp7eeIkqdrbB9M9B/JwMhwkDShpG3L7VklXVqynL8i+rYcL2kU2/cTzZpvanzu8/Offo0MjqTUwiR1kTQxMQJtbOBJ2+8AqwMzSLrc9qO2LyTGAZ4BrGP7tbrWnFJKP0bS7ER/kYsk7Qg8RAR2dyyP97A90PZ/6lxn+kkGngL6Str9uzt/GCDZ0i00rhd+kI0wr6QFJc1amgg3AiR/hu/Hzaf21whelfLjk4B9iSy1V4ErSmYUxCYTRA+SNHzmARYs3+mvEpNp9gNOJ8Yi/4uY1oTtB2w/Xs8yU2eRwZGUWlClgdtQ2+8CxxI1sUtI6lnq8NcGJpQ0Z3nuU8Ditp+sadkppfQDlYuS+YCDidK/S4hGh3cA0wALA9geVM8q07CUC/9FgGuJTMVNgF1L36vGc1qi4eqPKa/PSkT/igWA/pIWLf0UdgJ2k7RDrYtsUZLGlTQ2319PDQXuLFlqzwCHEP1FVgVuJAIm2B7c/qvtsP5FlCT9HtjA9lbAUcBrwPVEL5d1GgHUlH6rbnUvIKXUviq7UIsCcwH32b5G0hCiXtOSbrX9uaRly65dlxJIyeZhKaWmUb7L5gPWB26w/TLRePUWSXcCswCHStq+TKlJzWki4O6SFfKApKeB+0rPkWNrXlutSr+Kw4nA3++BQcA/Ja1q+zZJWwN5sd3OSpZIX2LM9A1EI9BvgBUlbWz74vK8D4Fxsozml2mcq9r+WtLtRGZZ79Jw+GTbR5b75yf65LVsADWNWBkcSanFlIuJVYAjia73x0m6mWjGOoQYi9ZF0rWNg02m66aUmtgMwMrAIEmj2h4IYPse4B5J/wWWrXOB6Yd+pFHih8BEksYgmug+Iel8IoPkUttv1bLQmrR5fV4iygYmAg6yPYWkPYkA4NK2/1XbQluUpJmA84lx0u8AJ0i63vYrktYBLlKMEn8GWIEogUrDqbKJtzBR0v2ZY9zxEKA38BdJJ9h+SNLD2Xw1jUhZVpNSi5E0NbAxsBLR1XtSIvV8N+BmYjTaO3mQSSk1o0opzUySxgf+DmwDLAT8QVLbjZ85gWUqdf+pZuViZnlJe0hat5SIvAecDSwkaUVgNGJsfEsGRiStIuko4uV6kRhlfFt52hNEtkJucrYzSWMBJwPP2r7S9r3EZ/UISYdQMhyA2Ymg7QGlzCYNh5Kp3NjEO53IDDla0iaO0dTXAHMAu8P3TVfznDWNKPmlmlILkbQgceA+GBgX6AMsDixN1MZ2Bw7Ng0xKqVlVejD0AfoR318rA+cAuwA9JN1Yqev/BNi8TERJNapc+M9ONK68FphD0gK2/yzpAGJqzezAEbYfq2+19Sivz3LE53vfSrnAF8Ckkg4lelhsWjJscse8fQ0CbgdGl7Q+sdn0b+AyYDFgeyJYu5m/H0Od79HPkDQe8fH/WDF6fTeilGw5YDxgk5IZ2Lf0F3m9xuWmTiyDIym1CEkzAPsDu9t+tlxcvGD7HUnPESPRrsgDeEqpmZUT50OIyQ+rAz2BrrYvKkkluwH3AR8ANGr/U/3Khf/iwKbArrZvkjQNcKCk44HdynPGLRdJLXFRWS4Me9luXPAtDfSxfbOk7ra/JTJFehIZJPvbfgJyx7w9lc/jQEl/AzYH/gwMtL1DefwNItthkpLtA+R79HNK/5bTgPslHUlMpNkGmIJoOtybyHbeW1K37B+VRqYsq0mpk1OM652JCH7cZ/vZ8tB9RAr65cClwDmVx1JKqVkNIKYUzApsAGxke4CkJW1fBKxn+4M6F5iGaQxgDSJdHmI85yHA74g+DgCfQmtcVErqAewQN9Wj3D0JMF+53ciAmhK43PbBtm9slJel9lMp4fgcOAv4B/C0pMaI3lGAyYk+GWk4lPPTy4jMv6Ntf277HdvPEa/l+bZfI4Ld1wIP17bY1BLUAsedlBIg6XRgPWCyRsNCSRMCqwFP276/zvWllNKwSJqX2K3dgThBnhSYxvYXkhYjmklvXtl9T02gUkozIfB52XlfirgY2s321eVCfypgdLfguHhJowNjA38CziTKCI4nsjnPK40pLwTWbsVSo7pVPsPj2v64cv8YxHfSxEQQaxXgQNvX17TUDkfSMcS0mdMqr3NXx6TEjYiM577E9/7GjolWKY00WVaTUidUOcAsSKTgPmF7O0lDgcckzWP7C8do3rPrXW1KKf20SmnFO0SvpAmJVOs+wB6SngX2BA7OwEjzKcei3sC2wABJV9v+u6StgNMl9bB9OfBKvSttf5XP9mAi22BWYAui6eTRwCmSliEaUO6cgZF6lM/wksBqkg62/Wl57z6XdC6wNTFR6EDb17dKOdgIMinwWvUOfz8p8RJJXwLTAjtmYCS1h8wcSamTkrQa0Xj1GqKhVV/bF0s6jUhpnt72lzUuMaWUflSlz8J3tyWNTeym32/7rJKOvTfwMvCg7VvzoqT5SFoCOI5omnssMBdwpu1TylSaM4H5bL9b4zLbXWUTYyaiPOwEYBzgAOB54AKi98IEQBfbL9S22BYnaW6i70V/23dX7m+8h6MB49l+I7+DfhlJWwJjASdWGth2I0qU9gCOt/1puT9f2zTSZc+RlDoRfW8sYhdjKeBxYszcvwBsb0/U689b20JTSuknlObRR0oaXdKMQH9J89seQFxk71CmmzxrezPbh9q+FVqjR0UHNA2RNTIfMCMxBnUTSXs7RnPO2WqBEfguG2FZ4CiinGYPIhjSh9gp3wGY0PZLGRiph6SuZTLKicCGRL+j78aJl/dQtr+y/UbjvpqW21G9DqxNjFvvAuCYNDY9sbE3QeOJ+dqm9pCZIyl1AmXXYiAwTunw35O4iOgBzAJsYvvlMqHm+UYX9YzCp5SaSQmGXAqcbPsCSaMCWwLLEo07HwDGJCZEXJDfYR1DOUb1BQ6z/VxpBN6V6DnSkqVQinHGVwBrEaOLFyLGTp8EjE/0WuhTnXqS2kclI2T00tNoFOBK4G3bW9e9vs5G0hZEadJ5wGfAh0Qm1b62r6tzban1ZM+RlDo4STMDRwDfAnNIOg7oB/yHGGm5XwmMLE7sfmzU+N28qEgpNYtSXnAe3wdGugDrlvKL24jJBX2IGvVBki6zPajGJafhZPurMollV0nnEL1j9mvVwEgxGfCS7WeAZyS9AxxDbGocDfzZ9td1LrBVlcDI8sC2kh4iypzWAv4l6WTbO9W7ws5BMZZ3sO1zJL1PZJatSfQg2Tv7t6Q6ZOZISh1Y2WW9DDgVuIfIEtkR6A88AiwILAY8CywN7G77xnpWm1JKP03SJcDMtucuP99G9BI5oPKcsYiJEO/YvqOelaYfU9lt/6k/ZyImCk0NHGG7X81LbldtL/IkjU9M7LnA9tXlvmOIMoJbbF+RF4b1KJtJpxHZDNsTU5RWV0wVuhv4j+0/17nGjqbyPTANUT72VWlo+11/qfK8bkR8akh+/lMdMjiSUgclaUqid8ipts+s3L8IkY57GXAxMD+xS/eu7UfqWGtKKf0cSb2AW4GngN8Bz9nes/L4GOVk+gcX3XWtN/2vclE5F/CY7Tt/4jkT2363ld6/ymd2WWAG4BvbZ0vanhhh/DlwJ3AYcAswD5E1NbiuNbea6udR0gbA+8BXRI+ctWy/LmlMYrLQHLbvr2+1HVNpwHwkce66KrBEo9lqSs0iG7Km1HFNQfwbfklSz0qDsHuJmuVDgN/ZfsD2TRkYSSk1q5Je/SWwPPHdNk2bwMhCwMmSxmjc1yoX1s2uNKxsBEbOBSYGrpG0UZvnNZotvlv+bIn3r3y2XXp+nUiUaJwg6QDgKiLTczpgF2Bn4K7yqz3af7WtR1IvSfOV92hJSb8n+l6cD5wOLF8CI8sTI8MHZWDklyuZY4cQzVdfJHoOda08rpqWltIPZHAkpQ7KMU5uPyJLZHXKiVQ5UX0IeBL4oq71pZTS8LI9WFLXEiBZC/hcMXYcSfMTFyn/sP15q1xUNztJEwCU9PcZica5u9jeB1gP2LMaILE9tJ6V1kPS1CVLZrCkCYnAx3rEuffzxES5A2zfansTYH0iY+ok4BDbX9W19hbTHThI0mXEaz8GcBvRu+0xYLCkxYgm9w9kNs+v9iXRU2pWolRp9TJAYFlJPfN7PTWLbMiaUgfUSP+0fV0Jtu9S7u9ne2CJ0I8K9Gyl1OWUUsdUvqeGlPrzgaX84BZJtwDjEc07b6p5mako0zt2knS+7ZeAuYnsh6Ul/dv27ZJ2Bc4qmRMX1LrgdiZpHODfxDF4bttvS9qM+CwfZnseSZMCb0j61Pa+tr8p921o+9n6Vt8aGhlPtgdIOomYknWt7QdKltM5RDCrP/ApMTnlhjynGj6NXiIl6D0EGALsDowGTFIydRYmBge8QEwjS6l2mTmSUgfUqLcvt68jUnW3ARaWtBSxy3qK7ffzIJ5SajaN7y9Jk5Qmq40LlcbJ9JfACuXph2RgpOl8S0xW+VrSgbYvA44lMhjXkjSa7X8Sx6WXa1xnXQYQ/XNGA+6VNKXtd4BRgNcl9STG9V4M3Nz4JdtnZmBk5Cuv//LAGJJ6A72JjLUFJR1ge6jtR2zvZXt+YE3b/TIw8vMkTSSpS/kuXxm4TDGqdwiRLTWUmAK0JXGueobtV+tbcUo/lA1ZU+rAKhF5ygH+QGBsYEfbN+WBPKXUrCStTqRXv0tM1LrIZbRryTYYnM1Xm0/lPZmAyBbZB7jP9lGlkeVCRFPdS0qQ638mtbQCSdMDSxLjSTcmXpe3gVOA0YF5gS1t39mKr0/dJO0M/JEIYO1ku7+kGYBrgbOBJ4jP9lrAZ61WFvZrSJoVuAO4n+gvcgyReTMV0XT4HCKAug1R9t3f9m35+U/NJIMjKXUAlZPRBYDJiZ2452x/2abD+jLAQNv35sEmpdSsykn02cByQB+iDn114Iv83mp+kqYmAlsHADMBewFP2D5C0iZEIOBw22/WuMx2VS6sjwAO5vtJJ32Ji8RliNdqLqL3wkLEKNN7allsC6ucT40L3EBkNKwNfGr769I/51igJ9DXZcxyGrby+b8UuIRoqr0c0Mf25ZLmIKbTjEWMrn6qvpWmNGwZHEmpg6hkhtwALEocYC4sj3XJXY2UUkegmDgzK3HB+BSwB7Cx7ZclzZRlBc2nbbBdMdL038B5tk+RNB+wE/Cy7YMk/a6UkbQMSccQPRUuJ3bJLyV6f+1keyVJ+xOf9Tltv1LfSltXJTAyPpG50Av4E7AIcJDtJ0rJzWBgTNuf5EbTzysBpRuJptn7SBqd+PxPaXuO8pxZiabDvYiA+Cf5uqZmlD1HUuoASk3+ekSK7mNE9P0WSV1KaU0GRlJKTavSY2Rx4EpgILAgcZK8UQmMrAKcKGm8+laa2irHmEZ24liSxrL9GbA1MI+kKYBHgTOAmSRN22qBkeJg4Ezi3Pp2ImNkDmAWSbPZPoyYhjJtbStsYWUTyYqRvFcDJwP7Ej3bHgQOlLQD8CYwne1PoHVGTv9akmYheue8AnwmaVHbXwDrAk9LurYEmJ4CrgBOs/1xvq6pWWXmSEodgKRewPHAICItd5NyMbEs8Lrt52pdYEop/QxJCwE7ECfH90k6CBgXeI6YVHAMsI/t6+tbZaoqgaq7gNWIi8ZLgJeIJqL3AacSvUXuLDvuo9j+tK711qXR/6scq88jgkW3Ew1Y1wRuLA1qG8/PbIR2Us2sLRfy1xE9Lz4DNgEms72GpK2AqYF7bd9Y24I7EEmjAjcRJZI3EJNnegLX275H0mhE09VJgOXzM586ggyOpNRk2vQQGRcY6hg1twOwLbCb7VskLUHsUq1v+9Eal5xSSj+qzffZ5sRJ9Lq2r5Q0EVFasxgxweCGbCTdfCQdS/RkmIcYRbsocFD5b1XignJ52x/WtsgmUAmQjEE0nnwDOMr2BzUvrWWVPhgbAR8RjVbHAbawvZNilG8X4HzgYts3S+phe1B+Bw0/SRPbfrfcnpF4vXsQAZJ7S4DkbOA42w/XuNSUhksGR1JqIqX7/6K2r5G0IpHyOQbwF+JEa1O+nwSwAhEoyR2OlFLTKo2kB5Z6/l2JcoxNbT/Y2NXNi5Lm02bH/XBissditl+TND9xLJqHSJ+fxXYrjuz9gUqAZHSiGetXwMG236p5aS1H0kxEptO1REnyo0RfjIuJKUE3lecdDzxu+4KaltopVL7Lpye+K7oCt5WssuyLlzqMDI6k1CRKTf4WxAnnw0Qq7q5EzfJu5b//A2Yjdu/etv1QXkyklJqZpIOJcZgb2H5K0rbEd91Otu+rdXHpR1UaV3a3/W2573DKMcr2K6WM5ltgHtv/V+d621vl9RkL+Mb215XHqhkk5xKNPp+pbbEtqGTdPg6cb/uAkqV2IzExyER/nD5EqdgxwI62765rvZ2NpOmArQABRzb6t6TUEWRwJKUmUDmZ6kaUzswATGp7zfL4+kSX+8OdY+VSSh2ApPFsf1Ru7w+sBGxTMkh2IU6eFwY+ywBv86hc+K9CTPHoBexc7juEmO7xh7aZIq0SqK+8PqsDmxEXgKcA9zSCJJK62R6cO+b1KMGRXYDpgGNsPybpCOBV22eWzNw/EWOVr84+RyNeySDB9gt1ryWlXyKDIynVrOy+NbJFJgDmBCYkGuBdDPy9nGRtTJTZ/MH2+zUtN6WUfpakaYAdgX/avqHcdzCRbr227UclTWH79RqXmX6CpJWBRinNP4iyzo1tvyfpaGBzYHIia6LlTiRLM/QjgFWIZunzAwcSF9rf1Lm2FEq2yB+J9+ZlorfR+rbfKI93IYbRuFUCeymln5ejfFOq35jESebfgTuAB4ha5ZuB+YC1yy7UxcDSGRhJKTWjUhrY2LV9H/gCWLSMzsT2wcCHxLjeXhkYaR6Sppa0SvmzG7AGsbM+BfFefgbcWJov7gUsbPvrFr6gnAbYiRhHPRUxorcP8MdSapNqZvs9YoPpEeDPQB/bb0jqUR4f2vj8tvDnOKXURgZHUqpZ6WT/ObAU8BDf78SdD7wALA6sX57+Xh1rTCmlYamUGqwAXEqcX5xFBEiWkdRb0pxEH4B9bH9Z32pTVRlvehUwC9DL9mBgZ2AAsD+wiu21gMmAM8rF5Us1Lbcp2O4LPEOU1Wxt+1Tis70uMb43NYEyReVsIstnE0nz2B5U87JSSk0sgyMp1UDSFJImb/xs+1pip+4e4BBJs9n+nJgf/yrRiJWsXU4pNaMSGFmC6L1wmO3PSmbI8cBrRHr734Frsglr85A0BfG+/NX2MbafAijBqy+Bt4DpSmCrX3neoDwWge1PgU+ADSUtSvQeOaBkLKQaSJpd0tTldjcAx4jpC4GnifOr0RtZbiml1Fb2HEmpnUmaiiiZ2Rx4oJrOKWkuotfIuMSBfE7gCNtvtv9KU0rp55ULjS5EA8QBRI+KtYlU9uttH1ayDSa33dIZB81G0jLAarZ3ajQGrzw2FjExbVqiX8MWtvvXtNRaVDKifmf7nR+5fxkis3NBYC/bN9a22ISkvsBYttf/kccmBka1/Ur7ryyl1FFk