{ "cells": [ { "cell_type": "code", "execution_count": 40, "id": "2564fcfa", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from sklearn.feature_extraction.text import TfidfVectorizer\n", "from scipy.sparse import csr_matrix\n", "from sklearn.decomposition import TruncatedSVD\n", "import joblib\n", "from sklearn.metrics.pairwise import cosine_similarity\n", "from tqdm import tqdm" ] }, { "cell_type": "code", "execution_count": 41, "id": "d3b70a66", "metadata": {}, "outputs": [], "source": [ "CLEAN_TMDB_FILE_PATH = \"../datasets/clean/tmdb-movies/TMDB_movie_dataset_v11.csv\"\n", "CLEAN_MOVIELENS_RATINGS_PATH = \"../datasets/clean/ml-32m/ratings.csv\"\n", "\n", "ML_API_TF_IDF_MATRIX_PATH = \"../../ml-api/model/tf_idf_matrix.pkl\"\n", "\n", "\n", "tmdb_og = pd.read_csv(CLEAN_TMDB_FILE_PATH)\n", "ratings_og = pd.read_csv(CLEAN_MOVIELENS_RATINGS_PATH)" ] }, { "cell_type": "code", "execution_count": 42, "id": "94c06dc2", "metadata": {}, "outputs": [], "source": [ "tmdb = tmdb_og\n", "ratings = ratings_og" ] }, { "cell_type": "code", "execution_count": 43, "id": "9a0710c6", "metadata": {}, "outputs": [], "source": [ "movie_stats = ratings.groupby(\"tmdbId\").agg(\n", " avg=(\"rating\", \"mean\"),\n", " count=(\"rating\", \"count\")\n", ")\n", "good_movies = set(movie_stats[movie_stats[\"count\"] >= 0].index)\n", "tmdb_ids = set(tmdb[\"id\"])\n", "valid_movie_ids = good_movies.intersection(tmdb_ids)\n", "ratings = ratings[ratings[\"tmdbId\"].isin(valid_movie_ids)].copy()\n", "tmdb = tmdb[tmdb[\"id\"].isin(valid_movie_ids)].copy()\n", "\n", "tmdb = tmdb.reset_index(drop=True)\n", "tmdb_id_to_index = pd.Series(tmdb.index, index=tmdb[\"id\"]).to_dict()\n", "\n", "ratings_glob_mean = 2.5\n", "ratings[\"rating\"] = ratings[\"rating\"] - ratings_glob_mean" ] }, { "cell_type": "code", "execution_count": 44, "id": "e78d68ce", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idtitlepopularityrating_count
027205Inception83.95257931
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2155The Dark Knight130.64359334
319995Avatar79.93235043
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" ], "text/plain": [ " id title popularity rating_count\n", "0 27205 Inception 83.952 57931\n", "1 157336 Interstellar 140.241 37157\n", "2 155 The Dark Knight 130.643 59334\n", "3 19995 Avatar 79.932 35043\n", "4 24428 The Avengers 98.082 26315" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# počet hodnocení pro každý film\n", "rating_counts = ratings.groupby(\"tmdbId\").size().reset_index(name=\"rating_count\")\n", "\n", "# výběr jen potřebných sloupců z tmdb\n", "movies_df = tmdb[[\"id\", \"title\", \"popularity\"]].copy()\n", "\n", "# merge s počtem hodnocení\n", "movies_df = movies_df.merge(\n", " rating_counts,\n", " left_on=\"id\",\n", " right_on=\"tmdbId\",\n", " how=\"left\"\n", ")\n", "\n", "# odstranění pomocného sloupce\n", "movies_df = movies_df.drop(columns=[\"tmdbId\"])\n", "\n", "# případně NaN -> 0\n", "movies_df[\"rating_count\"] = movies_df[\"rating_count\"].fillna(0).astype(int)\n", "\n", "movies_df.head()" ] }, { "cell_type": "code", "execution_count": 45, "id": "4de10c56", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'context': '[Recommender Collab]',\n", " 'action': 'LOG AGENT CREATED',\n", " 'result': None},\n", " {'context': '[Recommender Content]',\n", " 'action': 'LOG AGENT CREATED',\n", " 'result': None},\n", " {'context': '[Recommender Collab]',\n", " 'action': 'User requested movies. 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Movie',\n", " 'popularity': 410.411,\n", " 'rating_count': 538},\n", " {'id': 630,\n", " 'title': 'The Wizard of Oz',\n", " 'popularity': 44.236,\n", " 'rating_count': 29260},\n", " {'id': 4935,\n", " 'title': \"Howl's Moving Castle\",\n", " 'popularity': 79.888,\n", " 'rating_count': 16009},\n", " {'id': 50619,\n", " 'title': 'The Twilight Saga: Breaking Dawn - Part 1',\n", " 'popularity': 79.868,\n", " 'rating_count': 2703},\n", " {'id': 779782,\n", " 'title': 'The School for Good and Evil',\n", " 'popularity': 63.109,\n", " 'rating_count': 54},\n", " {'id': 447277,\n", " 'title': 'The Little Mermaid',\n", " 'popularity': 353.543,\n", " 'rating_count': 135},\n", " {'id': 565770,\n", " 'title': 'Blue Beetle',\n", " 'popularity': 2994.357,\n", " 'rating_count': 61},\n", " {'id': 109445,\n", " 'title': 'Frozen',\n", " 'popularity': 85.794,\n", " 'rating_count': 11102},\n", " {'id': 346698,\n", " 'title': 'Barbie',\n", " 'popularity': 1069.34,\n", " 'rating_count': 939},\n", " {'id': 980489,\n", " 'title': 'Gran Turismo',\n", " 'popularity': 2680.593,\n", " 'rating_count': 56},\n", " {'id': 284052,\n", " 'title': 'Doctor Strange',\n", " 'popularity': 70.535,\n", " 'rating_count': 12404},\n", " {'id': 157350,\n", " 'title': 'Divergent',\n", " 'popularity': 39.066,\n", " 'rating_count': 5867},\n", " {'id': 734253, 'title': 'Adipurush'},\n", " {'id': 568124,\n", " 'title': 'Encanto',\n", " 'popularity': 147.124,\n", " 'rating_count': 1539},\n", " {'id': 76285,\n", " 'title': 'Percy Jackson: Sea of Monsters',\n", " 'popularity': 24.018,\n", " 'rating_count': 1182},\n", " {'id': 508439,\n", " 'title': 'Onward',\n", " 'popularity': 25.372,\n", " 'rating_count': 1732},\n", " {'id': 131631,\n", " 'title': 'The Hunger Games: Mockingjay - Part 1',\n", " 'popularity': 85.889,\n", " 'rating_count': 9665},\n", " {'id': 10957,\n", " 'title': 'The Black Cauldron',\n", " 'popularity': 20.004,\n", " 'rating_count': 1860},\n", " {'id': 338952,\n", " 'title': 'Fantastic Beasts: The Crimes of Grindelwald',\n", " 'popularity': 29.783,\n", " 'rating_count': 2254},\n", " {'id': 635302,\n", " 'title': 'Demon Slayer -Kimetsu no Yaiba- The Movie: Mugen Train',\n", " 'popularity': 96.797,\n", " 'rating_count': 195},\n", " {'id': 916224,\n", " 'title': 'Suzume',\n", " 'popularity': 175.357,\n", " 'rating_count': 113},\n", " {'id': 11849,\n", " 'title': 'Dungeons & Dragons',\n", " 'popularity': 29.35,\n", " 'rating_count': 2477},\n", " {'id': 37933,\n", " 'title': 'Tales from Earthsea',\n", " 'popularity': 20.378,\n", " 'rating_count': 529},\n", " {'id': 27022,\n", " 'title': \"The Sorcerer's Apprentice\",\n", " 'popularity': 28.585,\n", " 'rating_count': 2876},\n", " {'id': 10674,\n", " 'title': 'Mulan',\n", " 'popularity': 73.011,\n", " 'rating_count': 14851},\n", " {'id': 445651,\n", " 'title': 'The Darkest Minds',\n", " 'popularity': 105.269,\n", " 'rating_count': 204}]}]" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from pathlib import Path\n", "import json\n", "import re\n", "import pandas as pd\n", "\n", "# -----------------------------\n", "# připravení lookup dictionary\n", "# -----------------------------\n", "\n", "movie_lookup = movies_df.set_index(\"id\").to_dict(orient=\"index\")\n", "\n", "processed_logs = []\n", "\n", "logs_folder = \"./cinematch_logs\"\n", "\n", "json_files = list(Path(logs_folder).glob(\"*.json\"))\n", "\n", "movie_json_pattern = r'\\{.*?\\}'\n", "\n", "# -----------------------------\n", "# helper funkce\n", "# -----------------------------\n", "\n", "def replace_movie(movie_obj):\n", " \"\"\"\n", " Vrátí redukovaná data filmu z movies_df.\n", " \"\"\"\n", " movie_id = movie_obj.get(\"id\")\n", "\n", " if movie_id in movie_lookup:\n", " return {\n", " \"id\": movie_id,\n", " \"title\": movie_lookup[movie_id][\"title\"],\n", " \"popularity\": movie_lookup[movie_id][\"popularity\"],\n", " \"rating_count\": movie_lookup[movie_id][\"rating_count\"]\n", " }\n", "\n", " return {\n", " \"id\": movie_id,\n", " \"title\": movie_obj.get(\"title\")\n", " }\n", "\n", "\n", "def try_parse_json(text):\n", " try:\n", " return json.loads(text)\n", " except:\n", " return None\n", "\n", "\n", "# -----------------------------\n", "# processing logů\n", "# -----------------------------\n", "\n", "for file_path in json_files:\n", " with open(file_path, \"r\", encoding=\"utf-8\") as f:\n", " logs = json.load(f)\n", "\n", " processed_file_logs = []\n", "\n", " for entry in logs:\n", "\n", " new_entry = entry.copy()\n", "\n", " # -------------------------\n", " # ACTION\n", " # -------------------------\n", "\n", " action = entry.get(\"action\")\n", "\n", " if action:\n", " parsed = try_parse_json(action)\n", "\n", " # pokud action není čistý json, zkus najít movie objekty\n", " if parsed is None:\n", "\n", " movie_matches = re.findall(r'\\{[^{}]*\"id\"[^{}]*\\}', action)\n", "\n", " for match in movie_matches:\n", " try:\n", " movie_obj = json.loads(match)\n", "\n", " reduced_movie = replace_movie(movie_obj)\n", "\n", " action = action.replace(\n", " match,\n", " json.dumps(reduced_movie, ensure_ascii=False)\n", " )\n", "\n", " except:\n", " pass\n", "\n", " new_entry[\"action\"] = action\n", "\n", " # -------------------------\n", " # RESULT\n", " # -------------------------\n", "\n", " result = entry.get(\"result\")\n", "\n", " if result:\n", " parsed_result = try_parse_json(result)\n", "\n", " # pokud result je array filmů\n", " if isinstance(parsed_result, list):\n", "\n", " reduced_result = []\n", "\n", " for movie in parsed_result:\n", "\n", " if isinstance(movie, dict) and \"id\" in movie:\n", " reduced_result.append(replace_movie(movie))\n", " else:\n", " reduced_result.append(movie)\n", "\n", " new_entry[\"result\"] = reduced_result\n", "\n", " processed_file_logs.append(new_entry)\n", "\n", " processed_logs.append({\n", " \"file\": file_path.name,\n", " \"logs\": processed_file_logs\n", " })\n", "\n", "# ukázka\n", "processed_logs[0][\"logs\"]" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'profile': [{'movie': {'id': 269149,\n", " 'title': 'Zootopia',\n", " 'popularity': 98.11,\n", " 'rating_count': 14431},\n", " 'rating': 4.5},\n", " {'movie': {'id': 675445,\n", " 'title': 'PAW Patrol: The Movie',\n", " 'popularity': 217.613,\n", " 'rating_count': 14},\n", " 'rating': 2},\n", " {'movie': {'id': 11360,\n", " 'title': 'Dumbo',\n", " 'popularity': 60.157,\n", " 'rating_count': 10545},\n", " 'rating': 2.5},\n", " {'movie': {'id': 150540,\n", " 'title': 'Inside Out',\n", " 'popularity': 107.292,\n", " 'rating_count': 21483},\n", " 'rating': 3.75},\n", " {'movie': {'id': 14160,\n", " 'title': 'Up',\n", " 'popularity': 90.968,\n", " 'rating_count': 36382},\n", " 'rating': 4},\n", " {'movie': {'id': 10681,\n", " 'title': 'WALL·E',\n", " 'popularity': 58.517,\n", " 'rating_count': 39993},\n", " 'rating': 3.3},\n", " {'movie': {'id': 585,\n", " 'title': 'Monsters, Inc.',\n", " 'popularity': 86.936,\n", " 'rating_count': 46036},\n", " 'rating': 3.7},\n", " {'movie': {'id': 3170,\n", " 'title': 'Bambi',\n", " 'popularity': 43.491,\n", " 'rating_count': 9448},\n", " 'rating': 4},\n", " {'movie': {'id': 10340,\n", " 'title': 'Lady and the Tramp',\n", " 'popularity': 36.117,\n", " 'rating_count': 12430},\n", " 'rating': 3.8},\n", " {'movie': {'id': 862,\n", " 'title': 'Toy Story',\n", " 'popularity': 78.404,\n", " 'rating_count': 68997},\n", " 'rating': 4.25},\n", " {'movie': {'id': 14813,\n", " 'title': \"Mickey's Christmas Carol\",\n", " 'popularity': 18.228,\n", " 'rating_count': 213},\n", " 'rating': 3.3},\n", " {'movie': {'id': 12,\n", " 'title': 'Finding Nemo',\n", " 'popularity': 55.456,\n", " 'rating_count': 46128},\n", " 'rating': 4.4},\n", " {'movie': {'id': 568124,\n", " 'title': 'Encanto',\n", " 'popularity': 147.124,\n", " 'rating_count': 1539},\n", " 'rating': 4.6},\n", " {'movie': {'id': 808,\n", " 'title': 'Shrek',\n", " 'popularity': 94.456,\n", " 'rating_count': 54844},\n", " 'rating': 5},\n", " {'movie': {'id': 9806,\n", " 'title': 'The Incredibles',\n", " 'popularity': 62.609,\n", " 'rating_count': 41463},\n", " 'rating': 4.35},\n", " {'movie': {'id': 301528,\n", " 'title': 'Toy Story 4',\n", " 'popularity': 61.083,\n", " 'rating_count': 2802},\n", " 'rating': 4.4},\n", " {'movie': {'id': 565770,\n", " 'title': 'Blue Beetle',\n", " 'popularity': 2994.357,\n", " 'rating_count': 61},\n", " 'rating': 3},\n", " {'movie': {'id': 2062,\n", " 'title': 'Ratatouille',\n", " 'popularity': 82.488,\n", " 'rating_count': 28187},\n", " 'rating': 5},\n", " {'movie': {'id': 863,\n", " 'title': 'Toy Story 2',\n", " 'popularity': 73.516,\n", " 'rating_count': 32683},\n", " 'rating': 4.3},\n", " {'movie': {'id': 809,\n", " 'title': 'Shrek 2',\n", " 'popularity': 82.153,\n", " 'rating_count': 26102},\n", " 'rating': 4.5},\n", " {'movie': {'id': 976573,\n", " 'title': 'Elemental',\n", " 'popularity': 1008.942,\n", " 'rating_count': 179},\n", " 'rating': 4.4},\n", " {'movie': {'id': 425,\n", " 'title': 'Ice Age',\n", " 'popularity': 70.773,\n", " 'rating_count': 24005},\n", " 'rating': 4.3},\n", " {'movie': {'id': 315162,\n", " 'title': 'Puss in Boots: The Last Wish',\n", " 'popularity': 221.49,\n", " 'rating_count': 1301},\n", " 'rating': 4.95},\n", " {'movie': {'id': 10193,\n", " 'title': 'Toy Story 3',\n", " 'popularity': 69.145,\n", " 'rating_count': 20327},\n", " 'rating': 4.15},\n", " {'movie': {'id': 810,\n", " 'title': 'Shrek the Third',\n", " 'popularity': 60.817,\n", " 'rating_count': 6368},\n", " 'rating': 4.75},\n", " {'movie': {'id': 502356,\n", " 'title': 'The Super Mario Bros. Movie',\n", " 'popularity': 410.411,\n", " 'rating_count': 538},\n", " 'rating': 3},\n", " {'movie': {'id': 8587,\n", " 'title': 'The Lion King',\n", " 'popularity': 87.384,\n", " 'rating_count': 51518},\n", " 'rating': 3.5},\n", " {'movie': {'id': 10191,\n", " 'title': 'How to Train Your Dragon',\n", " 'popularity': 54.176,\n", " 'rating_count': 20142},\n", " 'rating': 4}],\n", " 'collab': {'recommendations': [{'id': 177572,\n", " 'title': 'Big Hero 6',\n", " 'popularity': 98.41,\n", " 'rating_count': 15680},\n", " {'id': 9487,\n", " 'title': \"A Bug's Life\",\n", " 'popularity': 58.168,\n", " 'rating_count': 26736},\n", " {'id': 9502,\n", " 'title': 'Kung Fu Panda',\n", " 'popularity': 52.866,\n", " 'rating_count': 16390},\n", " {'id': 812,\n", " 'title': 'Aladdin',\n", " 'popularity': 52.027,\n", " 'rating_count': 50442},\n", " {'id': 20352,\n", " 'title': 'Despicable Me',\n", " 'popularity': 47.416,\n", " 'rating_count': 14136},\n", " {'id': 7443,\n", " 'title': 'Chicken Run',\n", " 'popularity': 36.884,\n", " 'rating_count': 22822},\n", " {'id': 