From df00db281e07a205be4aed3453507d15fd9aaaae Mon Sep 17 00:00:00 2001 From: Corentin Date: Tue, 10 Dec 2024 13:01:55 +0100 Subject: [PATCH] Implemantation causal impact --- results_coco.ipynb | 4437 +++++++++++++++++++++++++++++++ src/models/naming_prediction.py | 64 +- 2 files changed, 4497 insertions(+), 4 deletions(-) create mode 100644 results_coco.ipynb diff --git a/results_coco.ipynb b/results_coco.ipynb new file mode 100644 index 0000000..609bf9d --- /dev/null +++ b/results_coco.ipynb @@ -0,0 +1,4437 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "a08ea546495cd363", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:08:36.043710Z", + "start_time": "2024-12-09T19:08:35.820431Z" + } + }, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.preprocessing import LabelEncoder" + ] + }, + { + "cell_type": "markdown", + "id": "9ccf35e7f277780", + "metadata": {}, + "source": [ + "# Name and movies datasets\n", + "\n", + "For this project we decided to work on the CMU movie dataset containing metadata extracted from Freebase, including Movie metadata like Movie box office revenue, genre, release date, runtime, and language but also Character metada like character names and aligned information about the actors who portray them, including gender and estimated age at the time of the movie's release. \n", + "First let's see what the 2 metadasets contains.\n", + "\n", + "#### Characters\n", + "The dataset contains informations 450,669 characters aligned to the movies such as Wikipedia movie ID, Freebase movie ID, Movie release date, Character name, Actor date of birth, Actor gender, Actor height (in meters), Actor ethnicity,Actor name, Actor age at movie release, Freebase character/actor map ID, Freebase character ID, Freebase actor ID. \n", + "\n", + "\n", + "#### Movies\n", + "The dataset contains informations on 81,741 movies such as the Wikipedia movie ID, Freebase movie ID, Movie name, Movie release date, Movie box office revenue, Movie runtime, Movie languages, Movie countries, Movie genres .\n", + "\n", + "\n", + "\n", + "## Cleaning\n", + "\n", + "The cleaning task was implement in the *clean_raw_data()* method of our different CharacterData and MovieData classes implementation (by Wikipedia Movie ID) and validated using the *check_clean_data()* method, available and shared by the 2 datasets (python inheritance).\n", + "\n", + "From both metadataset, we directly oberved similar features such as Wikipedia Movie ID and Freebase Movie ID that is useful for futur merge of the 2 dataset. However, as in both datasets we saw that there were several columns containing Freebase and Wikipedia IDs for actors, characters and films, we decided to put them aside as the data is too difficult to access.\n", + "\n", + "This are the different steps we applied to both datasets before merging:\n", + "\n", + "Character dataset:\n", + "- Load with the right spacer.\n", + "- Rename the columns for proper understanding.\n", + "- Check the good type format : Actor date of birth and the Release Date as a datetime, and the other into objects.\n", + "- Deal with missing values : we wrote them as NaN or NaT\n", + "- Droping unwanted columns\n", + "- Checking that the cleaning was made\n", + "\n", + "Movie dataset :\n", + "- Load with the right spacer.\n", + "- Rename the columns for proper understanding.\n", + "- Modify the Language, Country and Genre columns: the information was a JSON format not readable nor accessible so we isolate the information and replace it by a human-readable string format.\n", + "- Modify the datatypes of movie runtime into timedelta and the release date into a datetime object for further manipulation.\n", + "- Modify the movie Name, Language, Country and Genre: we checked that they were in object type and modified them if not.\n", + "- Deal with missing values : we wrote them as NaN or NaT\n", + "- Dropping the unwanted columns\n", + "- Check that the cleaning was made\n", + "\n", + "\n", + "We kept the whole dataset with NaN and NaT values in a specific file to keep features that could be interesting even if the rate of missing values is very high (such as etchnicity or Box office revenue). However, for the following notebook, to make some we decided to remove this 2 columns since they have more than 70% missing values.\n", + "\n", + "\n", + "## Demo\n", + "\n", + "Here, we will import and clean the data base to demonstrate the process.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "535d0420d1273d47", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:08:36.059422Z", + "start_time": "2024-12-09T19:08:36.051674Z" + } + }, + "outputs": [], + "source": [ + "# imports my code from the file src/data/movies_char_data.py\n", + "import src.data.movies_char_data as MovieChar" + ] + }, + { + "cell_type": "markdown", + "id": "9f5b3348ea2205da", + "metadata": {}, + "source": [ + "#### Characters " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "b208cc24f125a3bd", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:08:38.266962Z", + "start_time": "2024-12-09T19:08:36.133064Z" + }, + "collapsed": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Character : loaded 450668 rows !\n" + ] + }, + { + "data": { + "text/html": [ + "
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975900/m/03vyhn2001-08-24Akooshay1958-08-26F1.62Unnamed: 7Wanda De Jesus42/m/0bgchxw/m/0bgcj3x/m/03wcfv7
0975900/m/03vyhn2001-08-24Lieutenant Melanie Ballard1974-08-15F1.780/m/044038pNatasha Henstridge27.0/m/0jys3m/m/0bgchn4/m/0346l4
1975900/m/03vyhn2001-08-24Desolation Williams1969-06-15M1.727/m/0x67Ice Cube32.0/m/0jys3g/m/0bgchn_/m/01vw26l
2975900/m/03vyhn2001-08-24Sgt Jericho Butler1967-09-12M1.750NaNJason Statham33.0/m/02vchl6/m/0bgchnq/m/034hyc
3975900/m/03vyhn2001-08-24Bashira Kincaid1977-09-25F1.650NaNClea DuVall23.0/m/02vbb3r/m/0bgchp9/m/01y9xg
4975900/m/03vyhn2001-08-24Commander Helena Braddock1949-05-26F1.727/m/0x67Pam Grier52.0/m/02vdcfp/m/0bgchnd/m/0418ft
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" + ], + "text/plain": [ + " 975900 /m/03vyhn 2001-08-24 Akooshay 1958-08-26 F \\\n", + "0 975900 /m/03vyhn 2001-08-24 Lieutenant Melanie Ballard 1974-08-15 F \n", + "1 975900 /m/03vyhn 2001-08-24 Desolation Williams 1969-06-15 M \n", + "2 975900 /m/03vyhn 2001-08-24 Sgt Jericho Butler 1967-09-12 M \n", + "3 975900 /m/03vyhn 2001-08-24 Bashira Kincaid 1977-09-25 F \n", + "4 975900 /m/03vyhn 2001-08-24 Commander Helena Braddock 1949-05-26 F \n", + "\n", + " 1.62 Unnamed: 7 Wanda De Jesus 42 /m/0bgchxw /m/0bgcj3x \\\n", + "0 1.780 /m/044038p Natasha Henstridge 27.0 /m/0jys3m /m/0bgchn4 \n", + "1 1.727 /m/0x67 Ice Cube 32.0 /m/0jys3g /m/0bgchn_ \n", + "2 1.750 NaN Jason Statham 33.0 /m/02vchl6 /m/0bgchnq \n", + "3 1.650 NaN Clea DuVall 23.0 /m/02vbb3r /m/0bgchp9 \n", + "4 1.727 /m/0x67 Pam Grier 52.0 /m/02vdcfp /m/0bgchnd \n", + "\n", + " /m/03wcfv7 \n", + "0 /m/0346l4 \n", + "1 /m/01vw26l \n", + "2 /m/034hyc \n", + "3 /m/01y9xg \n", + "4 /m/0418ft " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "character_df = MovieChar.CharacterData(\"Character\", \"character.metadata.tsv\", output_name = \"character_data_clean.csv\")\n", + "character_df.raw_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "4d0651ca0cdc7fc9", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:08:40.600519Z", + "start_time": "2024-12-09T19:08:38.375649Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Character : Cleaning the raw data\n" + ] + }, + { + "data": { + "text/html": [ + "
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Wikipedia_movie_IDRelease_dateCharacter_nameActor_DOBActor_genderActor_heightActor_nameActor_age
09759002001-08-24LIEUTENANT MELANIE BALLARD1974-08-15F1.780NATASHA HENSTRIDGE27.0
19759002001-08-24DESOLATION WILLIAMS1969-06-15M1.727ICE CUBE32.0
29759002001-08-24SGT JERICHO BUTLER1967-09-12M1.750JASON STATHAM33.0
39759002001-08-24BASHIRA KINCAID1977-09-25F1.650CLEA DUVALL23.0
49759002001-08-24COMMANDER HELENA BRADDOCK1949-05-26F1.727PAM GRIER52.0
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" + ], + "text/plain": [ + " Wikipedia_movie_ID Release_date Character_name Actor_DOB \\\n", + "0 975900 2001-08-24 LIEUTENANT MELANIE BALLARD 1974-08-15 \n", + "1 975900 2001-08-24 DESOLATION WILLIAMS 1969-06-15 \n", + "2 975900 2001-08-24 SGT JERICHO BUTLER 1967-09-12 \n", + "3 975900 2001-08-24 BASHIRA KINCAID 1977-09-25 \n", + "4 975900 2001-08-24 COMMANDER HELENA BRADDOCK 1949-05-26 \n", + "\n", + " Actor_gender Actor_height Actor_name Actor_age \n", + "0 F 1.780 NATASHA HENSTRIDGE 27.0 \n", + "1 M 1.727 ICE CUBE 32.0 \n", + "2 M 1.750 JASON STATHAM 33.0 \n", + "3 F 1.650 CLEA DUVALL 23.0 \n", + "4 F 1.727 PAM GRIER 52.0 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# print duplicated rows\n", + "character_df.clean_raw_data()\n", + "character_df.clean_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "5b011de413dc9ad4", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:08:45.307085Z", + "start_time": "2024-12-09T19:08:40.661088Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Character : loaded 450668 rows !\n", + "Character : Cleaning the raw data\n", + "Character : Clean data has been and saved to data/clean/movies_char/character_data_clean.csv! (171826 rows)\n" + ] + } + ], + "source": [ + "character_df.pipeline()" + ] + }, + { + "cell_type": "markdown", + "id": "ad1596c406dc0e8a", + "metadata": {}, + "source": [ + "#### Movie dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "9743337b1414bf90", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:08:45.904838Z", + "start_time": "2024-12-09T19:08:45.356782Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Movie : loaded 81740 rows !\n", + "Movie movie.metadata.tsv\n" + ] + }, + { + "data": { + "text/html": [ + "
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975900/m/03vyhnGhosts of Mars2001-08-241401083298.0{\"/m/02h40lc\": \"English Language\"}{\"/m/09c7w0\": \"United States of America\"}{\"/m/01jfsb\": \"Thriller\", \"/m/06n90\": \"Science Fiction\", \"/m/03npn\": \"Horror\", \"/m/03k9fj\": \"Adventure\", \"/m/0fdjb\": \"Supernatural\", \"/m/02kdv5l\": \"Action\", \"/m/09zvmj\": \"Space western\"}
03196793/m/08yl5dGetting Away with Murder: The JonBenét Ramsey ...2000-02-16NaN95.0{\"/m/02h40lc\": \"English Language\"}{\"/m/09c7w0\": \"United States of America\"}{\"/m/02n4kr\": \"Mystery\", \"/m/03bxz7\": \"Biograp...
128463795/m/0crgdbhBrun bitter1988NaN83.0{\"/m/05f_3\": \"Norwegian Language\"}{\"/m/05b4w\": \"Norway\"}{\"/m/0lsxr\": \"Crime Fiction\", \"/m/07s9rl0\": \"D...
29363483/m/0285_cdWhite Of The Eye1987NaN110.0{\"/m/02h40lc\": \"English Language\"}{\"/m/07ssc\": \"United Kingdom\"}{\"/m/01jfsb\": \"Thriller\", \"/m/0glj9q\": \"Erotic...
3261236/m/01mrr1A Woman in Flames1983NaN106.0{\"/m/04306rv\": \"German Language\"}{\"/m/0345h\": \"Germany\"}{\"/m/07s9rl0\": \"Drama\"}
413696889/m/03cfc81The Gangsters1913-05-29NaN35.0{\"/m/06ppq\": \"Silent film\", \"/m/02h40lc\": \"Eng...{\"/m/09c7w0\": \"United States of America\"}{\"/m/02hmvc\": \"Short Film\", \"/m/06ppq\": \"Silen...
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" + ], + "text/plain": [ + " 975900 /m/03vyhn Ghosts of Mars \\\n", + "0 3196793 /m/08yl5d Getting Away with Murder: The JonBenét Ramsey ... \n", + "1 28463795 /m/0crgdbh Brun bitter \n", + "2 9363483 /m/0285_cd White Of The Eye \n", + "3 261236 /m/01mrr1 A Woman in Flames \n", + "4 13696889 /m/03cfc81 The Gangsters \n", + "\n", + " 2001-08-24 14010832 98.0 \\\n", + "0 2000-02-16 NaN 95.0 \n", + "1 1988 NaN 83.0 \n", + "2 1987 NaN 110.0 \n", + "3 1983 NaN 106.0 \n", + "4 1913-05-29 NaN 35.0 \n", + "\n", + " {\"/m/02h40lc\": \"English Language\"} \\\n", + "0 {\"/m/02h40lc\": \"English Language\"} \n", + "1 {\"/m/05f_3\": \"Norwegian Language\"} \n", + "2 {\"/m/02h40lc\": \"English Language\"} \n", + "3 {\"/m/04306rv\": \"German Language\"} \n", + "4 {\"/m/06ppq\": \"Silent film\", \"/m/02h40lc\": \"Eng... \n", + "\n", + " {\"/m/09c7w0\": \"United States of America\"} \\\n", + "0 {\"/m/09c7w0\": \"United States of America\"} \n", + "1 {\"/m/05b4w\": \"Norway\"} \n", + "2 {\"/m/07ssc\": \"United Kingdom\"} \n", + "3 {\"/m/0345h\": \"Germany\"} \n", + "4 {\"/m/09c7w0\": \"United States of America\"} \n", + "\n", + " {\"/m/01jfsb\": \"Thriller\", \"/m/06n90\": \"Science Fiction\", \"/m/03npn\": \"Horror\", \"/m/03k9fj\": \"Adventure\", \"/m/0fdjb\": \"Supernatural\", \"/m/02kdv5l\": \"Action\", \"/m/09zvmj\": \"Space western\"} \n", + "0 {\"/m/02n4kr\": \"Mystery\", \"/m/03bxz7\": \"Biograp... \n", + "1 {\"/m/0lsxr\": \"Crime Fiction\", \"/m/07s9rl0\": \"D... \n", + "2 {\"/m/01jfsb\": \"Thriller\", \"/m/0glj9q\": \"Erotic... \n", + "3 {\"/m/07s9rl0\": \"Drama\"} \n", + "4 {\"/m/02hmvc\": \"Short Film\", \"/m/06ppq\": \"Silen... " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "movie_df = MovieChar.MovieData(\"Movie\", \"movie.metadata.tsv\", output_name = \"movie_data_clean.csv\")\n", + "\n", + "#Display name and file_name\n", + "print(movie_df.name, movie_df.file_name)\n", + "\n", + "movie_df.raw_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e7071dc2eacd96cd", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:08:47.886738Z", + "start_time": "2024-12-09T19:08:45.990104Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Wikipedia_movie_IDMovie_nameRelease_dateRevenueRuntimeLanguagesCountriesGenres
03196793Getting Away with Murder: The JonBenét Ramsey ...2000-02-16NaN0 days 01:35:00EnglishUnited States of AmericaMystery, Biographical film, Drama, Crime Drama
128463795Brun bitterNaTNaN0 days 01:23:00NorwegianNorwayCrime Fiction, Drama
29363483White Of The EyeNaTNaN0 days 01:50:00EnglishUnited KingdomThriller, Erotic thriller, Psychological thriller
3261236A Woman in FlamesNaTNaN0 days 01:46:00GermanGermanyDrama
413696889The Gangsters1913-05-29NaN0 days 00:35:00Silent film, EnglishUnited States of AmericaShort Film, Silent film, Indie, Black-and-whit...