5khK7ahcRMxPBEfeB7aR1L00BsP2o8C1RPOwrYFbMzCSUmpGjd1XhyHAo8RYzKuIceN9gDUlzVGyDTIw0nwmJSZ6UA2MFKMA/YnSmtVbMDDSpQRAVgZulzRl9TNfnnaH7S2BFTIw0hR2BwaXjaYfsP1uBkZSSj8nM0dSamelWeEzQDdgKdtPlPt/0C1d0pi2P8su6imlZlPZOf8D0RfpPtv9S2bcwDLVZDLgGmC9tmNfU3OQNA5wGXCB7cvKfT1sD5K0GfCF7SvrXGN7a/z9y+3FgDOBzWw/KGmsUk7TeG4en2smaX5gHOC9MrL3ZOBx2+fUvLSUUgeUmSMptaNSAzuAaNz2FTB747G2J1i2P/ux+1NKqW4lMLIScCoxgeZQSUcRDT3fk7QukXVwRAZGmlPJgvgSuBpYuLxnlMDIXERJTUtNRyulRMdJmqfcNT5wWjykbYB7JP219GrJ43PNSvDqMGBF4FhJ2xI92nZu9B5JKaVfIoMjKbWDSvOvMQBsLw8sDBwoaafaFpZSSr+CpEmIXgurElO1xgN6ERMhpgL+C+xg+5psfticSjnUIKLx93+BTSVdJWk/4HLgQNt31brI9jcK8CKwk6SZiMDfisCRwLdE2cYUwOQ/+X9I7ULS7MB+xLSgXYAtgbmA2YCpgTnK87rWtcaUUseTZTUptRNJvYFtgdGJVPPLgDGJXbuzbR9f4/JSSukXKQGSsYmx4ysRFyXnEj1H9rP9TW2LS7+IpNGI93IToufVW7bvbZWykTalNDMCswKP2H6llId9VspcpwauJC7IH65xyS1N0vTAVsAMtlev3N8D6ArsS/SBma+eFaaUOqpudS8gpVZQDuSHAhsBkwCLANvZ3l/SpsDfJV1l+7U615lSSj+m0mNkEeI77EPgLuB3xIXjh5LeBx4igr0ZGGkilfdvYWAG4Hni4v9rANtfEaWeR1V/r0UCI92AFUqG07vAcsCptj8pr9ub5XmrAocAh2ZgpD6SlgI2BF4Ceklay/ZV5eEhJch1gKTZJM1o+7naFptS6nCyrCal9jEe8L7tp2zfxvc13sva/j9gjgyMpJSaVbmw7g2cCEwJHEQ0qXwYGFfSP4lJW+fafra2haYfVd6/5YHzgB7ADcB6rV7yVBqsDiZKaQ4BrgOuK4GRrm2CQ28B29i+ttVft7qUrJ5dgcNsHwncQpxLrQbfT1ySNCcwE/BFTUtNKXVQGRxJqX38F/hY0oblhOtx4EGiLhaiKV5KKTWVRr2+pF7A2sCywJtEb4ZbytMWBE4CNrB9cx3rTMMmaXTgj8BqwGPAG8So+E6fGfJTJPUEHpG0s+1ngCFEkGRO+N/RxrYfsf2fcrtlX7e6SJoY2AmYGPi63H0+8X20gqQ1Kk9/G1jC9lvtusiUUoeXZTUptY8vgduBuYEFJN0IrEeU2fzPSVhKKdVJ0ti2B9geImleYDRgKNEAcQFgY9tvSVoReN12vzrXm36apAltvy/pEWAPYkpab9vvSlofeM72o/Wusv3Z/kbSxkA/SW/Znqd81g+QNI7tkyRNCXS3/WLNy21J1Z435fN6HTAhsIGkS8rn+iJgc+C7jDXbLTVlKaU04mTmSEojUGWXdQ5J05bbKmm7lxMpuwJWJyY53F/XWlNK6ceU1PXLJI0jaQbgWOA54G4iqHuY7RclLUGU2fSsbbFpmCRNDhwhaTyip8j8wK62Xy3jeg+iTFFrReUYvDJwtqStbT9EjO5dXtLZwKVEYDC1s0qfnKUkbVPK+voDZwLTAutImtj2h8Dxtv9b64JTSp1CTqtJaQSQNB0wuu3HSqrubcQJ6MPl8R90/JfUs+xatcQkgJRSx1ACI5cQQY9/E0Hdq20fXwK+65b/bgbWAPawfUM9q03DQ9ItRKPcg4EziGkeYwDTE+N6Wz7rR9J8xHF7D9tnS5qNmC7Xz/Ytw/7tNLKUJrgHEwGRtYAngL2BxYnM2yeIz/S3eS6VUhoRMjiS0gggaTNihOWCtv8j6TaicdvLkrqVzBFKv5EsoUkpNZ0SGLkdeMz2aiXQ2x/4xvYy5Tk9gMWIzNMBtv8vg7zNQdKotgeW2xMQ53jvl1G0hxMlUZ8QjSrHBj6w/US+f6EESG4E+tg+pXJ/vj7tRNJEwLS27ys9Rk4BdiNK+fYkpiwNIHqPLAW8bfvpmpabUuqEMjiS0ggiaUvgr0RfkQ2AixsTaCT1KOPlUkqp6ZTst2uITJF5gYdsH17JhHve9lZ1rjH9NEljEhNoVicCV2cRTVf/z/ZFks4A7rJ9WX2rbH6SFiACgrMCb+ZmRvspI5W3JLJCTrd9j6RpgDGJKUtrANMA5wD98/sopTQyZEPWlH6DSk3s5CUVtyvwFNAdmFTSpMBnwGBJe2WTsJRSs5HUhWjSebjtyyXNDJwsiRIgWQ64SdLFtjeud7Xpx9j+TNJ6wO+IUb1/InbbTylZJD2AIyX9x/ZLNS61qdl+UNKktj+rey2txvZgSf8mGj9vIukr249IWgS4o/TJmQq4EsggX0pppMiGrCn9BiUwshpwjqSZbfcFNiOart4LbEM0MzwtAyMppWZkeyhwQwmMdCmNDXcClpC0n+1viKaVU5deDKlJSBql8uNXwHTAw8Dstm8Flga+IIL0kxNBkjRsn0NsftS9kFYgaazyZ1fbzwL/IrLXdi6BkdeBNSUdT/RDusn2I7UtOKXUqWVZTUq/Qen2fw7Q6HLfuH9zoknY4rYfrGt9KaX0S5UAydCSQXIcUWJzYPZeaC7l4n0zYHTgPmA/22uW8bSnA2va7t/oeyXp99mfITWTUrb3DHCG7b+WLLYriWDeg0SZ8hFENslcwIe276lrvSmlzi/LalL6bSYgmhc+VOplBQy2fW45yI9V7/JSSumXKYGRLrb/K2kPosRm2izHaC4lUHWepE8AE41ysX2xJAOXS9rA9u3lV56BbDCamkeZ2rcR0E/SV8AiwCu2dytlyaMCfYgeJNfWuNSUUovI4EhKv8CPnFR+CYzTZkrAoqVm+eyf+J2UUqpVpV/S4kA323dUH68ESJ6WtJrtL2taavoJlUlolwOrAusDBwDYvqRklvQr02o+bhyH8niUmontByStREzKetb2RuX+tyT1I1oAfF7nGlNKrSPLalIaTpWLiT8AEwOf2L5V0oXErt3lRObIKcBWbS82UkqpmUhaHTgI2LOSXfA/Ad0M8DaXyrFoQuAL21+VzMXngett7yxpTmJajWx/WOd6UxoekuYA/g3sbvucyv3fbT6llNLIlsGRlH4BSasChwDnEmPlbrF9rKQDgEmISQF9bd9c4zJTSul/lMaHvWy/LWki4CpgfdtvSpoFmNn2VfWuMg1LJTDSG9gVGEQch46TNC7wBHAnMB8RpL+z+nu1LTyl4SBpXuAm4DDbJ9e9npRS68mympSGU6l/3RzoDSxK9BNZRNLotg8qzxkzRwCmlJqNpFGBnYFPJV1FlASODqwvaTpgTGANSZPZPqnGpaZhKIGRpYD9gRWBXYC9JY1Sxi7/Hvgj0aPh3urv1bLglH6B0r9tVaC/pGuBN8s0rZRSahc5yjelnyBpFEkzlttTEhcPewATAnsBawHnAZtKOq38Wtblp5SaTklLvw+YFFjS9idEFtzswNW2NwTWBKaQ1L2+laa2JPWo3B6FOM7sDCwELAX8CdikjDrF9qnVwEhKHUmZ8Dep7dczMJJSam+ZOZLST5sR+IOkrYHlgaVtvydpGaCf7ddK8OQfRL8RbA+pb7kppfS/GqN5y1jXz4H3AGxfI+nako2wLHAsUe//ba0LTt8pU882k/Qu8DqRKfJnYnPrb8CB5X1dAliYyGj8tKblpjSifA5ZDpZSan8ZHEmpDUldbQ+x/bikrYCNgZNtv1eeMojYpROxY7eh7YfrWm9KKf2UcnExtJRbfA68bvsdSd0bQRBJkwOHAvvYvqXO9abvNco0JV1PBEY+Aha3/U15/HXgT5JGB2YGdrP9en0rTmnEyMlKKaW6ZFlNShWSegKLSRqz1OG/DZwJdJG0UemafhewDfAMsHH5OaWUmk7JClmRyG7bCHhA0lSNwIjDG8Cqtq8vQd9UM0m9gL+WHjDvAFcAPYlSGiR1JRrqvgDsB/zN9gN1rTellFLqDHJaTUoVkiYgSmg2JspqFrX9lqQdgWmJMXOfErt05zR28FJKqRmVrJArgQ2ABYC9iRLBD8vjXUpmSaavNxlJ4wBjE31hbiImoj1CTPI4QdJswPvAl7a/yPcwpZRS+m0ycySlCtsfAF8BSwIPA43a+/OIHbqliR28NzIwklJqZqWUpieRNTIP0a9ibdsfSlpZ0jiNhod5Ud08Sp8RgAmIY84BRPnma8AfgEMlnUT0u5rG9heQ72FKKaX0W2XmSGp5panqXMB9jXptSSsAMwHTAWeV/iOTll/pafvl3KVLKTUrSQsR02j2I0oDpwQmsD1E0oLAUcBWtl+ocZmpjcZxRdIswLnAYkSwfl/gPNsXSJoeWB+4y/adNS43pZRS6lQyOJJaWqmv/yuwE7EL9wGwOzAYmArYnOj+/wywCLCH7XdrWWxKKQ0HSbMCWwCP2L5I0szADcBlwLvlsYNtX1fjMtNPkLQYcCRwou0ry30rAbsCl9s+O4PzKaWU0oiXZTWppZWTy1uBB4nU5SmIcZaHAh8C5wNPEhcTV2VgJKXUASxAjHWdR9J4tv8LLEOU2PQigrzXZfPVpvUS8Htg3cYdtm8CTibG+k6SgZGUUkppxMvMkZQASdcCD9vuI2kT4G/AE8RO6wPA47a/zt26lFKzqZRiTEuMe/2c6FWxKZERd6ftT+pcY/pplfdvaqCr7RcljQ88Dlxoe5/KcycovbFSSimlNIJ1q3sBKdWpMakBOAJYVdIcwJ7ADsCbRL33YNtfQza8Syk1n8q43iOJqSbLEpkjUwKrAD0k3WL7sxqXmX5Cef9WJ44930p6Bvg7MCvwH0k9be9anv5hTctMKaWUOr3MHEkJkDQhcAmwKLCL7b7l/lFtD6x1cSmlNAySZgIuBDYkeiPtBcxn+0tJWxETTna1/V59q0w/RdJEwHXAn4hR8YsTmT9HAt8Q43sXA17IAH1KKaU08mTPkZQA2+8TUx0eB/rBd1klGRhJKTW7L4lx47MC2wOrlsDI4rbPInqMZGCkeY1KnI+9Zftt4A5gCLCy7beAKW0/n4GRlFJKaeTK4EhK33sUeBpYrFJuk1JKTUVS9/Jn13LXEGLK1hnAArZfkrQwcICkKcoFd2oyksYGsP0q8B9gX0njlGD9Y8BU5T0eXNcaU0oppVaSwZGUCtvfAn2BNzMwklJqNpImKoHbbyWtDFwmaQsiOLIOMBTYVtKWwOnAqbZfr3HJqaK8f8uU2ysR79/fSyPdK4j38VpJmxKlUTfZHmI7gyMppZRSO8ieIymllFKTkzQrUW5xP3AIcAzQH5iKmE5zDtAD2Ab4Auhv+7acsNUcJHUDNgGWA+4kxvQeCGwMdAfOBl4B1gZGAR613b+e1aaUUkqtKYMjKaWUUhOTNANwKdE0egriAruP7cvLhK1VgbGAC2w/Vd9K07BImoSYHrQIMND2NuX+PsT7+jfb99e4xJRSSqmlZVlNSiml1KQkzUiM573d9gnAAcBLwD4Ath8HriWmmmwhaVxJqmm5qQ1Jo0hasvzYk8jyeRiYR9JqALYPAN4D/iJprHpWmlJKKaXMHEkppZSakKRZgAuAAURJzd2275E0CnAuMBqwhm1Lmo3IRnixtgWn/yFpfGBLYpzyxMBKRCBrPWAOoJ/tG8tzZ7D9fE1LTSmllFpeZo6klFJKTUbSqMBpwIlEH4pRgVUlLWr7a+KCewBwa+kr8mQGRprSR8DrwOLAS7bftv0RcDMxkWY9SasDZGAkpZRSqldmjqSUUkpNSNLEtt8tt2cENiKarl5v+15JoxGNPI+z/XCNS00/QdJ0tl8s04VWAATsanuQpLmB+YB7bD9d60JTSimllMGRlFJKqZmV8b1DJU0P/BHoCtxm+87GYzUvMbVR6fvyHPCg7T+WANdewKfA1UBv4CTbb9S0zJRSSilVZFlNSiml1MQawQ/bLwAXAt2AlSWNk4GRptW9jFCeFZhN0rm2nwMOA8Ygesb8KwMjKaWUUvPIzJGUUkqpAykZJI1gSWoypTnu3EB/229J6gY8Bdxre4vynMlsv1n6xeSJWEoppdQEutW9gJRSSikNvwyKNBdJPW1/U7lrFmBVYKikf9p+W9JawJOShtreCngLIAMjKaWUUvPIspqUUkoppV9B0uRAP0mrSpoAwPYVwOXA8sDSkkYvT/8rcEV5TgZFUkoppSaTmSMppZRSSr/OvMCyQC/gzpJFsrvtKyV9BawHrAIsAGxs+54spUkppZSaU/YcSSmllFL6lSQdAYwK/B3YDhgPuAr4BzF6eWqgq+0HaltkSimllH5WltWklFJKKf1CkhrnUA8D2L4f2BVYElga+C+wiu3/y8BISiml1PwycySllFJK6VeSNA5wHfAgsBhwle1jJa0DvGX7vloXmFJKKaXhksGRlFJKKaVfQVIX20MlLQz0A060fVjd60oppZTSL5dlNSmllFJKv1AjMFJ+fAnoD9xVHsuG9ymllFIHk8GRlFJKKaVhkKTy5zSSJpI0RskY6Qpg+z2irOY8SaMAQ4fxv0sppZRSE8qympRSSimlnyFpReBI4HpgVWAJ259WR/NKmtn2f+tcZ0oppZR+ncwcSSmllFIaBkkzAYcAawMvAl3Lf9h2Y3JNBkZSSimljiuDIymllFJKw/YlcB4wK7A9sLrtjyUtK6lnpfdISimllDqobBiWUkoppVQhqbvtbyV1tT0EGALsDowGTFKyRRYGdgNeAF6tb7UppZRSGhEycySllFJKCSjNVruUwMjKwGWStiCCI+sQjVa3lbQlcDpwhu1X61txSimllEaUbMiaUkoppZYnaVbgDuB+or/IMcR43qmAz4FzgB7ANsAXQH/bt1UbsqaUUkqp48rgSEoppZRamqQZgEuBS4ApgOWAPrYvlzQHMZ1mLOAC20/Vt9KUUkopjSwZHEkppZRSy5I0I3Aj8A/b+0ganQiUTGl7jvKcWYH1gV5AH+CTzBZJKaWUOpcMjqSUUkqpJUmaBbgAGECU1Nxt+x5JowDnEg1Y1ygNWGcDBtp+sbYFp5RSSmmkyeBISimllFqOpFGBm4CzgRuIyTM9getLgGQ0ounqJMDymSmSUkopdW4ZHEkppZRSS5I0se13y+0ZgY2IpqvX2763BEjOBo6z/XCNS00ppZTSSJbBkZRSSim1tDK+d6ik6YE/Al2B22zf2Xis5iWmlFJKaSTrUvcCUkoppZTq1Ah+2H4BuBDoBqwsaZwMjKSUUkqtITNHUkoppZQqSgZJI1iSUkoppRaQwZGUUkoppZRSSim1tCyrSSmllFJKKaWUUkvL4EhKKaWUUkoppZRaWgZHUkoppZRSSiml1NIyOJJSSimllFJKKaWWlsGRlFJKKaWUUkoptbQMjqSUUkoppZRSSqmlZXAkpZRSSiOdpLElbVduTyLpynJ7TkkrVZ63maRT61pnSimllFpTBkdSSiml1B7GBrYDsP227bXL/XMCK/3E76SUUkoptYtudS8gpZRSSi3hKGBaSY8BLwAzA3MDhwKjSloUOLL6C5ImAP4GTFHu2sX2ve224pRSSim1jMwcSSmllFJ72Bt4yfacwB4AtgcBBwJX2J7T9hVtfuck4ATb8wFrAWe343pTSiml1EIycySllFJKzWoZYBZJjZ/HlDSG7c9rXFNKKaWUOqEMjqSUUkqpWXUBFrI9sO6FpJRSSqlzy7KalFJKKbWHz4ExfsH9ALcBOzR+kDTniF9WSimllFIGR1JKKaXUDmx/BNwr6Sng2MpD/yJKZx6TtF6bX9sJmFfSE5KeAbZpp+WmlFJKqcXIdt1rSCmllFJKKaWUUqpNZo6klFJKKaWUUkqppWVwJKWUUkoppZRSSi0tgyMppZRSSimllFJqaRkcSSmllFJKKaWUUkvL4EhKKaWUUkoppZRaWgZHUkoppZRSSiml1NIyOJJSSimllFJKKaWW9v9EuvuMZxbdmgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#a bar graph descibibg number of reviews for first 10 books\n",