38757,\n", " 'title': 'Tangled',\n", " 'popularity': 84.14,\n", " 'rating_count': 11492},\n", " {'id': 10674,\n", " 'title': 'Mulan',\n", " 'popularity': 73.011,\n", " 'rating_count': 14851},\n", " {'id': 129,\n", " 'title': 'Spirited Away',\n", " 'popularity': 68.024,\n", " 'rating_count': 33333},\n", " {'id': 82690,\n", " 'title': 'Wreck-It Ralph',\n", " 'popularity': 46.617,\n", " 'rating_count': 10694},\n", " {'id': 22,\n", " 'title': 'Pirates of the Caribbean: The Curse of the Black Pearl',\n", " 'popularity': 80.509,\n", " 'rating_count': 48722},\n", " {'id': 11688,\n", " 'title': \"The Emperor's New Groove\",\n", " 'popularity': 76.823,\n", " 'rating_count': 11437},\n", " {'id': 920, 'title': 'Cars', 'popularity': 47.447, 'rating_count': 11703},\n", " {'id': 354912,\n", " 'title': 'Coco',\n", " 'popularity': 166.578,\n", " 'rating_count': 9638},\n", " {'id': 10020,\n", " 'title': 'Beauty and the Beast',\n", " 'popularity': 72.077,\n", " 'rating_count': 41342},\n", " {'id': 531,\n", " 'title': 'The Wrong Trousers',\n", " 'popularity': 14.891,\n", " 'rating_count': 17652},\n", " {'id': 11544,\n", " 'title': 'Lilo & Stitch',\n", " 'popularity': 44.02,\n", " 'rating_count': 9472},\n", " {'id': 109445,\n", " 'title': 'Frozen',\n", " 'popularity': 85.794,\n", " 'rating_count': 11102},\n", " {'id': 557,\n", " 'title': 'Spider-Man',\n", " 'popularity': 63.478,\n", " 'rating_count': 38627},\n", " {'id': 10386,\n", " 'title': 'The Iron Giant',\n", " 'popularity': 41.39,\n", " 'rating_count': 12381},\n", " {'id': 137106,\n", " 'title': 'The Lego Movie',\n", " 'popularity': 30.267,\n", " 'rating_count': 10233},\n", " {'id': 277834,\n", " 'title': 'Moana',\n", " 'popularity': 17.963,\n", " 'rating_count': 8278},\n", " {'id': 532,\n", " 'title': 'A Close Shave',\n", " 'popularity': 11.942,\n", " 'rating_count': 13944},\n", " {'id': 38055,\n", " 'title': 'Megamind',\n", " 'popularity': 41.692,\n", " 'rating_count': 8179},\n", " {'id': 953,\n", " 'title': 'Madagascar',\n", " 'popularity': 54.83,\n", " 'rating_count': 9708},\n", " {'id': 82702,\n", " 'title': 'How to Train Your Dragon 2',\n", " 'popularity': 42.798,\n", " 'rating_count': 7656},\n", " {'id': 62177, 'title': 'Brave', 'popularity': 58.647, 'rating_count': 9582},\n", " {'id': 62211,\n", " 'title': 'Monsters University',\n", " 'popularity': 44.116,\n", " 'rating_count': 6587},\n", " {'id': 558,\n", " 'title': 'Spider-Man 2',\n", " 'popularity': 24.172,\n", " 'rating_count': 26989},\n", " {'id': 533,\n", " 'title': 'Wallace & Gromit: The Curse of the Were-Rabbit',\n", " 'popularity': 34.477,\n", " 'rating_count': 7414}],\n", " 'ratings': [{'movie': {'id': 177572,\n", " 'title': 'Big Hero 6',\n", " 'popularity': 98.41,\n", " 'rating_count': 15680},\n", " 'rating': 2.5}]},\n", " 'content': {'recommendations': [{'id': 109445,\n", " 'title': 'Frozen',\n", " 'popularity': 85.794,\n", " 'rating_count': 11102},\n", " {'id': 1040148,\n", " 'title': 'Ruby Gillman, Teenage Kraken',\n", " 'popularity': 321.777,\n", " 'rating_count': 17},\n", " {'id': 447365,\n", " 'title': 'Guardians of the Galaxy Vol. 3',\n", " 'popularity': 318.516,\n", " 'rating_count': 980},\n", " {'id': 330457,\n", " 'title': 'Frozen II',\n", " 'popularity': 70.221,\n", " 'rating_count': 1442},\n", " {'id': 321612,\n", " 'title': 'Beauty and the Beast',\n", " 'popularity': 56.226,\n", " 'rating_count': 3030},\n", " {'id': 505642,\n", " 'title': 'Black Panther: Wakanda Forever',\n", " 'popularity': 131.897,\n", " 'rating_count': 743},\n", " {'id': 260513,\n", " 'title': 'Incredibles 2',\n", " 'popularity': 49.215,\n", " 'rating_count': 6303},\n", " {'id': 447277,\n", " 'title': 'The Little Mermaid',\n", " 'popularity': 353.543,\n", " 'rating_count': 135},\n", " {'id': 49519,\n", " 'title': 'The Croods',\n", " 'popularity': 38.079,\n", " 'rating_count': 2809},\n", " {'id': 137106,\n", " 'title': 'The Lego Movie',\n", " 'popularity': 30.267,\n", " 'rating_count': 10233},\n", " {'id': 10192,\n", " 'title': 'Shrek Forever After',\n", " 'popularity': 65.35,\n", " 'rating_count': 3381},\n", " {'id': 14836,\n", " 'title': 'Coraline',\n", " 'popularity': 105.931,\n", " 'rating_count': 9671},\n", " {'id': 105864,\n", " 'title': 'The Good Dinosaur',\n", " 'popularity': 57.167,\n", " 'rating_count': 1514},\n", " {'id': 10144,\n", " 'title': 'The Little Mermaid',\n", " 'popularity': 79.593,\n", " 'rating_count': 17911},\n", " {'id': 675353,\n", " 'title': 'Sonic the Hedgehog 2',\n", " 'popularity': 142.66,\n", " 'rating_count': 270},\n", " {'id': 481084,\n", " 'title': 'The Addams Family',\n", " 'popularity': 32.867,\n", " 'rating_count': 216},\n", " {'id': 10198,\n", " 'title': 'The Princess and the Frog',\n", " 'popularity': 61.134,\n", " 'rating_count': 3491},\n", " {'id': 338958,\n", " 'title': 'Disenchanted',\n", " 'popularity': 41.967,\n", " 'rating_count': 72},\n", " {'id': 676710,\n", " 'title': 'The Amazing Maurice',\n", " 'popularity': 34.244,\n", " 'rating_count': 15},\n", " {'id': 529203,\n", " 'title': 'The Croods: A New Age',\n", " 'popularity': 63.456,\n", " 'rating_count': 201},\n", " {'id': 812,\n", " 'title': 'Aladdin',\n", " 'popularity': 52.027,\n", " 'rating_count': 50442},\n", " {'id': 496450, 'title': 'Miraculous: Ladybug & Cat Noir, The Movie'},\n", " {'id': 354912,\n", " 'title': 'Coco',\n", " 'popularity': 166.578,\n", " 'rating_count': 9638},\n", " {'id': 420818,\n", " 'title': 'The Lion King',\n", " 'popularity': 63.351,\n", " 'rating_count': 1207},\n", " {'id': 1001811,\n", " 'title': 'My Big Fat Greek Wedding 3',\n", " 'popularity': 295.179,\n", " 'rating_count': 11},\n", " {'id': 744275,\n", " 'title': 'After We Fell',\n", " 'popularity': 140.224,\n", " 'rating_count': 23},\n", " {'id': 258509,\n", " 'title': 'Alvin and the Chipmunks: The Road Chip',\n", " 'popularity': 30.212,\n", " 'rating_count': 102},\n", " {'id': 177572,\n", " 'title': 'Big Hero 6',\n", " 'popularity': 98.41,\n", " 'rating_count': 15680},\n", " {'id': 16859,\n", " 'title': \"Kiki's Delivery Service\",\n", " 'popularity': 38.008,\n", " 'rating_count': 6855},\n", " {'id': 7518,\n", " 'title': 'Over the Hedge',\n", " 'popularity': 29.575,\n", " 'rating_count': 4576}],\n", " 'ratings': [{'movie': {'id': 109445,\n", " 'title': 'Frozen',\n", " 'popularity': 85.794,\n", " 'rating_count': 11102},\n", " 'rating': 4.0}]}}" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import json\n", "import re\n", "\n", "sessions = []\n", "\n", "current_session = None\n", "\n", "\n", "# ----------------------------------------\n", "# helpery\n", "# ----------------------------------------\n", "\n", "def extract_profile(action_text):\n", "\n", " try:\n", " match = re.search(r'Profile:\\s*(\\{.*\\})', action_text)\n", "\n", " if not match:\n", " return None\n", "\n", " return json.loads(match.group(1))\n", "\n", " except:\n", " return None\n", "\n", "\n", "def extract_movie(action_text):\n", "\n", " try:\n", " match = re.search(r'Movie:\\s*(\\{.*\\})', action_text)\n", "\n", " if not match:\n", " return None\n", "\n", " return json.loads(match.group(1))\n", "\n", " except:\n", " return None\n", "\n", "\n", "# ----------------------------------------\n", "# processing\n", "# ----------------------------------------\n", "\n", "for file_data in processed_logs:\n", "\n", " logs = file_data[\"logs\"]\n", "\n", " i = 0\n", "\n", " while i < len(logs):\n", "\n", " entry = logs[i]\n", "\n", " context = entry.get(\"context\", \"\")\n", " action = entry.get(\"action\", \"\")\n", " result = entry.get(\"result\")\n", "\n", " # ----------------------------------------\n", " # začátek nové session\n", " # ----------------------------------------\n", "\n", " if (\n", " \"[Recommender Collab]\" in context\n", " and \"User requested movies\" in action\n", " ):\n", "\n", " profile = extract_profile(action)[\"movieRatings\"]\n", "\n", " collab_recs = result\n", "\n", " # očekáváme hned další content recommendation\n", " content_entry = logs[i + 1]\n", "\n", " content_recs = content_entry.get(\"result\")\n", "\n", " current_session = {\n", " \"profile\": profile,\n", "\n", " \"collab\": {\n", " \"recommendations\": collab_recs,\n", " \"ratings\": []\n", " },\n", "\n", " \"content\": {\n", " \"recommendations\": content_recs,\n", " \"ratings\": []\n", " }\n", " }\n", "\n", " sessions.append(current_session)\n", "\n", " i += 1\n", " i += 1\n", " continue\n", "\n", " # ----------------------------------------\n", " # collab rating\n", " # ----------------------------------------\n", "\n", " if \"User rated movie from recommendation\" in action:\n", "\n", " movie = extract_movie(action)\n", "\n", " try:\n", " rating = float(result)\n", " except:\n", " i += 1\n", " continue\n", "\n", " rating_obj = {\n", " \"movie\": movie,\n", " \"rating\": rating\n", " }\n", "\n", " if \"Collab\" in context:\n", "\n", " if current_session:\n", " current_session[\"collab\"][\"ratings\"].append(\n", " rating_obj\n", " )\n", "\n", " elif \"Content\" in context:\n", "\n", " if current_session:\n", " current_session[\"content\"][\"ratings\"].append(\n", " rating_obj\n", " )\n", "\n", " i += 1\n", "\n", "sessions[73]" ] }, { "cell_type": "code", "execution_count": 64, "id": "f7820caa", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[2.5]\n", "[4.0]\n" ] }, { "data": { "text/html": [ "
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session_idmodelprofile_sizeprofile_med_ratingprofile_med_popularityprofile_med_rating_countnum_recommendationsrecommendation_med_popularityrecommendation_median_popularityrecommendation_med_rating_countnum_rated_moviesavg_user_ratingmedian_user_ratingmax_user_ratingsuccess_rate_4success_rate_45
00collab84.7581.127026308.53060.478560.478526234.514.754.754.751.01.0
10content84.7581.127026308.53070.535070.53502599.014.004.004.001.00.0
21collab104.7579.619526308.53073.158573.158530898.014.904.904.901.01.0
31content104.7579.619526308.53069.403069.40302885.00NaNNaNNaNNaNNaN
42collab114.7578.730036468.03060.254060.254034934.014.804.804.801.01.0
\n", "
" ], "text/plain": [ " session_id model profile_size profile_med_rating \\\n", "0 0 collab 8 4.75 \n", "1 0 content 8 4.75 \n", "2 1 collab 10 4.75 \n", "3 1 content 10 4.75 \n", "4 2 collab 11 4.75 \n", "\n", " profile_med_popularity profile_med_rating_count num_recommendations \\\n", "0 81.1270 26308.5 30 \n", "1 81.1270 26308.5 30 \n", "2 79.6195 26308.5 30 \n", "3 79.6195 26308.5 30 \n", "4 78.7300 36468.0 30 \n", "\n", " recommendation_med_popularity recommendation_median_popularity \\\n", "0 60.4785 60.4785 \n", "1 70.5350 70.5350 \n", "2 73.1585 73.1585 \n", "3 69.4030 69.4030 \n", "4 60.2540 60.2540 \n", "\n", " recommendation_med_rating_count num_rated_movies avg_user_rating \\\n", "0 26234.5 1 4.75 \n", "1 2599.0 1 4.00 \n", "2 30898.0 1 4.90 \n", "3 2885.0 0 NaN \n", "4 34934.0 1 4.80 \n", "\n", " median_user_rating max_user_rating success_rate_4 success_rate_45 \n", "0 4.75 4.75 1.0 1.0 \n", "1 4.00 4.00 1.0 0.0 \n", "2 4.90 4.90 1.0 1.0 \n", "3 NaN NaN NaN NaN \n", "4 4.80 4.80 1.0 1.0 " ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "\n", "rows = []\n", "\n", "for session_id, session in enumerate(sessions):\n", "\n", " profile = session[\"profile\"]\n", "\n", " profile_size = len(profile)\n", "\n", " profile_med_rating = np.median([\n", " x[\"rating\"] for x in profile\n", " ])\n", "\n", " profile_med_popularity = np.median([\n", " x[\"movie\"].get(\"popularity\", 0)\n", " for x in profile\n", " ])\n", "\n", " profile_med_rating_count = np.median([\n", " x[\"movie\"].get(\"rating_count\", 0)\n", " for x in profile\n", " ])\n", "\n", " for model in [\"collab\", \"content\"]:\n", "\n", " recommendations = session[model][\"recommendations\"]\n", " ratings = session[model][\"ratings\"]\n", "\n", " # -----------------------------\n", " # recommendation stats\n", " # -----------------------------\n", "\n", " rec_popularities = [\n", " x.get(\"popularity\", np.nan)\n", " for x in recommendations\n", " if \"popularity\" in x\n", " ]\n", "\n", " rec_rating_counts = [\n", " x.get(\"rating_count\", np.nan)\n", " for x in recommendations\n", " if \"rating_count\" in x\n", " ]\n", "\n", " # -----------------------------\n", " # user feedback stats\n", " # -----------------------------\n", "\n", " user_ratings = [\n", " x[\"rating\"]\n", " for x in ratings\n", " ]\n", "\n", " if(session_id == 73): print(user_ratings)\n", "\n", " rows.append({\n", "\n", " # identifiers\n", " \"session_id\": session_id,\n", " \"model\": model,\n", "\n", " # profile stats\n", " \"profile_size\": profile_size,\n", " \"profile_med_rating\": profile_med_rating,\n", " \"profile_med_popularity\": profile_med_popularity,\n", " \"profile_med_rating_count\": profile_med_rating_count,\n", "\n", " # recommendation batch stats\n", " \"num_recommendations\": len(recommendations),\n", "\n", " \"recommendation_med_popularity\":\n", " np.median(rec_popularities),\n", "\n", " \"recommendation_median_popularity\":\n", " np.median(rec_popularities),\n", "\n", " \"recommendation_med_rating_count\":\n", " np.median(rec_rating_counts),\n", "\n", " # user feedback\n", " \"num_rated_movies\": len(user_ratings),\n", "\n", " \"avg_user_rating\":\n", " np.mean(user_ratings)\n", " if len(user_ratings) > 0 else np.nan,\n", "\n", " \"median_user_rating\":\n", " np.median(user_ratings)\n", " if len(user_ratings) > 0 else np.nan,\n", "\n", " \"max_user_rating\":\n", " np.max(user_ratings)\n", " if len(user_ratings) > 0 else np.nan,\n", "\n", " \"success_rate_4\":\n", " np.mean(np.array(user_ratings) >= 4)\n", " if len(user_ratings) > 0 else np.nan,\n", "\n", " \"success_rate_45\":\n", " np.mean(np.array(user_ratings) >= 4.5)\n", " if len(user_ratings) > 0 else np.nan,\n", " })\n", "\n", "eval_df = pd.DataFrame(rows)\n", "\n", "eval_df.head()" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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median_user_ratingsuccess_rate_4success_rate_45
model
collab4.1980520.7142860.389610
content3.9263390.4821430.196429
\n", "