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" + ], + "text/plain": [ + " Wikipedia_movie_ID Movie_name \\\n", + "0 3196793 Getting Away with Murder: The JonBenét Ramsey ... \n", + "1 28463795 Brun bitter \n", + "2 9363483 White Of The Eye \n", + "3 261236 A Woman in Flames \n", + "4 13696889 The Gangsters \n", + "\n", + " Release_date Revenue Runtime Languages \\\n", + "0 2000-02-16 NaN 0 days 01:35:00 English \n", + "1 NaT NaN 0 days 01:23:00 Norwegian \n", + "2 NaT NaN 0 days 01:50:00 English \n", + "3 NaT NaN 0 days 01:46:00 German \n", + "4 1913-05-29 NaN 0 days 00:35:00 Silent film, English \n", + "\n", + " Countries Genres \n", + "0 United States of America Mystery, Biographical film, Drama, Crime Drama \n", + "1 Norway Crime Fiction, Drama \n", + "2 United Kingdom Thriller, Erotic thriller, Psychological thriller \n", + "3 Germany Drama \n", + "4 United States of America Short Film, Silent film, Indie, Black-and-whit... " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# print duplicated rows\n", + "movie_df.clean_raw_data()\n", + "movie_df.clean_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "c611525c5b86c78", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:08:51.137738Z", + "start_time": "2024-12-09T19:08:48.112731Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Movie : loaded 81740 rows !\n", + "Movie : Clean data has been and saved to data/clean/movies_char/movie_data_clean.csv! (81740 rows)\n" + ] + } + ], + "source": [ + "movie_df.pipeline()" + ] + }, + { + "cell_type": "markdown", + "id": "d5793df9e012475a", + "metadata": {}, + "source": [ + "## Merging Movie and Character into one dataset\n", + "\n", + "We merged the 2 dataset following the Wikipedi movie ID." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "4760ef35c36ef4a8", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:08:52.107192Z", + "start_time": "2024-12-09T19:08:51.218762Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Duplicates found: 412 duplicates ! removing them...\n" + ] + }, + { + "data": { + "text/html": [ + "
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Wikipedia_movie_IDMovie_nameRelease_dateRevenueRuntimeLanguagesCountriesGenresCharacter_nameActor_DOBActor_genderActor_heightActor_nameActor_age
03196793Getting Away with Murder: The JonBenét Ramsey ...2000-02-16NaN0 days 01:35:00EnglishUnited States of AmericaMystery, Biographical film, Drama, Crime DramaPOLICE OFFICERNaTMNaNALLEN CUTLERNaN
13196793Getting Away with Murder: The JonBenét Ramsey ...2000-02-16NaN0 days 01:35:00EnglishUnited States of AmericaMystery, Biographical film, Drama, Crime DramaREPORTER1956-12-19FNaNALICE BARRETT43.0
23196793Getting Away with Murder: The JonBenét Ramsey ...2000-02-16NaN0 days 01:35:00EnglishUnited States of AmericaMystery, Biographical film, Drama, Crime DramaFBI PROFILER ROBERT HANKS1950-01-05MNaNROBERT CATRINI50.0
33196793Getting Away with Murder: The JonBenét Ramsey ...2000-02-16NaN0 days 01:35:00EnglishUnited States of AmericaMystery, Biographical film, Drama, Crime DramaJOHN RAMSEY1945-02-12M1.85CLIFF DEYOUNG55.0
43196793Getting Away with Murder: The JonBenét Ramsey ...2000-02-16NaN0 days 01:35:00EnglishUnited States of AmericaMystery, Biographical film, Drama, Crime DramaPATSY RAMSEY1964-07-12F1.63JUDI EVANS35.0
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" + ], + "text/plain": [ + " Wikipedia_movie_ID Movie_name \\\n", + "0 3196793 Getting Away with Murder: The JonBenét Ramsey ... \n", + "1 3196793 Getting Away with Murder: The JonBenét Ramsey ... \n", + "2 3196793 Getting Away with Murder: The JonBenét Ramsey ... \n", + "3 3196793 Getting Away with Murder: The JonBenét Ramsey ... \n", + "4 3196793 Getting Away with Murder: The JonBenét Ramsey ... \n", + "\n", + " Release_date Revenue Runtime Languages Countries \\\n", + "0 2000-02-16 NaN 0 days 01:35:00 English United States of America \n", + "1 2000-02-16 NaN 0 days 01:35:00 English United States of America \n", + "2 2000-02-16 NaN 0 days 01:35:00 English United States of America \n", + "3 2000-02-16 NaN 0 days 01:35:00 English United States of America \n", + "4 2000-02-16 NaN 0 days 01:35:00 English United States of America \n", + "\n", + " Genres Character_name \\\n", + "0 Mystery, Biographical film, Drama, Crime Drama POLICE OFFICER \n", + "1 Mystery, Biographical film, Drama, Crime Drama REPORTER \n", + "2 Mystery, Biographical film, Drama, Crime Drama FBI PROFILER ROBERT HANKS \n", + "3 Mystery, Biographical film, Drama, Crime Drama JOHN RAMSEY \n", + "4 Mystery, Biographical film, Drama, Crime Drama PATSY RAMSEY \n", + "\n", + " Actor_DOB Actor_gender Actor_height Actor_name Actor_age \n", + "0 NaT M NaN ALLEN CUTLER NaN \n", + "1 1956-12-19 F NaN ALICE BARRETT 43.0 \n", + "2 1950-01-05 M NaN ROBERT CATRINI 50.0 \n", + "3 1945-02-12 M 1.85 CLIFF DEYOUNG 55.0 \n", + "4 1964-07-12 F 1.63 JUDI EVANS 35.0 " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from src.utils.movies_utils import *\n", + "\n", + "mov_char_data = merge_movies_characters_data(movie_df, character_df)\n", + "\n", + "mov_char_data.head() # When we call the data name object, it returns the cleaned data" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "3c03aa7f79bdcaf4", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:08:52.219613Z", + "start_time": "2024-12-09T19:08:52.214113Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(171400, 14)\n" + ] + } + ], + "source": [ + "# Print size of the dataset\n", + "print(mov_char_data.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "5ba769b1053afa89", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:08:52.371645Z", + "start_time": "2024-12-09T19:08:52.347860Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Wikipedia_movie_IDMovie_nameRelease_dateRevenueRuntimeLanguagesCountriesGenresCharacter_nameActor_DOBActor_genderActor_heightActor_nameActor_age
03196793Getting Away with Murder: The JonBenét Ramsey ...2000-02-16NaN0 days 01:35:00EnglishUnited States of AmericaMystery, Biographical film, Drama, Crime DramaPOLICE OFFICERNaTMNaNALLEN CUTLERNaN
13196793Getting Away with Murder: The JonBenét Ramsey ...2000-02-16NaN0 days 01:35:00EnglishUnited States of AmericaMystery, Biographical film, Drama, Crime DramaREPORTER1956-12-19FNaNALICE BARRETT43.0
23196793Getting Away with Murder: The JonBenét Ramsey ...2000-02-16NaN0 days 01:35:00EnglishUnited States of AmericaMystery, Biographical film, Drama, Crime DramaFBI PROFILER ROBERT HANKS1950-01-05MNaNROBERT CATRINI50.0
33196793Getting Away with Murder: The JonBenét Ramsey ...2000-02-16NaN0 days 01:35:00EnglishUnited States of AmericaMystery, Biographical film, Drama, Crime DramaJOHN RAMSEY1945-02-12M1.85CLIFF DEYOUNG55.0
43196793Getting Away with Murder: The JonBenét Ramsey ...2000-02-16NaN0 days 01:35:00EnglishUnited States of AmericaMystery, Biographical film, Drama, Crime DramaPATSY RAMSEY1964-07-12F1.63JUDI EVANS35.0
.............................................
951364293They Knew What They WantedNaT932000.00 days 01:36:00EnglishUnited States of AmericaRomance Film, Marriage Drama, Drama, Black-and...AMY PETERS1908-10-06F1.61CAROLE LOMBARD31.0
9629772142Karayilekku Oru Kadal Dooram2010-12-31NaN0 days 01:50:00MalayalamIndiaDramaGATHA1985-11-14F1.65MAMTA MOHANDAS25.0
9729772142Karayilekku Oru Kadal Dooram2010-12-31NaN0 days 01:50:00MalayalamIndiaDramaSATHYABHAMA1985-09-17FNaNDHANYA MARY VARGHESE25.0
9826878691Mysterious IslandNaTNaN0 days 01:40:00Standard MandarinHong KongAction/Adventure, Wuxia, Martial Arts Film, Ch...OUYANG FENGNaTMNaNWONG LIKNaN
9926878691Mysterious IslandNaTNaN0 days 01:40:00Standard MandarinHong KongAction/Adventure, Wuxia, Martial Arts Film, Ch...HUANG YAOSHINaTNaNNaNKWAN FUNGNaN
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" + ], + "text/plain": [ + " Wikipedia_movie_ID Movie_name \\\n", + "0 3196793 Getting Away with Murder: The JonBenét Ramsey ... \n", + "1 3196793 Getting Away with Murder: The JonBenét Ramsey ... \n", + "2 3196793 Getting Away with Murder: The JonBenét Ramsey ... \n", + "3 3196793 Getting Away with Murder: The JonBenét Ramsey ... \n", + "4 3196793 Getting Away with Murder: The JonBenét Ramsey ... \n", + ".. ... ... \n", + "95 1364293 They Knew What They Wanted \n", + "96 29772142 Karayilekku Oru Kadal Dooram \n", + "97 29772142 Karayilekku Oru Kadal Dooram \n", + "98 26878691 Mysterious Island \n", + "99 26878691 Mysterious Island \n", + "\n", + " Release_date Revenue Runtime Languages \\\n", + "0 2000-02-16 NaN 0 days 01:35:00 English \n", + "1 2000-02-16 NaN 0 days 01:35:00 English \n", + "2 2000-02-16 NaN 0 days 01:35:00 English \n", + "3 2000-02-16 NaN 0 days 01:35:00 English \n", + "4 2000-02-16 NaN 0 days 01:35:00 English \n", + ".. ... ... ... ... \n", + "95 NaT 932000.0 0 days 01:36:00 English \n", + "96 2010-12-31 NaN 0 days 01:50:00 Malayalam \n", + "97 2010-12-31 NaN 0 days 01:50:00 Malayalam \n", + "98 NaT NaN 0 days 01:40:00 Standard Mandarin \n", + "99 NaT NaN 0 days 01:40:00 Standard Mandarin \n", + "\n", + " Countries \\\n", + "0 United States of America \n", + "1 United States of America \n", + "2 United States of America \n", + "3 United States of America \n", + "4 United States of America \n", + ".. ... \n", + "95 United States of America \n", + "96 India \n", + "97 India \n", + "98 Hong Kong \n", + "99 Hong Kong \n", + "\n", + " Genres \\\n", + "0 Mystery, Biographical film, Drama, Crime