    "plt.figure(figsize =(18, 8))\n",
    "sns.barplot(x = trend.head(10).index,y = trend['total number of ratings'].head(10), data = trend.head(10))\n",
    "plt.title(\"Total Number of reviews for each book\")\n",
    "plt.xticks(rotation= 45)\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "651a430f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "title\n",
       "The Complete Calvin and Hobbes                             4.829876\n",
       "ESV Study Bible                                            4.818182\n",
       "Attack of the Deranged Mutant Killer Monster Snow Goons    4.768707\n",
       "The Indispensable Calvin and Hobbes                        4.766355\n",
       "The Revenge of the Baby-Sat                                4.761364\n",
       "Name: rating, dtype: float64"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calculate mean rating of all books and check the popular high rating \n",
    "book_data.groupby('title')['rating'].mean().sort_values(ascending=False).head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75174af5",
   "metadata": {},
   "source": [
    "# Recomendation System"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cce9666a",
   "metadata": {},
   "source": [
    "**Metrics of Market Basket Analysis:**\n",
    "\n",
    "- Support:\n",
    "Percentage of orders that contain the item set. \n",
    "\n",
    "- Confidence:\n",
    "Given two items, X and Y, confidence measures the percentage of times that item Y is purchased, given that item X was purchased\n",
    "\n",
    "- Lift:\n",
    "\n",
    "Lift is used to measure how much more often the rule X->Y occur together than we would expect if they were statistically independent. If A and C are independent, the Lift score will be exactly 1.\n",
    "\n",
    "In summary, lift can take the following values:\n",
    "\n",
    "    Lift = 1; implies no relationship between X and Y (i.e., X and Y occur together only by chance)\n",
    "    Lift > 1; implies that there is a positive relationship between X and Y (i.e., X and Y occur together more often than random)\n",
    "    Lift < 1; implies that there is a negative relationship between X and Y (i.e., X and Y occur together less often than random)\n",
    "\n",
    "- Leverage: \n",
    "\n",
    "Leverage also builds on support.It measures the difference of X and Y appearing together in the data set and what would be expected if X and Y where statistically dependent. The rational in a sales setting is to find out how many more units (items X and Y together) are sold than expected from the independent sells.\n",
    "\n",
    "    Leverage(X → Y ) = Support(X&Y ) − Support(X)Support(Y )\n",
    "\n",
    "Leverage lies in -1 and +1 range.\n",
    "\n",
    "- Conviction:\n",
    "\n",
    "Conviction is also built using support.It compares the probability that X appears without Y if they were dependent with the actual frequency of the appearance of X without Y.\n",
    "\n",
    "       Conviction(X → Y ) =Support(X&Y ) / Support(X)Support(Y )\n",
    "       \n",
    ". If conviction is greater than 1, then this metric shows that incorrect predictions ( X \\Rightarrow Y ) occur less often than if these two actions were independent.\n",
    "\n",
    "- Zhang:\n",
    "\n",
    "It is a metric that ranges from -1 to 1 to represent both positive association and perfect disassociation\n",
    "Takes values between -1 and +1\n",
    "\n",
    "Value of +1 indicates perfect association\n",
    "\n",
    "Value of -1 indicates perfect dissociatio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "8ebbfac5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Recover unique user IDs.\n",
    "user_id = book_data['user_id'].unique()\n",
    "# Create library of highly rated movies for each user.\n",
    "libraries = [list(book_data[book_data['user_id'] == u].title) for u in user_id]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "aee7f13f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['The Shadow of the Wind (The Cemetery of Forgotten Books,  #1)',\n",
       " 'The Da Vinci Code (Robert Langdon, #2)',\n",
       " 'Memoirs of a Geisha',\n",
       " \"The Memory Keeper's Daughter\",\n",
       " 'The Catcher in the Rye',\n",
       " 'Slaughterhouse-Five',\n",
       " 'Life of Pi',\n",
       " 'A Prayer for Owen Meany',\n",
       " 'The Book Thief',\n",
       " 'Where the Sidewalk Ends',\n",
       " 'Night (The Night Trilogy #1)',\n",
       " 'A Heartbreaking Work of Staggering Genius',\n",
       " 'The Kite Runner',\n",
       " 'A Confederacy of Dunces',\n",
       " 'Me Talk Pretty One Day',\n",
       " 'Dress Your Family in Corduroy and Denim',\n",
       " 'The Glass Castle',\n",
       " 'In Cold Blood',\n",
       " \"The Handmaid's Tale\",\n",
       " 'The Metamorphosis',\n",
       " 'Everything Is Illuminated',\n",
       " 'Bel Canto',\n",
       " 'One Hundred Years of Solitude',\n",
       " \"Portnoy's Complaint\",\n",
       " 'Cloud Atlas',\n",
       " 'Guns, Germs, and Steel: The Fates of Human Societies',\n",
       " 'The Amazing Adventures of Kavalier & Clay',\n",
       " 'A Man in Full',\n",
       " 'Kitchen Confidential: Adventures in the Culinary Underbelly',\n",
       " 'The Plot Against America',\n",
       " 'Love in the Time of Cholera',\n",
       " 'The Human Stain (The American Trilogy, #3)',\n",
       " 'American Pastoral (The American Trilogy, #1)',\n",
       " 'Memories of My Melancholy Whores',\n",
       " 'Innocent Erendira and Other Stories',\n",
       " 'The Autumn of the Patriarch',\n",
       " 'Middlesex',\n",
       " 'To Kill a Mockingbird',\n",
       " 'The Poisonwood Bible',\n",
       " 'Under the Banner of Heaven: A Story of Violent Faith',\n",
       " 'Fahrenheit 451',\n",
       " 'Interpreter of Maladies',\n",
       " 'Breakfast of Champions',\n",
       " 'The Namesake',\n",
       " 'Empire Falls',\n",
       " 'Chronicles, Vol. 1',\n",
       " 'The Red Tent',\n",
       " 'Into Thin Air: A Personal Account of the Mount Everest Disaster',\n",
       " 'Tuesdays with Morrie',\n",
       " \"Angela's Ashes (Frank McCourt, #1)\",\n",
       " 'Lolita',\n",
       " 'The Audacity of Hope: Thoughts on Reclaiming the American Dream',\n",
       " 'The Devil in the White City: Murder, Magic, and Madness at the Fair That Changed America',\n",
       " 'The Blind Assassin',\n",
       " 'Fall on Your Knees',\n",
       " 'The Secret Life of Bees',\n",
       " \"Marley and Me: Life and Love With the World's Worst Dog\",\n",
       " 'Macbeth',\n",
       " 'The Bell Jar',\n",
       " 'Beloved',\n",
       " 'Daughter of Fortune',\n",
       " 'Blink: The Power of Thinking Without Thinking',\n",