" ], "text/plain": [ " median_user_rating success_rate_4 success_rate_45\n", "model \n", "collab 4.198052 0.714286 0.389610\n", "content 3.926339 0.482143 0.196429" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "eval_df.groupby(\"model\")[\n", " [\n", " \"median_user_rating\",\n", " \"success_rate_4\",\n", " \"success_rate_45\",\n", " ]\n", "].mean()" ] }, { "cell_type": "code", "execution_count": 66, "id": "ec7fa521", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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median_user_ratingsuccess_rate_4success_rate_45
modelcollabcontentcollabcontentcollabcontent
profile_group
(0, 3]4.2075003.6100000.7500000.2000000.2500000.200000
(3, 5]4.0277784.1875000.6666670.6250000.3888890.250000
(5, 10]4.3232143.8428570.7142860.3571430.5000000.250000
(10, 20]4.2367654.0538460.7352940.6153850.3823530.153846
(20, 50]4.1620373.8640630.7037040.5000000.3888890.156250
\n", "
" ], "text/plain": [ " median_user_rating success_rate_4 \\\n", "model collab content collab content \n", "profile_group \n", "(0, 3] 4.207500 3.610000 0.750000 0.200000 \n", "(3, 5] 4.027778 4.187500 0.666667 0.625000 \n", "(5, 10] 4.323214 3.842857 0.714286 0.357143 \n", "(10, 20] 4.236765 4.053846 0.735294 0.615385 \n", "(20, 50] 4.162037 3.864063 0.703704 0.500000 \n", "\n", " success_rate_45 \n", "model collab content \n", "profile_group \n", "(0, 3] 0.250000 0.200000 \n", "(3, 5] 0.388889 0.250000 \n", "(5, 10] 0.500000 0.250000 \n", "(10, 20] 0.382353 0.153846 \n", "(20, 50] 0.388889 0.156250 " ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "profile_bins = [0, 3, 5, 10, 20, 50]\n", "\n", "eval_df[\"profile_group\"] = pd.cut(\n", " eval_df[\"profile_size\"],\n", " bins=profile_bins\n", ")\n", "\n", "\n", "eval_df.groupby([\"profile_group\", \"model\"])[[\"median_user_rating\", \"success_rate_4\", \"success_rate_45\"]].mean().unstack()\n" ] }, { "cell_type": "code", "execution_count": 76, "id": "4a1a96b7", "metadata": {}, "outputs": [ { "data": { "image/png": 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hBrz66qsF307mc6XQ52DiZPrII4/Me+zh4WFEo1EsW7Ysa9+KFStgGAb279+ftj3zcUwEQX19fVnbcz22xVwfKX+fYl97drs9K0Wuubk5bUx79+5Fd3c33G532uVyPR6jo6O47rrr0NnZCYfDgfb29uTfZrqvz7179+Z97JHj+T6d5/Dw8DBisRiWLFmStS/XbReqnO9Xqd71rnehu7sbv/rVrwAAhmHgN7/5Dd73vvdlvU8QQkxU40RIAznhhBOSXfXysdlsFWnrm2ih+4tf/AJdXV1Z+wttZZ76aW3CZz7zGTz88MP43Oc+h9WrV8Pn84HjOFx22WVprXunI3N2KyG1eL9QK1aswPbt2/HnP/8Zf/vb3/D444/jhz/8Ib7xjW/kbJZQDqkzHqkyC/9TlfIxSLjsssuwbt06vPLKKzjmmGPwu9/9DmeeeWaytgUA1qxZg127duGPf/wjnnrqKfzkJz/Bd7/7XfzoRz/CRz/60SlvI/O5Uqrn4HTlexxzbc/12BZz/dRjFHu/8x1vui699FI899xzuOGGG3DMMcfA7XbDMAycffbZM359Fqocz+FUxbyuyvl+lUoQBHzwgx/Egw8+iB/+8If417/+hUOHDuGKK64o2W0QUm8ocCKETGnevHl4+umnEQqF0j6J3LZtW3L/TCWaBXR0dOCss86a8fFS/f73v8fVV1+Ne+65J7lNkqSsDl/5Tm5mIvHY7Ny5E6effnpyu6Zp6O/vx9FHH512eZfLhQ984AP4wAc+AEVRcNFFF+HWW2/FjTfemLel+6JFi/DCCy9AVdW87YgL/RsmPmnPfGxmOqtY7GN7wQUX4D/+4z+S6Xo7duzAjTfemHW5lpYWrFu3DuvWrUM4HMaaNWuwfv36ggKnTIU+BxOpd6+//nrey7S3t8PpdGL79u1Z+7Zt2wae57NmgiqlHK+9efPm4R//+AfC4XDarFPm4zE2NoZ//OMfuOmmm/CNb3wjuT1X+mUxz6F58+blfexRovesRDfFXGPNvO1iXleFvl8VYqrH7KqrrsI999yDP/3pT/jrX/+K9vb2GaUZElLvKFWPEDKlc889F7quJ9tAJ3z3u98Fx3E455xzZnwba9euhdfrxW233QZVVbP2Dw8PT/vYgiBkfXL8/e9/P+vT3sQ6PtM5Qcnn+OOPR2trKx588EFompbc/qtf/SorDSi1/TLia0etXLkSjLGcj0nC+9//foyMjGT9fZDyiXmhf0Ov14u2tjY888wzaZf74Q9/WNT9zuRyuYp6XJuamrB27Vr87ne/w6OPPgqr1Zq1eG7m4+V2u7F48WLIsjytMRb6HGxvb8eaNWvw0EMPYd++fWmXSTzegiDg3e9+N/74xz+mtZEeHBzEr3/9a5x88snwer3TGmepleO1d+6550LTNNx///3Jbbqu4/vf/37a5RIzPZmvz//6r//KOmYxr89zzz0X//73v7Fp06bktkgkgh//+MeYP38+Vq5cWfR9yiQIAtauXYsnnngi7Xnw5ptv4u9//3vaZYt5XRX6flWIRAe+fI/Z0UcfjaOPPho/+clP8Pjjj+Oyyy6r+oXKCakkenUQQqZ0/vnn4/TTT8dXv/pV9Pf3421vexueeuop/PGPf8TnPve5vK2li+H1enH//ffjyiuvxHHHHYfLLrsM7e3t2LdvH/7yl7/gne98Z87AoBDvec978Itf/AI+nw8rV67Epk2b8PTTT6e1YQeAY445BoIg4M4770QgEIDNZsMZZ5yBjo6Oad8vq9WK9evX4zOf+QzOOOMMXHrppejv78cjjzyCRYsWpX0i/O53vxtdXV145zvfic7OTrz55pu47777cN55501ac3DVVVfh5z//Oa6//nr8+9//ximnnIJIJIKnn34a1157Ld73vvcV9Tf86Ec/ijvuuAMf/ehHcfzxx+OZZ57Bjh07pv0YAMCqVavw9NNP4zvf+Q7mzJmDBQsWZLXjzvSBD3wAV1xxBX74wx9i7dq1WQsrr1y5EqeddhpWrVqFlpYWvPTSS/j973+PT3/609MaYzHPwe9973s4+eSTcdxxx+HjH/84FixYgP7+fvzlL3/BK6+8AgC45ZZbsGHDBpx88sm49tprIYoiHnjgAciyjLvuumtaYyyHcrz2zj//fLzzne/EV77yFfT392PlypX47//+76waHa/XizVr1uCuu+6Cqqro6enBU089lVxbLtWqVasAAF/96ldx2WWXwWKx4Pzzz8+5cPFXvvIV/OY3v8E555yDz372s2hpacHPfvYz7NmzB48//njJ0pFvuukm/O1vf8Mpp5yCa6+9FpqmJddiy6y3K/R1Vej7VSEcDgdWrlyJ3/72t1i6dClaWlpw5JFHptXnXXXVVfjiF78IxBuJEEImUem2foSQ8ku0O37xxRcnvdzVV1/NXC5Xzn2hUIh9/vOfZ3PmzGEWi4UtWbKE3X333Wntk9kM2pEnbNy4ka1du5b5fD5mt9vZokWL2DXXXMNeeumlad/HsbExtm7dOtbW1sbcbjdbu3Yt27ZtW1YLY8YYe/DBB9nChQuT7YQTrX7ztSN/7LHH0q6fr+3w9773PTZv3jxms9nYCSecwP71r3+xVatWsbPPPjt5mQceeICtWbOGtba2MpvNxhYtWsRuuOEGFggEJr3vLN7C+Ktf/SpbsGABs1gsrKuri1188cVprbAL/RtGo1H2kY98hPl8PubxeNill17KhoaG8rYjHx4ezvm3SP3bbtu2ja1Zs4Y5HA4GoKDW5MFgMHn5X/7yl1n7b7nlFnbCCSewpqYm5nA42PLly9mtt97KFEWZ9LhTvR4KfQ6+/vrr7MILL2RNTU3MbrezZcuWsa9//etpl9m8eTNbu3Ytc7vdzOl0stNPP50999xzBY0n3+Ob+TpNPOfuvvvurPuR6zma7/YKud/53iMSY03l9/vZlVdeybxeL/P5fOzKK69kW7ZsyXp9HDhwIPk4+nw+dskll7BDhw7lbKN98803s56eHsbzfNpzLNdredeuXeziiy9O/n1OOOEE9uc//7mgx2iy9uGZ/vnPf7JVq1Yxq9XKFi5cyH70ox/lfDwKfV0V+n5VSDtyxhh77rnnkuPL9ZgePnyYCYLAli5dOuV9JaTRcaxUlY+EEEIKZhgG2tvbcdFFF+HBBx+s9HAIISW0fv163HTTTSVrLlFOIyMj6O7uxje+8Q18/etfr/RwCKlqVONECCFlJklS1gnUz3/+c4yOjuK0006r2LgIIeSRRx6Bruu48sorKz0UQqoe1TgRQkiZPf/88/j85z+PSy65BK2trdi8eTN++tOf4sgjj8Qll1xS6eERQhrQ//zP/2Dr1q249dZbccEFF2StK0cIyUaBEyGElNn8+fPR19eH733vexgdHUVLSwuuuuoq3HHHHbBarZUeHiGkAX3rW9/Cc889h3e+851Z3Q4JIblRjRMhhBBCCCGETIFqnAghhBBCCCFkChQ4EUIIIYQQQsgUGq7GyTAMHDp0CB6PJ23hSUIIIYQQQkhjYYwhFAphzpw5Uy6O3XCB06FDh9DX11fpYRBCCCGEEEKqxP79+9Hb2zvpZRoucPJ4PED8wfF6vZUeDiGEEEIIIaRCgsEg+vr6kjHCZBoucEqk53m9XgqcCCGEEEIIIQWV8FBzCEIIIYQQQgiZAgVOhBBCCCGEEDIFCpwIIYQQQgghZAoUOBFCCCGEEELIFChwIoQQQgghhJApUOBECCGEEEIIIVOgwIkQQgghhBBCpkCBEyGEEEIIIYRMgQInQgghhBBCCJkCBU6EEEIIIYQQMgUKnAghhBBCCCFkChQ4EUIIIYQQQsgUKHAihBBCCCGEkClQ4EQIIYQQQgghU6DAiRBCCCGEEEKmQIETIYQQQgghhEyBAidCCCGEEEIImQIFToQQQgghhJBZo2hGpYcwLWKlB0AIIYQQQgipX5puIKbqiKk6JMUAA8O8Vlelh1U0CpwIIYQQQgghJWMYLBkoxRQdqp4+wyTwXMXGNhMUOBFCCCGEEEKmjTEGSZ2YVZJVvdJDKgsKnAghhBBCCCFFkVQdUiL9TjXAGKv0kMqOAidCCCGEEELIpBTNiAdJ5pdu1H+glIkCJ0IIIYQQQkiazIYOmlGbnfBKiQInQgghhBBCGpymG5A0AzHFnFHKbOhAKHAihBBCCCGk4SiaAVkz65MoUCoMBU6EEEIIIYTUMcYYZM2ArBqQtMatUZopCpwIIYQQQgipI4lAqdG63pUbBU6EEEIIIYTUOCnZ8c4MmAwKlEqOAidCCCGEEEJqTGp9UkyhQGk2UOBECCGEEEJIlVO0eH2SYqbfUY3S7KPAiRBCCCGEkCpCzRyqEwVOhBBCCCGEVFiiRomaOVQvCpwIIYQQQgiZZbKmQ1KMeKBENUq1gAInQgghhBBCykzRJoIkSr2rTRQ4EUIIIYQQUmKqHg+UFDP1TjOMSg+JzBAFToQQQgghhMxQoj24rFKgVK8ocCKEEEIIIaQI1PWuMVHgRAghhBBCyCQUzYCs6ZA1c8FZVWfU9a4BUeBECCGEEEJInG4wM0iKzybJqkEd7whAgROpFMYYhkIyYooOh1VAh8cGAFnbOI6r9FALlus+zXT8xR6zHGNoSIwBscOAHgUEJ+DoBqrgcTQMA1sPhzAeVdDktGJltwc8z1d6WCQPej0SUv1SU+4SM0qqTrVJJLeKBk7r16/HTTfdlLZt2bJl2LZtW97rPPbYY/j617+O/v5+LFmyBHfeeSfOPffcWRgtKZX9o1Fs2u1H/0gEsmbAJvLwOiwAYwhKWnLb/DYXVi9sRV+Ls9JDnlKu+zTT8Rd7zHKMoSGF9wCDG4HQTkCPAYID8CwGOk8H3AsqNqwXdvvx2MsHsGs4DEUzYBV5LGp345JVvThxYWvFxkVyo9cjIdUpNeVO1gwoGi00SwpX8RmnI444Ak8//XTyd1HMP6TnnnsOl19+OW6//Xa85z3vwa9//WtccMEF2Lx5M4488shZGjGZif2jUfxhywGMRVV0+xxwWAQcDsTw9zcGAMawemEb5re6EFN1bDscxEAghguP7a3qE41c92mm4y/2mOUYQ0MK7wH2/BKQ/YCrFxBcgB4Bxl4FogeBBVdUJHh6Ybcf9z69A2MxFd0+O5xWEVFFw9ZDAdw7FsV1Zy2l4KmK0OuRkOqQmnInxwMmauBAZqLiOR6iKKKrqyv51dbWlvey9957L84++2zccMMNWLFiBW6++WYcd9xxuO+++2Z1zGR6GGPYtNuPsaiKxe1uuG0ieA4YCEiwizzsFgEDIQk8D7htIha1uzEeVbFpt79qPw3KdZ8EnpvR+Is9ZjnG0JAYM2eaZD/gWwFYvAAvmN99K8ztgxvNy80iwzDw2MsHMBZTsaTDDa/dCpHn4bVbsbjDjfGYisdePgCD2t5WBXo9ElIZjDFIqo5ATMVQSML+0Sj2+iMYCEgYiyqIKhoFTWTGKh44vfXWW5gzZw4WLlyID33oQ9i3b1/ey27atAlnnXVW2ra1a9di06ZNea8jyzKCwWDaF6mMoZCM/pEIun2OZJ5/SNLgjyhocljhc1jhDysISRoAgOM4dHrt6B+JYCgkV3j0ueW6TwnTHX+xxyzHGBpS7LCZnufqza5n4jhze2ineblZtPVwCLuGw+j22cFz6W/ZPMej02vHruEwth4Ozeq4SG70eiRkdqi6gbCswR+WcXA8hn5/FIfGY/CHZYQljeqUSFlUNHA68cQT8cgjj+Bvf/sb7r//fuzZswennHIKQqHcJwADAwPo7OxM29bZ2YmBgYG8t3H77bfD5/Mlv/r6+kp+P0hhYoqZU+ywCMltqm4WYVpEHlaRh2YYULWJNzunVYSsGYgpeoVGPblc9ynVdMZf7DHLMYaGpEfjNU2u3PsFF6BL5uVm0XhUgaIZcFpzpzG7bCIUzcB4VJnVcZHc6PVISOkZBkNM0TEeVTAQkLDXH8H+0SiGghICMRWyqtMsLpkVFa1xOuecc5I/H3300TjxxBMxb948/O53v8NHPvKRktzGjTfeiOuvvz75ezAYpOCpQhxWATaRR0zV4baZTz2LwMMi8FA1AwyAyPOwiBPxfFTRYBN5OKy5T0IqLdd9SjWd8Rd7zHKMoSEJTrMRhB4BeG/2fj0CCHbzcrOoyWmFVeQRVTR47das/RFZg1Xk0eTM3kdmH70eCZkZxhgU3YCU6HKnUpc7Uj0qnqqXqqmpCUuXLsXOnTtz7u/q6sLg4GDatsHBQXR1deU9ps1mg9frTfsildHhsWF+mwsDgVjykyGPXUSry4rxmAxeOohlrgF0iH6AmQvLDQYlzG9zJduVV5tc9ylhuuMv9pjlGEPVYwyIHjJT56KHSlN35Og2u+dFDmQfjzFzu2exeblZtLLbg0XtbgwEJBiGDi8bQhvbBy8bgmHoGAxKWNTuxspuz6yOi+TWkK9HQmZAS0m5OxRPuTs4Ril3pDpVvKteqnA4jF27duHKK6/MuX/16tX4xz/+gc997nPJbRs2bMDq1atncZRkujiOw+qFrRgIxLBrOIxOr9kdbKlrGAuCG9HN78c8kYd93A0/14dX1WPR5F6A1Qtbq3btk3z3KapoGAxKaHJaih5/sccsxxiqWrnahXOceYzoQSDwZnpXvcgBwNZq7p/lx5HneVyyqhe/Ht+J+cEnscQ5AIeoIqZZ8Fa0C5zz7bhk1RG0nlOVaLjXIyFFMAyW7G6XWDtJo8Y2pIZwrIJJoV/84hdx/vnnY968eTh06BC++c1v4pVXXsHWrVvR3t6Oq666Cj09Pbj99tuBeDvyU089FXfccQfOO+88PProo7jtttuKakceDAbh8/kQCARo9qlCUtc3cSj7cIz+Z/j4IMJ8F8KaDTCiaMEgbO4OtB7xYczpXVnpIU+J1nGaJfnahScCm1K0C08LzCQzPa/S6ziF92D/5h9jz6F92BVuQlS3wSnIWOgex8I5c9F33McrusYUydYQr0dCppAaIEmqTrNHJEngOcxrzVNTPMuKiQ0qOuN04MABXH755fD7/Whvb8fJJ5+M559/Hu3t7QCAffv2pX2KetJJJ+HXv/41vva1r+E///M/sWTJEjzxxBO0hlON6WtxorfZgaGgBH7PRjijBpxt7wA4DiFJg6IbsPLz4FF2gpOfB9iKWf+Uv1jJ+xSSEVN0OKwCOjy2GX2qXOwxyzGGqpLZLjxxv/h4u/DAm+Z+1/yZPV/cC8xjxA6bjSAEp5meV6nHMX6/+5wx9Bx7MhYFzba6TquIbq8VfGh7ae43Kam6fz0SkkE3zHbgyRkl1YBBDRtInanojFMl0IxTFYkeAnbcB9hazLVyMqlBQB4Fln4acM6pxAhJNWnU50uj3m9CSFWTNd1s4BAPlmg2iRSDZpwIKVZB7Z8PzXr7Z1KlGvX50qj3mxBSNQyDQYrPIkk0m0QaGAVOpHKqtP0zqVKN+nxp1PtNCKkYVTdrkhItwRWNZpMIAQVOpKIS7Z/HXk2vWUFK++fmo2e9/XM1YYyl1Ui0uyzw+/dClsKw2d1oa5sPbhrd1DKPWxO1F436fGnU+00ImRWMsYkGDvHZJOp0R0huFDiRyqnS9s/VIrMrl1Pei1713+jk98POq2C8HXt8S9C77NyiOg/WbLevRn2+NOr9JoSUhW6wZH1SoplDg5W7EzJt1ByCVF41tn+usP2jUfxhywGMRVV0+xywxvrhHvgtBNWPmDgHXS0tcPAyuNgBMGsL5q36j4KCp8zjOiwCYqqOgUAMTU4LLjy2t7qDJzTw86VR7zchZEZ0gyGm6ogpOrUEJ1WDmkMQMl3V1v65whhj2LTbj7GoisXtboAxCAefgYuNI+BchqisYySqY16rF7CsAIJv4sD2J9E9Z/mkaXuZx02k5rltIha1u7FrOIxNu/3obXZUd9peoz5fGvV+E0KKkmgLngiWKFAipHQocCLVgeOolXLcUEhG/0gE3T4zgNEiB+FV+hERu8FxPOwWICJrkFQDdosA5uiFHngLIyP9aO9YWPBxU3Ech06vHf0jEQyFZHR67bNwT2egUZ8vjXq/CSGTUjQDUUVDRNEhq3qlh0NI3aLAiZAqE1PMnHOHRTA3aFEITILOOwAAIs9BUhl03QAsAnjRBSYdgiyFiztuBqdVTDaMIIQQUt0kVUdE1hClWSVCZg0FToRUGYdVgE3kEVN1uG0iIDqhc3YIRgy64IFmMAg8B0Ew0/IMLQLwdtjs7uKOmyGqaLCJPBzW3IEVIYSQyjHitUoRRUNM0aEbDVWiTkhVKL6PMSGkrDo8Nsxvc2EgEANjDIJzDiLW+XBqA2DM7ILksomwW3jAMMDFDkDwLUFb2/yijpuKMYbBoIT5bS50eGxlvoeEEEIKoekGgpKKgYCEvaNRDAYlhCWNgiZCKoRmnAipMhzHYfXCVgwEYtg1HEan1w5byxqIA4dhi+6AIXajzdkCQw4mu+r1Ljt3yvWcch3XaRURVTQMBiU0OS1YvbC1uhtDEEJInZM1s6kD1SsRUn2oHTkhVaqQdZyERlrHiRBC6hBjDJJqNnegeiXSKKgdOSGkpPpanOhtdiQbNjisC9Huejf8/r2QpTBsdjfa2uZPOdM09XEFdHhsNNNECCGzxDAYoqqOqKwhplK9EmkQhgpOj4I3JAhQAKyo9IiKRoETIVUs0SY81WQtx2dyXEIIIeWj6QYiio6oYi4n0WAJP6QRGSo4IwZej4HTo+CYltzFCbUZgtTmqAkhhBBCqpys6YjKZic8RaMUPFLHGANnyOCMGDhdAmdIaYFSvaDAiRBCCCGkBBL1ShFFQ1TWoRkULJE6xXQzONJj8e8SONT/LCoFToQQkoExRjVghJCCpNYrRRUdBqXgkXpkKOAMCbwumbNKhlLpEVUEBU6EEJKCug4SQqai6gaiso6oSvVKpA5lpd3FwDFqjQ8KnAghZML+0Sj+sOUAxqIqun0OOCwCYqqObYeDGAjEcOGxvRQ8EdKgJFVHNN7cgeqVSF1hLB4kxSbS7xog7W46KHAihJB4et6m3X6MRVUsbncnU/PcNhGL2t3YNRzGpt1+9DY7KG2PkAbAGENM1RGRzQVpqV6J1I20QCnWMPVJpUCBEyGEABgKyegfiaDblx0YJdq3949EMBSSqZU7IXVKN1hyIdoY1SuRekGBUslQ4EQIIQBiig5ZM+CwCDn3O61ismEEIaQ+6AaDrOmQVAOSqkNS6fVN6gBj8ZS7KKXelRgFToQQAsBhFWATecRUHW5b9ltjVNFgE3k4rLkDK0JI9ZM18wMSSdUhqwZUndLvSB1IBEqJWSUKlMqGAidCCAHQ4bFhfpsL2w4HsSilxgnxWofBoITl3V50eGwVHSchpDCKZiQDJfNn6n5H6kSy612UAqVZRoETIQ1ottYpqqX1kDiOw+qFrRgIxLBrOIxOrx1Oq4ioomEwKKHJacHqha3Fj58xIHYY0KOA4AQc3UCVPgaE1CpVNwMjWdWh6AZk1aD6JFI/0gKlRHtwmi2tBAqcCGkws7VOUS2uh9TX4sSFx/Ymxz0UkmETeSzv9k5v3OE9wOBGILQT0GOA4AA8i4HO0wH3gnLdDULqmpYIkpIzSTp0g4IkUl/MAIkCpWpDgRMhDWS21imq5fWQ+lqc6G12zHymLLwH2PNLQPYDrl5AcAF6BBh7FYgeBBZcQcETIVNING9IpNrJqkFtwUldSgZIic53FChVJQqcCGkQs7VOUT2sh5RoPz5tjJkzTbIf8K2YSM3jvebvgTfN/a75lLZHSJxhsPhM0kSgRM0bSL2iQKk2UeBESIOYrXWKaD0kmDVNoZ3mTFNmYMRx5vbQTvNyzjmVGiUhFcMYS84gyTp1uCN1LrPrnSFRoFSjKHAipEHM1jpFtB4SzEYQesxMz8tFcAH6IfNyhNS5ZJCUUpOkaHTSSOqYocQDJdn8ogVn6wYFToQ0iNlap4jWQ4LZPU9wmDVNvDd7vx4BBLt5OULqjKYbkOId7qR4sERtwEndMtR4kCSBSwRMNJtUtyhwIqRBzNY6RbQeEsyW457FZiOI1BonxOufIgeA5qPNyzWgWmpTT6YmazokNb5mEqXckXpmaClBUnw2idVx9gTJQoETIQ2ibOsUVeh2qhrHmS3HowfNRhCpXfUiBwBbq7m/nh+DPGqxTT1JxxhDTNURkXXEFJ263JH6xHQzQNJTgySt0qMiFcaxBps/DwaD8Pl8CAQC8HpzpNAQUudoHadZlLaOk2Sm5zXwOk752tQPBGJoclqquk19o1N1A1HFDJRiqk6pd6S+MGNiJkmX4+l2FCSVEy+I6Ok7qtLDAIqMDWjGidQESu0pnZKtU1Qlt1PV3AvMluOxw2YjCMFppuc10mMQVw9t6htJoqFDRNYQVXRKvyP1gxnxGSQp5bta6VGRGkGBE6l6NHNRejNep6jKbqeqcRy1HKc29TVBNxiiioaYoiOq6DBoVonUOsZyBElKpUdFahgFTqSq5Uvt2XY4iIFAjFJ7CKkR1Ka+OsmamX4XUXTIKj32pMbFu9rxupl2B0OhNuCkpChwIlWLUnsIqR/Upr46GIbZ2CFRr0SNHUjNStQl6bGJ2STqcEfKjAInUrVSU3sAIBhToeoGLAIPj11sjNQexqg+htQFalNfGYlapZiiQ4q3DafGDqQmGSo4wwyS+HiwRMhso8CJVK1Eao+kmKl5/oiSDJxaXVbMb3UlTwjqUlpHtpi5oGoDd2QjtY3a1M8eWdMhKQZiqg5JpVolUoOStUnx2SQ9Rl3uSFWgwIlULYdVgKzqeHEwBF1n8DkssDgsUDUDA0EJw2EZ81qc9ZnaE94D7PklIPvT1wAae9VcG2jBFRQ8kZrT1+LEhcf2Jpu9DIVk2EQey7u91OxlGgyDQdENyJoBRTOg6OZ3mlEiNSe5ZlJsYu0kqk0iVYgCJ1K12t1WSJoBf1jG4g43eI4HANgsAtpEDjuHzE+t293WSg+1tBgzZ5pkP+BbMZGax3vN3wNvmvtd8yltj9QcalM/PamBUeKL6pNIzTIUcHoMfHJWiTrdkdpAgROpWsNhBXaRR5vbhpGwAq/dAqvIQ9EMBCUVrW4b7CKP4bBSXzVOscNmep6rNzsw4jhze2ineTlqc01qELWpzy/XLJKqGZRuR2oXY/E24DFzJomaOJAaRoETqVoxRYfNIuD4eS3oH43AH1YQklWIPI8unx3zW1wISGr91Tjp0XhNkyv3fsEF6IfMyxFCapaaOoMU/5kWmiU1z9AyAiWZ0u5I3aDAiVStRPtiu1XAqnnNCEkaVM2ARTS76oUlDTatDtsXC06zEYQeMdPzMukRQLCblyOEVL1EZ7vMVDuaRSJ1IaXLnZl2p1Z6RISUDQVOpGplti/22i3JfXXdvtjRbXbPG3s1vcYJ8fqnyAGg+WjzcoSQqqNoRrz1t7mo7EBAhqTqsFsEtLgsVM9Falfa2kmJtDuaJSWNgwInUrUatn0xx5ktx6MHzUYQqV31IgcAW6u5v97uNyE1iDEGSTXMIEkzIGs6dMOcSTockPDK/nEcHItC0RmsAoeeZieO6WtCt49qvEgNMLT4LJJEaycRQoETqXYN277YvcBsOZ5cx+mQmZ7XfDSt40RIhcmajpiix9dJyt3++3BAwtNbBxCQNLS7bbBbBEiqjt3DYYyEJJy1souCJ1JdkmsnSROzSrR2EiFpKHAiVa9h2xe7F5gtx2OHzUYQgtNMz6v3+01IlVH1+GKy8WApMaOUD2MMr+wfR0DSMK/FCQ7ma9ZlFeFsEbBvNIpX9o+jy9tZ/+9jpHoxI97AITYRMFHaHSGTosCJ1ISGbV/McdRynJBZphsMkqojqph1SsV2uhuNqDg4FkW725YMmhI4cGh123BwLIrRiIrWeluHjlQvQwVnxMAnWoJT2h0hRaPAiRBCSENL1CnFVHNGSVZntsSBpOpQdAa7JXfHT4dFwGhEgTTD2yEkr2TaXeraSZR2R8hMUeBECCGk4ciaDkmZCJZy1SlNl90iwCpwkFQdLmv2f7MxVYdV4PIGVoQUjenp3e50idZOIqQMKHAiZDYxVvGaJcZY49WLkYanxeuUYgXWKc1Ei8uCnmYndg+H4WwR0tL1GBj8YRkL291ocVkmPQ4heaWl3cXAGUqlR0RIXgZjCEgG/BED/qiOkaiB0RiDvPl1nP+2OTh+fkulh1gwCpwImS3hPSld8mLmIreexbPaJW//aDTZoVDWDNhEHvPbXPXdoZA0JMNgydmkmFJ8ndJMcByHY/qaMBKSsG80ila3DQ6LgJiqwx+W4bWLOKaviT6wIIXJSruLgWOU5kkqT9MZ/DED/ogOf1SHP2pgNP7dn/J9NGYg91twAH0tTgqcCCEZwnuAPb8EZH/6ukxjr5rrNS24ouzB0/7RKP6w5QDGoiq6fY7kidy2w0EMBGK48NheCp5IzWKMQdaM5IySrOVuEz5bun12nLWyK7mO02hEgVXgsLDdTes4kclR2h2pMEk1soKfkWgiQJrYHpBm/oHUcKi2mpRQ4ERIuTFmzjTJfsC3YiI1j/eavwfeNPe75pctbY8xhk27/RiLqljc7k5+0u22iVjU7sau4TA27fajt9lBn4KTmqFoE+l3kqrDqGCglEu3z44ubydGIyokVYfdIqDFZaHXGElnaOCMKKXdkbJijCGsMIxEsmeE/NGJWaPRmIGIUp73UrvIodXJo9UpoM0lYm5nB95eQ7NNoMCJkFkQO2ym57l6swMjjjO3h3aalytT6/GhkIz+kQi6fdmBUaLVe2KB4YZs+05qgqIZkDQzSJIUA5pR/WvOcBxHLcdJOqbHZ5Ni4PUoBUpkRnSDYVwy0oOfXIFRVIdSpgxPt5VDq0tIBkWp39ucQnKf08Ilz0F4QURP3xHlGVAZUeBESLnp0XhNkyv3fsEF6IfMy5VJTDFTlxx5ung5rWKyYQQh1SCReifH24TLWnkbOhBSNozF65Oi4PQYeEOq9IhIDVB1htFEilxqEBRJ/308ZkAvw1sjB6DZwaPVyaMlNRjKESDZxMaZRafAiZByE5xmIwg9YqbnZdIjgGA3L1cmDqsAm8gjpupw27Jf9lFFg03k4bBSe2RSGbKmQ9EMM1jSDCgVrlEiZEYM2ZxN0uMBE9UokbhYav1QJPfMUKnqh3IReaQHQqnfXQLa4r83OXiIfOMERIWiwKmBGIaBrYdDGI8qaHJasbLbA57nKz2sqlDWFt2ObrN73tir6TVOiNc/RQ4AzUebl5t6oGDRQ/AHxxHTbbB6etDhtU851g6PDfPbXNh2OIhFKTVOiN/3waCE5d1edHhsM7qr2cPNflwRTx2kduilU2st5lU9HiDFmzgomlF19UnTxRhLq2lqdlkwRjVO9S9ZpxQPlGix2YbCGENIZnmDoNSuc1G1/PVDE7ND2cGR186Dp/egaauawOmOO+7AjTfeiOuuuw7/9V//lfMyjzzyCNatW5e2zWazQZJo2nsqL+z247GXD2DXcBiKZsAq8ljU7sYlq3px4sLWSg+vosreopvjzJbj0YNmI4jUrnqRA4Ct1dw/1RtZeA/8u/+OwUOvIxIJQWJWhC3zYXSchqOXHTvpWDmOw+qFrRgIxLBrOIxOrx1Oq4ioomEwKKHJacHqha0lPaHL9bh67SLAcQjGVGqHXiLV3mJe0ydmkRKzSvWacnc4ICW76Ck6g6LqkHUDNoGHNb4obk+zk7rq1QPGwBlRcHqU6pTqWK76oazAKGJgNFa++iGPjcueGcpImWtz8nCk1A+R8qmKwOnFF1/EAw88gKOPPnrKy3q9Xmzfvj35Oz1JpvbCbj/ufXoHxmIqun0TJ8xbDwVw71gU1521tGGDp1lr0e1eYLYcT67jdMhMz2s+urB1nMJ7ML71Iew7uA9Degecjg44eBk+dSf8Bwfwj5CEM49fPelY+1qcuPDY3uRJ9lBIhk3ksbzbW/KT7FyP6+HxGP7+xgAQD+Lmt7qoHfoMVWuLeSne6S6iaFC06m/gUAqHAxKe3jqAgKSh3W2Dohp4bSSCsfgM/9FzfLBaeOweDmMkJOGslV0UPNWS1DolahFe85R4/VBmylxmPdF4zEA5PufhOaDJkSNVLuN7S4PVD9WCigdO4XAYH/rQh/Dggw/illtumfLyHMehq6trVsZWDwzDwGMvH8BYTMWSDjd4zkzN89qtcNtE7BwK47GXD+Dt85sbLm1v1lt0uxeYLcdjh81GEILTTM+b6tiMgQ1sxNDwIRzQ56PDawc4DjqsiAlL0cXvRDD0HDbtWoLe5r5Jx9rX4kRvs6OsaV25HlcGhoGQBHu8OcVAQEJPk4Paoc9ANbWYZ8xcbDYimwFTLXS7KyXGGF7ZP46ApGFePFDdPRKGbjDMa3ViLKLiwHgUR/b4MLfFiX2jUbyyfxxd3k56vlcrZsQDJAqUaklUMdKCn/TgaOLnoFyev6UlV/1QjmYKVD9UuyoeOH3qU5/Ceeedh7POOqugwCkcDmPevHkwDAPHHXccbrvtNhxxRP52hrIsQ5YnFtcKBoMlG3st2Ho4hF3DYXT77MmgKYHneHR67dg1HMbWwyEc2eOr2DgroSItujmu+JbjscOIjG7DQaUVPqcV4MxP9HXdgCDwEC2d6DMO4fnhfgyFOqYca+K+lUuuxzUkafCHzU/eGQP8EQUhSYPXYaF26NNU6RbzusEQVTREFTNYqpcapekYjag4OBZFu9sGDhzCiobxqAqPXQQPDm6biPGYiohsNmdpddvii+Kq1Kp8FmTWneWsM2MsJVCKUaBURRhjCCbqhyZdg8hATCvP38xhyVE/lGymMLHNY6N0uXpX0cDp0UcfxebNm/Hiiy8WdPlly5bhoYcewtFHH41AIIBvf/vbOOmkk/DGG2+gt7c353Vuv/123HTTTSUeee0YjypQNANOa+4/tctmtqEejzZefnbNtOjWo9CVKKJGM+y6gYGghIisQTcYBJ6D28phkV2CgUjlx5rncVU1c80di2ABAIRkFao+MStRNY91DanE81fRDEQVDRFFh6zS3ypBUnUoOkvOqKrxOi5RMD+ssog8IoqWfM47LAJGIwokegzLLrPuLK3OzMNNdL4zYuBYY82UVppmMIzHUlLkcgRFo/FZI7VMfxpvav2QS8hTS8TDaWmsjBySX8UCp/379+O6667Dhg0bYLcX9mno6tWrsXr16uTvJ510ElasWIEHHngAN998c87r3Hjjjbj++uuTvweDQfT19ZXgHtSGJqcVVpFHVNHgtWd/shmRNVhFHk3OxvvUs2ZadAtOCFYnOD2GvX4NBmNwWAQIFg66waBIQexXDEQ81sqPNc/jahF5iDwPVTfAGCDyPCzCxH9EVfNY15ByP3813YCimx3vEm3CU4NdMsEeb/wgqTpcVhEWkYfAc9B0A1aBh6oZEHgu+ZyPqTqsApcMtEh5ZNadOUQGQw1jeGgQLwc0vHNRCzo8jfd/X7nJWkb9UJ7ucuPS7NUPteXoMtfiNF+3hBSjYoHTyy+/jKGhIRx33HHJbbqu45lnnsF9990HWZYhCJP/p2KxWHDsscdi586deS9js9lgs5W2xXItWdntwaJ2N7YeCsBtE9PS9QxmYDAoYeUcH1Z2eyoyvoLbKDNWfG3QFCrVortojm44W5bBtft/EJa70OGZSM0SeaDD5scrwbkYdrSivQrSfnI9rh67iFa3FYfHYwCAbp8DHrv59lNVj3UNKeXzV4l3vEu0Blf1+u18Vw4tLgt6mp3YPRyGs0WAyyqgyWnBSEhBs8uCsKyhzW2FyyaAgcEflrGw3Y0Wl6XSQ69bjDH8v31+SLEAVjRzsLBR8IYGCECrj+FQQMGbA0G0u0vbTbSeZdYP5esyFypj/VC+FtuJLnMtDh7NDvODC0LKoWKB05lnnonXXnstbdu6deuwfPlyfPnLX54yaEI80Hrttddw7rnnlnGktY3neVyyqhf3jkWxc8hsQ+2yiYjI8TbUDgsuWdVbkcYQBbdRDu9J6UYXMxeT9SwurBvdJCrRonuaA4Xf/U6o/GYssR/EqNwOWFxw8hI8xhCGVTf2W0+E0yJgOKxUvEYo3+Pa5bFjz3AY4Dh0em0wGBCV1ep6rGvIdJ+/imbOJNXjGkqVwnEcjulrwkhIwr7RKFrdNvT6nBiNqNjrj6LJaUVvkxMRRYc/LMNrF3FMXxM930stpfNdIBREbLQf850W2Iz08wkOHJqdVgwGYhiPaWh2Nm4AyxhDQDJyttjObLBQrvohZ2r9UDz4ofohUq0qFjh5PB4ceeSRadtcLhdaW1uT26+66ir09PTg9ttvBwB861vfwjve8Q4sXrwY4+PjuPvuu7F371589KMfrch9qBUnLmzFdWctTa7jNBSSYRV5rJzjq9g6TgW3UQ7vAfb8EpD96esfjb1qrou04IoZBU+z2aJ7JiJiH960vw/LHS+jM7wTquqHolvQzxZiwLEa89uWIiCpVVMjlO9xXXtEV3Idp35/pCof61pSyPNX0QzEVLMmKabqNJNUJt0+O85a2ZVWT9Pjs6PNbYVN4BFSNFh1Dgvb3bSOUwlxuhRfTylmfsUbOqiKDNUArGLuDwVtIo/xGOq2Xb5mMIzlSpXL+D4a1VGuh8Bn5/O32k6ZNXJQ/RCpIRXvqjeZffv2pc2EjI2N4WMf+xgGBgbQ3NyMVatW4bnnnsPKlSsrOs5acOLCVrx9fjO2Hg5hPL6uyMpuT0Vmmgpuo9xkBze40QyafCsmUvN4r/l74E1zJso1f0Zpe7PRonumHFYBMetc7HEsQluzH5IUgmTYoFm6sMBhpgLZtOqqEcr3uCLeEa5aH+tak/k4i4KZGimrBvb6IxQozaJunx1d3s60Dm7NLgvGpuroRgpnKBkNHXJ/WGQVeVh4MzDK1UBF1gxY+PyBVbWSNTZp3VCyfihmlKUnoMABzY7cLbYz1x+yUP0QqUMcY42VoxEMBuHz+RAIBOD1eis9nIY0GJTws+f60eS05ixqD0kqAjEV646zov3QTwBbC2CZ+FsxxhCSNKjyOGxGAK4jrgPn6pnlezG7GGN47OUDeetZdg2Hsbzbi0tW9dJJWQNhjEHWDMiKDiVyAIoUhsY5oNu6ZlwDSEhVMDRwRhS8Hl98lmkFXY0xhmd2+rF/NIo5Pjs4pLxnguFQQEJfixNrFlc+RZgxhoiSIyBKTZmLmQFSWCnPKZtVQHp3OcdE6lxqQOSzU/0QKQ1eENHTd1SlhwEUGRtU9YwTqU+FtlGWpXC8psmV3DcaUbB7OAx/WIGmq+jAEIa13ThqeXNdp3rVTD0WKRvdYFDjne40nUHWdEiqASG6B/bRZ2CJ7obFkMB4O1TnQkgta6A55ld62IQUx9DAGTEzUDKi4Ax1WofhOA4rurwYi8g4FJDQ7LTCJvKQNQNjUQVum4AVXd6yvmcamfVDkfwpc3KZ6odcVi7vrFBqUOS2Uv0QIYWgwInMukLbKNvsbrMRhB4BeC9GIwq27BtDVNHhc1jg4iTwmhPbhjXsjB2YqIuqU7VSj0VmJtHVTtMZFN38OV+XOzHWD/ehR8Gro9DsPWCCE5wehTX0BkTpEMJzLqPgiVQvZpiLzhoSOEOJf59eoJRLh8eKkxa1482BYLwRhNmZra/FiRVd3mm3Itd0htFY5syQHt+WkjoXM1CuDv5Z9UOulJbb8e8tVD9ESMlR4ERmXaFtlNvaeoDQYmDsVTDvcuweDiOq6Mk6GZc6iDH7cnS6F2DXSMSsi2p21PWnZrVQj0UKo+kGpJT234pmQDMYCs6eZgz20WfAq6NQXcuSqXlM9EB1LYUlsgP20WcQnjOP0vZI5TEDnCHHgyO55EFSPh0eK9rdrRiPaVA0w1y30CHmfM9M1A+N5FiINXXWKCCVr36oJSXomazlNtUPEVIZFDiRWVdw2hnPmy3HowcR9b+BUMiBJrsbIgvDpQ1A5psw5FgNjufR6bUnZ2Eq3Y673DiOq/v7WI803exuJ6kGJFWf8WKygjwAS3Q3NHtPdmDEcdDs3bBEd0OQB6Dbu2c2eEKKwViOIEmp0FAYwgpDQAZGo4A/qsIflXOmzs1a/VCehVl9dh48fchBSFWjwIlURMFpZ+4FwIIrEN35N4j6ZrSyURi6DWPW5RhyrEbEMhdIqYuqlnbcpLEl0utUzUy3K0WglMms/5DAhNwpmkxwgZMHwRnRkt4uIWniQRIMGXw8SIKhJNuCl0uyfige/IxkzQxN/Fyu/xbcmfVDruxUOaofIqS+UOBEKqbgtDP3AhgLrsFrh45Ai12DzeZBTOhI+5Q9URdVTe24Sf1LpNgl0+10A6peRLrdDDDeCcbbwelRMNGTtZ/TI2C8DYyn2jdSQoYMTpfAx4MlzpBLGiSpifqhHC22/VEdo4nvZaof4gA0Ofis4Cc1Za4tPmtkEykYIqTRUOBEKqrQtLMOrx1tHQvMuihn/rqoRP0TIaXEmDlzlAiSEj9Xco0k3dYF1bkQ1tAbUF1L09P1GIMoHYbiOcJsTU7IdCQbNsQDJF2adpAUU43kgquJIGgk2UhhIjgKSOXppiDwyNtiO/V7s4OHSPVDhJA8KHAiNYHacZPZkJpipxoT3e1KnWZXEhwHqWUNROkQLJEd0OzdZnqeHoEoHYZhaYbUsoYaQ5DCGGp2hzs2+fM+UT+Ut5lCyqxRVC3Phww2kcu/EKsrff0hqh8ihMwUBU6kZlA7blJKumGuhSSrBqT4d6PG1gPXHPMRnnNZch0nTh4E421QPEfQOk4kP8biAVLMnEUyJHBsohDIYAxjMSNvEJT6vaz1Qzlmhtqc6bNGTgvVDxFCZg8FTqSmUDtuMh2MMciaEf8yg6SqnEWaBjN4mgdBHgBnRMF4p5meR68JksAMcEYMmhLBWDiC0VAM/qiWd2HW8ZgBvQyfIXAAmlPqhxLBT0uO2SKqHyKEVCMKnBqZYQBjrwDqGGBpBpqPAfjqXyyP2nGTqSiJACkeLCmaMSsNGyqG46jleAOLqTpGwwr8ERmjEQX+iILRUBSj4Rj8ERn+iIrRMtYPiTxyBj+ZDRWaHDxEngIiQkjtosCpUQ0+A+x+GAhuB3QJEOyAdxmwcB3QuabSoyOkILrBkg0bZF2HqrP6D5JIQ2CMISRpZhCUCIbCcvrv8a9omfLlHIn6ofiiq7labifqh2jWnxDSCChwakSDzwCv3QTIo4CrBxA9gBYyZ59euwnANyl4IlXFMOJd7XQDapV0tSNkOnSDYTyaHvyYQVHi94ngSC1HvhwAj43L00whvZbIaa3+DARCCJlNFDg1GsMwZ5rkUcC3EkikTVibANEHBLea+9tPrqq0PcYY1TU1gEQtUmJ9pMQMkmbURz0SqV+KZmA0miMAiv+eCIbGowrKEe/zXGL9oclT5lqofogQQqaNAqdGM/aKmZ7n6pkImhJ4DnD2mPvHXgFaj6vUKNPsH40mO+nJmgGbyGN+m4s66dUoxhg0g0HTGTRjIjhKtAInpJrEFD1eJ5QaFGWnzgUlrSy3L/LIDoJydJuj+iFCCCk/CpwajTpm1jSJntz7RQ8QPWRergrsH43iD1sOYCyqotvngMMiIKbq2HY4iIFADBce20vBU5VStIk237phBkm6wSi9jlQcYwxBSTMDoLCcVTOUDI7CCmJqmeqHLDxaXWI88OHii7NmBkcCvDZqt00IIdWCAqdGY2k2G0FoITM9L5MWMvdbmisxujSMMWza7cdYVMXidnfy5MFtE7Go3Y1dw2Fs2u1Hb7ODTiwqLNnuO74mkqTqFCCRWacbDGPRiaAns2YosX0sWr76Ia9dRIvLilaX1fzuFNDq5NDm5NDqMNBqN9Dm4uC0VE8qNCGEkMJQ4NRomo8xu+eNvWLWNKWmdhgMiB40L9N8TCVHCQAYCsnoH4mg25cdGCVakicWwq2V9uT1UKuVSKlTUpo0qDqjTnakbBTNiM8E5UuZM/cFYmr56oecZjDU6ramBEa2iW1OAS12BhuvgDMUcIYMzlBSjsLiKxkJpR8gIYSQWUGBU6PhebPl+Gs3mY0gnCld9aIHAWuLub8KGkPEFHMdHocl94mG0yomg5BaUCu1WobBoMbT6lTdTK3TdAOqwaBqBgwKkEgJMMYQVfS0tLjU2aHUWaJQmeqHLAKXFQS1uFNmi1xWtLpt8DksENI+ZNLAGVI8OJLBGSFwTAPKM0xCCCFVggKnRtS5xmw5nljHKXrITM9rPqaq1nFyWAXYRB4xVYfblv1UjSoabCIPh7X6P8GtZK1Wan2RZjAY8Tojg5knrzozf57YToERmT6DMQRjalZ63EQwNDFrJGnlaQbitArp6XLulNmhlODIbROnnvE1VHBGBJwmxWeSJHCsNj6sIYQQUloUODWqzjVmy/GxV8xGEJZmM3CqgpmmhA6PDfPbXNh2OIhFKTVOiH9aPRiUsLzbiw6PraLjnEq5a7U03YBmMKi6Ee9UZwZKmk6BECkd3WApzRPkrIAoEQyNRRVoZapv89pFtLptWUHRxAyRDS1ua95Z6kkxBjAlZRYp/jMFSYQQQuIocGpkPF81Lcdz4TgOqxe2YiAQw67hMDq9djitIqKKhsGghCanBasXtlZ9jdBMa7UYM1PmNMOAqplpdJoeD5QMqi0iM6Nohlk7FM7uKJeaOjceVVGOZxrPAc2ujODHZUmvH4rvswgl+mCHGWkBEhI/l+UeEkIIqRcUOJGq1tfixIXH9iZrg4ZCMmwij+Xd3qqrDcons1aLJVLjGANjAM9xCEoqBgISRJ6DHt+up6x1REgxGGOIKHqyacJoRM2uH4o3WAjL5asfMoOg9IYKE6ly5r6s+qFSYyweIMXSgyVCCCGkSBQ4karX1+JEb7OjqrvRJRZ1TdQR6SlfIVmFouk4HIjBbhGQ+aF2WNFgGOYisIGYWqm7QGpAZv1QeqqcnNZtTi5T/ZArUT+UUjfUnBUUFVg/VA5MB6fH4s0bJHC6RDNJhBBCSoICJ1IVpmrTnUhpmy1GopECiwdAbKKpgs4mgiLDQHyGKP+JmdMioMvnwO7hMOa2OMEhpVYLDP6wjIXtbrS4LAWNjRkGQuP7ocphWGxueJr6wBVTm8YYBHkAnBEF453QbV1AFQWhjUjTDYxF1bSUudTFWBMzRKNRpWzrYzU5LFkd5VpcKfVE8X326dQPZWCMYTSiQlJ12C0CWlyW6QVZhgaOxWeRdDn+M334QAghpDwocCIVN9023Sye0mYwBoaJ1Dck6rxTPmVObk+kysUDHj1eI5T4uZBAqFgcx+GYviaMhCTsG42i1W1LdtXzh2V47SKO6Wsq6MRxdGg7AnueAh/ZBd6QYPB2+F2L4FvwbrR0LJvy+mKsH/bRZ2CJ7gZnSGC8HapzIaSWNdAc80t0j0mCpOppQU/OltthBYFYeeqHBJ5Ds9OSM2VuorGCDc1OC8RS1Q9N4XBAwiv7x3FwLApFZ7AKHHqanTimrwndvkk+HGHMTLfTU1LuGPX/JoQQMnsocCJlw9hE22sjJcgx4jU+YMD+sSj+8uohjEVVdHjtcNtESKqOzf2jeGswhLVHdKG7yQEj/il76nFqSbfPjrNWdiVPGEcjCqwCh4Xt7qlPGONGh7Yj+ObDENUxaLY5MAQXoEcghl5H8M2DANZNGjyJsX64Dz0KXh2FZu8BE5zg9CisoTcgSocQnnMZBU8FYIwhIusTi7Hmarcd/z1SpjXGrCKfMTM0EQSZi7GaM0Q+hwV8Fc0mHg5IeHrrAAKShna3DXaLAEnVsXs4jJGQhLNWdk28FpgeT7WLmul21LyBEEJIhVHg1KAMI32WhmFitiYfxhBf84eBGRNBUGozA4MVPmvDGMM/dwxjMCRjXjyFTdMZRJ5Hd5MD+0ajeGHPKM4+orOq6pmmq9tnR5e3c1opSswwENjzlBk0uZZNpNbxXmiiB2LEnIlqbluSO22PMdhHnwGvjkJNuT4TPVBdS2GJ7IB99BmE58xr2LQ9gzEEYmqyTigzCEpdl6hs9UM2YWJ2KKPd9kQdkQ0um1BzrwnGGF7ZP46ApCVf7wDgsopwtgjY7w/jjb0HMWeZF0K8kQMhhBBSTShwqhKZszOJWRkWT0NjxkRwk0hNS0tHY0jbxlh66tpEgISqaV89GlFxcCyKdrctre4HADhwaHXb4rMzKlrd1pLf/oxrhaaB47hp3ZfQ+H7wkV3QbHOyAxuOg2qbAyGyC6Hx/fC2zMu6viAPwBLdDc3ek/P6mr0bluhuCPIAdHt30eOrZppuZAU+2TNFMsai6qzXD6WuQdRSovqhapX1emcGRMgQWQwik7DYGUVoTEUo2IVmZ2H1foQQQshsosCpwkbCMkKSVjXBzGySVB2KzvKeLDosAkYjCiS19OlOM60Vmm2qHDbHKbhy7ucEF3h5AKoczr3fiJo1TULumjEmuMDJg+CMaEnHXU6p9UPJ2aEcqXPl6lQo8FwyJa41Y4ZoYj0i66zWD1UzSVEBLYomAbDpMgSmpKXecSKP8Zi5rhQhhBBSjShwqjCjxI0IaondIsAqcJBUHS5r9lMxpuqwClzJP4Wfaa1QJVhsbhi8HdAjAO/N2s/0CAzeBovNnfP6jHeC8XZwehRM9GTt5/QIGG8D4yu7LhZjDGFZSwuIUlPmxqJK2euH7CKfMjuUnTaX+N1bZfVDVcdQ4k0czJbgPj2EVn4IvGKBmOM1LWsGLLxZv0UIIYRUIwqcyKzJbEHc7LKgp9mJ3cNhOFuEGbfpznUbmTVEM64VqhBPUx/8rkUQQ69DEz3p6XaMwSIfguY5Ep6mvpzX121dUJ0LYQ29AdW1NOv6onQYiucIszV5GeiGWT/kD8sYjWYGRRPB0GhUKduMg9smprXVzkyZS/zutNZe/VBFMT1tYVnOkM2gKaORQ5NDRKfPgf2jUczx2bNe72NRBX0tTjQ56L8lQggh1Yn+hyKzIl8L4jk+e0nadE92G6ld62ZaK1QpHM/Dt+DdCL55EGJkO1TbHHCCC0yPwCIfgm5phm/Bu/MHexwHqWUNROkQLJEd0OzdZnqeHoEoHYZhaYbUsqboxhBqvH4oEfzkS5kbiyooR/kQB6Ap0W47MyBKrR9yWmGr4/qhWWUo4AwJvC6Z7cENpaCrcRyHFV1ejEVkHApIaHZaYRN5yJqBsagCt03Aii4vBa2EEEKqFgVOpOymakF8dG8TDgWkabfpLuQ2Em2OZ1orVElm+uA6BPY8BSGyC7w8AIO3QfMcWVBtluaYj/CcyybWcZIHwXgbFM8RWes4xRQ92TQhuQhrOLOxgoygVJ51dESeSzZMSA+CbGY9UXyGqNlphcDTiXbZMGam2hmxeEtwCRybfopkh8eKkxa1482BIAYDMYzHAAsP9LU4saLLiw5P6ZvAEEIIIaVCgRMpq6laEO8bjeJQQMLaIzoxNo023YXexiv7x9Hl7ZxxrVCltXQsQ3Pbkml1A2SMYRQ98Fsvwnh0AKPRKEZiAkZkG0YjUfgjryRniWJlaMgBAHYLn9VuO7N2qNVlg8chUv1QJRhafBZJKtvaSR0eK9rdrRiPaVA0A1aRR5NDpJkmQgghVY8CJ1JWhbYcH5tBy/Fi2pq3zLBWqBpwPJ+WRqgbDOPhfIuxpqfOqXp5GpF47GJ6EwWXFS1uW1pw1Oa2wpmjCQiZZYYGjqlmyh1TwTENMNT4z+UJmDNxHEctx0lujIFXRsAxCYyzw7C2NezacqTBxZ/33MSP4MDlqjKY+BmFvVbyvaRyXT/XZXNePefl8l+Z52szfZ7OYkhZzUbL8WJug+OtM6sVmkWKZqQ1UkgGQGGziUKipmi8gvVDidkj6oRWJRgDmAIuHgiBaWYwxDRwhmo2cijxDBIhpSLIB2EbfxGitB+coYDxVmj2PshNb4du66n08Eg5cRx4Lj0w4LiJE2+e4+K/m/85ceY/yaCCT7nsxPVzHxNIOVYiGMkMQPJEFokuyIl1MYGJ9TQTa2km9mQ2TE7c9sR9S7/95PZG+aCAo8CJkCyz0XK82NuYaa3QTMUUHf6UIMifuihrysxRueuHUtcbytVuu4nqh6obM9K62SHxMwVGpAYJ8kE4B/8CXgtAs3UCgh3QJVgiOyHIQ4h2njd58MRxWZ/MI+tkOH1f6vapPqnP+pR/ivuT+ipMPYFmeU6qc90Wl3KCz8V/4FOCBYPFT+DjC9+DpZ68p99esVIfj4nxxIOWlMeay3j8uKz9XFogk7xOSrBSS4FCYqzpQ66d8ZOZKzpwevXVV3Nu5zgOdrsdc+fOhc1mK8XYSB1oKbDleLNTRHB0b9F1O8XcRmpb85aOZWhqXYyhfS9AiY3A5mhDx9wTwQvTC+AYYwhKGkYjCkbCMvaPxjAckhCSNERVPa3zXLnqhxwWIS3wSWuu4LKi1W3ODnntVE9SkxiLN2mIgtNj4A2p0iMi9Sp+4pv4lD9Rb8jHP8FPnDzzKZ/0pwYEyU/i4z/nO8lG4gSUMVjGXwHHh4HmJQDHx09M7YDLBz6yG275/4F1LIqflNfmSTchpPYVHTgdc8wxk75RWSwWfOADH8ADDzwAu72wjmikfnEch2P6miZtOb7YMYS9Lz4GPrLL7HjH2+F3LSp49qeQ28hsaz46ZK7XlLhNmbdj79DLWbepG+b6MjnbbYdT64gUaOXIlwPgTa0fSqkbykyZc1hrc9qbTMJQwOtRM1gyYuBYeda4IhWQ91P5+Pe0lJ7J05SA3J/8A9mf/qfvQ1raEod4atNsByPSICDvB1xzADHHaYmzG4jtA9QRwN45u2MjhJAURQdOf/jDH/DlL38ZN9xwA0444QQAwL///W/cc889+OY3vwlN0/CVr3wFX/va1/Dtb3+7HGMmNabbZ8dZK7uSayylthxf7BiC5cCvIahj0GxzzDbhegRi6HUE3zwIYF1BwdNkt5HZ1nx0aDv8b/wMoZgEP+YhoHsRkA0EDyoY2/YiItZRhFQr/BEZgZhalvohngOanenpcWkLssaDohYn1Q/VNWYATE2vSUr8bKiUdlcOyZkSLi0o4eMBBlIDlTypSBOHmiz4yZ2WlLgeSaFLgCEDgiP3fsEBGEPm5QghpIKKDpxuvfVW3HvvvVi7dm1y21FHHYXe3l58/etfx7///W+4XC584QtfoMCJJHX77OjydmI0peV4s1PE3hcfM4Mm17KJswreC030QIyYs0LNbUsKStvr8tpwyuJW7B5xYCgoIaroCEsq/r9XDqZ1nBsOBhHV1k5yJCX+VTyeA9w2ES6bCJdVhMsmwGUVIWk6FrS58K6VnWhz2+BzWKh+qBEwZgZG8eDIDJK09MYN9Soj3Qu5aiHSApREAJMdiEx+M5mdNDERCMUDGJ4DeHDg6TVXnQQ7wNsAPQaIOZaC0GMAbzUvRwghFVR04PTaa69h3rx5WdvnzZuH1157DYin8x0+fLg0IyR1g+O4tJbjwdG94CO7oNnm5Ki85aDa5kCI7EJwbB/g6JloqJDVcnsidU7SCkllKr4nitMqZNQLmbNBidQ5gePwr13DaHXZ4LZlt1kOKxrCkprsQkfqCNPN5gzJmSMt/ecqxfNcvGaFS9aucDyXEnhkF3wjIyUsc4YlcZ0p070YA+T4DIJgB2wd1HK6kdk6ANc8ILgd8CzKKLZnQGwA8C4zL1dFGGPwxzu22i0CWl1Wmk0kpM4VfQa5fPly3HHHHfjxj38Mq9U8AVRVFXfccQeWL18OADh48CA6OykPmUxOioUwLnMY1doRCNkwrlgQUCwIqJb4zyICMofA/9sL3dhbljG4RQ0+qwqfVUWTRYXPoqAFh9Gx4FTM612YbMXtmKLr38GxGDiOhyPPOkWlaLtOKogxcIYcb/WtgGPaRLBULXVHHAcxHgwJye/xgn7e3MdxHIT4/oqJ7gdGXgAie830LN5mnjS3nQg4q3f9NFJGHGf+/aVBILQLcHSZ6Xl6zAyarE3m/ioKSg4HYtgSTw1XNAaryKGn2Ylj+5rQ7cuTckgIqXlFB04/+MEP8N73vhe9vb04+uijgfgslK7r+POf/wwA2L17N6699trSj5bUBEUzzNmhjIVYzd8nZo3GoyoYLij57fMc0Jy2GOtEzZDdGId44DF4HTb4nHaIfHoNCVODENQxNC9thbelqeDbnI2262SWJNt8S2aQZMjmYrEVqDdKnRVKBEM8DwjxNDSR58HzVRAMFSq6Hzjw/wHKePrJcXC7edLc+14KnhqVs8/8+yeD6iEzPc+7rOqC6sOBGDZsHUBA0tDhtsNm4SGrBnYPhzESkvCulV0UPBFSp4oOnE466STs2bMHv/rVr7Bjxw4AwCWXXIIPfvCD8Hg8AIArr7yy9CMlFcUYQ0TR453k5GRAlBocjcW/h+XypCdZBC6Z6pbadnuiu5y5b7L6IWZ0oV9pgRh6HRq3LD0lhDFY5EPQPEfC01Tcf9KJlui7hsMwXAyazmARebjine5ytUQnVcDQwLGJtZDMYEmd+XFTGhAkam3MYGeijifZnCCtWUEd1+MwZp4UK+Pp6Vii2/w9tMvc39dbVTMLZBY5+8y/fxWncTLGsGX/OAKShnnNzmRqntMqYG6zE/vGotiyfxxdXjul7RFSh6a1AK7H48EnPvGJ0o+GzDqDMQRjas7aIX9ETmu5LRdUP1Q8O6/CK0ThFDQ4RfPnLssomp0i5i49HfN7F6HVZYPLJsz4PyKO5+Fb8G4E3zwIMbIdqm0OOMEFpkdgkQ9BtzTDt+DdBa8hlTwux2GOz47ndo7gjQMBWC08rKIAl02A0yKg22fPaolOZhljZmCkRydmlPI0Z+DS0t0mZnoyV6FPDYwSQU8iQCIZ5CFzJsHRlWPBSM7cHtlrXo5aTjcujqvqv78/ouDgWBQd7uzAiOM4tLlsODgWhT+ioM1Na1oSUm+mFTi99dZb2LhxI4aGhmAY6SfT3/jGN0o1NjIDusEmFl1NzBClBUVmM4XRqAK9TOsPNTksyZba6QuzTqTOqbqB5199CZ7x19HFH4CVU6AwKwaNXgSbjsfS+UvTWomXgtnefB0Ce56CENkFXh6AwdugeY4seO2oTIcDEl49MA63XYAg2BGRdSiagXBMRZvHirVHdJX8fpApxAMl3ohBYBIEQ0p2bBNEDjzHQ+D5jOCIg0iBT3lQy2lSByRVh6Ix2Cy5P1yzW4VkwwhCSP0pOnB68MEH8clPfhJtbW3o6upKO8HgOI4CpzKTVX1idihH3dBoWv1Q6fEcknVDmSlzid9bXTY0Oy0QhclnbRhj+NsbgxhBD5zzr8JheRDQo4DghGHrhH9cwiv7x9Hl7Sz5iWxLxzI0ty1BaHw/VDkMi80NT1Nf0TNNifvxSjx1Y2W3DwAQkXWougGR5+CPyDgUkHB0L6MT8hJINDjgeUDkOPCcChE6BKZB4DWIMNt9C0wFH68TMlHgWlHUcprUAbtFgFXkIKsGnDkWHZcUHVaR6lkJqVdFB0633HILbr31Vnz5y18uz4gaUCH1Q4mZo4hcnk+xbCI/EQClzRLZ0uqIfA4L+BKd/I9GVBwci6LdbQPPC4BjTnIfD6DVbYsvZqumtTEvFY7n4W3Jbq1fFMYQGtuHmH8PFjg9YMwJcBzctomXFsdzZb0ftSQR9HAcJmZ5Mup8eI4Dx5vJXEJqcwRo4A0ZHFPMmQvdbNowcXCk/0xBanWp0ZbThKRqdVnR0+zE7uEw5qbUOCH+f/lIxKxnbaVlJwipS0UHTmNjY7jkkkvKM5oG8sr+cdz85604HIjBHy5f/ZDLJkzMDqXNCk10nGtxW+Gyzrx+qFiSqkPRWd5P5qq9hbcY64d99BmIozvwdnUEdsGFIJuPg9YTERQmmktU+/2YqUSqmxBveW1+5yEIE93ezACogLV94ovEmt81QI//bMhAtbT9JtNTgy2nCcnEcRyO7WvCSEjCvrEo2lw22K0CJEXHSESG1y7iWKpnJaRuFR04XXLJJXjqqaeoOcQMMcbw8t6xaV8/UT80EQDFZ4cyttmqOF2gllt4i7F+uA89Cl4dhWTrwhjvgocpaNO2w60PYrvjvcngqZrvRy6pqXACn/g5HgRlBEOJtYGyMAMwNAAGwHRA183vhj6xjWV+r8/AkqSooZbThOTT7XPgXSu7kus4+SMKrCKHhe1uWseJNB5DMWtTtZhZbqFLKd9j5pcWm/g5+SUBvAjMuxzoOa/S96JgRQdOixcvxte//nU8//zzOOqoo2CxpLdX/uxnP1vK8dWtDm92Hr/Ac2hxWpMBUeoMUWpdUSH1Q7Ug0cJ793AYzhYBXErqDgOr3hbejME++gx4dRSqaxns4OBzBzES4gHnQrTou9GjvICgvReMq45W5IkZIAs/EQTx8eBHSHaMm9iehTHzzdGQzIBI1wHNyAiC4r8bupl6RUguNdBympCpdPsc6PLak40g7BYBrS4rzTSR6sKY+f92zsAlHtAY0iTBTWrgkyMg0iUzO2QmfEfWd+D04x//GG63G//85z/xz3/+M20fx3EUOBWow2PD3RcfDavIw2k133C9JawfqgUcx+GYRMrDaBStbhscFgExVYc/bKY8VGMLb0EegCW6G5q9B+DMcK+v2YmwpGI0qoJZ2+HV+gH5MPZFfbNyPwSeg0XgIQocrAKf/H3SWaFMzIinx+lmcBRf+NWsJVIpGCKlU+UtpwkpBMdx1HKczIyh5QlIUgITLXUWJyOA0WLZ2zKPUe20SKVHUJSiA6c9e/aUZyQNxiLwuOT4PgyFJISlwqN1QTpkFseDAwMf/5Q25Svld8alb2cQYFbdC2CcYLZg4OLbKqTbZ8dZK7vwSjzlYTSiwCqYKQ/H9DVVZQtvzoiCMyQwwZnc5nOIWNHtw/6xKAJhAxYjCkUPYWF7T8nuB89xsIg8LAIHC8/DIvIQOcDKAzwfD3zA4rNAzPzZMMyvnKlxKSlyyesSQgghJFl3m5V+Fs2RmjZZwDPJTE4pFlyvJpxg1q4mv+yA4DS/i470faITcPQAHWsqPeqiTGsdJ1I5HNPAxV9opZy/YBlBV1oABi4eXKXvY4ltnBAP4uKBGPiJfanXzTPr0e2zo8vbidGImkx5aHFZqm6mKYHxTjDeDk6Pgome5HafQ4TX7oUUNQClFb6eBfA0d5p/J0MFx7T0oCYRqDAGLv67wAGiwEHkAZHnYOHN3y08B4Ez0oMemVLiCCGENChm5A5MtIwAJle9jZEv/SzlZy1m/p9dT3hrRmDjyAhoUgKdgi/njO+zA5yl8LRrToh3WK0tBQVO119/PW6++Wa4XC5cf/31k172O9/5TqnGRmYRBxY/oY9jqftKh2UFUhNBWIfIASJn3ricYyAZI87+Of6d43JuZ1kvZm6K6zCA6eASKWxMBwczjc0Q3LCG34TqWBif7pk4lk/bDdWzBLAzILbbvH4KgedTUuvM3y0CB5Hj89QXAaC+CYQQQmqJoRbXKCA5kzPZTE3KfqPeFsvm0gMT0QnwOWZqkoFLysxNrkAnLeCJ7+dqo0lVNSsocNqyZQtUVU3+TMh0cfFgBChfcDYb5KbjIciDsER3QbO1J9sqi/IwmNUHo+lYOEQGgRcg8AJEYYrgiBBCCJktjMXXw8sMSlJ/nyzgydMoQEupw2H1loZmyQhYcgQxhc7QpKWuxbfxNmqSUwM4xlhD5foEg0H4fD4EAgF4vd5KD6foGicxtg+cIRdwSVJOHMfBph6GI/gSLNI+8EwBJ9ghuOaBa6e2yoQQQmaA6TmCltQGAfmaB0i563H0WPZMTr2levO2wtLPRGeelLTUoCZ1tie+ja+yDr+1ropS9YqJDYqucfrwhz+Me++9Fx6PJ217JBLBZz7zGTz00EPFj5iQKiYKPKzxjnUWwWzKYOF5AIuA9oXUVpkQQhpN2to1eWZoEkGNMUX6Wa6ZHEOp9D0sMW6KoCUe7PC5gp7Ez3maDCQuV8FGV6RxFD3jJAgCDh8+jI6OjrTtIyMj6OrqgqbNsJ97mTXSjJPBGPaNxhCWVbhtFsxtcVS03TljDOMxDYpmwCryaHKIJWkAkTiurOqQNAN2kYfNIhR9fFHgIfI8LKLZwtsaD5AKPgZjtRNE1dJYy40eCzIDjDFay6faZK1dk2cGJm/6WeYsT446m5muXVNteEueGhpnnvS0yWZ0clyGt9L7KklX7zNOwWAQjDEwxhAKhWC3T7RX1nUdTz75ZFYwVYw77rgDN954I6677jr813/9V97LPfbYY/j617+O/v5+LFmyBHfeeSfOPffcad9uvdo2EMIzbw3jcECCqhuwCDy6fXasWdKO5V2eAo5QWkMhBW8OBDEYiEE1AAsPdPocWNHlRYfHOuPj7hkOYzAoxQMnAZ1eGxa0u7OPz3HJdt6iwCVrj4oKkHKJ7gdGXgAie828cd4GuOYBbVWYtldLYy03eizIDBwOxLAlvpSCojFYRQ49zU4c29eEbp+j0sOrXsm1a/K1ac6Vflbogpw1snZNsTLTxnI2Cci33zl1vQ1PTZYJKUTBr5SmJnMBT47jsHTp0qz9HMfhpptumtYgXnzxRTzwwAM4+uijJ73cc889h8svvxy333473vOe9+DXv/41LrjgAmzevBlHHnnktG67Hm0bCOGJzQcQUnS0uiywWmxQVA37/FE8ETqAC47rndXgaSik4LldwwjLOlqcVlhFHopmYP9oFGMRGSctap9W8JQ47lBIxnhUhW4weGwCZNXAUEiGwQxEJBVnLO9Eb4vDDJL4MkzlR/cDB/4/QBkHHF3JRhEIbgekQaD3vdVzEl5LYy03eizIDBwOxLBh6wACkoYOtx02Cw9ZNbB7OIyRkIR3reyqzeApuXZNZjCTueDmJI0CtFhKelquNLR6axog5A5kcs6+ZMzkJGppkp3UEvtS09dslIZGSJUoOHDauHEjGGM444wz8Pjjj6OlpSW5z2q1Yt68eZgzZ07RAwiHw/jQhz6EBx98ELfccsukl7333ntx9tln44YbbgAA3HzzzdiwYQPuu+8+/OhHPyr6tuuRwRieeWsYIUVHT5MDibda0SLC3iTi0HgMz7w1jKWd7llJ22OM4c2BIMKyjjk+O7h4/zyHRcAcnx2HAhLeHAii3d1a1IxP8riSlixw7fDaIXAcwAHjURVWXoCiG3hrOIzFHe6ypM8wQ0ek/69AaA/gXgSX4ATH8YDoNqegQ7vMGY2+3sqnKTBmjkUZj0+Px8dTjWMtN3osyAwwxrBl/zgCkoZ5zc7ke4vTKmBusxP7xqLYsn8cXV576d93kmvX5EsrmyQlLe/aNZlpaHW2/gFvSQlGMmZgCprJcU6eulbM2jWEkJpWcOB06qmnAgD27NmDvr4+8CX65P5Tn/oUzjvvPJx11llTBk6bNm3KWkdq7dq1eOKJJ/JeR5ZlyPJETVAwGCzBqKvXvtEYDgcktLosyPwL8QCanRYcDkjYNxrD/FZn2cczHtMwGIihxWlNBk0JHDg0O60YDMQwHtPQ7JykY00ixS7eqCEoqYhIGjp9dmwbCKPFZYVVmFifwG0TMSZp6PDZcHAsCn9EQZvbVtL7NjiwE/5df0ZLYCM0CDBGD2HM3gpf21J4vR3mybijy0wDk4cAe2dJb79o8pA5FkdXjgbwVTbWcqPHgsyAP6Lg4FgUHe7swIiHgW6HhlH/AYwNh9Fi1wtLP8vbPCAz+KnXtWvyzdQUuyCnI332hqc0NEJI6RT9bjJv3jwAQDQaxb59+6Ao6Z1fpkq3S/Xoo49i8+bNePHFFwu6/MDAADo7009iOjs7MTAwkPc6t99++7RTCGtRWFah6gasltxBgs0qYiymIizPTqqEohlQDcAq5g60bSKP8Zh5OcRTPsWsGiQzWEoViKnQDAYbeOiGATHjP0aLwCOiaBA4HpKqQ1JL+wnq4MBOHHrjUdiUQ+AEEYxvMz+ljQ5g/FAQwPFm8CQ4ACPeeKDSdMms4xHypA9V01jLjR6LxsRYvBtaRgAzWfpZjuYBbimC94QCcEZVCEyCwGQIhgSRSeCR0jTg35W8syXCiblbNQv2HMGKI2N/ngU5U1PSaO0aQkgNKTpwGh4exrp16/DXv/41535dL+wEdf/+/bjuuuuwYcOGtEYTpXbjjTemzVIFg0H09dVv3YLbZoFF4KGoGkRL9p9XVjRYBB5u2+ysR2B2pjMDI4dlYkaI4wBB4KGrGjw2Ad1NdnR67RALnMm0WwRYRQ4GGASeh2YYaTNOqm5A4HnozIBV5GC3lG61bGYYGNzzT3BqAMy1EJCD4HkDBmcDhHZw0jACIzvg8bSB02NmNyGhfM/xggl28yRFj5kpaZmqaazlRo9FdUquXZMatBTbEW2Ky5Vg7Ro7gG4AMEpxp2code2aSYOWlDVs+DyXS1u7JpHKRmvXEEJIQtGB0+c+9zmMj4/jhRdewGmnnYY//OEPGBwcxC233IJ77rmn4OO8/PLLGBoawnHHHZfcpus6nnnmGdx3332QZRmCkH6y29XVhcHBwbRtg4OD6Orqyns7NpsNNltpU7Sq2dwWB7p9duzzR2FvEtPS9QwAY1EVc1udmNsyO0XLzU4LepqcODAWRbPTClHgIPAceI4DYwyjERkL292Y43NMXguQ0TK61dmOnmYndg2H0eQQMRJW0OLiwcE8bljW0O6yIqroWNThQatr+p37Mo2NHYQe6gdsXdAEN2ShCXZ9BLLQCnAcmMULSH5EIuNws1HAu8xscV1ptg6zY1xwe3pdD2CeTMYGqmes5UaPxfSkNg1IawCQWm9T4No1eo79dba4NwMHboq1a5hgh2TYoHE28BYnnHY3uJwtnxOpaRnHoaYBhBAya4oOnP7nf/4Hf/zjH3H88ceD53nMmzcP73rXu+D1enH77bfjvPPOK+g4Z555Jl577bW0bevWrcPy5cvx5S9/OStoAoDVq1fjH//4Bz73uc8lt23YsAGrV68u9m7ULZ7jsGZJO54IHcCh8RianRbYrCJkRcNYVIXbKmDNkvbyNIbgOFjjC8RahYl1kE5dxmPD1gEMhSW0uWywWwVEZA0jERleu4hj+5omD5pytIzmXPOwqu0YjIRERGUdAs/BH5ZhswiQVR2iwIMXOPgclqmPXyRFiYBjinlyAyBimQuLEYZN90PlPTA4ERyTgPAuoHmB2dq6GlJROM4cizRoNj9I7SQXGwCsTdUz1nKrx8cisXZNIa2a9dSOZzlmarJS1+LHqPu1a/LV1Nizgp9xRcQrB2MIqha4HB7wVieimgXDMR52uxunrpyL7ibfpM8hamdOCCG1pejAKRKJJNdram5uxvDwMJYuXYqjjjoKmzdvLvg4Ho8nq4W4y+VCa2trcvtVV12Fnp4e3H777QCA6667DqeeeiruuecenHfeeXj00Ufx0ksv4cc//nGxd6OuLe/y4ILjepPrOI3FVFgEHnNbnSVdx4nnOdhFATYLD6vIp6XKper2OfCulV3JEwR/RIFV5LCw3T31CcIkLaM7rYNYu2AtXh7xYfvhIA4FJIQkFQ6LiDk+O5Z1e8tyAmK1usA4K5gWA291Q+F9GLethEvdB5s+DhgxMOiAZynQe051tbR29plttpOB6JCZkuZd1nhrF832Y8H0aSzImavepoHWrslqGpBj/Zl8szOFpK7NIA2tCcCyDjPw2T0WhRKJBz6dhQU+ddvOnBBC6ljRgdOyZcuwfft2zJ8/H29729vwwAMPYP78+fjRj36E7u7ukg5u3759ad37TjrpJPz617/G1772Nfznf/4nlixZgieeeILWcMpheZcHSzvd2DcaQ1hW4bZZMLfFMaOZpkSgZBV52CxCVsOGyXT7HOjy2uGPKJBUHXaLgFaXder0vClaRncqr+CclRfhhPktiCkaYqoBh4WHwypOffxpam7uwQHPfBiBbYBlEcBxUHgfFNtREPUQuMhuwLcUncs/AvClq60qGWef2WY7JfURto7aml0plcRjIQ0CWsjcJrjNts2BrVPPwGQuyJkvda3R1q5JTSvjc61lM1n6mbNm1q6Z1vtapduZE0IImTaOMVZUpewvf/lLaJqGa665Bi+//DLOPvtsjI6Owmq14pFHHsEHPvCB8o22BILBIHw+HwKBALxeb6WHg6GQFF+LqDBibB+4WaoDmEmgVBLSILDnl2baVK4Cfi1sBlULrpj1ltGJrnqcGgCzdYEXHTC0GDh5AMziw5wjLkNn1+JZHVNdy1q7ZqqOaDlmdqZauLPu1q6xTp5+ljOYydU5LXV/yiwPrV0zbSNhGX/YcgBeuxVOa/aHKxFZQ0hWceGxvSVfRoEQQqoCJ8Q/FK+8YmKDomecrrjiiuTPq1atwt69e7Ft2zbMnTsXbW1t0xsxqQoCz8Mm8pULlDJVcctoMyi6DIN7/gk91A+mDAGcFbxvOToXnNp4QZOhFd4AINdMzZQLd9ZbW/A8a9fkawCQd32bSVLUaO2aqiWpOhSNwWbJ/R5rtwrJWSxCCCHVo6j/WVVVxfLly/HnP/8ZK1asAAA4nc60znikNgh8fH0kkUvWJwl8lX16XOUtozu7FqOjYyHGxg5CUSKwWl1obu4BV6LFoUsmuXZNvqAl3wxNZsCTEdQkO6fFAFbPaWh51p9JW8PGPsUsTmrQQ2vXNLrEcgqyauSccZIUveTLKBBCCJm5ogIni8UCSaq3T37rH8fFgyPRXEjWKvIFr5dUUakto90LzdQ8ppopQqK7KlpGczyPltYZNhFgRp7AZJKZmKnaPGcGR1Wx4EwJJdeuSVmbJhmgTCMljU8NfOxmQE5ImbS6rOhpdmL3cBhzU2qcEK9/Gokv01DKZRQaWsZyFg1b00kImbGiczk+9alP4c4778RPfvITiCKlglQdjoNF4GAVhLTZpJqUaBkd2gEc/rsZYCT38YB36ey0jDbUIrqfZe6bag2b+lu7ZiINLTNoydERLav72WSd0xLb7OaMECE1iuM4HNvXhJGQhH1j0eQyDZKiF75MAylMjuUs4JrXeF1ECSElUXTk8+KLL+If//gHnnrqKRx11FFwuVxp+//7v/+7lOMjk+B5DhaBj39NrJtUf//ZchnfU7YzlnuGJa2rWWySgCdfQJTYJtVhGpol3rVsilbNUyzcmbceh9LQCJnSjJZpIIWZZDkLSIPmcgQUPBFCilB04NTU1IT3v//95RkNmZRV5OG0i7DxSAZJVY/pKTMsU3U/ywxaokBoJ6CMAZxoflpoqGYgY+jA6IvAnp8BKKoxZPXjM9emSQ1YJlu7ZqqOaDNfu4YQUjrTbWdOClDAchYYecFcjoAeb0JIgYoOnB5++OHyjISkEXgONlGATeRht5jfeZ4DIjagVI2WGDODkKm6mqWmlU05U5M6uxM1mxLUFb7INWkcANPMwE90m23Tc6afpaah1UBAXCiqLSBkUhzHUcvxcpCHzPQ8R1fubAVHl7lfHpr15SwIaXSMMfgjMsJyBA6rgA6PrWY+MKIipSrAx5s32OJtwG2imX6XRgkAsYPmp2RqYJIFN/MszJmvcUDdrV1jyUgry2gAkAh6DA1Q/IAWidfk2AF7F9B0JODszR8Y8UWsXZOWWx8FdNkMnpqObIz0EKotIIRUShUvZ0FIIzsciGHL/nEcGJMxyACbyGN+mwurF7air8VZ6eFNiQKnCmt12dDhKeBEvP+XwEufno0hlVeupgD50s+YAdn/OgZiFkQNB6wWGzjBBsUQEFE42EUD85t5uJZ8CHDOLXztmkTeu+hOz3uPDQCyH2h/58xP7Bs9t77R7z8hpLKqfDkLQhrR4UAMG7YOICBpaPM44XC4EFN1bDscxEAghguP7a364IkCpworeO0kYRaeSDnXrrGb6VY8DwhuwN4BiK6JtDLBOXXntMR+3p5/tiZHShdjDNtfeBh6dBt4zyIoKdcVbQxqeBd2qctxlGd54Wsn5c17dwH2dnNG7/AGYME15n2ejkbPrZ+l+29O9VNtCCEkh9TlLFLfhwCzLrYKlrMgpJEwxrBl/zgCkoZ5zU6AFxHmObhtIha1u7FrOIxNu/3obXZU9f/lFDjVikSwklhvJmcDgDzdz/I2CshY1DNz7Rr/i8D+x4HwHkCT4z0Y2oHutUDr20t33/KkdI05j8VWeQVW2gbh0vYhJrbB4BzgWQwObQQRWzO2yiswJ6oWXiOQK+9dHTPvo+w30x4j/QDjgDlnTW9WpNFz62fh/iem+g+ORaFoDFaRQ0+zk7qREUJMieUspEHzw5rM7AJr0+wsZ0EIAQD4IwoOjkXR4baD47i0tl4cx6HTa0f/SARDIRmd3uqdCS4qcFJVFWeffTZ+9KMfYcmSJeUbFck271LzK7LXrJUpN/+LwPb7zFkDZycguAA9AgTeBKL3Acs+XZrgaZKULmHsAFTjeAx63o025RW4tIMQmB86Z0XQshAj1mPgDzdBUouo08rMe1fHgNH/Z9aHWbyA6DH/ow1vBw5Ep5dS1ui59WW+/6lT/R1uO2wWHrJqYPdwGCMhCe9a2UXBEyHEfO/ufW/KB3ND5geE3mVUa0nILJNUHYrGYLPkzuZxWkUMhWTElOquvS8qcLJYLHj11VfLNxpSHQzDnGlSxgHPYiCRTsh7AcEDhHea+5tXTT+dDVOndFnGdmAuew0D7DxIrnNgN/zgmQyDs0HiWxFRdFhFFXZLEYuhpuW9u8yZJj0K2NrMTx512Zyhcy8EpOHppZQ1em59Ge9/5lR/YjrfaRUwt9mJfWNRbNk/ji6vvaqn+gkhs8TZZ76HU3dPQirKbhFgFTnIqgGnNfu8LaposIk8HDn2VZOiz3qvuOIK/PSnPy3PaEh1CL5pBhTOzomgKYHnAEenuT/45sxuZ4qULod7Dnqsw4iEDoEBkIQ2RMUeSEIbGICRiIyeZidaXdY8N5BDIu89NmB2KoweMluF67IZyClBwNZqzj6lppQVI/U2staYiufWu+bVb259Ge9/5lR/Ko7j0OayJRcTJYQQIJ62Z+8033fsnRQ0EVIBrS4repqdGA5LYCz93IAxhsGghPltLnR4qnt5hqJrnDRNw0MPPYSnn34aq1atgsvlStv/ne98p5TjI5WgBc1AQnDl3i+4AH3IvNxMTJHSxYlOdLmAZk7HvrEo2lw22K0CJEXHSESG1y7i2L6m4mYWEnnvobeAwY1A7JB5+xxnBm/2TsC1IN6ifJopZY2eW1/G+z/VVL/dKiQbRhBCCCGkOnAch2P7mjASkrBvLIpWtwO6wBBVNAwGJTQ5LVi9sLXqs0WKDpxef/11HHfccQCAHTt2pO2r9jtLCiR6AcFm1jTx3uz9esTcL+bYV4wCUrrcDhdO6u3Dy0OW5EyCVeSwsN09w0YAzFxoluPNtay4HC+FmaTUNXpufZnu/1RT/ZKiwypyxaVvEkIIIaTsun0OvGtl18Q6TrEIbCKP5d3e+l3HaePGjeUZSYPRdR3P7vRjOCyj3W3DyYtbIQhVcrLnXQG4F5iNIARPerqewYDYIOBbYV5uJgpsF9vZ3odz2gF/WIYaGYRNUNDs5sHZJw9ocrarBsyTecaAOe8B/M+bMyPWNkC0A9IIENkDWHwzb1fb6Ln1Zbj/ian+3cNhzE2pcUL87z0SkbGw3V1c+iYhhBBCZkW3z4Eurx3+qI6wZR4cVgEdHlvNTL5Mux35zp07sWvXLqxZswYOhwOMsZq505X2p1cO4pFN/dg/GoNmMIg8h74WB65ZPR/nH9NT6eGZDR/63m92zwvvNGuaEl31YoOApcncP5PGECgupYuL7kfbWErL8hGzZXm+2Yt87apXdajoTNRV8QLQtBIYVeOzaxxgcQPRwwAsgLN75il1idz6RlXi+5851V+S9E1CCCGEzBqO49DmtqHNk6ckpIpxLLNCawp+vx+XXnopNm7cCI7j8NZbb2HhwoX48Ic/jObmZtxzzz3lG20JBINB+Hw+BAIBeL0zTDWbhj+9chB3/W07woqGFpcFDouImKphLKLCZRXxpbOXTR48zVY7cmSs46TLZnqee4EZNJVtHSfFTOlKDYrytSxPBFcZLcPztaseDkvosQzhXc5/wN2y2FzwFxnrOOnxIKr7XcCcc+s/pa5G0TpOhBBCSA3jhHi2UeUVExsUPeP0+c9/HhaLBfv27cOKFROpWh/4wAdw/fXXV33gVEm6ruORTf0IKxp6mx0QOHPGxmOzwmkVcXAshkc29ePco7qqI22v9e1my/Hgm2YjCNFrpufNdKYp02QpXVO0LEdoV1rL8KnaVY/4BQwwYJE3Cs7iMY9laQaamwA1BKgBcxHcngvMmTZSlZJT/ZmpmHUx08TF6+/iDUsSv4Ob2Jb4PXVb2s/IMVPKZdxG5vUwxTFTrp92+QRmvl4R/2JGjm1T/Jy6Le34k9y3zM/+mAEwLf6lA0b8OyGEEDJDRQdOTz31FP7+97+jt7c3bfuSJUuwd+/eUo6t7jy704/9ozG0uCzJoClB4Hg0Oy3YPxrDszv9OHVZlbSq5nmg6Yjy306+lK4pWpantQy3d07Zrtrp6cbBUDvmhA/B2bw0/cTM4gGkIcC3ErBXyeNP8kpM9ZfoaCnBCp+4geIDC26ybanBDp/xPfN2ahGX/RKtFozFA6nUYA7pQRpjAIyUIC71ssYUQWFC5gMQvyzTJ65DCCGkZhUdOEUiETid2V0vRkdHYbNVd+/1ShsOy9AMBocl98PusIoYi2kYDs9SKl4tmKJleWbL8KnbVYvYxx2FY7iXGrNVeK1JdD4sKghJCYCyvue7LKlrHAdwlkqPIh7AxQOp1ABsqtm4rMslD5j9MzNSAjsjI+ibbNYw10wllxEoJo5NCCGNqejA6ZRTTsHPf/5z3HzzzUD8U1/DMHDXXXfh9NNPL8cY60a72waR5xBTNXhs2V2/YooGkefQXrJP0etAAS3LU1uGF9KuWrJ0Q+85H4huacxW4SUTD2Q4fiIoyfuzkJ5qlXWSluM4XIlTQgmpNI6L11ZWQSr2TCQCqGRgljqrlvF7cpueHtQBud8HEt9zBnYsPYCjWTxCyCwrOnC66667cOaZZ+Kll16Coij40pe+hDfeeAOjo6P417/+VZ5R1omTF7eir8WBPcMROK1iWrqezgyMRVUsaHfh5MWtFR3nrGJs8nbVBbYsT7QML7RddXNrF1jLAoyNHYSiRGC1utDc3AOuxPVbOVuiz/YMB5c505IxA5MzYOGnnt2hmRpSixgDYocBPQoITsDRXdLnMmMMQyEZMUWvuTa7BaumDzYYywjYJvl50kCPZtIIIVMrOnA68sgjsWPHDtx3333weDwIh8O46KKL8KlPfQrd3d3lGWWdEAQB16yej7v+th0Hx2JodlrgsIqIKRrGomZXvWtWz6+OxhCzIa2bnmzOLGW2GC+iZTmKaFc9EJTiXdkUKJoIq6igp3mwpF3ZStv5jQN40VyoN/M7J0yRskYIAWB2zxzcCIR2mu8hggPwLAY6Tzc7hs7Q/tEoNu32o38kAlkzYBN5zG9z1czCjjWplLN4OQOsyWbRKAAjpNEU3Y681lW6HTlmuo7TbLYjL6ciW4xP2bI8w2RBC4C87cq9dhHvWtk14+Bpspboydto9kwEPslASEhJbYt/gTfXnCKETF94D7Dnl+ayA67eibXpIgcAWyuw4IoZBU/7R6P4w5YDGIuq6PY54LAIiKk6BgIxNDktuPDYXgqeGoWhxwOqfF+Z6Ys6BVyk8TRKO/K//e1vcLvdOPnkkwEAP/jBD/Dggw9i5cqV+MEPfoDm5ubpj7xBnH9MD849qgvP7vRjOCyj3W3DyYtbG2emqcgW48AULctzyNeuGgD++sZA3nbl+8ai2LJ/HF3e7K58WTg+JfCJf/EiGDg8f+gwDspNWNjuBsfxkMEBFg6tDmDniIT/G2zBJb299ZfCQ0g1YsycaZL9gG/FxPsG7zV/D7xp7nfNn9YsLWMMm3b7MRZVsbjdnXxdu20iFrW7sWs4jE27/ehtdtBrvhHw05wBy6zdmnLmK+U7DDNgo5ovQsqq6MDphhtuwJ133gkAeO2113D99dfjC1/4AjZu3Ijrr78eDz/8cDnGWXcEQaieluOzrcgW4xO78rQszyNXu+qRsDxpu/I2lw0Hx6LwRzW0ed3xmSBLyoyQJSVFLvcJ0FBQwltjAlqb2qEL2S+xDp+I/pEIhkIyOr32gu8PIWSaYofN9DxXb/brluPM7aGd5uWcc4o+/FBIRv9IBN2+7MCI4zh0eu30midTK0XtGGPZAVWuQIuCLkKmpejAac+ePVi5ciUA4PHHH8f555+P2267DZs3b8a5555bjjGSelNki/FSymxXbnAiDM4CAxbzu8OCwZiCsGU+2lyuad1GTNEhawYcltyfODqtYrJ4nBAyC/RovKYpz2tacAH6IfNy00CveVI1OM78YG86cgZduWq+Utc+SztA/FtqG/zU71QDRmpf0a8uq9WKaNT8z+Xpp5/GVVddBQBoaWlBMBgs/QhJ/SmyxXhJ8CLAW2F1OqBaVPiZGw6rI+vTvZCkwmoBHDlamRfKYRVgE3nEVB1uW/ZLLKposIn8jG6DEFIEwRmvo4yY6XmZ9Ij5fiNMrwaJXvOkLswk6CpG3iYcmWuW5ViQOnNdsVyLVGctTE1I6RT9Cjn55JNx/fXX453vfCf+/e9/47e//S0AYMeOHejt7S3HGEm9KbLFeG6pXeYsKXVGfPp38PHLmQFSu4NhTgew7XAQi9q59FtmDINBCcu7vejwTH8trQ6PDfPbXPHbcGe1RC/FbRBCiuDoNrvnjb2aXuOE+KfmkQNA89Hm5aaBXvOEFGE22tmnBVFGxqLSmQs6GylBmpHdzIPSGEmKogOn++67D9deey1+//vf4/7770dPj9kF7q9//SvOPvvscoyR1JuCW4zzgGA1Z6c4C6CMmh31LF7AmaNWoaCb5rB6YSsGAjHsGg6j02uH0yoiqmgYDEpoclqwemFrwQXc+dZsKeVtEEJmiOPMluPRg2YjiFxd9TpPn3b7fnrNE1JlkusQojSt6tM6JWo5gquMbaRuUTvyWlMv7cgRbzHu/zcQ2Q8YKiA6APdioOsMwLPUDJpQnrVXSrHeylTHoDVdCKkyae8l8e6ctI4TIaTUjFwBlpG7fiyrnqxB1Gg78qIDp3379k26f+7cucUcbtZR4FQBHG/WLPG2+AySNd6VLp5CFztsFmULTjNVJvVT2TKuvZJvtqgQha7ZMpPbIISUAWOTv+fM+PD0mieEzEBWDViuhZfzLb5cQx0SazRwKjpVb/78+ZP+J6DrNEXZuLiJwIi3xRs82MwapMk450ycbPijEycbQFnXXkm0CS5WsWu2UPthQqoIx02r5Xjhh6fXPCFkBkrWlj7fOmCTBF20KPOUig6ctmzZkva7qqrYsmULvvOd7+DWW28t5dhItUrOICUCo0SwNEWAlEe+9JZ3zlHQU8a1V6aL1mwhhBBCSNXiuHiDrBnWdxl6/oYZmdsapL6r6MDpbW97W9a2448/HnPmzMHdd9+Niy66qFRjIxXHTQRGJQiQcsmX8rbtcBAx/yFc6A7B6+zLfeUZrr0yXbRmCyGEEELqHp8Ivoo475ssqEoLsGognTCHkjXsX7ZsGV588cVSHY7MNt4Sr0GypdcjldFUKW+DgyIOMIYVzWFwVl/2AWa49sp00ZothBBCCCE58CWY6apiRQdOmYvcMsZw+PBhrF+/HkuWLCnl2EjJxNc84i0TTRl4S8Y6SGVeUyGHqVLeXL4+7A10Y15gH1xtR5Z87ZXpojVbCCElVeaGFYQQUlVq+D2v6MCpqakp6ySXMYa+vj48+uijpRwbKQbHx4Mhq7nmEZ/xVYWmTHmzWbCTezvewf8fXGVYe2W6aM0WQkjJlGG5BUIIqVo1/p5XdOC0cePGtN95nkd7ezsWL14MUSxZ5h/Ji0tPpyu0c10VKiTlLWadC23eh4DIc/EX2SEzPa/56Iq+yPpanLjw2N5kU4uhkAybyGN5t5fWbCGEFCbfcgtjr5qL9c5guQVCCKk6dfCeV3Skc+qpp5ZnJKQwrupeJ6sY7W4rml1WbI+nvHkdluQsTWrKW1tnL4BlVTet29fiRG+zI33NFrcVnDQAhA5VzTgJIVWIsbIut0AIIVWlTt7zaIqIVESiBfnekQh2j0SwYzCM3mYHlnd5YbPwuVPeZrHleKHS1mwJ7wH21O70MyFkFsUOm+8VVbbcAiGElEWdvOdR4ERmXWoL8rmtLnR47Ng2GMSB0RgGghJWdntxdF9TbaW81cH0MyFkFunR+Acsrtz7K7TcAiGElEWdvOdR4ERmVa4W5G6biHd62hCMqdg5FMa8VhcuPq4HPD/7nf6mpU6mnwkhs0hwmrPSesR8r8hUoeUWCCGkLOrkPa9GzkxJvcjXgpwDB5/DiqWdHoxFFQyHlYqOsyjFTD8TQghg1j96FpsdQlnGQpCJ5RY8i2d9uQVCCCmLOnnPm1bgND4+jp/85Ce48cYbMTo6CgDYvHkzDh48WOrxkTozZQtyqwhZMxBT9Fkf27QVNP0sVf30MyFkFnGcWf9oazVnpdUgYOjm98CbFVtugRBCyqJO3vOKTtV79dVXcdZZZ8Hn86G/vx8f+9jH0NLSgv/+7//Gvn378POf/7w8IyV1oZAW5DaRh8NaQ6tO18n0MyFklrkXmPWPyTVNqmO5BUIIKYs6eM8rOnC6/vrrcc011+Cuu+6Cx+NJbj/33HPxwQ9+sNTjI3Wmw2PD/DYXtsVbkKem66W2IO/w2Co6zqIkpp/HXk2vcULK9HPz0VU//UwIqQD3ArP+scqWWyCEkLKo8fe8ogOnF198EQ888EDW9p6eHgwMDJRqXKROcRyH1QtbMRCIYddwGJ1eO5xWEVFFy92CvBYkpp+jB83p5tSuepEDNTP9TAipEI6r6va7hBBSUjX8nld04GSz2RAMBrO279ixA+3t7aUaF6ljfS1OXHhsLzbt9qN/JIKhkAybyGN5t7e2WpCnqoPpZ0IIIYQQkl/RgdN73/tefOtb38Lvfvc7ID6DsG/fPnz5y1/G+9///nKMkdShvhYnepsdGArJiCk6HFYBHR5bbc00Zarx6WdCCCGEEJIfx1hmT8DJBQIBXHzxxXjppZcQCoUwZ84cDAwMYPXq1XjyySfhcuXpLFYlgsEgfD4fAoEAvN4chfyEEELIbGGMPmwhhJAKKiY2KHrGyefzYcOGDXj22Wfx6quvIhwO47jjjsNZZ501kzETQgghjSW8JyW9N2Z25/QspvReQgipUkXPONU6mnEihBBSceE9wJ5fArI/d0OZBVdQ8EQIIbOgrDNO3/ve93Ju5zgOdrsdixcvxpo1ayAINbQODyGEEDJbGDNnmmR/+hIGvNf8PfCmud81n9L2CCGkihQdOH33u9/F8PAwotEompubAQBjY2NwOp1wu90YGhrCwoULsXHjRvT19ZVjzIQQQkjtih020/NcvQDHgTGGkKRB0Q1YBR4eZw+40E7zcjXaspcQQuoRX+wVbrvtNrz97W/HW2+9Bb/fD7/fjx07duDEE0/Evffei3379qGrqwuf//znyzNiQgghpJbp0XhNkwujEQUv7x3Dpl1+PL/bj027/Nh8UEEwEjIvRwghpGoUPeP0ta99DY8//jgWLVqU3LZ48WJ8+9vfxvvf/37s3r0bd911F7UmJ4QQQnIRnIDgwFhoHFsOaYgqOnwOC3yCBYpuwB8YgxFRMCfEocdT6cESQghJKDpwOnz4MDRNy9quaRoGBgYAAHPmzEEoFCrNCMnMGAYw9gqgjgGWZqD5GIAveqIxJ13X8exOP4bDMtrdNpy8uHXS2jbG2LTXbZrJdQkhpKo4usHcizG041+Iyr3o8NqTtUw2jke7fQw75PnYc9CCS7oZvdcRQkiVKDpwOv300/Ef//Ef+MlPfoJjjz0WALBlyxZ88pOfxBlnnAEAeO2117BgwdTdgO6//37cf//96O/vBwAcccQR+MY3voFzzjkn5+UfeeQRrFu3Lm2bzWaDJEnF3o3GMPgMsPthILgd0CVAsAPeZcDCdUDnmhkd+k+vHMQjm/qxfzQGzWAQeQ59LQ5cs3o+zj+mJ+vy+0ej2LTbj/6RCGTNgE3kMb/NhdULW9HX4pz0tmZyXUIIqTochxH3SRiSX8E86z6obA50OCGwKFzaAGShCZGmU3DAH8VQSEan117pERNCCJlO4PTTn/4UV155JVatWgWLxQLEZ5vOPPNM/PSnPwUAuN1u3HPPPVMeq7e3F3fccQeWLFkCxhh+9rOf4X3vex+2bNmCI444Iud1vF4vtm/fnvydPonLY/AZ4LWbAHkUcPUAogfQQubs02s3AfjmtIOnP71yEHf9bTvCioYWlwUOi4iYqmHPcAR3/c3826QGT/tHo/jDlgMYi6ro9jngsAiIqTq2HQ5iIBDDhcf25g2AZnJdQgipVhGxD68I78Eq+/+DV+uHwAahczaMWZdjyLEautAH2R9BTNErPVRCCCFxRQdOXV1d2LBhA7Zt24YdO3YAAJYtW4Zly5YlL3P66acXdKzzzz8/7fdbb70V999/P55//vm8gRPHcejq6ip22I3FMMyZJnkU8K0E+HhwaW0CRB8Q3Grubz+56LQ9XdfxyKZ+hBUNvc0OCJx5fY/NCqdVxMGxGB7Z1I9zj+qCIAhgjGHTbj/GoioWt7uTga7bJmJRuxu7hsPYtNuP3mZHVhA8k+sSQkg1c1gFxKxz8bptEdpdoxBYDDrnQEzoADgOUUmFTeThsNLSHoQQUi2KDpwSli9fjuXLl5dsILqu47HHHvv/27vzuKir/X/grw8DDDMDw6YsCgiKC4q4p7hkqYXl9Wrf281bllq2aJpabtdfqTfN8JqapV1tlcztZi6VmV4jrYtb6hVXRGVxSRAXZAYGBpg5vz8+MjmADuDgDPB6Ph48cD7nzJn3fOYUvDnn8/6goKAAsbGxd+yXn5+PZs2awWw2o3Pnznj33XfvmGQBgNFohNFotDzW6XR2i9lp5SbL2/M0Tf9Imsq4SIC6qdyemwz4d67W0EnnruPijUL4adwsSVMZheQCX7UbLt4oRNK56+jbOgA5eiMyrxUg2LticiNJEgK1Hsi8VlDpdpR7eS4RkTML8FIivJEGp7N00DQOsPp/nBACV3RFaBOsRYCX0qFxEhHRH2qUOF26dAnfffcdLly4gOLiYqu2xYsXV2us48ePIzY2FkVFRfD09MTmzZvRtm3bSvu2bt0aX3zxBWJiYpCXl4eFCxeiZ8+eOHnyJEJCQip9Tnx8PN5+++1qxVTnleTK1zS53qEck6sXYLgs96umq/lGlJoFVG6VTx2VuytyC0txNV9OVguLTTCWmqFyq/yvpmp3V0vRh/Lu5blERM5MkiTENvdHdl4h0q7mI1DrAbW7KwzFpbiiK4KP2g2xzf25mk5E5ESqnTglJibiz3/+M5o3b47Tp08jOjoamZmZEEKgc+fqrV7gVjKUnJyMvLw8fPPNNxg5ciR++eWXSpOn2NhYq9Wonj17IioqCh9//DHmzp1b6fgzZszAG2+8YXms0+nq/4153XzlQhClenl7XnmlerndzbfaQzf2VMLVRUJhSSm8lO4V2guLS+HqIqGxp/xXUpW7AkpXFxSWmOCprDjdDMWld9yOci/PJSJydqF+ajzRKcRS/CZHb4TS1QVtgrUsfkNE5ISqnTjNmDEDU6ZMwdtvvw0vLy9s3LgRAQEBGD58OAYOHFjtANzd3REZGQkA6NKlCw4ePIgPPvgAH3/8sc3nurm5oVOnTjh37twd+yiVSiiVDWyrg29HuXpebrJ8TdPt2/XMAjD8Lvfx7VjtoXtH+iPUT4WMqwVQu7tabdczCTNyDSWIaKxB70h/oNx2lBa3XaeE8ttRPN3lVTCTQb7HiSq46s/lVhYiqqNC/dQI8VXxdgtERHVAtW/ok5KSghEjRgAAXF1dUVhYCE9PT8yZMwf//Oc/7zkgs9lsdU3S3ZhMJhw/fhzBwcH3/Lr1iouLXHLc3U8uBFF8EzCb5O+6U/Lx5s/X6H5OCoUCo2LDoblVCEJfVIxSsxn6omL8nlsIjbsrRsWGW+7nVLYdxUfthrSr+dAXlcBkFtAXlSDtaj581G7oHaSHlJEAnFkGnPlI/p6+ElJBps3ncisLEdV1ZddshjfSIFDrwf+nERE5qWqvOGk0Gst1TcHBwUhLS7MUZ7h27Vq1xpoxYwYee+wxhIWFQa/XY+3atdi9ezd27NgBABgxYgSaNm2K+Ph4AMCcOXPQo0cPREZG4ubNm3jvvfdw/vx5vPjii9V9G/Vf4INyyfGy+zgZLsvb83w73vN9nMpKjZfdxym3UN6eF9FYU+l9nO62HaV3kB5NcjcCxuuAJgRQaABTAZB7DDD8jtCIZ7mVhYiIiIgcrtqJU48ePZCUlISoqCg8/vjjmDx5Mo4fP45NmzahR48e1RorJycHI0aMQFZWFry9vRETE4MdO3bgkUceAQBcuHABLretiuTm5uKll15CdnY2fH190aVLF+zdu/eOxSQavMAH5ZLjuclyIQg3XzlxqsFKU3mDOzbF4+2DkHTuOq7mG9HYU4nekf6WlabyKt2O4ukurzQZrwPeUUDZX1ldtPLjvBTgyi6ENn8eIV1CuJWFiIiIiBxGEkKI6jwhPT0d+fn5iImJQUFBASZPnoy9e/eiZcuWWLx4MZo1a1Z70dqBTqeDt7c38vLyoNVqHR1Ow2a4LG/LU/oBbpV8FiU6+V5UrcYD6iaOiJCIiIiI6rHq5AbVWnEymUy4dOkSYmJigFvb9lasWHFv0VLDZTIApkJ5e15lFBrAdKtgBBERERGRA1Vrz5ZCocCjjz6K3Nzq3/+HqAKFGlCo5GuaKmMqkK/LUvA6JiIiIiJyrGpf7BIdHY309PTaiYYaFo8gQOkP5J4AjLnA7btGhQAKLgFekYCKVROJiMjJCCFvOdefk79X78oHIqqDql0c4p133sGUKVMwd+5cdOnSBRqN9TYrXjdEVZKfAVzZBejTAP0ZQHcS0EQAPu0BV5WcNCn9gcCH/ygaQURE5AwsP8PO3dpyrpL/0Bf4MOAZ4ejoiKiWVLs4xO1V7srfkFSSJJhMJvtGaGcsDuEE8jOAjNV/lCAvLQTyjsvHJTe58p9/V/4AIiIi51P+Z1jZbTTK/uAX8Sx/dhHVIbVWHAIAdu3adS+xUUMnhPxXuttLkLtpAY8AwPcmoDsNeEYCEaPsUjadiIjIbir7GYaKt9GAJpy7JYjqoWonTn379q2dSKhhKMyStzZoQqx/qEgSoPQFfNoBxmtAUTZLkBMRkXO5088w3Po5pgmR2wuz+DOMqB6q0Z/0//vf/+LZZ59Fz5498fvvvwMAvvrqKyQlJdk7PqpvqlSCvIglyImIyPnwZxhRg1btxGnjxo2Ii4uDSqXC//73PxiNRgBAXl4e3n333dqIkeoTliAnIqK6ij/DiBq0aidO77zzDlasWIFPP/0Ubm5uluO9evXC//73P3vHR/WNKliuPFRwqWLpVpYgJyIiZ8afYUQNWrUTp9TUVDz44IMVjnt7e+PmzZv2iovqK0mSq+Up/eWLaEt0gNkkf89LYQlyIiJyXvwZRtSgVTtxCgoKwrlz5yocT0pKQvPmze0VF9VnnhFyuVbfGMB4A9Cflb/7xrCMKxEROTf+DCNqsKpdVe+ll17CxIkT8cUXX0CSJFy+fBn79u3DlClTMHPmzNqJkuofzwi5XGthlnwRrUItb23gX+mIiMjZ8WcYUYNU7cTp73//O8xmM/r37w+DwYAHH3wQSqUSU6ZMwWuvvVY7UVL9JEks10pERHUTf4YRNTiSEOWvbqya4uJinDt3Dvn5+Wjbti08PT3tH10tqM7dgYmIiIiIqP6qTm5Q7WucVq9eDYPBAHd3d7Rt2xYPPPBAnUmaiIiIiIiIaqLaidPrr7+OgIAAPPPMM9i2bRtMJlPtREZEREREROQkqp04ZWVlYf369ZAkCU899RSCg4Mxbtw47N27t3YiJKolQghc0RUh81oBruiKUMNdq0RERETUANT4GicAMBgM2Lx5M9auXYuffvoJISEhSEtLs2+EdsZrnAgALt4wYF/6dWReK4Cx1AylqwvCG2kQ29wfoX684zsRERFRQ1Cd3KDaVfVup1arERcXh9zcXJw/fx4pKSn3MhzRfXHxhgGbj1xCrqEEwd4qqNwUKCwx4XSWDtl5hXiiUwiTJyIiIiKyUu2teri10rRmzRo8/vjjaNq0KZYsWYInnngCJ0+etH+ERHYkhMC+9OvINZQgsrEnPJWuULhI8FS6okVjT9w0lGBf+nVu2yMiIiIiK9Vecfrb3/6GrVu3Qq1W46mnnsLMmTMRGxtbO9ER2VmO3ojMawUI9lZBKnejQkmSEKj1QOa1AuTojQjUejgsTiIiIiJyLtVOnBQKBb7++mvExcVBoVBYtZ04cQLR0dH2jI/IrgqLTTCWmqFyU1TarnZ3RY7eiMJiVoskIiIioj9UO3Fas2aN1WO9Xo9169bhs88+w+HDh1menJyayl0BpasLCktM8FRWnP6G4lIoXV2gcq88sSIiIiKihqlG1zgBwK+//oqRI0ciODgYCxcuRL9+/bB//377Rkf1ixCA4TKgPyd/d8B1RAFeSoQ30iA7r7DCdUxl5cnDG2kQ4KWs0fgscV6OE3zmRERERPZQrRWn7OxsJCQk4PPPP4dOp8NTTz0Fo9GILVu2oG3btrUXJdV9+RnAlV3yL9CmQkChArwigcCHAc+I+xaGJEmIbe6P7LxCpF3NR6DWA2p3VxiKS3FFVwQftRtim/tXuP6pKljivBwn+cyJiIiI7KHKK06DBw9G69atcezYMSxZsgSXL1/G0qVLazc6qh/yM4CM1UDuMUDpB3i1kr/nHpOP52fc13BC/dR4olMI2gRrkVdYgszrBcgrLEGbYG2NS5GXlThPydLBR+2OcH8NfNTuOJ2lw+Yjl3DxhqFW3ovTcrLPnIiIiOheVXnF6ccff8SECRMwduxYtGzZsnajovpDCHnVwXgd8I4CylZyXLTy47wUuV0T/kfbfRDqp0aIr8pSCELlrkCAl7JGK03lS5yXjVFW4jztaj72pV9HiG/FSn71kpN+5kRERET3osorTklJSdDr9ejSpQu6d++OZcuW4dq1a7UbHdV9hVnyVi1NSMVfkiVJPq4/J/e7z8rKj4c30iBQ61HjpKY6Jc4bBCf+zImIiIhqqsqJU48ePfDpp58iKysLr7zyCtavX48mTZrAbDZj586d0Ov1tRsp1U0mw63rWzSVtys0gKlI7ldHVaXEubHU3HBKnDeAz5yIiIganmpX1dNoNHjhhReQlJSE48ePY/LkyZg/fz4CAgLw5z//uXaipLpLoZaLApgKKm83FQAKD7lfHXV7ifPKNLgS5w3gMyciIqKGp8blyAGgdevWWLBgAS5duoR169bZLyqqP1TBciW1gksVS1ELIR/3ipT71VG1XeK8zmkAnzkRERE1PPeUOJVRKBQYOnQovvvuO3sMR/WJJMnlp5X+clGAEh1gNsnf81Lk44EP1+kiAWUlzn3Ubki7mg99UQlMZgF9UQnSrubfU4nzOqkBfOZERETU8Eiigd2hU6fTwdvbG3l5edBqtY4Op+GwuqdPkbxVq57d04f3cSqnAXzmREREVLdVJzeo1g1wiWrMM0IuP12YJRcFUKjlrVr1aNXBniXO64UG8JkTERFRw8HEie4fSQLUTRwdRa0qKz9OtzSAz5yIiIgaBrtc40RERERERFSfMXEiIiIiIiKygYkTERERERGRDUyciIiIiIiIbGDiREREREREZAMTJyIiIiIiIhuYOBEREREREdnAxImIiIiIiMgGJk5EREREREQ2MHEiIiIiIiKygYkTERERERGRDUyciIiIiIiIbGDiREREREREZAMTJyIiIiIiIhuYOBEREREREdnAxImIiIiIiMgGJk5EREREREQ2MHEiIiIiIiKygYkTERERERGRDUyciIiIiIiIbGDiREREREREZAMTJyIiIiIiIhuYOBEREREREdnAxImIiIiIiMgGV0cHQFUkBFCYBZgMgEINqIIBSXJ0VI7Bc0FERERE95lDV5yWL1+OmJgYaLVaaLVaxMbG4scff7zrczZs2IA2bdrAw8MD7du3x7Zt2+5bvA6TnwGkrwTOLAPOfCR/T18pH29oeC6IiIiIyAEcmjiFhIRg/vz5OHz4MA4dOoR+/fphyJAhOHnyZKX99+7di6effhqjR4/GkSNHMHToUAwdOhQnTpy477HfN/kZQMZqIPcYoPQDvFrJ33OPyccbUsLAc0FEREREDiIJIYSjg7idn58f3nvvPYwePbpC27Bhw1BQUICtW7dajvXo0QMdO3bEihUrqjS+TqeDt7c38vLyoNVq7Rq73Qkhr6bkHgO8o6y3owkB5KUAvjFA8+fr/1Y1ngsiIiIisrPq5AZOUxzCZDJh/fr1KCgoQGxsbKV99u3bhwEDBlgdi4uLw759++44rtFohE6ns/qqMwqzAP05QBNSMRmQJPm4/pzcr77juSAiIiIiB3J44nT8+HF4enpCqVRizJgx2Lx5M9q2bVtp3+zsbAQGBlodCwwMRHZ29h3Hj4+Ph7e3t+UrNDTU7u+h1pgMgKkQUGgqb1doAFOR3K++47kgIiIiIgdyeOLUunVrJCcn48CBAxg7dixGjhyJU6dO2W38GTNmIC8vz/J18eJFu41d6xRqQKECTAWVt5sKAIWH3K++47kgIiIiIgdyeOLk7u6OyMhIdOnSBfHx8ejQoQM++OCDSvsGBQXhypUrVseuXLmCoKCgO46vVCotVfvKvuoMVTDgFQkUXJKv47mdEPJxr0i5X33Hc0FEREREDuTwxKk8s9kMo9FYaVtsbCwSExOtju3cufOO10TVeZIEBD4MKP3l4gclOsBskr/npcjHAx9uGMUQeC6IiIiIyIEcegPcGTNm4LHHHkNYWBj0ej3Wrl2L3bt3Y8eOHQCAESNGoGnTpoiPjwcATJw4EX379sWiRYswaNAgrF+/HocOHcInn3ziyLdRuzwjgIhngSu75OIHpsvyljTfGDlR8IxwdIT3D88FERERETmIQxOnnJwcjBgxAllZWfD29kZMTAx27NiBRx55BABw4cIFuLj8sSjWs2dPrF27Fm+99Rb+3//7f2jZsiW2bNmC6OhoB76L+8AzAtCEyxXjTAb5Oh5VcMNcXXHycyGEQI7eiMJiE1TuCgR4KSE5SWxEREREVHNOdx+n2lan7uNEdcrFGwbsS7+OzGsFMJaaoXR1QXgjDWKb+yPUj0UriIiIiJxNdXIDh644EdUXF28YsPnIJeQaShDsrYLKTYHCEhNOZ+mQnVeIJzqFMHkiIiIiqsOcrjgEUV0jhMC+9OvINZQgsrEnPJWuULhI8FS6okVjT9w0lGBf+nU0sMVdIiIionqFiRPRPcrRG5F5rQDB3qoK1zNJkoRArQcyrxUgR195tcgGRwjAcFku8GG4XLG8PBEREZET4lY9ontUWGyCsdQMlZui0na1u6ulYESDl59xW1XEQvmmxl6RrIpIRERETo+JE9E9UrkroHR1QWGJCZ7Kiv9JGYpLoXR1gcq98sSqwcjPADJWA8brgCYEUGgAUwGQewww/C6XmmfyRERERE6KW/WI7lGAlxLhjTTIziuscB2TEAJXdEUIb6RBgJfSYTE6nBDySpPxOuAdBbhpAReF/N07Sj5+ZRe37REREZHTYuJEdI8kSUJsc3/4qN2QdjUf+qISmMwC+qISpF3Nh4/aDbHN/Rv2/ZwKs+TteZqQivfckiT5uP6c3I+IiIjICXGrHpEdhPqp8USnEMt9nHL0RihdXdAmWMv7OAHyzYpNhfL2vMooNIDpstyPiIiIyAkxcSKyk1A/NUJ8VZZCECp3BQK8lA17pamMQi0XgjAVAC6V3FzOVAAoPOR+RERERE6IiRORHZWVH6dyVMFy9bzcY/I1Tbcnk0IABZcA3xi5HxEREZET4jVORFT7JEkuOa70B/JSgBIdYDbJ3/NS5OOBD1e8/omIiIjISXDFiYjuD88IueS45T5Ol+Xteb4xvI8TEREROT0mTkR0/3hGAJpwuXqeySBf06QK5koTEREROT0mTkR0f0kSoG7i6CiIiIiIqoXXOBEREREREdnAxImIiIiIiMgGJk5EREREREQ2MHEiIiIiIiKygYkTERERERGRDUyciIiIiIiIbGDiREREREREZAMTJyIiIiIiIhuYOBEREREREdng6ugAiOoVIYDCLMBkABRqQBUMSJKjoyIiIiKie8TEiche8jOAK7sA/TnAVAgoVIBXJBD4MOAZ4ejoiIiIiOgeMHEisof8DCBjNWC8DmhCAIUGMBUAuccAw+9AxLNMnoiIiIjqMF7jRHSvhJBXmozXAe8owE0LuCjk795R8vEru+R+RERERFQnMXEiuleFWfL2PE1IxeuZJEk+rj8n9yMiIiKiOomJE9G9MhluXdOkqbxdoQFMRXI/IiIiIqqTmDgR3SuFWi4EYSqovN1UACg85H5EREREVCcxcSK6V6pguXpewaWK1zEJIR/3ipT7EREREVGdxMSJ6F5JklxyXOkP5KUAJTrAbJK/56XIxwMf5v2ciIiIiOowliMnsgfPCLnkuOU+Tpfl7Xm+MbyPExEREVE9wMSJyF48IwBNuFw9z2SQr2lSBXOliYiIiKgeYOJEZE+SBKibODoKIiIiIrIzXuNERERERERkAxMnIiIiIiIiG5g4ERERERER2cDEiYiIiIiIyAYmTkRERERERDYwcSIiIiIiIrKBiRMREREREZENTJyIiIiIiIhsYOJERERERERkAxMnIiIiIiIiG5g4ERERERER2cDEiYiIiIiIyAYmTkRERERERDYwcSIiIiIiIrKBiRMREREREZENTJyIiIiIiIhsYOJERERERERkAxMnIiIiIiIiG5g4ERERERER2cDEiYiIiIiIyAYmTkRERERERDYwcSIiIiIiIrKBiRMREREREZENTJyIiIiIiIhscHV0AET1hRACOXojCotNULkrEOClhCRJjg6LiIiIiOzAoStO8fHx6NatG7y8vBAQEIChQ4ciNTX1rs9JSEiAJElWXx4eHvctZqLKXLxhwIbDl/Dl3kx8tf88vtybiQ2HL+HiDYOjQyMiIiIiO3Bo4vTLL79g3Lhx2L9/P3bu3ImSkhI8+uijKCgouOvztFotsrKyLF/nz5+/bzETlXfxhgGbj1xCSpYOPmp3hPtr4KN2x+ksHTYfYfJEREREVB84dKve9u3brR4nJCQgICAAhw8fxoMPPnjH50mShKCgoPsQIdHdCSGwL/06cg0liGzsadma56l0RYvGnki7mo996dcR4qvitj0iIiKiOsypikPk5eUBAPz8/O7aLz8/H82aNUNoaCiGDBmCkydP3rGv0WiETqez+iKylxy9EZnXChDsXTExkiQJgVoPZF4rQI7e6LAYiYiIiOjeOU3iZDabMWnSJPTq1QvR0dF37Ne6dWt88cUX+Pbbb7F69WqYzWb07NkTly5dqrR/fHw8vL29LV+hoaG1+C6ooSksNsFYaobKTVFpu9rdFcZSMwqLTfc9NiIiIiKyH0kIIRwdBACMHTsWP/74I5KSkhASElLl55WUlCAqKgpPP/005s6dW6HdaDTCaPzjr/06nQ6hoaHIy8uDVqu1W/zUMF3RFeHLvZnwUbvDU1lx56u+qAR5hSUY2TMcgVoWMSEiIiJyJjqdDt7e3lXKDZyiHPn48eOxdetW/Prrr9VKmgDAzc0NnTp1wrlz5yptVyqVUCqVdoqUyFqAlxLhjTQ4naVDi9uuccKt65+u6IrQJliLAC/OQSIiIqK6zKGJkxACr732GjZv3ozdu3cjIiKi2mOYTCYcP34cjz/+uF1jM5lMKCkpseuYVDNubm5QKCrfCudokiQhtrk/svMKkXY1H4FaD6jdXWEoLsUVXRF81G6Ibe7PwhBEREREdZxDE6dx48Zh7dq1+Pbbb+Hl5YXs7GwAgLe3N1QqFQBgxIgRaNq0KeLj4wEAc+bMQY8ePRAZGYmbN2/ivffew/nz5/Hiiy/aJSYhBLKzs3Hz5k27jEf24ePjg6CgIKdMQEL91HiiUwj2pV+3FIJQurqgTbAWsc39EeqndnSIRERERHSPHJo4LV++HADw0EMPWR1fuXIlRo0aBQC4cOECXFz+qGGRm5uLl156CdnZ2fD19UWXLl2wd+9etG3b1i4xlSVNAQEBUKvVTvmLekMihIDBYEBOTg4AIDg42NEhVSrUT40QXxVy9EYUFpugclcgwEvJ+UNERERUTzhNcYj75W4XgJlMJpw5cwYBAQHw9/d3WIxU0fXr15GTk4NWrVo57bY9IiIiIqpbqlMcwmnKkTuDsmua1GpurXI2ZZ8JrzsjIiIiIkdg4lQJbq9yPvxMiIiIiMiRmDgRERERERHZwMSJMGrUKAwdOtTy+KGHHsKkSZOq/Pzdu3dDkiRWIiQiIiKieouJExERERERkQ0OLUdenwkhWJqaiIiIiKie4IpTLbh4w4ANhy/hy72Z+Gr/eXy5NxMbDl/CxRuGWntNs9mMBQsWIDIyEkqlEmFhYZg3bx4A4Pjx4+jXrx9UKhX8/f3x8ssvIz8/v8pjf/XVV+jatSu8vLwQFBSEZ555xnJfpdvt2bMHMTEx8PDwQI8ePXDixAm7vkciIiIiIkdh4mRnF28YsPnIJaRk6eCjdke4vwY+anecztJh85HaS55mzJiB+fPnY+bMmTh16hTWrl2LwMBAFBQUIC4uDr6+vjh48CA2bNiAn376CePHj6/y2CUlJZg7dy6OHj2KLVu2IDMz03KD4ttNnToVixYtwsGDB9G4cWMMHjyY5cOJiIiIqF7gVj07EkJgX/p15BpKENnY07I1z1PpihaNPZF2NR/70q8jxFdl1217er0eH3zwAZYtW4aRI0cCAFq0aIHevXvj008/RVFREVatWgWNRgMAWLZsGQYPHox//vOfCAwMtDn+Cy+8YPl38+bN8eGHH6Jbt27Iz8+Hp6enpW327Nl45JFHAABffvklQkJCsHnzZjz11FN2e69ERERERI7AFSc7ytEbkXmtAMHeFRMjSZIQqPVA5rUC5OiNdn3dlJQUGI1G9O/fv9K2Dh06WJImAOjVqxfMZjNSU1OrNP7hw4cxePBghIWFwcvLC3379gUAXLhwwapfbGys5d9+fn5o3bo1UlJS7uGdERERERE5ByZOdlRYbIKx1AyVm6LSdrW7K4ylZhQWm+z6uiqVyq7j3a5sq59Wq8WaNWtw8OBBbN68GQBQXFxca69LRERERORMmDjZkcpdAaWrCwpLKk+MDMWlULq6QOVeeWJVUy1btoRKpUJiYmKFtqioKBw9ehQFBQWWY3v27IGLiwtat25tc+zTp0/j+vXrmD9/Pvr06YM2bdpUWhgCAPbv32/5d25uLs6cOYOoqKgavy8iIiIiImfBxMmOAryUCG+kQXZeIYQQVm1CCFzRFSG8kQYBXkq7vq6HhwemT5+OadOmYdWqVUhLS8P+/fvx+eefY/jw4fDw8MDIkSNx4sQJ7Nq1C6+99hqee+65Kl3fFBYWBnd3dyxduhTp6en47rvvMHfu3Er7zpkzB4mJiThx4gRGjRqFRo0aWd1Yl4iIiIiormLiZEeSJCG2uT981G5Iu5oPfVEJTGYBfVEJ0q7mw0fthtjm/rVyP6eZM2di8uTJmDVrFqKiojBs2DDk5ORArVZjx44duHHjBrp164Ynn3wS/fv3x7Jly6o0buPGjZGQkIANGzagbdu2mD9/PhYuXFhp3/nz52PixIno0qULsrOz8f3338Pd3d3O75SIiIiI6P6TRPmlkXpOp9PB29sbeXl50Gq1Vm1FRUXIyMhAREQEPDw8avwaF28YsC/9OjKvFcBYaobS1QXhjTSIbe6PUD+1Hd5Fw2Ovz4aIiIiIqMzdcoPyWI68FoT6qRHiq0KO3ojCYhNU7goEeClrZaWJiIiIiIhqHxOnWlJWfpyIiIiIiOo+XuNERERERERkAxMnIiIiIiIiG5g4ERERERER2cDEiYiIiIiIyAYmTkRERERERDYwcSIiIiIiIrKBiRMREREREZENTJyobhACMJuAgvOA4bL8mIiIiIjoPmHiRFUSHh6OJUuW2H3czMxMSJKE5OTkO3cyGYHim0CpDshcC5xZBqSvBPIz7B4PEREREVFlmDjVFiHklRH9Oa6Q3AuTETBeB0yFgKQA1OGA0g/IPQZkrGbyRERERET3BROn2pCfIa+InFkGnPnovqyQmM1mLFiwAJGRkVAqlQgLC8O8efMAAMePH0e/fv2gUqng7++Pl19+Gfn5+Zbnjho1CkOHDsXChQsRHBwMf39/jBs3DiUlJQCAhx56COfPn8frr78OSZIgSZLluUlJSejTpw9UKhVCQ0MxYcIEFBQUWNrDw8Px7rvv4oUXXoCXlxfCwsLwySefWNojIiIAAJ06dYIkSXjooYf+eFNCACV6QJQCCg8AEuDiArhpAe8oOaG6sotJKRERERHVOiZO9pafIa+E5B6TV0a8Wt2XFZIZM2Zg/vz5mDlzJk6dOoW1a9ciMDAQBQUFiIuLg6+vLw4ePIgNGzbgp59+wvjx462ev2vXLqSlpWHXrl348ssvkZCQgISEBADApk2bEBISgjlz5iArKwtZWVkAgLS0NAwcOBB/+ctfcOzYMfz73/9GUlJShbEXLVqErl274siRI3j11VcxduxYpKamAgB+++03AMBPP/2ErKwsbNq06Y8nmksAcxHg4l7xDUsSoAmRV/QKs+x+PomIiIiIbsfEyZ6EkFdAjNflFRE3LeCiqPUVEr1ejw8++AALFizAyJEj0aJFC/Tu3Rsvvvgi1q5di6KiIqxatQrR0dHo168fli1bhq+++gpXrlyxjOHr64tly5ahTZs2+NOf/oRBgwYhMTERAODn5weFQgEvLy8EBQUhKCgIABAfH4/hw4dj0qRJaNmyJXr27IkPP/wQq1atQlFRkWXsxx9/HK+++ioiIyMxffp0NGrUCLt27QIANG7cGADg7++PoKAg+Pn53fbOzPK5ku4wTRUawFQEmAx2PZ9EREREROUxcbKnwix5BUQTIq+I3K4WV0hSUlJgNBrRv3//Sts6dOgAjUZjOdarVy+YzWbLqg8AtGvXDgqFwvI4ODgYOTk5d33do0ePIiEhAZ6enpavuLg4mM1mZGT8sbIWExNj+bckSQgKCrI5tsxFPm/CXHmzqUDewqdQV2EsIiIiIqKac3V0APWKySAXMVBoKm9XaADTZbuvkKhUqnsew83NzeqxJEkwm++QsNySn5+PV155BRMmTKjQFhYWdk9jAwBc3AAXj1vnq9xUFQIouAT4xgCqYNtjERERERHdA6442ZNCDShU8kpIZWpphaRly5ZQqVSWrXW3i4qKwtGjR60KNuzZswcuLi5o3bp1lV/D3d0dJpPJ6ljnzp1x6tQpREZGVvhyd6/kuqQ7jAugwtjArVU6Ny9AcpW35EEAZjNQogPyUgClPxD4cMXVPSIiIiIiO2PiZE+qYMArUl4JKX8dU9kKiVek3VdIPDw8MH36dEybNg2rVq1CWloa9u/fj88//xzDhw+Hh4cHRo4ciRMnTmDXrl147bXX8NxzzyEwMLDKrxEeHo5ff/0Vv//+O65duwYAmD59Ovbu3Yvx48cjOTkZZ8+exbfffluhOMTdBAQEQKVSYfv27bhy5Qry8vKsOyiUcoKkUAHCBBjOA8Yb8kpTxLOAZ0TVTxQRERERUQ0xcbInSZJXQJT+8opIiQ4wm+7LCsnMmTMxefJkzJo1C1FRURg2bBhycnKgVquxY8cO3LhxA926dcOTTz6J/v37Y9myZdUaf86cOcjMzESLFi0sBR1iYmLwyy+/4MyZM+jTpw86deqEWbNmoUmTJlUe19XVFR9++CE+/vhjNGnSBEOGDKnYSaEE3H0AVy0Q/jTQajzQ/HkmTURERER030hCNKyb4Oh0Onh7eyMvLw9ardaqraioCBkZGYiIiICHh0fNXyQ/Q66epz8nbzFTeMgrTYEP85f9GrLbZ0NEREREdMvdcoPyWByiNnhGAJpwuXqeySBf06QK5rU4RERERER1FBOn2iJJgLrqW9aIiIiIiMh58RonIiIiIiIiG5g4ERERERER2cDEqRINrF5GncDPhIiIiIgciYnTbdzc3AAABoPB0aFQOWWfSdlnRERERER0P7E4xG0UCgV8fHyQk5MDAFCr1ZBYCc+hhBAwGAzIycmBj48PFAqFo0MiIiIiogaIiVM5QUFBAGBJnsg5+Pj4WD4bIiIiIqL7jYlTOZIkITg4GAEBASgpKXF0OHRrex5XmoiIiIjIkZg43YFCoeAv60REREREBLA4BBERERERkW1MnIiIiIiIiGxg4kRERERERGRDg7vGqexGqjqdztGhEBERERGRA5XlBGU5wt00uMRJr9cDAEJDQx0dChEREREROQG9Xg9vb++79pFEVdKresRsNuPy5cvw8vKq9Oa2Op0OoaGhuHjxIrRarUNipLqH84ZqinOHaoLzhmqC84Zqor7PGyEE9Ho9mjRpAheXu1/F1OBWnFxcXBASEmKzn1arrZeTg2oX5w3VFOcO1QTnDdUE5w3VRH2eN7ZWmsqwOAQREREREZENTJyIiIiIiIhsYOJUjlKpxOzZs6FUKh0dCtUhnDdUU5w7VBOcN1QTnDdUE5w3f2hwxSGIiIiIiIiqiytORERERERENjBxIiIiIiIisoGJExERERERkQ1MnIiIiIiIiGxg4lTORx99hPDwcHh4eKB79+747bffHB0S1YL4+Hh069YNXl5eCAgIwNChQ5GammrVp6ioCOPGjYO/vz88PT3xl7/8BVeuXLHqc+HCBQwaNAhqtRoBAQGYOnUqSktLrfrs3r0bnTt3hlKpRGRkJBISEirEw3lXN82fPx+SJGHSpEmWY5w3dCe///47nn32Wfj7+0OlUqF9+/Y4dOiQpV0IgVmzZiE4OBgqlQoDBgzA2bNnrca4ceMGhg8fDq1WCx8fH4wePRr5+flWfY4dO4Y+ffrAw8MDoaGhWLBgQYVYNmzYgDZt2sDDwwPt27fHtm3bavGdU02ZTCbMnDkTERERUKlUaNGiBebOnYvb63px3tCvv/6KwYMHo0mTJpAkCVu2bLFqd6Y5UpVYnJogi/Xr1wt3d3fxxRdfiJMnT4qXXnpJ+Pj4iCtXrjg6NLKzuLg4sXLlSnHixAmRnJwsHn/8cREWFiby8/MtfcaMGSNCQ0NFYmKiOHTokOjRo4fo2bOnpb20tFRER0eLAQMGiCNHjoht27aJRo0aiRkzZlj6pKenC7VaLd544w1x6tQpsXTpUqFQKMT27dstfTjv6qbffvtNhIeHi5iYGDFx4kTLcc4bqsyNGzdEs2bNxKhRo8SBAwdEenq62LFjhzh37pylz/z584W3t7fYsmWLOHr0qPjzn/8sIiIiRGFhoaXPwIEDRYcOHcT+/fvFf//7XxEZGSmefvppS3teXp4IDAwUw4cPFydOnBDr1q0TKpVKfPzxx5Y+e/bsEQqFQixYsECcOnVKvPXWW8LNzU0cP378Pp4Rqop58+YJf39/sXXrVpGRkSE2bNggPD09xQcffGDpw3lD27ZtE2+++abYtGmTACA2b95s1e5Mc6QqsTgzJk63eeCBB8S4ceMsj00mk2jSpImIj493aFxU+3JycgQA8csvvwghhLh586Zwc3MTGzZssPRJSUkRAMS+ffuEuPU/KhcXF5GdnW3ps3z5cqHVaoXRaBRCCDFt2jTRrl07q9caNmyYiIuLszzmvKt79Hq9aNmypdi5c6fo27evJXHivKE7mT59uujdu/cd281mswgKChLvvfee5djNmzeFUqkU69atE0IIcerUKQFAHDx40NLnxx9/FJIkid9//10IIcS//vUv4evra5lLZa/dunVry+OnnnpKDBo0yOr1u3fvLl555RU7vVuyl0GDBokXXnjB6tj//d//ieHDhwvBeUOVKJ84OdMcqUoszo5b9W4pLi7G4cOHMWDAAMsxFxcXDBgwAPv27XNobFT78vLyAAB+fn4AgMOHD6OkpMRqPrRp0wZhYWGW+bBv3z60b98egYGBlj5xcXHQ6XQ4efKkpc/tY5T1KRuD865uGjduHAYNGlThs+W8oTv57rvv0LVrV/z1r39FQEAAOnXqhE8//dTSnpGRgezsbKvP1NvbG927d7eaOz4+Pujataulz4ABA+Di4oIDBw5Y+jz44INwd3e39ImLi0Nqaipyc3Mtfe42v8h59OzZE4mJiThz5gwA4OjRo0hKSsJjjz0GcN5QFTjTHKlKLM6OidMt165dg8lksvplBgACAwORnZ3tsLio9pnNZkyaNAm9evVCdHQ0ACA7Oxvu7u7w8fGx6nv7fMjOzq50vpS13a2PTqdDYWEh510dtH79evzvf/9DfHx8hTbOG7qT9PR0LF++HC1btsSOHTswduxYTJgwAV9++SVw22d/t880OzsbAQEBVu2urq7w8/Ozy/zi3HE+f//73/G3v/0Nbdq0gZubGzp16oRJkyZh+PDhAOcNVYEzzZGqxOLsXB0dAJGjjRs3DidOnEBSUpKjQyEnd/HiRUycOBE7d+6Eh4eHo8OhOsRsNqNr16549913AQCdOnXCiRMnsGLFCowcOdLR4ZGT+vrrr7FmzRqsXbsW7dq1Q3JyMiZNmoQmTZpw3hA5AFecbmnUqBEUCkWF6ldXrlxBUFCQw+Ki2jV+/Hhs3boVu3btQkhIiOV4UFAQiouLcfPmTav+t8+HoKCgSudLWdvd+mi1WqhUKs67Oubw4cPIyclB586d4erqCldXV/zyyy/48MMP4erqisDAQM4bqlRwcDDatm1rdSwqKgoXLlwAbvvs7/aZBgUFIScnx6q9tLQUN27csMv84txxPlOnTrWsOrVv3x7PPfccXn/9dcuKN+cN2eJMc6QqsTg7Jk63uLu7o0uXLkhMTLQcM5vNSExMRGxsrENjI/sTQmD8+PHYvHkzfv75Z0RERFi1d+nSBW5ublbzITU1FRcuXLDMh9jYWBw/ftzqfzY7d+6EVqu1/IIUGxtrNUZZn7IxOO/qlv79++P48eNITk62fHXt2hXDhw+3/JvzhirTq1evCrc8OHPmDJo1awYAiIiIQFBQkNVnqtPpcODAAau5c/PmTRw+fNjS5+eff4bZbEb37t0tfX799VeUlJRY+uzcuROtW7eGr6+vpc/d5hc5D4PBABcX61/VFAoFzGYzwHlDVeBMc6QqsTg9R1encCbr168XSqVSJCQkiFOnTomXX35Z+Pj4WFW/ovph7NixwtvbW+zevVtkZWVZvgwGg6XPmDFjRFhYmPj555/FoUOHRGxsrIiNjbW0l5WVfvTRR0VycrLYvn27aNy4caVlpadOnSpSUlLERx99VGlZac67uuv2qnqC84bu4LfffhOurq5i3rx54uzZs2LNmjVCrVaL1atXW/rMnz9f+Pj4iG+//VYcO3ZMDBkypNKSwZ06dRIHDhwQSUlJomXLllYlg2/evCkCAwPFc889J06cOCHWr18v1Gp1hZLBrq6uYuHChSIlJUXMnj2bZaWd1MiRI0XTpk0t5cg3bdokGjVqJKZNm2bpw3lDer1eHDlyRBw5ckQAEIsXLxZHjhwR58+fF8LJ5khVYnFmTJzKWbp0qQgLCxPu7u7igQceEPv373d0SFQLAFT6tXLlSkufwsJC8eqrrwpfX1+hVqvFE088IbKysqzGyczMFI899phQqVSiUaNGYvLkyaKkpMSqz65du0THjh2Fu7u7aN68udVrlOG8q7vKJ06cN3Qn33//vYiOjhZKpVK0adNGfPLJJ1btZrNZzJw5UwQGBgqlUin69+8vUlNTrfpcv35dPP3008LT01NotVrx/PPPC71eb9Xn6NGjonfv3kKpVIqmTZuK+fPnV4jl66+/Fq1atRLu7u6iXbt24ocffqild033QqfTiYkTJ4qwsDDh4eEhmjdvLt58802rktCcN7Rr165Kf6cZOXKkEE42R6oSizOTxO23nyYiIiIiIqIKeI0TERERERGRDUyciIiIiIiIbGDiREREREREZAMTJyIiIiIiIhuYOBEREREREdnAxImIiIiIiMgGJk5EREREREQ2MHEiIiIiIiKygYkTEZET2L17NyRJws2bNwEACQkJ8PHxcXRY1RYeHo4lS5Y4Ogyn8o9//AMdO3Z0dBh1wunTp9GjRw94eHigY8eOyMzMhCRJSE5OBir574SI6H5i4kREZMOoUaMgSRLGjBlToW3cuHGQJAmjRo2y62sOGzYMZ86cseuY9nSnxO7gwYN4+eWXHRLT/VbV5HbKlClITEy8LzHVdbNnz4ZGo0FqaioSExMRGhqKrKwsREdHOzo0IiImTkREVREaGor169ejsLDQcqyoqAhr165FWFiY3V9PpVIhICDA7uPaUlxcfE/Pb9y4MdRqtd3iqQ88PT3h7+/v6DCqraSk5L6PlZaWht69e6NZs2bw9/eHQqFAUFAQXF1d7RYLEVFNMXEiIqqCzp07IzQ0FJs2bbIc27RpE8LCwtCpUyervmazGfHx8YiIiIBKpUKHDh3wzTffWPXZtm0bWrVqBZVKhYcffhiZmZlW7eVXM9LS0jBkyBAEBgbC09MT3bp1w08//WT1nPDwcLz77rt44YUX4OXlhbCwMHzyySd3fV8PPfQQxo8fj0mTJqFRo0aIi4sDACxevBjt27eHRqNBaGgoXn31VeTn5wO3tks9//zzyMvLgyRJkCQJ//jHPywx3L5VT5IkfPbZZ3jiiSegVqvRsmVLfPfdd1YxfPfdd2jZsiU8PDzw8MMP48svv7S5HevmzZt45ZVXEBgYCA8PD0RHR2Pr1q2W9o0bN6Jdu3ZQKpUIDw/HokWLrJ4vSRK2bNlidczHxwcJCQkAYNkitmnTJjz88MNQq9Xo0KED9u3bZ/MclFd+q96oUaMwdOhQLFy4EMHBwfD398e4cePumlyUPed2kyZNwkMPPWR5/M0336B9+/ZQqVTw9/fHgAEDUFBQYGn/7LPPEBUVBQ8PD7Rp0wb/+te/LG1l7/ff//43+vbtCw8PD6xZs6bSWCRJwvLly/HYY49BpVKhefPmVvP7TmOZzWbMmTMHISEhUCqV6NixI7Zv32417uHDhzFnzhzL+Sy/Va8ySUlJ6NOnD1QqFUJDQzFhwgSr901EZDeCiIjuauTIkWLIkCFi8eLFon///pbj/fv3F++//74YMmSIGDlypOX4O++8I9q0aSO2b98u0tLSxMqVK4VSqRS7d+8WQghx4cIFoVQqxRtvvCFOnz4tVq9eLQIDAwUAkZubK4QQYuXKlcLb29syZnJyslixYoU4fvy4OHPmjHjrrbeEh4eHOH/+vKVPs2bNhJ+fn/joo4/E2bNnRXx8vHBxcRGnT5++43vr27ev8PT0FFOnThWnT5+29H3//ffFzz//LDIyMkRiYqJo3bq1GDt2rBBCCKPRKJYsWSK0Wq3IysoSWVlZQq/XW2J4//33LeMDECEhIWLt2rXi7NmzYsKECcLT01Ncv35dCCFEenq6cHNzE1OmTBGnT58W69atE02bNrU6F+WZTCbRo0cP0a5dO/Gf//xHpKWlie+//15s27ZNCCHEoUOHhIuLi5gzZ45ITU0VK1euFCqVSqxcudIqrs2bN1uN6+3tbemTkZEhAIg2bdqIrVu3itTUVPHkk0+KZs2aiZKSkrueg/Jmz54tOnToYDWftFqtGDNmjEhJSRHff/+9UKvV4pNPPrnj51Q2B283ceJE0bdvXyGEEJcvXxaurq5i8eLFIiMjQxw7dkx89NFHlphWr14tgoODxcaNG0V6errYuHGj8PPzEwkJCVbvNzw83NLn8uXLlcYCQPj7+4tPP/1UpKamirfeeksoFApx6tSpu461ePFiodVqxbp168Tp06fFtGnThJubmzhz5owQQoisrCzRrl07MXnyZMv5LBvryJEjQgghdu3aZTU3zp07JzQajXj//ffFmTNnxJ49e0SnTp3EqFGj7nguiYhqiokTEZENZb+05uTkCKVSKTIzM0VmZqbw8PAQV69etUqcioqKhFqtFnv37rUaY/To0eLpp58WQggxY8YM0bZtW6v26dOn3zVxqky7du3E0qVLLY+bNWsmnn32Wctjs9ksAgICxPLly+84Rt++fUWnTp1snoMNGzYIf39/y+M7xVdZ4vTWW29ZHufn5wsA4scff7S87+joaKsx3nzzzbsmTjt27BAuLi4iNTW10vZnnnlGPPLII1bHpk6danXOq5o4ffbZZ5b2kydPCgAiJSXlruegvMoSp2bNmonS0lLLsb/+9a9i2LBhdxzDVuJ0+PBhAUBkZmZW+vwWLVqItWvXWh2bO3euiI2NtXq/S5Yssfl+AIgxY8ZYHevevbslsb7TWE2aNBHz5s2zOtatWzfx6quvWh536NBBzJ492/LYVuI0evRo8fLLL1uN+d///le4uLiIwsJCm++FiKg6uGmYiKiKGjdujEGDBiEhIQFCCAwaNAiNGjWy6nPu3DkYDAY88sgjVseLi4stW/pSUlLQvXt3q/bY2Ni7vnZ+fj7+8Y9/4IcffkBWVhZKS0tRWFiICxcuWPWLiYmx/FuSJAQFBSEnJ+euY3fp0qXCsZ9++gnx8fE4ffo0dDodSktLUVRUBIPBUO1rmG6PSaPRQKvVWmJKTU1Ft27drPo/8MADdx0vOTkZISEhaNWqVaXtKSkpGDJkiNWxXr16YcmSJTCZTFAoFDWKPTg4GACQk5ODNm3aVHmMyrRr184qjuDgYBw/frzG43Xo0AH9+/dH+/btERcXh0cffRRPPvkkfH19UVBQgLS0NIwePRovvfSS5TmlpaXw9va2Gqdr165Ver3y8zU2NrbCdrrbx9LpdLh8+TJ69epl1adXr144evRotd7r7Y4ePYpjx45ZbSsUQsBsNiMjIwNRUVE1HpuIqDwmTkRE1fDCCy9g/PjxAICPPvqoQnvZdUA//PADmjZtatWmVCpr/LpTpkzBzp07sXDhQkRGRkKlUuHJJ5+sUMzBzc3N6rEkSTCbzXcdW6PRWD3OzMzEn/70J4wdOxbz5s2Dn58fkpKSMHr0aBQXF1c7capJTHejUqlq/NzbY5AXT/5Q2TVGt8cuSRJw6xq2e1Xdc+Li4nLXeBUKBXbu3Im9e/fiP//5D5YuXYo333wTBw4csHxen376aYWEvXwSWX4u3At7jnUn+fn5eOWVVzBhwoQKbbVRtIWIGjYmTkRE1TBw4EAUFxdDkiRLIYXbtW3bFkqlEhcuXEDfvn0rHSMqKqpCgYT9+/ff9XX37NmDUaNG4YknngBu/cJYvqCEvRw+fBhmsxmLFi2Ci4tcQ+jrr7+26uPu7g6TyXTPr9W6dWts27bN6tjBgwfv+pyYmBhcunQJZ86cqXTVKSoqCnv27LE6tmfPHrRq1cqSKDRu3BhZWVmW9rNnz8JgMFQrdnudg6po3LgxTpw4YXUsOTm5QmLXq1cv9OrVC7NmzUKzZs2wefNmvPHGG2jSpAnS09MxfPhwu8Szf/9+jBgxwupx+SIpt9NqtWjSpAn27Nlj9d/Fnj17bK4w3k3nzp1x6tQpREZG1ngMIqKqYuJERFQNCoUCKSkpln+X5+XlhSlTpuD111+H2WxG7969kZeXhz179kCr1WLkyJEYM2YMFi1ahKlTp+LFF1/E4cOHLdXc7qRly5bYtGkTBg8eDEmSMHPmTLusfFQmMjISJSUlWLp0KQYPHow9e/ZgxYoVVn3Cw8ORn5+PxMREdOjQAWq1ukZlyF955RUsXrwY06dPx+jRo5GcnGw5F2UrPOX17dsXDz74IP7yl79g8eLFiIyMxOnTpyFJEgYOHIjJkyejW7dumDt3LoYNG4Z9+/Zh2bJlVlXk+vXrh2XLliE2NhYmkwnTp0+vsApki73OQVX069cP7733HlatWoXY2FisXr0aJ06csCQrBw4cQGJiIh599FEEBATgwIEDuHr1qmWr2ttvv40JEybA29sbAwcOhNFoxKFDh5Cbm4s33nij2vFs2LABXbt2Re/evbFmzRr89ttv+Pzzz+/6nKlTp2L27Nlo0aIFOnbsiJUrVyI5OfmO1fuqYvr06ejRowfGjx+PF198ERqNBqdOncLOnTuxbNmyGo9LRFQZliMnIqomrVYLrVZ7x/a5c+di5syZiI+PR1RUFAYOHIgffvgBERERwK0tRBs3bsSWLVvQoUMHrFixAu++++5dX3Px4sXw9fVFz549MXjwYMTFxaFz5852f2+4db3M4sWL8c9//hPR0dFYs2YN4uPjrfr07NkTY8aMwbBhw9C4cWMsWLCgRq8VERGBb775Bps2bUJMTAyWL1+ON998E7CxtXHjxo3o1q0bnn76abRt2xbTpk2zrP507twZX3/9NdavX4/o6GjMmjULc+bMsbpJ8aJFixAaGoo+ffrgmWeewZQpU6qd9NjrHFRFXFwcZs6ciWnTpqFbt27Q6/VWKz5arRa//vorHn/8cbRq1QpvvfUWFi1ahMceewwA8OKLL+Kzzz7DypUr0b59e/Tt2xcJCQmWOVldb7/9NtavX4+YmBisWrUK69atQ9u2be/6nAkTJuCNN97A5MmT0b59e2zfvt1Sir6mYmJi8Msvv+DMmTPo06cPOnXqhFmzZqFJkyY1HpOI6E4kUX7TNBERkQPNmzcPK1aswMWLFx0dClVCkiRs3ry5wn2liIjqO27VIyIih/rXv/6Fbt26wd/fH3v27MF7771nKcBBRETkLJg4ERGRQ509exbvvPMObty4gbCwMEyePBkzZsxwdFhERERWuFWPiIiIiIjIBhaHICIiIiIisoGJExERERERkQ1MnIiIiIiIiGxg4kRERERERGQDEyciIiIiIiIbmDgRERERERHZwMSJiIiIiIjIBiZORERERERENvx/mOncpw8hmXAAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "plt.figure(figsize=(10,6))\n", "\n", "sns.regplot(\n", " data=eval_df[eval_df[\"model\"] == \"collab\"],\n", " x=\"profile_med_rating_count\",\n", " y=\"median_user_rating\",\n", " scatter_kws={\"alpha\": 0.4},\n", " label=\"collab\"\n", ")\n", "\n", "sns.regplot(\n", " data=eval_df[eval_df[\"model\"] == \"content\"],\n", " x=\"profile_med_rating_count\",\n", " y=\"median_user_rating\",\n", " scatter_kws={\"alpha\": 0.4},\n", " label=\"content\",\n", " color=\"orange\"\n", ")\n", "\n", "\n", "plt.xlabel(\"Median rating count in user profile\")\n", "plt.ylabel(\"Average user rating\")\n", "plt.title(\"Profile ratings count vs recommendation quality\")\n", "\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 77, "id": "f44bff43", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,6))\n", "\n", "sns.regplot(\n", " data=eval_df[eval_df[\"model\"] == \"collab\"],\n", " x=\"profile_med_popularity\",\n", " y=\"avg_user_rating\",\n", " scatter_kws={\"alpha\": 0.4},\n", " label=\"collab\"\n", ")\n", "\n", "sns.regplot(\n", " data=eval_df[eval_df[\"model\"] == \"content\"],\n", " x=\"profile_med_popularity\",\n", " y=\"avg_user_rating\",\n", " scatter_kws={\"alpha\": 0.4},\n", " label=\"content\",\n", " color=\"orange\"\n", ")\n", "\n", "\n", "plt.xlabel(\"Median popularity in user profile\")\n", "plt.ylabel(\"Media user rating\")\n", "plt.title(\"Profile popularity vs recommendation quality\")\n", "\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 72, "id": "679b5d7d", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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avg_user_ratingsuccess_rate_4
profile_popularity_groupmodel
nichecollab4.2790.806
content3.7500.250
semi-nichecollab4.0210.583
content3.7380.292
mainstreamcollab4.4330.857
content3.9860.656
very mainstreamcollab4.0370.600
content4.0620.550
\n", "