Drama \n", + "1 Mystery, Biographical film, Drama, Crime Drama \n", + "2 Mystery, Biographical film, Drama, Crime Drama \n", + "3 Mystery, Biographical film, Drama, Crime Drama \n", + "4 Mystery, Biographical film, Drama, Crime Drama \n", + ".. ... \n", + "95 Romance Film, Marriage Drama, Drama, Black-and... \n", + "96 Drama \n", + "97 Drama \n", + "98 Action/Adventure, Wuxia, Martial Arts Film, Ch... \n", + "99 Action/Adventure, Wuxia, Martial Arts Film, Ch... \n", + "\n", + " Character_name Actor_DOB Actor_gender Actor_height \\\n", + "0 POLICE OFFICER NaT M NaN \n", + "1 REPORTER 1956-12-19 F NaN \n", + "2 FBI PROFILER ROBERT HANKS 1950-01-05 M NaN \n", + "3 JOHN RAMSEY 1945-02-12 M 1.85 \n", + "4 PATSY RAMSEY 1964-07-12 F 1.63 \n", + ".. ... ... ... ... \n", + "95 AMY PETERS 1908-10-06 F 1.61 \n", + "96 GATHA 1985-11-14 F 1.65 \n", + "97 SATHYABHAMA 1985-09-17 F NaN \n", + "98 OUYANG FENG NaT M NaN \n", + "99 HUANG YAOSHI NaT NaN NaN \n", + "\n", + " Actor_name Actor_age \n", + "0 ALLEN CUTLER NaN \n", + "1 ALICE BARRETT 43.0 \n", + "2 ROBERT CATRINI 50.0 \n", + "3 CLIFF DEYOUNG 55.0 \n", + "4 JUDI EVANS 35.0 \n", + ".. ... ... \n", + "95 CAROLE LOMBARD 31.0 \n", + "96 MAMTA MOHANDAS 25.0 \n", + "97 DHANYA MARY VARGHESE 25.0 \n", + "98 WONG LIK NaN \n", + "99 KWAN FUNG NaN \n", + "\n", + "[100 rows x 14 columns]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mov_char_data.head(100) # When we call the data name object, it returns the cleaned data\n", + " " + ] + }, + { + "cell_type": "markdown", + "id": "a901fcdab420aebc", + "metadata": {}, + "source": [ + "# Names datasets\n", + "\n", + "In order to answer our research questions, we needed to find some birth registries from different countries. Those were freely available and we found datasets for the following countries:\n", + "\n", + "- France\n", + "- USA\n", + "- United Kingdom\n", + "- AJOUTER AUTRE SI BESOIN\n", + "\n", + "Since they all came from different places and didn't follow the same structure, we had to decide what kind of data was necessary for our project and what structure would be the most practical to work with. We ended-up with the following collumns in our dataframes:\n", + "\n", + "1. **Year** : An integer value giving the year of the count \n", + "2. **Name** : A string representing the name that was counted\n", + "3. **Sex** : There are two possible characters, 'F' (female) and 'M' (male)\n", + "4. **Count** : An integer value giving the count of the name during this year\n", + "\n", + "## Data homogenization\n", + "\n", + "The cleaning task was implement in the *clean_raw_data()* method of our different NamesData classes implementation (by country) and validated using the *check_clean_data()* method, available and shared by all the name datasets (python inheritance).\n", + "\n", + "### Column structure\n", + "This task was not too difficult since it was mostly reordering, renaming the ones needed and dropping the ones that were not useful for our project. We also made sure that the same type was used on the collumns of the different datasets. \n", + "\n", + "### Year \n", + "All of our dataset had the same year format, but some had missing values in this field, which made those row useless and they were therefore discarded.\n", + "This collumn made it hard to find datasets from more countries, since a lot of them started to count only in the early 2000's, which doesn't give us enough data to detect real changes in the distribution. (The movie data base ends in 2012)\n", + "\n", + "### Name\n", + "This was the hardest column to sanitize and clean since a lot of variation of a same name are possible. We ended by defining a regex expression do define what we would accept as a valid name : ^[A-Z-\\s\\']+$\n", + "\n", + "This allows us to limit ourselves to names composed only of capitalized letters, spaces, '-' for composed names and ''' for the some regional variations. This rule is really strict and would have made us lose a considerable proportion of our dataset. This is where the data cleaning process came to help homogenize our data and it mainly consisted of the following operations:\n", + "\n", + "- Converting all the name to uppercase\n", + "- Removing all accents on letter, for example é becomes e.\n", + "\n", + "Some names have different spellings, for example you can write JEREMY and JEREMIE, but we decided to count this as two separate entries since grouping \"similar\" is out of the scope of this project and is not an uniformised concept.\n", + "\n", + "### Sex\n", + "The french dataset had some integer values that we converted to the expected format. This field is useful for our research questions, but complicated the dataset research, since a lot of countries did not include this information in their registries.\n", + "\n", + "### Validation\n", + "\n", + "The python class representing our datasets contains a method *check_clean_data()* that checks multiple conditions to be sure that the data is uniform. \n", + "\n", + "- Checks the collumns' name\n", + "- Checks if some missing values are present\n", + "- Checks the data type of each collumn\n", + "- Checks for duplicated rows (same name, same sex and same name)\n", + "- Checks that the strings respects the defined regex expressions\n", + "- Checks that the counts and years are coherent numbers \n", + "\n", + "## Demo\n", + "\n", + "Here, we will import and clean the data base to demonstrate the process.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "e01f7065428aaca7", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:08:53.193428Z", + "start_time": "2024-12-09T19:08:52.504770Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "UK : loaded 565817 rows !\n" + ] + }, + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " year sex name n rank nation\n", + "0 1996.0 F SOPHIE 7087.0 1.0 England & Wales\n", + "1 1996.0 F CHLOE 6824.0 2.0 England & Wales\n", + "2 1996.0 F JESSICA 6711.0 3.0 England & Wales\n", + "3 1996.0 F EMILY 6415.0 4.0 England & Wales\n", + "4 1996.0 F LAUREN 6299.0 5.0 England & Wales" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import src.data.names_data as NamesData\n", + "ukNames = NamesData.UKNamesData(\"UK\", \"ukbabynames.csv\")\n", + "\n", + "# The raw data directly from the file\n", + "ukNames.raw_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "5ceaf841fbfa823", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:08:55.619636Z", + "start_time": "2024-12-09T19:08:53.273516Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "UK : Data is clean and conforms to the expected structure !\n" + ] + }, + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Year Name Sex Count\n", + "0 1974 AALIA F 1\n", + "1 1974 AAMIR M 1\n", + "2 1974 AARON M 17\n", + "3 1974 ABADAH F 1\n", + "4 1974 ABBEY F 1" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# We can call the cleaning method, which will correct the columns' names and ordering, and clean the content\n", + "ukNames.clean_raw_data()\n", + "ukNames().head() # This is the cleaned data" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "fc3d5a9e117990ab", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:08:57.656064Z", + "start_time": "2024-12-09T19:08:55.710073Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "France : loaded 3884324 rows !\n" + ] + }, + { + "data": { + "text/html": [ + "
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YearNameSexCount
01880MARYF7065
11880ANNAF2604
21880EMMAF2003
31880ELIZABETHF1939
41880MINNIEF1746
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" + ], + "text/plain": [ + " Year Name Sex Count\n", + "0 1880 MARY F 7065\n", + "1 1880 ANNA F 2604\n", + "2 1880 EMMA F 2003\n", + "3 1880 ELIZABETH F 1939\n", + "4 1880 MINNIE F 1746" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "USNames.clean_raw_data()\n", + "USNames().head()" + ] + }, + { + "cell_type": "markdown", + "id": "4ee951eaac383a37", + "metadata": {}, + "source": [ + "### Merging the datasets\n", + "If we want to answer a question with no regards to the provenance of the names, we can use our function to group all the datasets together" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "ce35f8a8fa773255", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:09:21.354984Z", + "start_time": "2024-12-09T19:09:08.184818Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "UK : Data is clean and conforms to the expected structure !\n", + "France : Data is clean and conforms to the expected structure !\n", + "US : Data is clean and conforms to the expected structure !\n", + "UK & France & US : Data is clean and conforms to the expected structure !\n", + "The merged dataset contains 2227359 rows ! \n" + ] + } + ], + "source": [ + "from src.utils.names_utils import merge_names_data\n", + "\n", + "global_names = merge_names_data([ukNames, frenchNames, USNames])\n", + "print(f\"The merged dataset contains {global_names().shape[0]} rows ! \")" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "80cc5c2f8eea6a52", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:20:35.457947Z", + "start_time": "2024-12-09T19:20:35.451004Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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YearNameSexCount
01880AARONM102
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31880ABBOTTM5
41880ABBYF6