       " 'A Light in the Attic',\n",
       " \"The Time Traveler's Wife\",\n",
       " 'Cold Mountain',\n",
       " 'White Teeth',\n",
       " 'My Name is Red',\n",
       " 'The Inheritance of Loss',\n",
       " \"A People's History of the United States\",\n",
       " 'Eat, Pray, Love',\n",
       " 'Bringing Down the House: The Inside Story of Six M.I.T. Students Who Took Vegas for Millions',\n",
       " 'The Diary of a Young Girl',\n",
       " \"The Samurai's Garden\",\n",
       " 'Things Fall Apart (The African Trilogy, #1)',\n",
       " 'The Historian',\n",
       " 'A Separate Peace',\n",
       " \"This Boy's Life\",\n",
       " 'Into the Wild',\n",
       " 'John Adams',\n",
       " 'Everyman',\n",
       " 'The Shipping News',\n",
       " 'Watchmen',\n",
       " 'Blankets',\n",
       " 'Lightning',\n",
       " 'Phantoms',\n",
       " 'Einstein: His Life and Universe',\n",
       " \"Boy's Life\",\n",
       " 'Water for Elephants',\n",
       " 'Drowning Ruth',\n",
       " 'Saving Fish from Drowning',\n",
       " 'Women of the Silk',\n",
       " \"It's Not About the Bike: My Journey Back to Life\",\n",
       " 'Winter in Madrid',\n",
       " 'Suite Française',\n",
       " 'A Thousand Splendid Suns',\n",
       " 'Shalimar the Clown',\n",
       " 'The Mask',\n",
       " 'A Great Deliverance (Inspector Lynley, #1)',\n",
       " 'Well-Schooled in Murder (Inspector Lynley, #3)',\n",
       " 'In the Woods (Dublin Murder Squad, #1)',\n",
       " 'Push',\n",
       " 'The Brief Wondrous Life of Oscar Wao',\n",
       " 'Restless',\n",
       " 'The Shack',\n",
       " 'The Girl Who Played with Fire (Millennium, #2)',\n",
       " 'Any Human Heart',\n",
       " \"The Geography of Bliss: One Grump's Search for the Happiest Places in the World\",\n",
       " 'Netherland',\n",
       " 'City of Thieves',\n",
       " 'What I Talk About When I Talk About Running',\n",
       " 'The Girl with the Dragon Tattoo (Millennium, #1)',\n",
       " 'Cutting for Stone',\n",
       " 'The Help',\n",
       " 'The Piano Teacher',\n",
       " 'Arch of Triumph: A Novel of a Man Without a Country',\n",
       " 'The Lost City of Z: A Tale of Deadly Obsession in the Amazon',\n",
       " 'A Reliable Wife',\n",
       " 'Born to Run: A Hidden Tribe, Superathletes, and the Greatest Race the World Has Never Seen',\n",
       " \"The Girl Who Kicked the Hornet's Nest (Millennium, #3)\",\n",
       " 'Solar']"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "libraries[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "f88aea91",
   "metadata": {},
   "outputs": [
    {
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       "      <th>\"حكايات فرغلي المستكاوي \"حكايتى مع كفر السحلاوية</th>\n",
       "      <th>#GIRLBOSS</th>\n",
       "      <th>'Salem's Lot</th>\n",
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       "      <th>1/4 جرام</th>\n",
       "      <th>10% Happier: How I Tamed the Voice in My Head, Reduced Stress Without Losing My Edge, and Found Self-Help That Actually Works</th>\n",
       "      <th>100 Bullets, Vol. 1: First Shot, Last Call</th>\n",
       "      <th>100 Love Sonnets</th>\n",
       "      <th>...</th>\n",
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       "      <th>نادي السيارات</th>\n",
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      "text/plain": [
       "    Angels (Walsh Family, #3)  \\\n",
       "0                       False   \n",
       "1                       False   \n",
       "2                       False   \n",
       "3                       False   \n",
       "4                       False   \n",
       "\n",
       "   \"حكايات فرغلي المستكاوي \"حكايتى مع كفر السحلاوية  #GIRLBOSS  'Salem's Lot  \\\n",
       "0                                             False      False         False   \n",
       "1                                             False      False         False   \n",
       "2                                             False      False         False   \n",
       "3                                             False      False         False   \n",
       "4                                             False      False         False   \n",
       "\n",
       "   'Tis (Frank McCourt, #2)  1,000 Places to See Before You Die  1/4 جرام  \\\n",
       "0                     False                               False     False   \n",
       "1                     False                               False     False   \n",
       "2                     False                               False     False   \n",
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       "   10% Happier: How I Tamed the Voice in My Head, Reduced Stress Without Losing My Edge, and Found Self-Help That Actually Works  \\\n",
       "0                                              False                                                                               \n",
       "1                                              False                                                                               \n",
       "2                                              False                                                                               \n",
       "3                                              False                                                                               \n",
       "4                                              False                                                                               \n",
       "\n",
       "   100 Bullets, Vol. 1: First Shot, Last Call  100 Love Sonnets  ...   محال  \\\n",
       "0                                       False             False  ...  False   \n",
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       "2                                       False             False  ...  False   \n",
       "3                                       False             False  ...  False   \n",
       "4                                       False             False  ...  False   \n",
       "\n",
       "   مخطوطة بن إسحاق: مدينة الموتى  نادي السيارات  هشت کتاب  هيبتا  واحة الغروب  \\\n",
       "0                          False          False     False  False        False   \n",
       "1                          False          False     False  False        False   \n",
       "2                          False          False     False  False        False   \n",
       "3                          False          False     False  False        False   \n",
       "4                          False          False     False  False        False   \n",
       "\n",
       "   يوتوبيا  ڤيرتيجو  キスよりも早く1 [Kisu Yorimo Hayaku 1] (Faster than a Kiss #1)  \\\n",
       "0    False    False                                              False         \n",
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       "4    False    False                                              False         \n",
       "\n",
       "   美少女戦士セーラームーン新装版 1 [Bishōjo Senshi Sailor Moon Shinsōban 1]  \n",
       "0                                              False           \n",
       "1                                              False           \n",
       "2                                              False           \n",
       "3                                              False           \n",
       "4                                              False           \n",
       "\n",