" ], "text/plain": [ " avg_user_rating success_rate_4\n", "profile_popularity_group model \n", "niche collab 4.279 0.806\n", " content 3.750 0.250\n", "semi-niche collab 4.021 0.583\n", " content 3.738 0.292\n", "mainstream collab 4.433 0.857\n", " content 3.986 0.656\n", "very mainstream collab 4.037 0.600\n", " content 4.062 0.550" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "eval_df[\"profile_popularity_group\"] = pd.qcut(\n", " eval_df[\"profile_med_popularity\"],\n", " q=4,\n", " labels=[\n", " \"niche\",\n", " \"semi-niche\",\n", " \"mainstream\",\n", " \"very mainstream\"\n", " ]\n", ")\n", "\n", "(\n", " eval_df\n", " .groupby(\n", " [\"profile_popularity_group\", \"model\"]\n", " )[\n", " [\"avg_user_rating\", \"success_rate_4\"]\n", " ]\n", " .mean()\n", " .round(3)\n", ")" ] }, { "cell_type": "code", "execution_count": 74, "id": "3b17eb75", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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avg_user_ratingsuccess_rate_4
profile_popularity_groupmodel
nichecollab3.9710.607
content3.7060.250
semi-nichecollab4.1010.714
content3.8040.382
mainstreamcollab4.2970.750
content3.9570.618
very mainstreamcollab4.3560.750
content4.1620.571
\n", "
" ], "text/plain": [ " avg_user_rating success_rate_4\n", "profile_popularity_group model \n", "niche collab 3.971 0.607\n", " content 3.706 0.250\n", "semi-niche collab 4.101 0.714\n", " content 3.804 0.382\n", "mainstream collab 4.297 0.750\n", " content 3.957 0.618\n", "very mainstream collab 4.356 0.750\n", " content 4.162 0.571" ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" } ], "source": [ "eval_df[\"profile_popularity_group\"] = pd.qcut(\n", " eval_df[\"profile_med_rating_count\"],\n", " q=4,\n", " labels=[\n", " \"niche\",\n", " \"semi-niche\",\n", " \"mainstream\",\n", " \"very mainstream\"\n", " ]\n", ")\n", "\n", "(\n", " eval_df\n", " .groupby(\n", " [\"profile_popularity_group\", \"model\"]\n", " )[\n", " [\"avg_user_rating\", \"success_rate_4\"]\n", " ]\n", " .mean()\n", " .round(3)\n", ")" ] }, { "cell_type": "code", "execution_count": null, "id": "4580ff71", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "062b81a7", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "604b43a2", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "036b74bd", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "f4bb1bfa", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "b7f69e86", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "c2838737", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 54, "id": "b062a8ba", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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session_idmodelprofile_sizeprofile_avg_ratingprofile_avg_popularityprofile_avg_rating_countnum_recommendationsrecommendation_avg_popularityrecommendation_median_popularityrecommendation_avg_rating_countnum_rated_moviesavg_user_ratingmedian_user_ratingmax_user_ratingsuccess_rate_4success_rate_45profile_groupprofile_popularity_group
14673collab283.989286233.29332122077.1071433055.71580049.737017907.40000012.5002.5002.500.00.0(20, 50]semi-niche
12663collab373.883784176.56840531186.2162163067.21290060.627020518.96666722.9252.9253.200.00.0(20, 50]mainstream
12462collab333.937879186.73745531532.3939393071.07123368.135025034.53333323.2503.2503.650.00.0(20, 50]mainstream
12261collab293.989655200.13193131967.0689663072.73346770.016529127.96666723.3003.3003.900.00.0(20, 50]mainstream
\n", "
" ], "text/plain": [ " session_id model profile_size profile_avg_rating \\\n", "146 73 collab 28 3.989286 \n", "126 63 collab 37 3.883784 \n", "124 62 collab 33 3.937879 \n", "122 61 collab 29 3.989655 \n", "\n", " profile_avg_popularity profile_avg_rating_count num_recommendations \\\n", "146 233.293321 22077.107143 30 \n", "126 176.568405 31186.216216 30 \n", "124 186.737455 31532.393939 30 \n", "122 200.131931 31967.068966 30 \n", "\n", " recommendation_avg_popularity recommendation_median_popularity \\\n", "146 55.715800 49.7370 \n", "126 67.212900 60.6270 \n", "124 71.071233 68.1350 \n", "122 72.733467 70.0165 \n", "\n", " recommendation_avg_rating_count num_rated_movies avg_user_rating \\\n", "146 17907.400000 1 2.500 \n", "126 20518.966667 2 2.925 \n", "124 25034.533333 2 3.250 \n", "122 29127.966667 2 3.300 \n", "\n", " median_user_rating max_user_rating success_rate_4 success_rate_45 \\\n", "146 2.500 2.50 0.0 0.0 \n", "126 2.925 3.20 0.0 0.0 \n", "124 3.250 3.65 0.0 0.0 \n", "122 3.300 3.90 0.0 0.0 \n", "\n", " profile_group profile_popularity_group \n", "146 (20, 50] semi-niche \n", "126 (20, 50] mainstream \n", "124 (20, 50] mainstream \n", "122 (20, 50] mainstream " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 1. Vyfiltrujeme si pouze řádky, kde predikoval Collab model\n", "collab_df = eval_df[eval_df[\"model\"] == \"collab\"].copy()\n", "\n", "# 2. Určíme hranici pro \"extrémně vysokou popularitu\" \n", "# (např. top 10 % nejvíce mainstreamových profilů)\n", "hype_threshold = collab_df[\"profile_avg_popularity\"].quantile(0.50)\n", "\n", "# 3. Vyfiltrujeme profily s vysokou popularitou, u kterých měl model nízké skóre\n", "failed_hype_profiles = collab_df[\n", " (collab_df[\"profile_avg_popularity\"] >= hype_threshold) & \n", " (collab_df[\"avg_user_rating\"] <= 3.4) # Můžeš zkusit i nižší hranici, např. 2.5\n", "].sort_values(\"avg_user_rating\")\n", "\n", "# Vypíšeme si ty nejhorší případy\n", "display(failed_hype_profiles.head())" ] }, { "cell_type": "code", "execution_count": null, "id": "5fba570c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'profile': [{'movie': {'id': 269149,\n", " 'title': 'Zootopia',\n", " 'popularity': 98.11,\n", " 'rating_count': 14431},\n", " 'rating': 4.5},\n", " {'movie': {'id': 675445,\n", " 'title': 'PAW Patrol: The Movie',\n", " 'popularity': 217.613,\n", " 'rating_count': 14},\n", " 'rating': 2},\n", " {'movie': {'id': 11360,\n", " 'title': 'Dumbo',\n", " 'popularity': 60.157,\n", " 'rating_count': 10545},\n", " 'rating': 2.5},\n", " {'movie': {'id': 150540,\n", " 'title': 'Inside Out',\n", " 'popularity': 107.292,\n", " 'rating_count': 21483},\n", " 'rating': 3.75},\n", " {'movie': {'id': 14160,\n", " 'title': 'Up',\n", " 'popularity': 90.968,\n", " 'rating_count': 36382},\n", " 'rating': 4},\n", " {'movie': {'id': 10681,\n", " 'title': 'WALL·E',\n", " 'popularity': 58.517,\n", " 'rating_count': 39993},\n", " 'rating': 3.3},\n", " {'movie': {'id': 585,\n", " 'title': 'Monsters, Inc.',\n", " 'popularity': 86.936,\n", " 'rating_count': 46036},\n", " 'rating': 3.7},\n", " {'movie': {'id': 3170,\n", " 'title': 'Bambi',\n", " 'popularity': 43.491,\n", " 'rating_count': 9448},\n", " 'rating': 4},\n", " {'movie': {'id': 10340,\n", " 'title': 'Lady and the Tramp',\n", " 'popularity': 36.117,\n", " 'rating_count': 12430},\n", " 'rating': 3.8},\n", " {'movie': {'id': 862,\n", " 'title': 'Toy Story',\n", " 'popularity': 78.404,\n", " 'rating_count': 68997},\n", " 'rating': 4.25},\n", " {'movie': {'id': 14813,\n", " 'title': \"Mickey's Christmas Carol\",\n", " 'popularity': 18.228,\n", " 'rating_count': 213},\n", " 'rating': 3.3},\n", " {'movie': {'id': 12,\n", " 'title': 'Finding Nemo',\n", " 'popularity': 55.456,\n", " 'rating_count': 46128},\n", " 'rating': 4.4},\n", " {'movie': {'id': 568124,\n", " 'title': 'Encanto',\n", " 'popularity': 147.124,\n", " 'rating_count': 1539},\n", " 'rating': 4.6},\n", " {'movie': {'id': 808,\n", " 'title': 'Shrek',\n", " 'popularity': 94.456,\n", " 'rating_count': 54844},\n", " 'rating': 5},\n", " {'movie': {'id': 9806,\n", " 'title': 'The Incredibles',\n", " 'popularity': 62.609,\n", " 'rating_count': 41463},\n", " 'rating': 4.35},\n", " {'movie': {'id': 301528,\n", " 'title': 'Toy Story 4',\n", " 'popularity': 61.083,\n", " 'rating_count': 2802},\n", " 'rating': 4.4},\n", " {'movie': {'id': 565770,\n", " 'title': 'Blue Beetle',\n", " 'popularity': 2994.357,\n", " 'rating_count': 61},\n", " 'rating': 3},\n", " {'movie': {'id': 2062,\n", " 'title': 'Ratatouille',\n", " 'popularity': 82.488,\n", " 'rating_count': 28187},\n", " 'rating': 5},\n", " {'movie': {'id': 863,\n", " 'title': 'Toy Story 2',\n", " 'popularity': 73.516,\n", " 'rating_count': 32683},\n", " 'rating': 4.3},\n", " {'movie': {'id': 809,\n", " 'title': 'Shrek 2',\n", " 'popularity': 82.153,\n", " 'rating_count': 26102},\n", " 'rating': 4.5},\n", " {'movie': {'id': 976573,\n", " 'title': 'Elemental',\n", " 'popularity': 1008.942,\n", " 'rating_count': 179},\n", " 'rating': 4.4},\n", " {'movie': {'id': 425,\n", " 'title': 'Ice Age',\n", " 'popularity': 70.773,\n", " 'rating_count': 24005},\n", " 'rating': 4.3},\n", " {'movie': {'id': 315162,\n", " 'title': 'Puss in Boots: The Last Wish',\n", " 'popularity': 221.49,\n", " 'rating_count': 1301},\n", " 'rating': 4.95},\n", " {'movie': {'id': 10193,\n", " 'title': 'Toy Story 3',\n", " 'popularity': 69.145,\n", " 'rating_count': 20327},\n", " 'rating': 4.15},\n", " {'movie': {'id': 810,\n", " 'title': 'Shrek the Third',\n", " 'popularity': 60.817,\n", " 'rating_count': 6368},\n", " 'rating': 4.75},\n", " {'movie': {'id': 502356,\n", " 'title': 'The Super Mario Bros. Movie',\n", " 'popularity': 410.411,\n", " 'rating_count': 538},\n", " 'rating': 3},\n", " {'movie': {'id': 8587,\n", " 'title': 'The Lion King',\n", " 'popularity': 87.384,\n", " 'rating_count': 51518},\n", " 'rating': 3.5},\n", " {'movie': {'id': 10191,\n", " 'title': 'How to Train Your Dragon',\n", " 'popularity': 54.176,\n", " 'rating_count': 20142},\n", " 'rating': 4}],\n", " 'collab': {'recommendations': [{'id': 177572,\n", " 'title': 'Big Hero 6',\n", " 'popularity': 98.41,\n", " 'rating_count': 15680},\n", " {'id': 9487,\n", " 'title': \"A Bug's Life\",\n", " 'popularity': 58.168,\n", " 'rating_count': 26736},\n", " {'id': 9502,\n", " 'title': 'Kung Fu Panda',\n", " 'popularity': 52.866,\n", " 'rating_count': 16390},\n", " {'id': 812,\n", " 'title': 'Aladdin',\n", " 'popularity': 52.027,\n", " 'rating_count': 50442},\n", " {'id': 20352,\n", " 'title': 'Despicable Me',\n", " 'popularity': 47.416,\n", " 'rating_count': 14136},\n", " {'id': 7443,\n", " 'title': 'Chicken Run',\n", " 'popularity': 36.884,\n", " 'rating_count': 22822},\n", " {'id': 38757,\n", " 'title': 'Tangled',\n", " 'popularity': 84.14,\n", " 'rating_count': 11492},\n", " {'id': 10674,\n", " 'title': 'Mulan',\n", " 'popularity': 73.011,\n", " 'rating_count': 14851},\n", " {'id': 129,\n", " 'title': 'Spirited Away',\n", " 'popularity': 68.024,\n", " 'rating_count': 33333},\n", " {'id': 82690,\n", " 'title': 'Wreck-It Ralph',\n", " 'popularity': 46.617,\n", " 'rating_count': 10694},\n", " {'id': 22,\n", " 'title': 'Pirates of the Caribbean: The Curse of the Black Pearl',\n", " 'popularity': 80.509,\n", " 'rating_count': 48722},\n", " {'id': 11688,\n", " 'title': \"The Emperor's New Groove\",\n", " 'popularity': 76.823,\n", " 'rating_count': 11437},\n", " {'id': 920, 'title': 'Cars', 'popularity': 47.447, 'rating_count': 11703},\n", " {'id': 354912,\n", " 'title': 'Coco',\n", " 'popularity': 166.578,\n", " 'rating_count': 9638},\n", " {'id': 10020,\n", " 'title': 'Beauty and the Beast',\n", " 'popularity': 72.077,\n", " 'rating_count': 41342},\n", " {'id': 531,\n", " 'title': 'The Wrong Trousers',\n", " 'popularity': 14.891,\n", " 'rating_count': 17652},\n", " {'id': 11544,\n", " 'title': 'Lilo & Stitch',\n", " 'popularity': 44.02,\n", " 'rating_count': 9472},\n", " {'id': 109445,\n", " 'title': 'Frozen',\n", " 'popularity': 85.794,\n", " 'rating_count': 11102},\n", " {'id': 557,\n", " 'title': 'Spider-Man',\n", " 'popularity': 63.478,\n", " 'rating_count': 38627},\n", " {'id': 10386,\n", " 'title': 'The Iron Giant',\n", " 'popularity': 41.39,\n", " 'rating_count': 12381},\n", " {'id': 137106,\n", " 'title': 'The Lego Movie',\n", " 'popularity': 30.267,\n", " 'rating_count': 10233},\n", " {'id': 277834,\n", " 'title': 'Moana',\n", " 'popularity': 17.963,\n", " 'rating_count': 8278},\n", " {'id': 532,\n", " 'title': 'A Close Shave',\n", " 'popularity': 11.942,\n", " 'rating_count': 13944},\n", " {'id': 38055,\n", " 'title': 'Megamind',\n", " 'popularity': 41.692,\n", " 'rating_count': 8179},\n", " {'id': 953,\n", " 'title': 'Madagascar',\n", " 'popularity': 54.83,\n", " 'rating_count': 9708},\n", " {'id': 82702,\n", " 'title': 'How to Train Your Dragon 2',\n", " 'popularity': 42.798,\n", " 'rating_count': 7656},\n", " {'id': 62177, 'title': 'Brave', 'popularity': 58.647, 'rating_count': 9582},\n", " {'id': 62211,\n", " 'title': 'Monsters University',\n", " 'popularity': 44.116,\n", " 'rating_count': 6587},\n", " {'id': 558,\n", " 'title': 'Spider-Man 2',\n", " 'popularity': 24.172,\n", " 'rating_count': 26989},\n", " {'id': 533,\n", " 'title': 'Wallace & Gromit: The Curse of the Were-Rabbit',\n", " 'popularity': 34.477,\n", " 'rating_count': 7414}],\n", " 'ratings': [{'movie': {'id': 177572,\n", " 'title': 'Big Hero 6',\n", " 'popularity': 98.41,\n", " 'rating_count': 15680},\n", " 'rating': 2.5}]},\n", " 'content': {'recommendations': [{'id': 109445,\n", " 'title': 'Frozen',\n", " 'popularity': 85.794,\n", " 'rating_count': 11102},\n", " {'id': 1040148,\n", " 'title': 'Ruby Gillman, Teenage Kraken',\n", " 'popularity': 321.777,\n", " 'rating_count': 17},\n", " {'id': 447365,\n", " 'title': 'Guardians of the Galaxy Vol. 3',\n", " 'popularity': 318.516,\n", " 'rating_count': 980},\n", " {'id': 330457,\n", " 'title': 'Frozen II',\n", " 'popularity': 70.221,\n", " 'rating_count': 1442},\n", " {'id': 321612,\n", " 'title': 'Beauty and the Beast',\n", " 'popularity': 56.226,\n", " 'rating_count': 3030},\n", " {'id': 505642,\n", " 'title': 'Black Panther: Wakanda Forever',\n", " 'popularity': 131.897,\n", " 'rating_count': 743},\n", " {'id': 260513,\n", " 'title': 'Incredibles 2',\n", " 'popularity': 49.215,\n", " 'rating_count': 6303},\n", " {'id': 447277,\n", " 'title': 'The Little Mermaid',\n", " 'popularity': 353.543,\n", " 'rating_count': 135},\n", " {'id': 49519,\n", " 'title': 'The Croods',\n", " 'popularity': 38.079,\n", " 'rating_count': 2809},\n", " {'id': 137106,\n", " 'title': 'The Lego Movie',\n", " 'popularity': 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