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" + ], + "text/plain": [ + " Year Name Sex Count\n", + "0 1880 AARON M 102\n", + "1 1880 AB M 5\n", + "2 1880 ABBIE F 71\n", + "3 1880 ABBOTT M 5\n", + "4 1880 ABBY F 6" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "global_names().head()" + ] + }, + { + "cell_type": "markdown", + "id": "cfdf2341e2e6647b", + "metadata": {}, + "source": [ + "## Feature Visualization\n", + "\n", + "Lets visualize the different information from the datasets." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "bb369c41ba8029d6", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:09:21.467237Z", + "start_time": "2024-12-09T19:09:21.456784Z" + } + }, + "outputs": [], + "source": [ + "from src.utils.data_utils import *" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "e0556180b6d70e4a", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:09:21.692519Z", + "start_time": "2024-12-09T19:09:21.613417Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Wikipedia_movie_ID 0\n", + "Movie_name 0\n", + "Release_date 40177\n", + "Revenue 113277\n", + "Runtime 15220\n", + "Languages 0\n", + "Countries 0\n", + "Genres 5666\n", + "Character_name 0\n", + "Actor_DOB 42769\n", + "Actor_gender 6131\n", + "Actor_height 93950\n", + "Actor_name 0\n", + "Actor_age 51370\n", + "dtype: int64" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Number of Nan values in the Movies & Character dataset\n", + "mov_char_data.isna().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "7f5239410666d04d", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:09:22.655156Z", + "start_time": "2024-12-09T19:09:21.846056Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualizing the number of missing values per columns\n", + "nan_percentage = mov_char_data.isnull().mean().sort_values(ascending=False)\n", + "\n", + "# Plot the percentage of NaN values per column\n", + "ax = nan_percentage.plot(kind='bar', figsize=(16, 8), color='skyblue')\n", + "plt.ylabel('Percentage of NaN values')\n", + "plt.title('Percentage of NaN values in % per column', fontsize=20)\n", + "for p in ax.patches:\n", + " ax.annotate(f'{p.get_height():.2%}', (p.get_x() + p.get_width() / 2., p.get_height()),\n", + " ha='center', va='center', xytext=(0, 10), textcoords='offset points')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "cb6f586e9261fb05", + "metadata": {}, + "source": [ + "This graph illustrates the distribution of columns based on the percentage of NaN values present in each. It helps us understand how missing data is spread across different features, highlighting columns with higher or lower levels of incompleteness\n", + "\n", + "Top 50 movies revenue \n", + "This graph displays the top 50 movies based only on the revenue." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "6b9b438ead52198a", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:09:23.225232Z", + "start_time": "2024-12-09T19:09:22.711493Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Wikipedia_movie_IDMovie_nameRelease_dateRevenueRuntimeLanguagesCountriesGenresCharacter_nameActor_DOBActor_genderActor_heightActor_nameActor_age
count1.714000e+051714001312235.812300e+0415618017140017140016573417140012863116526977450.000000171400120030.00000
uniqueNaN29805NaNNaNNaN1140124013912108621NaN2NaN66936NaN
topNaNHemingway & GellhornNaNNaNNaNEnglishUnited States of AmericaDramaDOCTORNaNMNaNMEL BLANCNaN
freqNaN101NaNNaNNaN959028015710412186NaN104790NaN505NaN
mean1.329812e+07NaN1991-12-11 02:33:08.9257219849.449211e+070 days 01:51:56.190055064NaNNaNNaNNaN1951-03-04 10:35:32.443967616NaN1.780589NaN36.96565
\n", + "
" + ], + "text/plain": [ + " Wikipedia_movie_ID Movie_name \\\n", + "count 1.714000e+05 171400 \n", + "unique NaN 29805 \n", + "top NaN Hemingway & Gellhorn \n", + "freq NaN 101 \n", + "mean 1.329812e+07 NaN \n", + "\n", + " Release_date Revenue \\\n", + "count 131223 5.812300e+04 \n", + "unique NaN NaN \n", + "top NaN NaN \n", + "freq NaN NaN \n", + "mean 1991-12-11 02:33:08.925721984 9.449211e+07 \n", + "\n", + " Runtime Languages Countries Genres \\\n", + "count 156180 171400 171400 165734 \n", + "unique NaN 1140 1240 13912 \n", + "top NaN English United States of America Drama \n", + "freq NaN 95902 80157 10412 \n", + "mean 0 days 01:51:56.190055064 NaN NaN NaN \n", + "\n", + " Character_name Actor_DOB Actor_gender \\\n", + "count 171400 128631 165269 \n", + "unique 108621 NaN 2 \n", + "top DOCTOR NaN M \n", + "freq 186 NaN 104790 \n", + "mean NaN 1951-03-04 10:35:32.443967616 NaN \n", + "\n", + " Actor_height Actor_name Actor_age \n", + "count 77450.000000 171400 120030.00000 \n", + "unique NaN 66936 NaN \n", + "top NaN MEL BLANC NaN \n", + "freq NaN 505 NaN \n", + "mean 1.780589 NaN 36.96565 " + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Descriptive statistics for each column in dataframe with .head() method\n", + "mov_char_data.describe(include='all').head()" + ] + }, + { + "cell_type": "markdown", + "id": "9710b1d56309f797", + "metadata": {}, + "source": [ + "#### Information about actor age\n", + "\n", + "We have here histogram plots showing the distribution of 3 features of the dataset: Actor age at the time of the movie release, Actor height and Revenue of the movies.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "a0b1f4ee4cbf943a", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:09:24.480706Z", + "start_time": "2024-12-09T19:09:23.276699Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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MuW9EkSAJcYrLb4iIiDrYvn37MGDAANx33334wx/+EO3uEB0XQxMREXWq7777Dq+99hrOOeccJCcno6SkBI8++igaGhqwffv2415ZRxQLuKaJiIg6lclkwtdff40lS5agvr4eFosF48aNw4MPPsjARDGNI01EREREIWDJASIiIqIQMDQRERERhYChiYiIiCgEXAgeQYqi4NChQzCbzWEVtyMiIqLOJ4RAY2MjcnNzgwqsHouhKYIOHTrU6u7qREREFB/KysrQo0ePEz7P0BRBZrMZgP+bnpycHOXeEBERUSgaGhrQs2fPwHn8RBiaIqhlSi45OZmhiYiIKM6camkNF4ITERERhYChiYiIiCgEDE1EREREIWBoIiIiIgoBQxMRERFRCBiaiIiIiELA0EREREQUAoYmIiIiohAwNBERERGFgKGJiIiIKAQMTUREREQhYGgiIiIiCgFDExEREVEIGJqIiIiIQqCOdgeIuqLS0lJUV1d3+nEzMjKQl5fX6cclIkoEDE1EEVZaWoqBAwfC4XB0+rGNRiOKi4sZnIiIOgBDE1GEVVdXw+Fw4I/PLEF+38JOO+6BH0uw8NY5qK6uZmgiIuoADE1EHSS/byEKh5wR7W4QEVGEMDQRxSCvIuATgCIEFAEoAPSyBI1KinbXiIgSFkMTUQzxKgJ7GjyodvpaPacC0N2kRvckNWSJ4YmIqLMxNBHFiAa3D7vqPXApIrBNJQFycz7yKECZ3YuqJh96JWuQrlNBYngiIuo0DE1EUSaEQLndi1KbFwCgkyUUWrRI0kiBUCSEQI1Lwf4Gf6gqqXfDolWhb7IGejXLrRERdQaGJqIo8ikCO+vdaHArAIBuehm9kzVQH7N2SZIkZOhlpOpUOGjz4qDdC6tbwY46N4am61q1JyKiyOOfqERRdMDmQYNbgUoC+lk06J+iPWkAkiUJeWYNhmXooFVJcPoEdlvdEEKccB8iIooMhiaiKLG6fahw+Bd8D0zRItMQ+sCvXq3CgFQtJAC1LgXldm8H9ZKIiFowNBFFgU8I/Gj1AACyDDJSdHKbX8OsUaFPsgYAUGrzwq01RbSPREQUjKGJKApKG71w+gS0KqCXWRP262QZ1cg2+ANXY3IO0nsWRKqLRER0DIYmok7W6FZwyOGfTutjOfkaplAUJGtg1qggVDJ++del8IGLwomIOgJDE1EnUoR/4Tbgv1IuLYxpuWOpJAmFKVpIPi9y+p2O/TC3+zWJiKg1hiaiTlRm86LJJ6BR+UeIIkUnS0iyVQEA9iEZDe7WFcWJiKh9GJqIOolXET9NyyVrI34fOa2rEfu+2QxFUuHTQ46IvjYRETE0EXWaqiYfFAEY1RLSdJH/pycBeO+xewEhsLPOhTKbJ+LHICJKZAxNRJ1ACIGK5lGmHKO6w+4ZV1GyDd1hBwCsK7ex6CURUQQxNBF1gnq3AqdPQJb8C8A7Ul/UQydLONzkw/e1rg49FhFRImFoIuoELaNMmQYZcgffJ04HBWOyjQCADYfscPqUDj0eEVGiYGgi6mBOr4I6lz+45Bg75x7ZwzP0SNPJcHgFNlU2dcoxiYi6OoYmog7Wcn+5FK0KBnXn/JOTVRLGd/ffVuXrqiZUN/HedERE7cXQRNSBfEKgqumnBeCdqY9Fi34WLRQAa8rtXBRORNRODE1EHai6yQev8BefTO2AMgOnMr67CWoJKLV5sLOOi8KJiNqDoYmogwj8tAA82yh3WJmBk0nRyTineVH4+oN2uLgonIgobAxNRB3Eq9bD7hVQAcgydO7U3NHOzjQgVaeC3SvweQUrhRMRhYuhiaiDuPTJAIB0vRzxW6a0hVol4aIeSQCArUecgTVWRETUNgxNRB3ErfNfvZbewcUsQ9E7WYvCFC0EgDVlrBRORBQOhiaiDpDZuxCKrIUEf6mBWDC+uwkaFVBu96Koxhnt7hARxZ3Y+G1O1MUMOG8CAH9g6ugK4KFK1so4L8c/+vVxuZ3TdEREbcTQRNQBBp4/EQCQGgNTc0c7q5sevc0aeAXwzv5GuH2cpiMiChVDE1GEuaFC3pARAIC0KNRmOhlJkjA534wktQo1Th/Wldui3SUiorgRW7/RibqAauihkmXIHid0cuz9EzNqVJjSy3813fe1Luyo5fomIqJQxN5vdKI4dwQGAIDWbY9yT04s36zFmGx/Pz8qs6PW6Ytyj4iIYh9DE1EE+RSBmpbQ5Irtqa8x2Ub0TFLDrQi8vb8BHoXrm4iIToahiSiCyuweeCUVGmuqoPbG9rSXSpIwNd8Mg1pCVZMPH7F+ExHRSTE0EUXQj1Y3AKBk4zrERqGBkzNrZVzWywwJwPZaF76tju2gR0QUTVENTYsWLcJZZ50Fs9mMzMxMXH755SgpKQlqI4TAggULkJubC4PBgHHjxmHHjh1BbVwuF2677TZkZGTAZDJh6tSpKC8vD2pTV1eHWbNmwWKxwGKxYNasWaivrw9qU1paiilTpsBkMiEjIwO333473G53h7x36nqEEIHQVPzZR1HuTeh6mbUYl+u/qe+6g3aU2zxR7hERUWyKamjasGEDfvvb32LLli1Yu3YtvF4vJkyYALv9pwW0jz76KJ544gk888wz+Oqrr5CdnY2LLroIjY2NgTZz587FW2+9heXLl2Pjxo2w2WyYPHkyfL6fFrfOmDEDRUVFWL16NVavXo2ioiLMmjUr8LzP58OkSZNgt9uxceNGLF++HG+++SbmzZvXOd8Mins1Lh/q3QokIfDjlg3R7k6bnJ1pwIAULRQBvL2vETaPEu0uERHFHEnE0CKGI0eOIDMzExs2bMD5558PIQRyc3Mxd+5c/O53vwPgH1XKysrCI488gptvvhlWqxXdunXDyy+/jKuvvhoAcOjQIfTs2RMffPABJk6ciOLiYpx22mnYsmULRo4cCQDYsmULRo8ejR9++AGFhYX48MMPMXnyZJSVlSE3NxcAsHz5csyePRtVVVVITk4+Zf8bGhpgsVhgtVpDak9dy5bDDnx6yIF00YSbhufh+dUbUTjkjE47fsn3Rbjx4nOxdetWnHnmmW3e3+0TeGlXPaqdPvQwqfGLfhbIUjxMMhIRtU+o5++YWtNktVoBAGlpaQCAffv2obKyEhMmTAi00el0GDt2LDZt2gQA2Lp1KzweT1Cb3NxcDBo0KNBm8+bNsFgsgcAEAKNGjYLFYglqM2jQoEBgAoCJEyfC5XJh69atx+2vy+VCQ0ND0IMSV8vUXDc0Rbkn4dHKEqYXJEOnklBu9+KTg7FbMoGIKBpiJjQJIXDXXXfh3HPPxaBBgwAAlZWVAICsrKygtllZWYHnKisrodVqkZqaetI2mZmZrY6ZmZkZ1ObY46SmpkKr1QbaHGvRokWBNVIWiwU9e/Zs69umLsLlU3DQ7r+XW7yGJgBI08uYlO8vfPn1ESd21bui3CMiotgRM6Hp1ltvxffff4/XXnut1XPSMVMEQohW2451bJvjtQ+nzdHuueceWK3WwKOsrOykfaKu66DdCwHAolXBgPguFNk/RYezM/21plaV2lDviu/3Q0QUKTERmm677Ta8++67+OSTT9CjR4/A9uzsbABoNdJTVVUVGBXKzs6G2+1GXV3dSdscPny41XGPHDkS1ObY49TV1cHj8bQagWqh0+mQnJwc9KDEVG73X3HWw6SJck8iY2yuEblGNVw+gXf2N8LHwpdERNENTUII3HrrrVi5ciXWr1+PgoKCoOcLCgqQnZ2NtWvXBra53W5s2LAB55xzDgBg+PDh0Gg0QW0qKiqwffv2QJvRo0fDarXiyy+/DLT54osvYLVag9ps374dFRUVgTZr1qyBTqfD8OHDI//mqUs5aPNPzfVIUke5J5EhSxIuKzBDL0uocHjxySGubyIiiupv+N/+9