       "[5 rows x 9964 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "# Instantiate transaction encoder.\n",
    "encoder = TransactionEncoder()\n",
    "# One-hot encode libraries.\n",
    "onehot = encoder.fit(libraries).transform(libraries)\n",
    "# Use movie titles as column headers.\n",
    "onehot = pd.DataFrame(onehot, columns = encoder.columns_)\n",
    "# Print onehot header.\n",
    "onehot.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "74fa62a3",
   "metadata": {},
   "outputs": [
    {
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       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 9964 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Angels (Walsh Family, #3)  \\\n",
       "0                       False   \n",
       "1                       False   \n",
       "2                       False   \n",
       "3                       False   \n",
       "4                       False   \n",
       "\n",
       "   \"حكايات فرغلي المستكاوي \"حكايتى مع كفر السحلاوية  #GIRLBOSS  'Salem's Lot  \\\n",
       "0                                             False      False         False   \n",
       "1                                             False      False         False   \n",
       "2                                             False      False         False   \n",
       "3                                             False      False         False   \n",
       "4                                             False      False         False   \n",
       "\n",
       "   'Tis (Frank McCourt, #2)  1,000 Places to See Before You Die  1/4 جرام  \\\n",
       "0                     False                               False     False   \n",
       "1                     False                               False     False   \n",
       "2                     False                               False     False   \n",
       "3                     False                               False     False   \n",
       "4                     False                               False     False   \n",
       "\n",
       "   10% Happier: How I Tamed the Voice in My Head, Reduced Stress Without Losing My Edge, and Found Self-Help That Actually Works  \\\n",
       "0                                              False                                                                               \n",
       "1                                              False                                                                               \n",
       "2                                              False                                                                               \n",
       "3                                              False                                                                               \n",
       "4                                              False                                                                               \n",
       "\n",
       "   100 Bullets, Vol. 1: First Shot, Last Call  100 Love Sonnets  ...   محال  \\\n",
       "0                                       False             False  ...  False   \n",
       "1                                       False             False  ...  False   \n",
       "2                                       False             False  ...  False   \n",
       "3                                       False             False  ...  False   \n",
       "4                                       False             False  ...  False   \n",
       "\n",
       "   مخطوطة بن إسحاق: مدينة الموتى  نادي السيارات  هشت کتاب  هيبتا  واحة الغروب  \\\n",
       "0                          False          False     False  False        False   \n",
       "1                          False          False     False  False        False   \n",
       "2                          False          False     False  False        False   \n",
       "3                          False          False     False  False        False   \n",
       "4                          False          False     False  False        False   \n",
       "\n",
       "   يوتوبيا  ڤيرتيجو  キスよりも早く1 [Kisu Yorimo Hayaku 1] (Faster than a Kiss #1)  \\\n",
       "0    False    False                                              False         \n",
       "1    False    False                                              False         \n",
       "2    False    False                                              False         \n",
       "3    False    False                                              False         \n",
       "4    False    False                                              False         \n",
       "\n",
       "   美少女戦士セーラームーン新装版 1 [Bishōjo Senshi Sailor Moon Shinsōban 1]  \n",
       "0                                              False           \n",
       "1                                              False           \n",
       "2                                              False           \n",
       "3                                              False           \n",
       "4                                              False           \n",
       "\n",
       "[5 rows x 9964 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#onehot.to_csv('../KPIs_and_Exploratory/data/onehot_books.csv',  index=False)\n",
    "onehot = pd.read_csv('../KPIs_and_Exploratory/data/onehot_books.csv')\n",
    "onehot.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad6f060f",
   "metadata": {},
   "source": [
    "## HeatMap\n",
    "\n",
    "**Preparing the data**\n",
    "\n",
    "1. Generate the rules.\n",
    "\n",
    "Use Apriori algorithm and association rules.\n",
    "\n",
    "2. Convert antecedents and consequents into strings.\n",
    "\n",
    "Stored as frozen sets by default in mlxtend.\n",
    "\n",
    "3. Convert rules into matrix format.\n",
    "\n",
    "Suitable for use in heatmaps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "97f6a053",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Apply the apriori algorithm\n",
    "frequent_itemsets = apriori(onehot, min_support=0.06,use_colnames=True, max_len=2)\n",
    "\n",
    "# Recover the association rules\n",
    "#rules = association_rules(frequent_itemsets)\n",
    "\n",
    "\n",
    "# Generate association rules without performing additional pruning\n",
    "rules = association_rules(frequent_itemsets, metric = 'support', \n",
    "                          min_threshold = 0.0)\n",
    "\n",
    "# Generate scatterplot using support and confidence\n",
    "sns.scatterplot(x = \"support\", y = \"confidence\", data = rules)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a29f16a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize =(16, 8))\n",
    "\n",
    "sns.scatterplot(x = \"support\", y = \"confidence\", \n",
    "                size = \"lift\", data = rules);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "09b08cec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize =(16, 8))\n",
    "\n",
    "sns.scatterplot(x = \"support\", y = \"confidence\", \n",
    "                size = \"zhang\", data = rules_prunned);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "e93eb670",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Compute Zhang's rule\n",
    "rules['zhang'] = zhangs_rule(rules)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "dc8e8dfe",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\taiz_\\AppData\\Local\\Temp\\ipykernel_8732\\2790870302.py:1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  rules_prunned = rules[rules.support <= 0.13][rules.confidence < 0.6][rules.confidence > 0.2][rules['zhang'] > 0.6]\n"
     ]
    }
   ],
   "source": [
    "rules_prunned = rules[rules.support <= 0.13][rules.confidence < 0.6][rules.confidence > 0.2][rules['zhang'] > 0.6]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "8f1efbe4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Heatmap\n",
    "\n",
    "# Convert antecedents and consequents into strings\n",
    "rules_prunned['antecedents'] = rules_prunned['antecedents'].apply(lambda a: list(a)[0].replace('#1','').replace(', ', ''))\n",
    "\n",
    "rules_prunned['consequents'] = rules_prunned['consequents'].apply(lambda a: list(a)[0].replace('#1','').replace(', ', ''))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "02832d81",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>antecedents</th>\n",
       "      <th>consequents</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1984</td>\n",
       "      <td>Brave New World</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Catch-22</td>\n",
       "      <td>1984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1984</td>\n",
       "      <td>Catch-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1984</td>\n",
       "      <td>Ender's Game (Ender's Saga)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Fahrenheit 451</td>\n",
       "      <td>1984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2647</th>\n",
       "      <td>Water for Elephants</td>\n",
       "      <td>The Time Traveler's Wife</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2653</th>\n",
       "      <td>To Kill a Mockingbird</td>\n",
       "      <td>Where the Sidewalk Ends</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2657</th>\n",
       "      <td>To Kill a Mockingbird</td>\n",
       "      <td>Wuthering Heights</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2666</th>\n",
       "      <td>Where the Wild Things Are</td>\n",
       "      <td>Where the Sidewalk Ends</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2667</th>\n",
       "      <td>Where the Sidewalk Ends</td>\n",
       "      <td>Where the Wild Things Are</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>737 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    antecedents                  consequents\n",
       "7                          1984              Brave New World\n",
       "8                      Catch-22                         1984\n",
       "9                          1984                     Catch-22\n",
       "15                         1984  Ender's Game (Ender's Saga)\n",
       "16               Fahrenheit 451                         1984\n",
       "...                         ...                          ...\n",
       "2647        Water for Elephants     The Time Traveler's Wife\n",
       "2653      To Kill a Mockingbird      Where the Sidewalk Ends\n",
       "2657      To Kill a Mockingbird            Wuthering Heights\n",
       "2666  Where the Wild Things Are      Where the Sidewalk Ends\n",
       "2667    Where the Sidewalk Ends    Where the Wild Things Are\n",
       "\n",
       "[737 rows x 2 columns]"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rules_prunned[['antecedents','consequents']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "830cd6cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Transform antecedent, consequent, and support columns into matrix\n",
    "support_table = rules_prunned.pivot(index='consequents', columns='antecedents',values='support')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "720c8ef9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize =(18, 8))\n",
    "\n",
    "sns.heatmap(support_table);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "a59ba4d1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>antecedents</th>\n",
       "      <th>consequents</th>\n",
       "      <th>rule</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1984</td>\n",
       "      <td>Brave New World</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1984</td>\n",
       "      <td>Catch-22</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Fahrenheit 451</td>\n",
       "      <td>1984</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1984</td>\n",
       "      <td>Fahrenheit 451</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1984</td>\n",
       "      <td>Frankenstein</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       antecedents      consequents  rule\n",
       "7             1984  Brave New World     7\n",
       "9             1984         Catch-22     9\n",
       "16  Fahrenheit 451             1984    16\n",
       "17            1984   Fahrenheit 451    17\n",
       "19            1984     Frankenstein    19"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Parallel coordinate plots\n",
    "# Convert rules to coordinates.\n",
    "\n",
    "\n",
    "\n",
    "rules_prunned['rule'] = rules_prunned.index\n",
    "\n",
    "coords = rules_prunned[['antecedents','consequents','rule']]\n",
    "coords.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "dfbf64ff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# Generate parallel coordinates plot\n",
    "parallel_coordinates(coords[0:30],'rule', colormap = 'ocean');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "fdd62fae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>antecedents</th>\n",
       "      <th>consequents</th>\n",
       "      <th>antecedent support</th>\n",
       "      <th>consequent support</th>\n",
       "      <th>support</th>\n",
       "      <th>confidence</th>\n",
       "      <th>lift</th>\n",
       "      <th>leverage</th>\n",
       "      <th>conviction</th>\n",
       "      <th>zhang</th>\n",
       "      <th>rule</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>658</th>\n",
       "      <td>City of Bones (The Mortal Instruments)</td>\n",
       "      <td>City of Glass (The Mortal Instruments#3)</td>\n",
       "      <td>0.121743</td>\n",
       "      <td>0.083315</td>\n",
       "      <td>0.070904</td>\n",
       "      <td>0.582411</td>\n",
       "      <td>6.990500</td>\n",
       "      <td>0.060761</td>\n",
       "      <td>2.195185</td>\n",
       "      <td>0.975738</td>\n",
       "      <td>658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>654</th>\n",
       "      <td>City of Bones (The Mortal Instruments)</td>\n",
       "      <td>City of Ashes (The Mortal Instruments#2)</td>\n",
       "      <td>0.121743</td>\n",
       "      <td>0.082641</td>\n",
       "      <td>0.069388</td>\n",
       "      <td>0.569957</td>\n",
       "      <td>6.896802</td>\n",
       "      <td>0.059327</td>\n",
       "      <td>2.133180</td>\n",
       "      <td>0.973525</td>\n",
       "      <td>654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>883</th>\n",
       "      <td>Fifty Shades of Grey (Fifty Shades)</td>\n",
       "      <td>Fifty Shades Darker (Fifty Shades#2)</td>\n",
       "      <td>0.144579</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.074030</td>\n",
       "      <td>0.512040</td>\n",
       "      <td>6.144485</td>\n",
       "      <td>0.061982</td>\n",
       "      <td>1.878571</td>\n",
       "      <td>0.978761</td>\n",
       "      <td>883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>885</th>\n",
       "      <td>Fifty Shades of Grey (Fifty Shades)</td>\n",