rd49dVX8c4778BsNgdGeiwWCwwGAyRJwty5c/HQQw+hX79+6NevHx566CEYjUbMmDEj0HbOnDmYN28e0tPTkZaWhvnz52Pw4MG48MILAQADBw7ExRdfjBtvvBHPPfccAOCmm27C5MmTUVhYCACYMGECTjvtNMyaNQuPPfYYamtrMX/+fNx4440cQaKTUoTAIcdPI01dZZLWovWvb3pzbyO+PuJEXpIG/VN00e4WEVHURDU0PfvsswCAcePGBW1funQpZs+eDQC4++670dTUhFtuuQV1dXUYOXIk1qxZA7PZHGj/5JNPQq1W46qrrkJTUxPGjx+PF154AbIsB9q88soruP322wNX2U2dOhXPPPNM4HlZlrFq1SrccsstGDNmDAwGA2bMmIG//vWvHfTuqauoavLBowA6WUKGXu4yoQkA+ll0ODvTiy+rmrCq1IYsoxoWrXzqHYmIuqCYqtMU71inKTF9XdWEdQft6J2swVV9LPjmm28wfPjwuKvTdCI+IfDKLisOObzoYVJjRj8LVKzfRERdSFzWaSKKR11tEfixZEnC1F5maJvrN22qjN+SCkRE7cHQRNQOQgiUN9dn6qqhCQBSdDIm9jQBAP5X6UAZ709HRAmIoYmoHaxuBTaPAhWAHFPXuHLuRE5P0+P0VB0EgPf2N8Lp5f3piCixMDQRtcPB5qm5LKMaGlXXX+czoacJKVoVGjwKVpfZwCWRRJRIGJqI2uGnqbmuPcrUQierMLWXGSoAP9S7sa2Wt1khosTB0ETUDuXNa3u6J3Xd9UzHyjVpcF6OEQCwrtyOBjdvs0JEiYGhiShMTq+CI05/YOjKi8CPZ2SWAd1NargVgY84TUdECYKhiShMhxz+qbkUrQpJmsT6p6SSJFySlwRZAvY0eLCjjtN0RNT1JdZveqIIapma65FAU3NHy9CrMSb7p2k6u4dX0xFR18bQRBSmRKjPdCojswzINMhw+gTWltui3R0iog7F0EQUBp8QqGi+SW/3BLly7nhkScKleWZI8F9NV1LPaToi6roYmojCUNXkhUcB9M036U1k2UY1RmUZAABrymwseklEXRZDE1EYym3+qbnuJjUk3rwWY7KNSNfJsHsFNlY6ot0dIqIOwdBEFIZD9papucRdz3Q0tUrChT3896b7ptqJOhdrNxFR18PQRBSGyib/SFOOMXHXMx2rIFmLArMGigA+O2SPdneIiCKOoYmojZw+BXUu/7qdbIamIONy/aNNxfXuwGgcEVFXwdBE1EaHm4taWrQqGNT8J3S0LKMag9J0AIBPDtlZKZyIuhT+xidqo8rm0MRRpuM7P8cItQSU2bz4scEd7e4QEUUMQxNRGwVCk4Gh6XiStTJGZPpLEHx60AGFo01E1EUwNBG1UcsicI40ndioLAMMsoQalw/f17DgJRF1DQxNRG3AReCh0cuqwH3pPq+ww6NwtImI4h9DE1EbtCwCT+Yi8FMalqFHslYFu1dgW40z2t0hImo3/tYnagOuZwqdrJIwsnlt05aqJvi4tomI4hxDE1EbHG7yV7rm1FxohqTrYVJLaHAr2FnLtU1EFN8YmojagOUG2kajknBWy2jT4SbWbSKiuMbQRBQil09BbfM91Tg9F7phGXromq+k22Vl3SYiil8MTUQhOuzwB6ZkjQpGDf/phEonqzC8mx4AsLmSo01EFL/4m58oRC31mbI4NddmI7oZoFH5v4f7G3lPOiKKTwxNRCHieqbwGdUqnJHuH23adNgR5d4QEYWHoYkoRCw30D5nZxqgar4nXbmNo01EFH/4258oBEGLwDnSdFylpaWorq4+aZscpOGglISPdlVgGE7eNlQZGRnIy8uLyGsREZ0Mf/sThaClPpNZo4KJi8BbKS0txcCBA+FwnHzqLSO/D+a9tQWHhR4Tp/8c1aV7231so9GI4uJiBici6nAMTUQh4Hqmk6uurobD4cAfn1mC/L6FJ21rddng0SXh3ldXI8lW1a7jHvixBAtvnYPq6mqGJiLqcDwDEIXgMENTSPL7FqJwyBknbVPv8mFHnRtuUyp698qBRiV1TueIiNqJ8wxEIeAi8MixaFUwqSUo4qcwSkQUDxiaiE7B5VNQw0XgESNJEnJN/u9jhcMLhcUuiShOMDQRnUJV8yLwJC4Cj5gMvQyNCnArQLXTF+3uEBGFhH82E51CVUslcIMc5Z6Epri4OOaPqZIk5BrVOGDz4pDdi256GZLEtU1EFNsYmohO4afQFNv/XGqqKgFJwsyZM6PWB5vNFnLbLKMaZXYv7F6BBrcCiy4+QikRJa7YPgsQxYCWGk2ZMR6abFYrIARu/cvjGHrWyE499pZP1mDJIw/A6XSGvI9GJSFTL6OyyYeDDi9DExHFvNg+CxBFmSIEjsTZjXq7F/Q55WX/kXZgd0lY++Wa1Khs8qHOpaDJq8Cg5poxIopd/A1FdBI1Th98AtCqJKRo+c8l0gxqFVJ1/u/rITvLDxBRbONZgOgkWtYzZRq4ULmjdG8ewatq8sGjsPwAEcUuhiaik4iX9UzxLLml2CV+KiJKRBSLGJqITuKnkSaGpo7CYpdEFC8YmohOQAgRdzWa4lWGXoZWBXhY7JKIYhhDE9EJ2LwKHF4BCUAGR5o6lEqSkNO8tumQ3QvB0SYiikE8E1CXVVpaiurq6rD3PwI9IGXCKNzYVvRtyPtFoyJ3V3B0sUurW0EK6zYRUYxhaKIuqbS0FAMHDoTD4Qj7NcZdPxcTb70X//vwXdz+x9+0ef+2VMem5mKXBhmVDh8OObwMTUQUcxiaqEuqrq6Gw+HAH59Zgvy+hWG9RkNyDtwAzjn/fFy4emPI+4VTHZv8co1qVDr8xS4dXgVGFrskohjC0ERdWn7fwrCrY2894gR8AgU9eyBFlx/yfuFWxyZ/scs0nQq1LgWH7F70tWij3SUiogD+GUd0HD5FwOnzL0bmaEfnaik/UNXkg9vHBeFEFDt4NiA6DrtXAQBoVIBWZiXwzpSsUcGsUUEAOMRil0QUQxiaiI7D7vWPcCRxlKnTSZKEHkcVu+StVYgoVvCMQHQcdo9/pMmk4T+RaEjVqWBUS1CEPzgREcUCnhGIjqNles6k5tRcNASNNtm98HG0iYhiAEMT0TGEEHB4/CdpjjRFT4Zehl6W4BVAZRNvrUJE0cczAtExmnwCCgCVBOi5CDxqJElCd1PLrVU8vJEvEUUdQxPRMQLrmdQqSBJDUzRlGvw38nUr/hIERETRxNBEdIyWK+e4nin6VJKE7iYNAOAgb+RLRFHG0ER0DF45F1uyDDLUEuD0CRxxcrSJiKKHZwWiY/x05Rz/ecQCWfXT2qYym5drm4goanhWIDqKRxFoHmiCkdNzMSPHqIZG5R9tOsy1TUQUJQxNREdpmZrTyxJkFUNTrJBVEno2r20qs3lYt4mIooKhiegoDm/LTXoZmGJNllGGTpbgUVglnIiig6GJ6ChczxS7VJKEvCT/2qZyuxdejjYRUSeL6pnhs88+w5QpU5CbmwtJkvD2228HPT979mxIkhT0GDVqVFAbl8uF2267DRkZGTCZTJg6dSrKy8uD2tTV1WHWrFmwWCywWCyYNWsW6uvrg9qUlpZiypQpMJlMyMjIwO233w63290Rb5timKN5es7IK+diUje9DKNagk/4SxAQEXWmqJ4Z7HY7hg4dimeeeeaEbS6++GJUVFQEHh988EHQ83PnzsVbb72F5cuXY+PGjbDZbJg8eTJ8vp8Wi86YMQNFRUVYvXo1Vq9ejaKiIsyaNSvwvM/nw6RJk2C327Fx40YsX74cb775JubNmxf5N00xSwgRmJ5jjabYJEkS8pL8a5sO2b1QVHKUe0REiUQdzYNfcskluOSSS07aRqfTITs7+7jPWa1WLFmyBC+//DIuvPBCAMCyZcvQs2dPrFu3DhMnTkRxcTFWr16NLVu2YOTIkQCA559/HqNHj0ZJSQkKCwuxZs0a7Ny5E2VlZcjNzQUAPP7445g9ezYefPBBJCcnR/BdU6wK3D4FvH1KLEvTqWDWqNDoUeAwpke7O0SUQGJ+DuLTTz9FZmYm+vfvjxtvvBFVVVWB57Zu3QqPx4MJEyYEtuXm5mLQoEHYtGkTAGDz5s2wWCyBwAQAo0aNgsViCWozaNCgQGACgIkTJ8LlcmHr1q0d/RYpRgQWgWsk3j4lhkmShPzmtU1OQwrSe/aOco+IKFFEdaTpVC655BL8/Oc/R35+Pvbt24c//elP+NnPfoatW7dCp9OhsrISWq0WqampQftlZWWhsrISAFBZWYnMzMxWr52ZmRnUJisrK+j51NRUaLXaQJvjcblccLlcga8bGhrCfq8UfS3lBoxcBB7zLDoZqToV6lwKLr79T9HuDhEliJgOTVdffXXg/wcNGoQRI0YgPz8fq1atwvTp00+4nxAiaKTgeKMG4bQ51qJFi3D//fef8n1QfHDwyrm40itJgzqnE4PGT0adOBzt7hBRAoirs0NOTg7y8/Oxe/duAEB2djbcbjfq6uqC2lVVVQVGjrKzs3H4cOtfqEeOHAlqc+yIUl1dHTweT6sRqKPdc889sFqtgUdZWVm73h9FF2s0xRejRgW90woAKEEKb+ZLRB0urkJTTU0NysrKkJOTAwAYPnw4NBoN1q5dG2hTUVGB7du345xzzgEAjB49GlarFV9++WWgzRdffAGr1RrUZvv27aioqAi0WbNmDXQ6HYYPH37C/uh0OiQnJwc9KD55FQGnr/nKOZYbiBtGezVcDjsaJB1+qGeJECLqWFE9O9hsNhQVFaGoqAgAsG/fPhQVFaG0tBQ2mw3z58/H5s2bsX//fnz66aeYMmUKMjIyMG3aNACAxWLBnDlzMG/ePHz88cf49ttvMXPmTAwePDhwNd3AgQNx8cUX48Ybb8SWLVuwZcsW3HjjjZg8eTIKCwsBABMmTMBpp52GWbNm4dtvv8XHH3+M+fPn48Ybb2QQShAtU3MaFaDh7VPihkrx4bMX/g4A+PSQnQUviahDRTU0ff311xg2bBiGDRsGALjrrrswbNgw/PnPf4Ysy9i2bRsuu+wy9O/fH9dddx369++PzZs3w2w2B17jySefxOWXX46rrroKY8aMgdFoxHvvvQdZ/ql+yyuvvILBgwdjwoQJmDBhAoYMGYKXX3458Lwsy1i1ahX0ej3GjBmDq666Cpdffjn++te/dt43g6Lqp/pMHGWKN58v+yd0wgurW8E31c5od4eIurCoLgQfN27cSdchfPTRR6d8Db1ej6effhpPP/30CdukpaVh2bJlJ32dvLw8vP/++6c8HnVNgduncGou7nicDvSFFTuQjv9VOjA4TQcDwy8RdQD+ZiEC4PBwEXg8y4Ud3fQyXD6BTZWOaHeHiLoohiZKeEII3qg3zkkAftbdBADYWu1Enct38h2IiMLAMwQlPLci4BP+E6+BI01xqyBZiwKzBooANhyyR7s7RNQFMTRRwrM3T80Z1BJUvH1KXLuguwkSgB/q3Tho90S7O0TUxTA0UcJrKTfA26fEv0yDGoPTdQCA9QftLHhJRBHFswQlPHug3ABHmbqC83KM0KiAg3YvSqwseElEkcPQRAkvMNLEcgNdglkj4+xMAwDg04N2+FjwkogihGcJSmiKEEcVtuRIU1cxMtMIk1pCPQteElEEMTRRQmtqDkyyBGh5+5QuQytLOD/HX4Lgf5UOOJtHE4mI2iOs0LRv375I94MoKo6uzyTxyrkuZXC6Dhl6GU6fwJdVTdHuDhF1AWGFpr59++KCCy7AsmXL4HRy6JviV8vUHCuBdz0qScL5OUYAwFdHmmD3cLSJiNonrND03XffYdiwYZg3bx6ys7Nx880348svv4x034g6XBPLDXRp/Sxa5BjV8CjApsO8vQoRtU9YZ4pBgwbhiSeewMGDB7F06VJUVlbi3HPPxemnn44nnngCR44ciXQ/iTpEy0gTK4F3TZIkYWyuf7SpqNoJq5u3VyGi8LXrz2u1Wo1p06bhv//9Lx555BHs2bMH8+fPR48ePXDttdeioqIiUv0kijifEHD6WqbnONLUVfUya5GfpIFPABsrONpEROFr15ni66+/xi233IKcnBw88cQTmD9/Pvbs2YP169fj4MGDuOyyyyLVT6KIczaPMqklgCWauraW0abttS5UO71R7g0RxSt1ODs98cQTWLp0KUpKSnDppZfipZdewqWXXgqVyn/mKSgowHPPPYcBAwZEtLNEkdRS1NLAK+fiXnFx8SnbdEMGjkhGvLfzEIaiOiLHzcjIQF5eXkRei4hiX1ih6dlnn8X111+PX/3qV8jOzj5um7y8PCxZsqRdnSPqSLxyLv7VVFUCkoSZM2eesm1WnwG4fcUGHFYZMeWXv8Kh4u/bfXyj0Yji4mIGJ6IEEVZo2r179ynbaLVaXHfddeG8PFGn4JVz8c9mtQJC4Na/PI6hZ408ZftGdyNcegvu+s87sFgPtuvYB34swcJb56C6upqhiShBhBWali5diqSkJPz85z8P2v7666/D4XAwLFFc4JVzXUf3gj4oHHLGKds1eRV8U+2CR5eE3AFDYNYyMBNR6ML6jfHwww8jIyOj1fbMzEw89NBD7e4UUUdTgq6cY2hKFAa1Cpl6GQBQZvdEuTdEFG/CCk0HDhxAQUFBq+35+fkoLS1td6eIOprTJyAAqHjPuYTTI8k/wF7nUmBjlXAiaoOwQlNmZia+/771IsrvvvsO6enp7e4UUUc7ehE4r5xLLAa1Ct1aRptsHG0iotCFFZquueYa3H777fjkk0/g8/ng8/mwfv163HHHHbjmmmsi3UeiiHNwEXhCaxltquVoExG1QVgLwRcuXIgDBw5g/PjxUKv9L6EoCq699lquaaK40MRF4AnNqFYhQy+j2ulDuc2DAam6aHeJiOJAWKFJq9VixYoV+Mtf/oLvvvsOBoMBgwcPRn5+fqT7R9QhAiNNMkeaElXPJDWqnT7UuBTYPQpMLAtPRKcQVmhq0b9/f/Tv3z9SfSHqFEKIwEgTr5xLXEa1Cul6GTVOH8rsXgxI0Ua7S0QU48IKTT6fDy+88AI+/vhjVFVVQVGC1wSsX78+Ip0j6giBK+cA6GSGpkTW06RGjdOHGqcPDo8CI0ebiOgkwgpNd9xxB1544QVMmjQJgwYN4tVHFFeOLmrJn93EZtKokK5Tocal4KDDi34WjjYR0YmFFZqWL1+O//73v7j00ksj3R+iDsfbp9DRups0qHG5cKTJh7wkwdFHIjqhsM4aWq0Wffv2jXRfiDoFb59CRzNrVUjWqCAAVDi80e4OEcWwsELTvHnz8Le//Q1CiEj3h6jDsUYTHau7yT/oXunwwqvw9xoRHV9Y03MbN27EJ598gg8//BCnn346NBpN0PMrV66MSOeIIk0IgSbec46OkapTwSBLaPIJHG7yortJc+qdiCjhhBWaUlJSMG3atEj3hajDuXwCigAkAHquXaFmkiShu0mNHxs8OGT3IseohooXCRDRMcIKTUuXLo10P4g6hcPHK+fo+LoZZByweeBWgGqnD5mGdpWxI6IuKOxFHV6vF+vWrcNzzz2HxsZGAMChQ4dgs9ki1jmiSGu5cs7A9Ux0DJUkIdfoD0oH7V6u2SSiVsL6U+rAgQO4+OKLUVpaCpfLhYsuughmsxmPPvoonE4n/vnPf0a6n0QR4WAlcDqJbKMaZXYvHF6BereCVJ0c7S4RUQwJ68/tO+64AyNGjEBdXR0MBkNg+7Rp0/Dxxx9HrHNEkcYr5+hk1CoJ2YafRpuIiI4W9tVz//vf/6DVBlfPzc/Px8GDByPSMaJIC7rnHBeB0wnkmmQccnhhdfNGvkQULKzfBoqiwOfztdpeXl4Os9nc7k4RdQS3AjSvA4ee03N0AjrZfyNfgMUuiShYWKHpoosuwlNPPRX4WpIk2Gw23Hfffby1CsWswCJwWeLl5HRSOUZ/aDrS5IOHxS6JqFlY03NPPvkkLrjgApx22mlwOp2YMWMGdu/ejYyMDLz22muR7iNRRHAROIUqWaOCUS3B4RWoYrFLImoWVmjKzc1FUVERXnvtNXzzzTdQFAVz5szBL3/5y6CF4USxxMFyAxQiSZKQY1RjT4MHFQ4fco1q1vUiovBCEwAYDAZcf/31uP766yPZH6IO08SRJmqDbgYZBxo9cPkEal1KYJ0TESWusELTSy+9dNLnr7322rA6Q9RRhBAcaaI2kSUJWUY1Dtq9qHB4GZqIKLzQdMcddwR97fF44HA4oNVqYTQaGZoo5ngUoHmgCQaONFGIsg0yDtr95QccXoX1vYgSXFi/Aerq6oIeNpsNJSUlOPfcc7kQnGJSyyiTXpYgc20KhUivViFN5/81yfIDRBSxP5v69euHhx9+uNUoFFEsaDrqRr1EbZHTfD+6qiYfvCw/QJTQIjrWLMsyDh06FMmXJIoI3j6FwmXRqmBQS1CEPzgRUeIKa03Tu+++G/S1EAIVFRV45plnMGbMmIh0jCiSeOUchaul/MDeBg8qHV7kGGWWHyBKUGGFpssvvzzoa0mS0K1bN/zsZz/D448/Hol+EUUUr5yj9uiml7G/0YMmn4DVrSBFxyvpiBJRWKFJUZRI94Oow3gUAU/zjyxv1EvhUKskZOplVDb5UOnwMjQRJSj+2U1dXss953QqCbKKoYnCk928ILzWpcDl44JwokQU1kjTXXfdFXLbJ554IpxDEEVMyz3neOUctYdJo4JZo0KjR8HhJpYfIEpEYYWmb7/9Ft988w28Xi8KCwsBALt27YIsyzjzzDMD7bhYkmIBr5yjSMkxymi0Kjjs8MIc7c4QUacLKzRNmTIFZrMZL774IlJTUwH4C17+6le/wnnnnYd58+ZFtJNE7cEr5yhS0vUyNI0euBXArU2KdneIqJOF9af3448/jkWLFgUCEwCkpqZi4cKFvHqOYg6n5yhSVJKETIP/b02nMSW6nSGiThdWaGpoaMDhw4dbba+qqkJjY2O7O0UUKYqkgltpGWni9By1X7bBf+WcR2tCes/eUe4NEXWmsM4i06ZNw69+9Su88cYbKC8vR3l5Od544w3MmTMH06dPj3QficLmk7UAAK3Kf9k4UXvp1SqkNt+PbuSV10W5N0TUmcJa0/TPf/4T8+fPx8yZM+HxePwvpFZjzpw5eOyxxyLaQaL28Kn9oYlFLSmSsg1q1LncGD71F/DBFu3uEFEnCSs0GY1GLF68GI899hj27NkDIQT69u0Lk8kU6f4RtYtP1gHgInCKrFSdCiqfG0ZLKioEi/0SJYp2/fldUVGBiooK9O/fHyaTCUKw4BvFFi9HmqgDSJIEg6MeAHAAZv7uI0oQYZ1JampqMH78ePTv3x+XXnopKioqAAA33HADyw1QTGmZnuNIE0WazmmFy26DXdJif6Mn2t0hok4QVmi68