       "      <td>Fifty Shades Freed (Fifty Shades#3)</td>\n",
       "      <td>0.144579</td>\n",
       "      <td>0.078336</td>\n",
       "      <td>0.067498</td>\n",
       "      <td>0.466857</td>\n",
       "      <td>5.959700</td>\n",
       "      <td>0.056172</td>\n",
       "      <td>1.728736</td>\n",
       "      <td>0.972862</td>\n",
       "      <td>885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2132</th>\n",
       "      <td>The Lightning Thief (Percy Jackson and the Oly...</td>\n",
       "      <td>The Battle of the Labyrinth (Percy Jackson and...</td>\n",
       "      <td>0.142370</td>\n",
       "      <td>0.075266</td>\n",
       "      <td>0.062931</td>\n",
       "      <td>0.442019</td>\n",
       "      <td>5.872780</td>\n",
       "      <td>0.052215</td>\n",
       "      <td>1.657288</td>\n",
       "      <td>0.967461</td>\n",
       "      <td>2132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2585</th>\n",
       "      <td>The Lightning Thief (Percy Jackson and the Oly...</td>\n",
       "      <td>The Sea of Monsters (Percy Jackson and the Oly...</td>\n",
       "      <td>0.142370</td>\n",
       "      <td>0.075921</td>\n",
       "      <td>0.062182</td>\n",
       "      <td>0.436760</td>\n",
       "      <td>5.752833</td>\n",
       "      <td>0.051373</td>\n",
       "      <td>1.640650</td>\n",
       "      <td>0.963321</td>\n",
       "      <td>2585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>The Firm (Penguin ReadersLevel 5)</td>\n",
       "      <td>A Time to Kill</td>\n",
       "      <td>0.114836</td>\n",
       "      <td>0.109389</td>\n",
       "      <td>0.066824</td>\n",
       "      <td>0.581907</td>\n",
       "      <td>5.319611</td>\n",
       "      <td>0.054262</td>\n",
       "      <td>2.130175</td>\n",
       "      <td>0.917363</td>\n",
       "      <td>209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>777</th>\n",
       "      <td>Sense and Sensibility</td>\n",
       "      <td>Emma</td>\n",
       "      <td>0.133086</td>\n",
       "      <td>0.104859</td>\n",
       "      <td>0.068546</td>\n",
       "      <td>0.515049</td>\n",
       "      <td>4.911815</td>\n",
       "      <td>0.054591</td>\n",
       "      <td>1.845838</td>\n",
       "      <td>0.918672</td>\n",
       "      <td>777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>Hamlet</td>\n",
       "      <td>Macbeth</td>\n",
       "      <td>0.129137</td>\n",
       "      <td>0.120189</td>\n",
       "      <td>0.069313</td>\n",
       "      <td>0.536744</td>\n",
       "      <td>4.465821</td>\n",
       "      <td>0.053793</td>\n",
       "      <td>1.899191</td>\n",
       "      <td>0.891158</td>\n",
       "      <td>981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>Macbeth</td>\n",
       "      <td>Hamlet</td>\n",
       "      <td>0.120189</td>\n",
       "      <td>0.129137</td>\n",
       "      <td>0.069313</td>\n",
       "      <td>0.576701</td>\n",
       "      <td>4.465821</td>\n",
       "      <td>0.053793</td>\n",
       "      <td>2.057326</td>\n",
       "      <td>0.882096</td>\n",
       "      <td>980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>A Game of Thrones (A Song of Ice and Fire)</td>\n",
       "      <td>A Clash of Kings  (A Song of Ice and Fire#2)</td>\n",
       "      <td>0.200135</td>\n",
       "      <td>0.128294</td>\n",
       "      <td>0.107405</td>\n",
       "      <td>0.536663</td>\n",
       "      <td>4.183058</td>\n",
       "      <td>0.081729</td>\n",
       "      <td>1.881364</td>\n",
       "      <td>0.951336</td>\n",
       "      <td>114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>A Game of Thrones (A Song of Ice and Fire)</td>\n",
       "      <td>A Storm of Swords (A Song of Ice and Fire#3)</td>\n",
       "      <td>0.200135</td>\n",
       "      <td>0.116745</td>\n",
       "      <td>0.095519</td>\n",
       "      <td>0.477273</td>\n",
       "      <td>4.088154</td>\n",
       "      <td>0.072154</td>\n",
       "      <td>1.689705</td>\n",
       "      <td>0.944398</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>A Game of Thrones (A Song of Ice and Fire)</td>\n",
       "      <td>A Feast for Crows (A Song of Ice and Fire#4)</td>\n",
       "      <td>0.200135</td>\n",
       "      <td>0.106787</td>\n",
       "      <td>0.086141</td>\n",
       "      <td>0.430415</td>\n",
       "      <td>4.030588</td>\n",
       "      <td>0.064769</td>\n",
       "      <td>1.568182</td>\n",
       "      <td>0.940030</td>\n",
       "      <td>128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2394</th>\n",
       "      <td>Where the Wild Things Are</td>\n",
       "      <td>The Giving Tree</td>\n",
       "      <td>0.119815</td>\n",
       "      <td>0.131065</td>\n",
       "      <td>0.061807</td>\n",
       "      <td>0.515857</td>\n",
       "      <td>3.935895</td>\n",
       "      <td>0.046104</td>\n",
       "      <td>1.794790</td>\n",
       "      <td>0.847468</td>\n",
       "      <td>2394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2395</th>\n",
       "      <td>The Giving Tree</td>\n",
       "      <td>Where the Wild Things Are</td>\n",
       "      <td>0.131065</td>\n",
       "      <td>0.119815</td>\n",
       "      <td>0.061807</td>\n",
       "      <td>0.471580</td>\n",
       "      <td>3.935895</td>\n",
       "      <td>0.046104</td>\n",
       "      <td>1.665691</td>\n",
       "      <td>0.858439</td>\n",
       "      <td>2395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>A Game of Thrones (A Song of Ice and Fire)</td>\n",
       "      <td>A Dance with Dragons (A Song of Ice and Fire#5)</td>\n",
       "      <td>0.200135</td>\n",
       "      <td>0.095201</td>\n",
       "      <td>0.073263</td>\n",
       "      <td>0.366068</td>\n",
       "      <td>3.845226</td>\n",
       "      <td>0.054210</td>\n",
       "      <td>1.427282</td>\n",
       "      <td>0.925077</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>Divergent (Divergent)</td>\n",
       "      <td>Allegiant (Divergent#3)</td>\n",
       "      <td>0.220500</td>\n",
       "      <td>0.117925</td>\n",
       "      <td>0.095875</td>\n",
       "      <td>0.434805</td>\n",
       "      <td>3.687144</td>\n",
       "      <td>0.069872</td>\n",
       "      <td>1.560656</td>\n",
       "      <td>0.934942</td>\n",
       "      <td>235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>The Girl on the Train</td>\n",
       "      <td>All the Light We Cannot See</td>\n",
       "      <td>0.170148</td>\n",
       "      <td>0.113844</td>\n",
       "      <td>0.070043</td>\n",
       "      <td>0.411661</td>\n",
       "      <td>3.616012</td>\n",
       "      <td>0.050673</td>\n",
       "      <td>1.506200</td>\n",
       "      <td>0.871785</td>\n",
       "      <td>231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2393</th>\n",
       "      <td>Where the Sidewalk Ends</td>\n",
       "      <td>The Giving Tree</td>\n",
       "      <td>0.155305</td>\n",
       "      <td>0.131065</td>\n",
       "      <td>0.072402</td>\n",
       "      <td>0.466193</td>\n",
       "      <td>3.556966</td>\n",
       "      <td>0.052047</td>\n",
       "      <td>1.627807</td>\n",
       "      <td>0.851031</td>\n",
       "      <td>2393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2392</th>\n",
       "      <td>The Giving Tree</td>\n",