847odFoUFpaCqPRGNh+9dVXY/Xq1RHrHFF7aPRGKCoNAF45R5GnEgq+fudVAMDXR5qi3Bsi6gxhnUnWrFmDRx55BD169Aja3q9fPxw4cCAiHSNqr269+gKSBI0K0PDKOeoAm1f8GxACexo8qHHy1ipEXV1YoclutweNMLWorq6GTqdrd6eIIiGzd38AgEHmKBN1jJqyfegG/yjT1iPOKPeGiDpaWGeT888/Hy+99FLga0mSoCgKHnvsMVxwwQUR6xxRe2T29t8XkeuZqCPlw1/Qd1utE04vr6Qj6srCKjnw2GOPYdy4cfj666/hdrtx9913Y8eOHaitrcX//ve/SPeRKCyZBc0jTVzPRB0oFS5008s44vThuxonRma1HoUnoq4hrLPJaaedhu+//x5nn302LrroItjtdkyfPh3ffvst+vTpE/LrfPbZZ5gyZQpyc3MhSRLefvvtoOeFEFiwYAFyc3NhMBgwbtw47NixI6iNy+XCbbfdhoyMDJhMJkydOhXl5eVBberq6jBr1ixYLBZYLBbMmjUL9fX1QW1KS0sxZcoUmEwmZGRk4Pbbb4fb7W7T94ViS0to4kgTdSQJwFmZBgD+KTqF5QeIuqw2hyaPx4MLLrgADQ0NuP/++/H+++/jgw8+wMKFC5GTk9Om17Lb7Rg6dCieeeaZ4z7/6KOP4oknnsAzzzyDr776CtnZ2bjooouC7m83d+5cvPXWW1i+fDk2btwIm82GyZMnw+fzBdrMmDEDRUVFWL16NVavXo2ioiLMmjUr8LzP58OkSZNgt9uxceNGLF++HG+++SbLJ8QxBUB6zwIAvHKOOt5pqToY1RIaPAp21fOPLaKuqs3TcxqNBtu3b4cktf+v90suuQSXXHLJcZ8TQuCpp57CvffeG7if3YsvvoisrCy8+uqruPnmm2G1WrFkyRK8/PLLuPDCCwEAy5YtQ8+ePbFu3TpMnDgRxcXFWL16NbZs2YKRI0cCAJ5//nmMHj0aJSUlKCwsxJo1a7Bz506UlZUhNzcXAPD4449j9uzZePDBB5GcnNzu90qdyw4NVLIMSfFBw8xEHUytkjAsQ4//VTZhy+EmFKZoI/I7kohiS1ink2uvvRZLliyJdF+C7Nu3D5WVlZgwYUJgm06nw9ixY7Fp0yYAwNatW+HxeILa5ObmYtCgQYE2mzdvhsViCQQmABg1ahQsFktQm0GDBgUCEwBMnDgRLpcLW7duPWEfXS4XGhoagh4UG+zw12eSvW6evKhTDM8wQKMCKpu8+LGBo01EXVFYC8Hdbjf+/e9/Y+3atRgxYkSre8498cQT7e5YZWUlACArKytoe1ZWVqAWVGVlJbRaLVJTU1u1adm/srISmZmZrV4/MzMzqM2xx0lNTYVWqw20OZ5Fixbh/vvvb+M7o85gawlNPleUe0KJwqhRYUQ3AzYfbsLnFQ70TeZoE1FX06bQtHfvXvTq1Qvbt2/HmWeeCQDYtWtXUJtI/5I49vWEEKc8xrFtjtc+nDbHuueee3DXXXcFvm5oaEDPnj1P2jfqHC0jTWov/+KnznN2pgFbjzhR1eRDSb0bA1JZt46oK2lTaOrXrx8qKirwySefAPDfNuXvf/97q1GaSMjOzgbgHwU6eoF5VVVV4HjZ2dlwu92oq6sLGm2qqqrCOeecE2hz+PDhVq9/5MiRoNf54osvgp6vq6uDx+M56XvT6XQs5hmjbM0/2hxpos5kUKtwVqZ/bdPGSgf6p2ih4mgTUZfRpjVNx97J+8MPP4Tdbo9oh1oUFBQgOzsba9euDWxzu93YsGFDIBANHz4cGo0mqE1FRQW2b98eaDN69GhYrVZ8+eWXgTZffPEFrFZrUJvt27cHbjwM+G8Vo9PpMHz48A55f9RxfELAcdSaJqLOdFY3A3SyhGqnDz/U8eePqCsJa01Ti2NDVFvZbDb8+OOPga/37duHoqIipKWlIS8vD3PnzsVDDz2Efv36oV+/fnjooYdgNBoxY8YMAIDFYsGcOXMwb948pKenIy0tDfPnz8fgwYMDV9MNHDgQF198MW688UY899xzAICbbroJkydPRmGhv2L0hAkTcNppp2HWrFl47LHHUFtbi/nz5+PGG2/klXNxqN7lg5AkuOw2qBTeD4w6l16twshMAz6rcGBjpQMDUjnaRNRVtCk0SZLUao1Pe9Ywff3110G3XWlZH3TdddfhhRdewN13342mpibccsstqKurw8iRI7FmzRqYzebAPk8++STUajWuuuoqNDU1Yfz48XjhhRcgy3KgzSuvvILbb789cJXd1KlTg2pDybKMVatW4ZZbbsGYMWNgMBgwY8YM/PWvfw37vVH0VDv9Nbqq9u1C90zTKVoTRd7wbnp8VdWEWpcPO2pdGJyuj3aXiCgC2hSahBCYPXt2YB2P0+nEr3/961ZXz61cuTKk1xs3btxJR6skScKCBQuwYMGCE7bR6/V4+umn8fTTT5+wTVpaGpYtW3bSvuTl5eH9998/ZZ8p9gVC095dQOawKPeGEpFOVmFklgGfHnLgf5UOnJamg8zRJqK416bQdN111wV9PXPmzIh2higSagIjTSXAKIYmio4zMwz4sqoJ9W4F3xxxBm61QkTxq02haenSpR3VD6KIqXb61zFV7S2Jck8okWllCefnmLC6zIbPK/xrm8wa+dQ7ElHM4g0mqEtRhAiMNB3eu+sUrYk61tB0HXKNargVgfXlHXOlMRF1HoYm6lKsbgU+AaiEgvqKsmh3hxKcJEmY0DMJEoDiejf28fYqRHGNoYm6lJapORO8EIoS5d4QAdlGNYZ38189t6bcBq/SvlItRBQ97arTRBRrWqbmTPBEuSeUKIqLi0/ZJhkSdMhBnUuNt4r2oA/ad3PvjIwM5OXltes1iKjtGJqoS2kpN5DE0EQdrKaqEpCkkK8iHjzhcsx4+Hn84NbjN1dNQE3ZvrCPbTQaUVxczOBE1MkYmqhLqeZIE3USm9UKCIFb//I4hp418pTtBYAGtx3QmXDP658gub4c4VRuOvBjCRbeOgfV1dUMTUSdjKGJugwhBGqa1zRxpIk6S/eCPigcckZIbZu8Cr6tdsGjNcHSdxByjPwVTBRPuBCcuowGjwKPAqgkwADec45ij0GtQi+z/2bS+xs9aPLyYgWieMLQRF1GdZN/ai5dJ/MHm2JWjlGGRauCIoBdVne7b3xORJ2H5xbqMmpczaFJz6rLFLskSUI/iwayBNg8AuV2jooSxQuGJuoyWmo0MTRRrNPJKvRO9k/Tldm8sHk4TUcUDxiaqMtoqdGUoefiWop93fQy0nUqCAC76t3wcZqOKOYxNFGXIIQIlBvI4EgTxQFJktDHooVGBTT5BA408opPoljH0ERdgs2rwOUTkACk6hiaKD5oVBL6WbQAgAqHD7XNwZ+IYhNDE3UJLVfOpepkqFXhlAwkio5UnYwcoz/o/9jghtvHaTqiWMXQRF1CVZN/EXimgaNMFH96mTUwqiV4FGA3yxAQxSyGJuoSqppHmroZuAic4o9KklBo0UIFoN6toMLBaTqiWMTQRF3CESdHmii+GTXB1cLtLENAFHMYmiju+Y66cq4byw1QHMs2ykhtLkNQYmUZAqJYw9BEca/W6YMiAK1KgkXLH2mKX5IkoW9ycxkCr8B+liEgiik8w1DcO3oRuCTxyjmKb1r5pzIElSxDQBRTGJoo7h3hInDqYo4uQ7DbyjIERLGCoYniXhUXgVMX1MusgUktwStYhoAoVjA0UdwLjDRxETh1ISpJQv+Un8oQHGIZAqKoY2iiuNbkVdDYfGl2N440URdjVKvQK9lfhuBAowc2liEgiiqGJoprLYvALVoVdDJ/nKnryTbISGsuQ7Cr3g3/HRaJKBp4lqG41jI1l8lF4NRFSZKEvpbmMgQ+AXtSt2h3iShhMTRRXGtZBM6pOerKNCoJ/ZvLEDiNqRh4/sQo94goMTE0UVwLjDRxETh1cSk6GblG/8/5Fff9DU7wDwWizsbQRHFLEQJHAoUtGZqo68s3qyF7nDClpmM70liGgKiTMTRR3Kp3KfAKQC0BKTr+KFPXp5IkmBsq4G5yoFYy4Muqpmh3iSih8ExDcavlyrluBjVUvH0KJQi1z41VT/wJALChwoFKhzfKPSJKHAxNFLe4CJwS1ZdvvoRuwgFFAO/tb4RH4TQdUWdgaKK4xUXglMhORy2S1CrUuHz4uNwe7e4QJQSGJopbP03PcaSJEo8WCibnJwEAimqc2FXvinKPiLo+hiaKSy6fAqvbf0sJXjlHiapXshZnZxoAAB+W2tDo4f3piDoSQxPFpZapObNGBYOaP8aUuMbmGJFlkNHkE3h/v41lCIg6EM82FJeOcBE4EQBAVkmY2ssMtQQcsHlYhoCoAzE0UVyq4iJwooB0vRoX9vCvb2IZAqKOw9BEcYmLwImCDU3Xob9FC0UA7+5vhNvHaTqiSGNoorjjUwQON/8lnW3kSBMRAEiShEvykpCkUaHW5cPHB23R7hJRl8PQRHGnyumFVwB6WUKajiNNRC0MalWgDMF3NS6UsAwBUUQxNFHcOWj3jzLlmtSQePsUoiC9zFqMPLoMgZtlCIgihaGJ4s6h5tDU3aSJck+IYtP5OUZkG9Rw+gTeP8AyBESRwtBEceeg3QMAyOV6JqLjklUSpvRKgkblL0Ow+TDLEBBFAkMTxRW756dK4LkmhiaiEzm6DMHnFQ7sb3RHuUdE8Y9nHYorLaNM3fQydDIzPyWu4uLiU7YRAHKRhkNSEt7cXYfRqIQe7VvjlJGRgby8vHa9BlG8YmiiuHLoqEXgRImopqoSkCTMnDkzpPYavQG/eeED5PQfhJe+LcfzN18OxRt+8Uuj0Yji4mIGJ0pIPPNQXDnoaF7PxEXglKBsVisgBG79y+MYetbIkPbxyRrUKz70GjYSj3+6A0m2I2Ed+8CPJVh46xxUV1czNFFCYmiiuKEIEbg9RHcuAqcE172gDwqHnBFy+xqnDz/Uu+E0piE/NxsZetY4I2orLgqhuFHV5INHAXSyhHT+widqk3S9jO7N09q7rW7YPUqUe0QUfxiaKG4cOqrUAItaErVdfpIaFq0KigB21rng4v3piNqEoYnixkEuAidqF0mSMCBFC4Mswa0AxXUueBUGJ6JQMTRR3DjUvAiclcCJwqdWSTgtVQuNCrB7BUrq3awYThQihiaKCw6PgjpXc1FLLgInahe9WoWBqTqoANS7Fexp8DA4EYWAoYniwqHmq+bS9TL0av7YErWXWaNC/xQtAOBwkw/l9vBrNxElCp59KC7wfnNEkZeul1Fg9k93l9q8qGBwIjophiaKCy2VwLmeiSiyck1q9Gi+uGJvowdVTQxORCfC0EQxTxECFQ5eOUfUUfKS1Mgx+muf7bZ6UO1s3/3piLoqhiaKeUeafHArAlqVxCrGRB1AkiQUmDXINPj/fe2qd6POxeBEdCz+2U4drrS0FNXV1eHvjyRASkOSrwlF334b0j6h3AGeiH4iSRL6JmvgE823XKlz47Q0LSxa/qFC1IKhiTpUaWkpBg4cCIfDEfZrXL/4dfQbNQ7LnlqEm19e3KZ9bTZb2MclSjSSJKG/RYMfhECdS0FxnRunp+lg1nBSgghgaKIOVl1dDYfDgT8+swT5fQvbvL8iqVCb0RcA8Mtrr8O1v5wR0n5bPlmDJY88AKfT2eZjEiUylSShMEWLnXVuNLgV7Kx1YVCaDiYGJyKGJuoc+X0L23RH9hZHmryotXpgkCWcdvrpIe93YHdJm49FRH6yJGFgihY76lyweQR21LkwOE0X7W4RRR3/dKCYVttcBTyNC8CJOpX/dis6GNUSPAqwo9YNn4p/Z1Nii+nQtGDBAkiSFPTIzs4OPC+EwIIFC5CbmwuDwYBx48Zhx44dQa/hcrlw2223ISMjAyaTCVOnTkV5eXlQm7q6OsyaNQsWiwUWiwWzZs1CfX19Z7xFOglFiMAVPOk6hiaizqZRSTg9VQe9LMGlCFhTesKckRXtbhFFTUyHJgA4/fTTUVFREXhs27Yt8Nyjjz6KJ554As888wy++uorZGdn46KLLkJjY2Ogzdy5c/HWW29h+fLl2LhxI2w2GyZPngyf76fLaWfMmIGioiKsXr0aq1evRlFREWbNmtWp75Nas7oV+ASgUQFJGina3SFKSFpZwqA0LXQqCYpaiznPvgF37J86iDpEzI+1qtXqoNGlFkIIPPXUU7j33nsxffp0AMCLL76IrKwsvPrqq7j55pthtVqxZMkSvPzyy7jwwgsBAMuWLUPPnj2xbt06TJw4EcXFxVi9ejW2bNmCkSNHAgCef/55jB49GiUlJSgsbPviZYqM2uYCe2k6GZLE0EQULTpZhUFpWnx72IasPgOwVbgx1KvAwPtAUoKJ+Z/43bt3Izc3FwUFBbjmmmuwd+9eAMC+fftQWVmJCRMmBNrqdDqMHTsWmzZtAgBs3boVHo8nqE1ubi4GDRoUaLN582ZYLJZAYAKAUaNGwWKxBNqciMvlQkNDQ9CDIkMIgVrXT6GJiKJLr1bBUl+GxuoqNEparNjTAKdPiXa3iDpVTIemkSNH4qWXXsJHH32E559/HpWVlTjnnHNQU1ODyspKAEBWVvD8elZWVuC5yspKaLVapKamnrRNZmZmq2NnZmYG2pzIokWLAuugLBYLevbsGfZ7pWA2r4BbAVQSkKKL6R9TooQh+zz496+nQyN8qHR48fqeBrgYnCiBxPTZ6JJLLsEVV1yBwYMH48ILL8SqVasA+KfhWhw7bSOEOOVUzrFtjtc+lNe55557YLVaA4+ysrJTvicKTcvUXKpWBRWn5ohiRtXeEoxAFfSyhIN2L97a1wivIqLdLaJOEdOh6VgmkwmDBw/G7t27A+ucjh0NqqqqCow+ZWdnw+12o66u7qRtDh8+3OpYR44caTWKdSydTofk5OSgB0VGYGqOpQaIYo4ZHlzdJxkaFbC/0YNVBxohBIMTdX1xFZpcLheKi4uRk5ODgoICZGdnY+3atYHn3W43NmzYgHPOOQcAMHz4cGg0mqA2FRUV2L59e6DN6NGjYbVa8eWXXwbafPHFF7BarYE21LmcXgUOr/8XcCrXMxHFpByTBtMLkqGSgOJ6N9aW2xmcqMuL6avn5s+fjylTpiAvLw9VVVVYuHAhGhoacN1110GSJMydOxcPPfQQ+vXrh379+uGhhx6C0WjEjBn+W21YLBbMmTMH8+bNQ3p6OtLS0jB//vzAdB8ADBw4EBdffDFuvPFGPPfccwCAm266CZMnT+aVc1HSUtAyWauCRsWpOaJYVZCsxeR8M97d34hvqp0waVQYk22MdreIOkxMh6by8nL84he/QHV1Nbp164ZRo0Zhy5YtyM/PBwDcfffdaGpqwi233IK6ujqMHDkSa9asgdlsDrzGk08+CbVajauuugpNTU0YP348XnjhBcjyTyMYr7zyCm6//fbAVXZTp07FM88807lvlgJqWNCSKG6clqqDw6tgXbkdn1c4YFKrcEaGPtrdIuoQMR2ali9fftLnJUnCggULsGDBghO20ev1ePrpp/H000+fsE1aWhqWLVsWbjcpghxeBQ3u5lun8Ko5orgwopsBDo+CTYeb8FGZDRatCgXJ2mh3iyjieFaimFJu8wLwByY9C+cRxY3zcowYlKaDAPDO/sbALZCIuhKelShmOLwKjjSXGuiZpIlyb4ioLSRJwsU9k5BrVMPpE3hzL2s4UdfD0EQxo2WUKVWnQpKGP5pE8UatkjCttxlJahWqnT68f8DGK+qoS+GZiWJC01GjTHkcZSKKW2aNjGm9zZAlYLfVjY2Vjmh3iShiGJooJpRxlImoy+hu0mBizyQAwP8qm1BS74pyj4gig2cniromrmUi6nKGpOsxopu/9MCqAzbUOL1R7hFR+8V0yQFKDEePMpk5ykQU84qLi0NqlwIgFZmoU/R4dWcVRuIw1AhvjVNGRgby8vLC2pcoUhiaKKo4ykQUP2qqKgFJwsyZM0PeJyk9E7e9+jHQLRtPrv4Ky/9wc1jHNhqNKC4uZnCiqGJooqjxCYHdVg8AjjIRxQOb1QoIgVv/8jiGnjUy5P08ajesQmDoxdNxzpgxMDTVt+m4B34swcJb56C6upqhiaKKoYmiQgiBXfVuNHoUyBLQy8xRJqJ40b2gDwqHnNGmfQ7ZvdjX6IHDnIXe+T2RrOVtkij+8E976nRCCOxp8KDWpUACMDBVCyOrfxN1aTlGGRl6GQJASb0bbh/rN1H84ZmKOl2pzYvDTf51TIUpWlj4FydRlydJEvoma2CQJbgVoLjOBR8LX1KcYWiiTlXh8KLc7r9ark+yBul6BiaiRCGrJAxM1UItATavwO56NyuGU1xhaKJOISBhb4Mbexv8C797mtTINnJJHVGiMahVGJCqhQSgxqXggI31myh+MDRRh8sdOAT1afmocPin5HKNavRMYmAiSlQWrYy+Fv/FHwftXhx2MDhRfOCZizqMIgT2Ihm3vLAaPrUGGhXQz6JFqo5TckSJLtOgRpNXoNzuxZ4GD3SyhBT+bqAYx5Em6hB1Lh9e2W3Fj1IKZI0GWmcjhmXoGZiIKCAvSR24oq643o0Gty/aXSI6KYYmiighBIqqnfjPD3U4aPdCLRT890+3wNxwCBqVFO3uEVEMkSQJ/SwaWLQqKALYUcfgRLGNoYkixu5R8MbeBqwus8GjAD2T1BiNCny76nUwLhHR8agk/xV1RwcnK4MTxSiGJoqIUpsHS36ow54GD2QJuCDXiBl9LTCAv/yI6OTkY4LTTgYnilEMTdRu22udWP6jFQ6vQDe9jOsKUzAyywhJ4vgSEYWmJTilHBWc6lwMThRbePUchU0IgY2VDvyvsgkAMCBFi0n5Zq5dIqKwyJKEAala/FDnRr1bwc46NwrMGrD8JcUKhiYKi1cR+LDUhh11LgDAqCwDxuZwdImI2qdlxGlPgwdVTT7sa/RAb86CSs3TFUUffwqpzdw+gTf2NqDU5oEKwMS8JAxN10e7W0TURaha7lOnlnCg0QunIQW/emYFPFxRQlHGn0BqE48i8GZzYNKpJFzVJ5mBiYgiTpIk9DBpMDBFC0lR0Pfs87EFWahk9XCKIoYmCplPEXh7XwMO2DzQqiRc1TcZvZK10e4WEXVhaXoZlrpS1B0qRZOkwcu76vH1kSbe6JeigqGJQuITAu/sb8SeBg/UEnBln2R0N2mi3S0iSgBqnwtPzxiPbsIBnwDWlduxcl8jnF4l2l2jBMPQRKekCIH39zdil9UNWQKu6J2MvCQGJiLqPE0N9TgD1biwuwkqCdhtdeM/JfU4aPdEu2uUQLgQPEGUlpaiuro6rH2LkYoyyQxJCAwRR1D3YynqQt23uDisYxIRHUsCMDzTgO5JaryzrxH1bgWv7LJibK4RZ2caePUudTiGpgRQWlqKgQMHwuFwtHnfs6+4FtPufRwAsOx3N+D3694Nqw82my2s/YiIjpVj1GD2gBSsLrXhh3o3PjnkwAGbB5PzzDBqOIFCHYehKQFUV1fD4XDgj88sQX7fwpD3c2sMaEjpCQAw2o7gjvl3A/PvbtOxt3yyBkseeQBOp7NN+xERnYxeVuGyXmb0qnFhXbkNexs8+E9JPabmm5Fn5vIB6hgMTQkkv28hCoecEVJbp1fBdzUuQAAZehn9s3pCkvLafMwDu0vavA8RUSgkScIZGXrkmvzTdTUuH1770Ypzc4wYnWWAitN1FGEcx6RWvIpAcb0bXgEkqSX0tWi4VoCIYlamQY3rClMwOE0HAeDzCgdW/NgAm4dX11FkMTRRECEEdlvdcHgFNCpgQKoOMgMTEcU4rSxhUr4Zk/KSoFEBB2we/OeHOuxrcEe7a9SFcHqOgpTavKh1KZAADEzRQSczMBFRbAj1atyzocZ3yIDNq8WKH60oQAP6wBr2KEFGRgby8tq+PIG6HoYmCjjS5EW53X+Lgr4WDcxaDkQSUfTVVFUCkoSZM2eGvI9ap8ekux7AqJ//CvtgwSff/oDlf7gJ1sOH2nx8o9GI4uJiBidiaCK/Ro+CH63+InHdTWpkGvijQUSxwWa1AkLg1r88jqFnjWzTvi7rIdjMWeg1bCTuWfUNkhoqoHPbQ97/wI8lWHjrHFRXVzM0EUMTAS6fQHGdCwqAVJ0K+Un8sSCi2NO9oE/IVwAfrcmroKTeDbtXRmNKD5iNMvLNGl5dR23G+ZcE5xMCP9S74FEAo1pCf4uWV8oRUZdiUKswJF2HHKMMADjk8KGo2oUGty/KPaN4w9CUwIQQ+NHqgc0joJaAgSlaqFUMTETU9agkCb2TtRiYooVGBTT5BLbVurHH6oZXEdHuHsUJhqYEdtDuRbXTBwlAYYoWejV/HIioa0vTyzgzQ48sg3/UqbLJh2+rnah2+iAEwxOdHM+SCarW6cMBm/9KuYJkDVJ0cpR7RETUOdQqCX0tWgxK1UIvS3ArQEm9G9tr3WhkQUw6CYamBGT3KCix+gu+ZRtk5Bi58JuIEo9FJ+OMDB16mNRQAWjwKPi+xoVd9W64fAxP1BrPlgnG03yLFEUAFq0KBcm8sSURJS5ZkpBv1iDbKONAoxdHnD4ccfpQ4/Qh16SGwgtj6CgMTQlEAPih3g2XT0AvSyhM0fKSWyIiADpZhf4pWuR4FOxv8KDBo6Dc7oWU3htnX3EtOO5EAKfnEoo9KQsNbgVy85VyGl4pR0QUxKxRYVCaFgNS/OudhEqNafc+js3Ixh6rm4vFExxDU4IY9fNfwWlMAQD0t2hh1PCjJyI6HkmSkK6XMSxDB1PjYTjqa2GXtHh9bwNW7GlAVZM32l2kKOGZMwHUQIfJ//cQACA/SY00Pa+UIyI6FZUkwdBUj8cuOxv5ogGyBOxv9OA/P9Tjg9JG2HilXcJhaOri6lw+fI8MyGo1dE4rupu4jI2IqC2cjVYUoh43DkzFgBQtAOD7Ghee21mLjRUOuH2csksUDE1dmMun4I29DfBIMsq2bUVSw2HeIoWIKEwpOhmXFyRjVn8Lco1qeBRgY6UD/yquw/c1Tihc79TlMTR1UYoQeHd/I2qcPuiEFy/Puw4S+A+aiKi9ups0mNXfgst6mWHRqmDzKPig1IYXSuqxv9Ed7e5RB+JcTRckhMBHZTbsafBALQFniGo0Vh+OdreIiLoMSZIwMFWHfhYtth5pwqbDTahq8mH5jw3ok6zBBd1NyNDzFNvV8BPtgjYdbsJ3NS5IAKb2MsO2tzTaXSIiimvFxcUnfE4DYDRU2AsLypCEPQ0e7LXWoTts6AMrdGFWecrIyEBeXl6YPaaOwNDUxXxX48TnFQ4AwEU9TOifosM3Ue4TEVG8qqmqBCQJM2fODKl9Rl5vXHzHfTj9gktRDjN+tAGfv/QMvnjjRdjra9p0bKPRiOLiYganGMLQ1IXssbqxutQGABidZcCZ3QxR7hERUXyzWa2AELj1L49j6FkjQ97PU1cKW1Im9ElmXHTLPbjoN7+DztkIQ1Md1F7XKfc/8GMJFt46B9XV1QxNMYShqYs4ZPfg7f0NEAAGpelwfo4x2l0iIuoyuhf0QeGQM9q0jxAC1U4fDtm9sHlVcBkscBksSNao0M0gI00nQyvziuZ4wtDUBZTZPHh9TwM8ClBg1uCSvCSWFiAiijJJktDNoEaGXkajR0GFw38j4AaPggaPgj3wIFmjQppehTSdDL0s8Xd3jGNoinP7G914c68/MOUlaTCtIBky/9EREcUMSZKQrJWRrJXh8glUNXlR6/TB5hWBALW/0QuNCkjWqGDWquBR6yGrNdHuOh2DoSmO7W1wY+XeBniFf4Rpeu9k3oSXiCiG6WQJPZM06JmkgcunoNapoMblQ4NbgUcBalwKalwKkJaPBRv3YQuAI2U25BjVyDb6R61U/MM4ahia4tSuehfe2d8InwD6WrS4vJcZagYmIqK4oZNVyDGpkGNSQxECNo+CBrd/5Km+yQO1VocGAN9WO/Ft8z4aFZBl8AeoHKMauSYNUrQqTut1EoamOCOEwObDTfi8wgEBYECKFlN6mTklR0QUx1RHTeEBwA9lxfj9DTPx8jsfQp/VExUODw47fHArAuV2L8rt3sC+JrWEHkka9DRp0CNJg0wDR6M6CkNTHGnyKnjvQCP2NngAAEPSdbi4ZxL/cRARdTESgNry/ciGA2d2NwHw/9Fc4/Kh0uFFhcOLyuaH3StQUu9GSb3/Fi56WUK+WYNeZg16mbUciYoghqZOVlpaiurq6jbvVw8tvkcGnJIaKqFgIOqQVW1HUQgvdbJKtkREFLtO9Ps7vfkxABKs0KIeOtRBh3ro4PSpjgpRduiFF+lwIq35EUqFclYjPz6Gpk5UWlqKgQMHwuFwhLyPzpSE82bdgnG/mgtZo0b1gT145e7rUbl7Z5uPb7PZ2rwPERF1vrZWIm+hUqvR47Rh6Hv2eegzcizyhoyAU6PFQSThIJIAAIdKtuPHLzZgz5efYd83W+Bxtj4nsRr58TE0daLq6mo4HA788ZklyO9beNK2AhKaDCloMqVBqPwfk9bZgP5GBX95+l9tOu6WT9ZgySMPwOl0ht13IiLqPOFWIj+WqN8Pj8YIj9YIt8YIn0aP3MJByC0chPOv/S0gBNSeJmjdDsheJ9ReF8p37WA18hNgaIqC/L6FJ6ws61EEqpt8KLd74G4eQTXIEvLMGqTrMiFJWW0+3oHdJe3oLRERRUs4lchPxu0TsLp9qHcrsLoUuBTAqzXCq/3pLhJJab1w47/exk6kwnPYAYtWRopORopWBV2CF+BkaDrG4sWL8dhjj6GiogKnn346nnrqKZx33nkdekyXT6DW6UONywer+6e5Zp1KQs8kNTINckL/kBIRUWRoZX+V8m4G/8Jyp0/A6vaXOrB7FTR5BYRKRu8RY1AOoPxQ8NSdWgKSNCokaVQwN//36IdZI8OkkaCTVdF5gx2MoekoK1aswNy5c7F48WKMGTMGzz33HC655BLs3LkzIkOUAkByZg7cWhPKbR7YvQJ2j4ImnwhqZ1RLyDaokWXkZaNERNQxJEmCQS3BoFYhu3mgSRECxcU/4Pmn/oo5t90JY0Y2mqBGE9RwSzK8Aqh3K6h3n3wxuSwU6OALeuiP+VoHH2QEn/9ifQE6Q9NRnnjiCcyZMwc33HADAOCpp57CRx99hGeffRaLFi0K+XV21DohOzVweJWfipW5fbCiJ+5Z/T0aADTYvEH7mDUqpDfff8ig7poJnYiIYptKkmA9dADfrPovvnl/RdBzap0e5vRMJHfLhrlbNpK7ZSO5W1bw1xnZ0JuT4ZNUcEAFB05+K5imhno0HKlEY/VhOKx1cNsbcd2Ma5CVlgK9LEGjkqBWARpV8/9LUvP/A+rmbbKETpuNYWhq5na7sXXrVvz+978P2j5hwgRs2rSpTa/1UZkd+qTjBB9JguLzQSO8SE0ywqSWYGoe0uTtT4iIKBaEvwhdAE0VEM5KKCp14OFTqaHI6qBtiqwGJBUMySkwJKcgq8+AwKvsaAJ2HLS3qc+SEFDheA+EtN1pawjpOAxNzaqrq+Hz+ZCVFbzQOisrC5WVlcfdx+VyweVyBb62Wq0AgOLPPoLX2QS7tQ622iOwHj6IhqoKWA8fQkP1Yfz2voehP30ImgC0vWJT2x3YswsAsK94B0wGQyccMfrH5nvme+6qx+Z75nvurGO7nU402dsWXo5HAiA3P1oIAEJSQVHJgSBVcagc327ZBENyCozJKdCZzFDr9NDq9VDrDNDo9dDojNDq9ZB1eqg12nb3raWHLod/oEMIcfKmgoQQQhw8eFAAEJs2bQravnDhQlFYWHjcfe677z7R8tnzwQcffPDBBx/x/SgrKztpVuBIU7OMjAzIstxqVKmqqqrV6FOLe+65B3fddVfg6/r6euTn56O0tBQWi6VD+0tt09DQgJ49e6KsrAzJycnR7g4dhZ9NbOPnE7v42USOEAKNjY3Izc09aTuGpmZarRbDhw/H2rVrMW3atMD2tWvX4rLLLjvuPjqdDjqdrtV2i8XCH+AYlZyczM8mRvGziW38fGIXP5vICGWwg6HpKHfddRdmzZqFESNGYPTo0fjXv/6F0tJS/PrXv45214iIiCjKGJqOcvXVV6OmpgYPPPAAKioqMGjQIHzwwQfIz8+PdteIiIgoyhiajnHLLbfglltuCWtfnU6H++6777hTdhRd/GxiFz+b2MbPJ3bxs+l8khCnur6OiIiIiFh6moiIiCgEDE1EREREIWBoIiIiIgoBQxMRERFRCBiaImTx4sUoKCiAXq/H8OHD8fnnn0e7Swln0aJFOOuss2A2m5GZmYnLL78cJSUlQW2EEFiwYAFyc3NhMBgwbtw47NixI0o9TlyLFi2CJEmYO3duYBs/m+g6ePAgZs6cifT0dBiNRpxxxhnYunVr4Hl+PtHh9Xrxxz/+EQUFBTAYDOjduzceeOABKIoSaMPPphO1/65ttHz5cqHRaMTzzz8vdu7cKe644w5hMpnEgQMHot21hDJx4kSxdOlSsX37dlFUVCQmTZok8vLyhM1mC7R5+OGHhdlsFm+++abYtm2buPrqq0VOTo5oaGiIYs8Ty5dffil69eolhgwZIu64447Adn420VNbWyvy8/PF7NmzxRdffCH27dsn1q1bJ3788cdAG34+0bFw4UKRnp4u3n//fbFv3z7x+uuvi6SkJPHUU08F2vCz6TwMTRFw9tlni1//+tdB2wYMGCB+//vfR6lHJIQQVVVVAoDYsGGDEEIIRVFEdna2ePjhhwNtnE6nsFgs4p///Ge0uplQGhsbRb9+/cTatWvF2LFjA6GJn010/e53vxPnnnvuCZ/n5xM9kyZNEtdff33QtunTp4uZM2cKIfjZdDZOz7WT2+3G1q1bMWHChKDtEyZMwKZNm6LUKwIAq9UKAEhLSwMA7Nu3D5WVlUGflU6nw9ixY/lZdZLf/va3mDRpEi688MKg7fxsouvdd9/FiBEj8POf/xyZmZkYNmwYnn/++cDz/Hyi59xzz8XHH3+MXbt2AQC+++47bNy4EZdeeikAfjadjRXB26m6uho+nw9ZWVlB27OyslBZWRmlXpEQAnfddRfOPfdcDBo0CAACn8fxPqsDBw50eh8TzfLly/HNN9/gq6++avUcP5vo2rt3L5599lncdddd+MMf/oAvv/wSt99+O3Q6Ha699lp+PlH0u9/9DlarFQMGDIAsy/D5fHjwwQfxi1/8AgD/7XQ2hqYIkSQp6GshRKtt1HluvfVWfP/999i4cWOr5/hZdb6ysjLccccdWLNmDfR6/Qnb8bOJDkVRMGLECDz00EMAgGHDhmHHjh149tlnce211wba8fPpfCtWrMCyZcvw6quv4vTTT0dRURHmzp2L3NxcXHfddYF2/Gw6B6fn2ikjIwOyLLcaVaqqqmqV/Klz3HbbbXj33XfxySefoEePHoHt2dnZAMDPKgq2bt2KqqoqDB8+HGq1Gmq1Ghs2bMDf//53qNXqwPefn0105OTk4LTTTgvaNnDgQJSWlgLgv51o+r//+z/8/ve/xzXXXIPBgwdj1qxZuPPOO7Fo0SIA/Gw6G0NTO2m1WgwfPhxr164N2r527Vqcc845UepVYhJC4NZbb8XKlSuxfv16FBQUBD1fUFCA7OzsoM/K7XZjw4YN/Kw62Pjx47Ft2zYUFRUFHiNGjMAvf/lLFBUVoXfv3vxsomjMmDGtynPs2rUL+fn5APhvJ5ocDgdUquBTtSzLgZID/Gw6WRQXoXcZLSUHlixZInbu3Cnmzp0rTCaT2L9/f7S7llB+85vfCIvFIj799FNRUVEReDgcjkCbhx9+WFgsFrFy5Uqxbds28Ytf/IKX5kbJ0VfPCcHPJpq+/PJLoVarxYMPPih2794tXnnlFWE0GsWyZcsCbfj5RMd1110nunfvHig5sHLlSpGRkSHuvvvuQBt+Np2HoSlC/vGPf4j8/Hyh1WrFmWeeGbjMnToPgOM+li5dGmijKIq47777RHZ2ttDpdOL8888X27Zti16nE9ixoYmfTXS99957YtCgQUKn04kBAwaIf/3rX0HP8/OJjoaGBnHHHXeIvLw8odfrRe/evcW9994rXC5XoA0/m84jCSFENEe6iIiIiOIB1zQRERERhYChiYiIiCgEDE1EREREIWBoIiIiIgoBQxMRERFRCBiaiIiIiELA0EREREQUAoYmIiIiohAwNBFRQtu0aRNkWcbFF18c7a4QUYxjRXAiSmg33HADkpKS8O9//xs7d+5EXl5etLtERDGKI01ElLDsdjv++9//4je/+Q0mT56MF154Iej5d999F/369YPBYMAFF1yAF198EZIkob6+PtBm06ZNOP/882EwGNCzZ0/cfvvtsNvtnftGiKhTMDQRUcJasWIFCgsLUVhYiJkzZ2Lp0qVoGXzfv38/rrzySlx++eUoKirCzTffjHvvvTdo/23btmHixImYPn06vv/+e6xYsQIbN27ErbfeGo23Q0QdjNNzRJSwxowZg6uuugp33HEHvF4vcnJy8Nprr+HCCy/E73//e6xatQrbtm0LtP/jH/+IBx98EHV1dUhJScG1114Lg8GA5557LtBm48aNGDt2LOx2O/R6fTTeFhF1EI40EVFCKikpwZdffolrrrkGAKBWq3H11VfjP//5T+D5s846K2ifs88+O+jrrVu34oUXXkBSUlLgMXHiRCiKgn379nXOGyGiTqOOdgeIiKJhyZIl8Hq96N69e2CbEAIajQZ1dXUQQkCSpKB9jh2YVxQFN998M26//fZWr88F5URdD0MTESUcr9eLl156CY8//jgmTJgQ9NwVV1yBV155BQMGDMAHH3wQ9NzXX38d9PWZZ56JHTt2oG/fvh3eZyKKPq5pIqKE8/bbb+Pqq69GVVUVLBZL0HP33nsvPvjgA6xcuRKFhYW48847MWfOHBQVFWHevHkoLy9HfX09LBYLvv/+e4waNQq/+tWvcOONN8JkMqG4uBhr167F008/HaV3R0QdhWuaiCjhLFmyBBdeeGGrwAT4R5qKiopQV1eHN954AytXrsSQIUPw7LPPBq6e0+l0AIAhQ4Zgw4YN2L17N8477zwMGzYMf/rTn5CTk9Op74eIOgdHmoiIQvTggw/in//8J8rKyqLdFSKKAq5pIiI6gcWLF+Oss85Ceno6/ve//+Gxxx5jDSaiBMbQRER0Art378bChQtRW1uLvLw8zJs3D/fcc0+0u0VEUcLpOSIiIqIQcCE4ERERUQgYmoiIiIhCwNBEREREFAKGJiIiIqIQMDQRERERhYChiYiIiCgEDE1EREREIWBoIiIiIgoBQxMRERFRCP4fDzw7BYM4FxMAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Distribution of actor age\n", + "sns.histplot(mov_char_data['Actor_age'], color='skyblue', kde=True, bins=30)\n", + "plt.xlim(0, mov_char_data['Actor_age'].max())\n", + "plt.title('Distribution of actor age')\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Frequency')\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "8dcfc41bff156e92", + "metadata": {}, + "source": [ + "Comment: The distribution of Actor age is approximately normal with a peak around the age of 30. This suggests that most actors are around 30 years old at the time of the movie release, with fewer actors being significantly younger or older.\n", + "\n", + "Let's check the type of distribution and the skewness of the data." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "9fc22643536d9fa9", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:09:24.587577Z", + "start_time": "2024-12-09T19:09:24.548246Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Anderson-Darling Test Results:\n", + " Statistic: 851.546\n", + " Critical Values: [0.576 0.656 0.787 0.918 1.092]\n", + " Significance Levels: [15. 10. 5. 