       "      <td>Where the Sidewalk Ends</td>\n",
       "      <td>0.131065</td>\n",
       "      <td>0.155305</td>\n",
       "      <td>0.072402</td>\n",
       "      <td>0.552414</td>\n",
       "      <td>3.556966</td>\n",
       "      <td>0.052047</td>\n",
       "      <td>1.887223</td>\n",
       "      <td>0.827290</td>\n",
       "      <td>2392</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            antecedents  \\\n",
       "658              City of Bones (The Mortal Instruments)   \n",
       "654              City of Bones (The Mortal Instruments)   \n",
       "883                 Fifty Shades of Grey (Fifty Shades)   \n",
       "885                 Fifty Shades of Grey (Fifty Shades)   \n",
       "2132  The Lightning Thief (Percy Jackson and the Oly...   \n",
       "2585  The Lightning Thief (Percy Jackson and the Oly...   \n",
       "209                   The Firm (Penguin ReadersLevel 5)   \n",
       "777                               Sense and Sensibility   \n",
       "981                                              Hamlet   \n",
       "980                                             Macbeth   \n",
       "114          A Game of Thrones (A Song of Ice and Fire)   \n",
       "132          A Game of Thrones (A Song of Ice and Fire)   \n",
       "128          A Game of Thrones (A Song of Ice and Fire)   \n",
       "2394                          Where the Wild Things Are   \n",
       "2395                                    The Giving Tree   \n",
       "124          A Game of Thrones (A Song of Ice and Fire)   \n",
       "235                               Divergent (Divergent)   \n",
       "231                               The Girl on the Train   \n",
       "2393                            Where the Sidewalk Ends   \n",
       "2392                                    The Giving Tree   \n",
       "\n",
       "                                            consequents  antecedent support  \\\n",
       "658            City of Glass (The Mortal Instruments#3)            0.121743   \n",
       "654            City of Ashes (The Mortal Instruments#2)            0.121743   \n",
       "883                Fifty Shades Darker (Fifty Shades#2)            0.144579   \n",
       "885                 Fifty Shades Freed (Fifty Shades#3)            0.144579   \n",
       "2132  The Battle of the Labyrinth (Percy Jackson and...            0.142370   \n",
       "2585  The Sea of Monsters (Percy Jackson and the Oly...            0.142370   \n",
       "209                                      A Time to Kill            0.114836   \n",
       "777                                                Emma            0.133086   \n",
       "981                                             Macbeth            0.129137   \n",
       "980                                              Hamlet            0.120189   \n",
       "114        A Clash of Kings  (A Song of Ice and Fire#2)            0.200135   \n",
       "132        A Storm of Swords (A Song of Ice and Fire#3)            0.200135   \n",
       "128        A Feast for Crows (A Song of Ice and Fire#4)            0.200135   \n",
       "2394                                    The Giving Tree            0.119815   \n",
       "2395                          Where the Wild Things Are            0.131065   \n",
       "124     A Dance with Dragons (A Song of Ice and Fire#5)            0.200135   \n",
       "235                             Allegiant (Divergent#3)            0.220500   \n",
       "231                         All the Light We Cannot See            0.170148   \n",
       "2393                                    The Giving Tree            0.155305   \n",
       "2392                            Where the Sidewalk Ends            0.131065   \n",
       "\n",
       "      consequent support   support  confidence      lift  leverage  \\\n",
       "658             0.083315  0.070904    0.582411  6.990500  0.060761   \n",
       "654             0.082641  0.069388    0.569957  6.896802  0.059327   \n",
       "883             0.083333  0.074030    0.512040  6.144485  0.061982   \n",
       "885             0.078336  0.067498    0.466857  5.959700  0.056172   \n",
       "2132            0.075266  0.062931    0.442019  5.872780  0.052215   \n",
       "2585            0.075921  0.062182    0.436760  5.752833  0.051373   \n",
       "209             0.109389  0.066824    0.581907  5.319611  0.054262   \n",
       "777             0.104859  0.068546    0.515049  4.911815  0.054591   \n",
       "981             0.120189  0.069313    0.536744  4.465821  0.053793   \n",
       "980             0.129137  0.069313    0.576701  4.465821  0.053793   \n",
       "114             0.128294  0.107405    0.536663  4.183058  0.081729   \n",
       "132             0.116745  0.095519    0.477273  4.088154  0.072154   \n",
       "128             0.106787  0.086141    0.430415  4.030588  0.064769   \n",
       "2394            0.131065  0.061807    0.515857  3.935895  0.046104   \n",
       "2395            0.119815  0.061807    0.471580  3.935895  0.046104   \n",
       "124             0.095201  0.073263    0.366068  3.845226  0.054210   \n",
       "235             0.117925  0.095875    0.434805  3.687144  0.069872   \n",
       "231             0.113844  0.070043    0.411661  3.616012  0.050673   \n",
       "2393            0.131065  0.072402    0.466193  3.556966  0.052047   \n",
       "2392            0.155305  0.072402    0.552414  3.556966  0.052047   \n",
       "\n",
       "      conviction     zhang  rule  \n",
       "658     2.195185  0.975738   658  \n",
       "654     2.133180  0.973525   654  \n",
       "883     1.878571  0.978761   883  \n",
       "885     1.728736  0.972862   885  \n",
       "2132    1.657288  0.967461  2132  \n",
       "2585    1.640650  0.963321  2585  \n",
       "209     2.130175  0.917363   209  \n",
       "777     1.845838  0.918672   777  \n",
       "981     1.899191  0.891158   981  \n",
       "980     2.057326  0.882096   980  \n",
       "114     1.881364  0.951336   114  \n",
       "132     1.689705  0.944398   132  \n",
       "128     1.568182  0.940030   128  \n",
       "2394    1.794790  0.847468  2394  \n",
       "2395    1.665691  0.858439  2395  \n",
       "124     1.427282  0.925077   124  \n",
       "235     1.560656  0.934942   235  \n",
       "231     1.506200  0.871785   231  \n",
       "2393    1.627807  0.851031  2393  \n",
       "2392    1.887223  0.827290  2392  "
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rules_prunned.sort_values(['lift','zhang'], ascending=False).head(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "03e74646",
   "metadata": {},
   "source": [
    "# Inference:\n",
    "\n",
    "By performing the association analysis using the apriori algorithm on the books dataset, we were able to find out the books preferred by certain users.\n",
    "\n",
    "\n",
    "    Users who read Sense and Sensibility is 4.91 times more likely to read Emma, since the lift is high for these two books.\n",
    "    \n",
    "    Similarly, a user who read City of Bones (The Mortal Instruments) is 6.99 times more likely to read City of Glass (The Mortal Instruments#3), confirming the positive association with a zhang close to 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "474d282c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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