2.5 1. ]\n", + " Conclusion: Data does not look Gaussian (reject H0)\n", + "The skewness score is: 0.5583759746602152 :\n", + "the distribution is right skewed\n" + ] + } + ], + "source": [ + "check_normality(mov_char_data['Actor_age'])\n", + "check_skewness(mov_char_data['Actor_age'])" + ] + }, + { + "cell_type": "markdown", + "id": "59f57b01fbe7a3db", + "metadata": {}, + "source": [ + "#### Information about actor height" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "88ba6f11fd6ad4b1", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:09:25.407893Z", + "start_time": "2024-12-09T19:09:24.742544Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Frequency')" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Distribution of actor_height\n", + "sns.histplot(mov_char_data['Actor_height'], color='skyblue', kde=True, bins=30)\n", + "plt.xlim(0, mov_char_data['Actor_height'].max())\n", + "plt.title('Distribution of actor height')\n", + "plt.xlabel('Height')\n", + "plt.ylabel('Frequency')\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "9c6f50231d2996a6", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:09:25.441862Z", + "start_time": "2024-12-09T19:09:25.428278Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "max value: 510.0\n", + "number of lines have the max value: 4\n", + "Actor name with max values: 5483 BENEDICT SMITH\n", + "22890 VINCE CORAZZA\n", + "83845 VINCE CORAZZA\n", + "154353 VINCE CORAZZA\n", + "Name: Actor_name, dtype: object\n", + "0\n" + ] + } + ], + "source": [ + "# Dealing with height outliers: \n", + "print( \"max value:\", mov_char_data['Actor_height'].max())\n", + "#how many lines have 510 height\n", + "print(\"number of lines have the max value: \", mov_char_data[mov_char_data['Actor_height'] == 510].shape[0])\n", + "\n", + "# Actor_name of all the actor with the max height\n", + "print(\"Actor name with max values: \", mov_char_data[mov_char_data['Actor_height'] == 510]['Actor_name'])\n", + "\n", + "# Replace the height of 510feet by 1.78m\n", + "mov_char_data['Actor_height'] = mov_char_data['Actor_height'].replace(510, 1.78)\n", + "\n", + "# Check if the value has been replaced\n", + "print(mov_char_data[mov_char_data['Actor_height'] == 510].shape[0])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "b4d5b46626f87b35", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:09:25.548262Z", + "start_time": "2024-12-09T19:09:25.536379Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "180.0\n", + "Number of lines with 180 height: 4\n", + "Number of lines containing 180 now : 0\n" + ] + } + ], + "source": [ + "# Checking the new max value\n", + "print(mov_char_data['Actor_height'].max()) # 180\n", + "# Number of lines with 180 height\n", + "print(\"Number of lines with 180 height: \", mov_char_data[mov_char_data['Actor_height'] == 180].shape[0])\n", + "# Replace 180 by 1.80\n", + "mov_char_data['Actor_height'] = mov_char_data['Actor_height'].replace(180, 1.80)\n", + "# Check if the value has been replaced\n", + "print(\"Number of lines containing 180 now : \", mov_char_data[mov_char_data['Actor_height'] == 180].shape[0])\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "8b6e87711ef9c88e", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:09:26.609338Z", + "start_time": "2024-12-09T19:09:25.628523Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize the distribution of actor height\n", + "# adapting the min and max values of the x-axis\n", + "sns.histplot(mov_char_data['Actor_height'], color='skyblue', kde=True, bins=30)\n", + "plt.xlim(mov_char_data['Actor_height'].min(), mov_char_data['Actor_height'].max())\n", + "plt.title('Distribution of actor height')\n", + "plt.xlabel('Height')\n", + "plt.ylabel('Frequency')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "ea0a71e3caa65f95", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:09:26.646098Z", + "start_time": "2024-12-09T19:09:26.633078Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ nan 1.85 1.63 1.78 1.727 1.82 1.7 1.57 1.77\n", + " 1.71 1.753 1.854 1.83 1.55 1.67 1.84 1.73 1.626\n", + " 1.62 1.791 1.93 1.68 1.797 1.918 1.75 1.829 1.6\n", + " 1.72 1.61 1.65 1.87 1.79 1.676 1.89 1.892 1.651\n", + " 1.88 1.98 1.8 1.9 1.778 1.8796 1.52 1.74 1.76\n", + " 1.734 1.97 1.803 1.645 1.66 1.638 2.01 1.943 1.702\n", + " 1.689 2.2 1.91 1.765 1.59 1.69 1.95 1.96 1.92\n", + " 1.905 1.8034 1.848 1.64 1.956 1.715 1.784 1.86 1.695\n", + " 1.842 1.873 1.6002 1.85928 1.664 1.632 2.16 1.58 1.94\n", + " 1.5 1.81 1.51 1.867 1.56 1.7018 1.575 1.4986 1.683\n", + " 1.549 1.42 1.759 2.038 1.7272 1.746 1.499 1.45 1.6256\n", + " 2.18 1.816 1.613 1.7145 1.708 2.007 1.067 1.594 1.721\n", + " 1.47 1.524 1.54 1.23 1.772 1.7526 1.8669 1.588 1.6764\n", + " 1.49 1.5494 1.981 1.24 1.7546 1.346 1.898 1.53 1.29\n", + " 1.9812 1.581 1.9558 1.1176 1.07 1.33 1.511 2. 1.168\n", + " 2.13 1.562 1.822 2.31 1.8288 1.601 1.861 1.262 1.9304\n", + " 2.03 1.32 1.835 1.22 1.6023 1.8542 1.21 1.09728 1.35\n", + " 1.537 1.949 1.38 1.143 1.37 0.94 2.28 1.27 1.3\n", + " 1.194 1.6016 1.48 0.813 2.032 1.06 2.057 2.1 1.17\n", + " 1.19 0.88 1. 1.70688 1.12 1.76784 1.39 2.05 1.5748\n", + " 1.994 2.356 1.4 1.598 0.61 2.11 1.5768 1.99 1.602\n", + " 1.3716 1.568 1.34 1.61544 2.24 1.955 2.08 1.14 1.776\n", + " 1.886 2.161 ]\n", + "min value: 0.61\n", + "number of lines have the min value: 2\n", + "Actor name with min values: 116911 KARA HOFFMAN\n", + "116912 SHELBY HOFFMAN\n", + "Name: Actor_name, dtype: object\n" + ] + } + ], + "source": [ + "# print the different values of actor height\n", + "print(mov_char_data['Actor_height'].unique())\n", + "\n", + "#min value\n", + "print(\"min value:\", mov_char_data['Actor_height'].min())\n", + "\n", + "\n", + "# what are the lines of the min value\n", + "print(\"number of lines have the min value: \", mov_char_data[mov_char_data['Actor_height'] == 0.61].shape[0])\n", + "#print actor name of the min value\n", + "print(\"Actor name with min values: \", mov_char_data[mov_char_data['Actor_height'] == 0.61]['Actor_name'])\n" + ] + }, + { + "cell_type": "markdown", + "id": "9e9020cb060fe57", + "metadata": {}, + "source": [ + "The first visualization showed 2 outliers, actors with height of 5m10: Benedict Smith and Vince Corrazza. Checking on the web their height, we saw that is was a mistakes. We replace the 2 outliers by their real height : 1,78 m. A similar problem with 180cm instead of 1.80m for some actors. For the min values, they usually correspond to babies height." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "dc3957175fbb9ac0", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:09:26.770832Z", + "start_time": "2024-12-09T19:09:26.727565Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Anderson-Darling Test Results:\n", + " Statistic: 152.668\n", + " Critical Values: [0.576 0.656 0.787 0.918 1.092]\n", + " Significance Levels: [15. 10. 5. 2.5 1. ]\n", + " Conclusion: Data does not look Gaussian (reject H0)\n", + "The skewness score is: -0.42661149539041215 :\n", + "the distribution is left skewed\n" + ] + } + ], + "source": [ + "check_normality(mov_char_data['Actor_height'])\n", + "check_skewness(mov_char_data['Actor_height'])" + ] + }, + { + "cell_type": "markdown", + "id": "3974da7ebbcd4b4d", + "metadata": {}, + "source": [ + "#### Information about the Revenue " + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "2caf717b44df7752", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:09:27.985716Z", + "start_time": "2024-12-09T19:09:26.839400Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Distribution of Revenue in the dataset\n", + "plt.figure(figsize=(12, 6))\n", + "sns.histplot(mov_char_data['Revenue'], bins=30, kde=True, log_scale=True)\n", + "plt.title(\"Distribution of Revenue (billion dollars)\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "fab505f8548e90d7", + "metadata": {}, + "source": [ + "This histogram plot show the distribution of Actor age at the time of the movie release and Revenue of the movies. Log scale is used to better visualize the distribution of the data. The distribution of Revenue is right-skewed, meaning that most of the revenue values are concentrated on the lower end, with a long tail extending towards the higher revenue values. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "fc594d5afe8139d4", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:09:28.072497Z", + "start_time": "2024-12-09T19:09:28.042273Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Anderson-Darling Test Results:\n", + " Statistic: 7877.631\n", + " Critical Values: [0.576 0.656 0.787 0.918 1.092]\n", + " Significance Levels: [15. 10. 5. 2.5 1. ]\n", + " Conclusion: Data does not look Gaussian (reject H0)\n", + "The skewness score is: 4.438157456041921 :\n", + "the distribution is right skewed\n" + ] + } + ], + "source": [ + "check_normality(mov_char_data['Revenue'])\n", + "check_skewness(mov_char_data['Revenue'])" + ] + }, + { + "cell_type": "markdown", + "id": "5b66e6a24d8f3fd4", + "metadata": {}, + "source": [ + "#### Visualizing the top 50 movies with biggest Revenue\n" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "39720eb273d3bb8c", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:09:29.306697Z", + "start_time": "2024-12-09T19:09:28.134532Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/46/vyrbyq5s6hgb0v2dmb40b_cw0000gn/T/ipykernel_55620/3238882237.py:5: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.barplot(x=top_50_movies.values, y=top_50_movies.index, palette='viridis')\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Group by the Movie name \n", + "top_50_movies = mov_char_data.groupby('Movie_name')['Revenue'].sum().sort_values(ascending=False).head(50)\n", + "\n", + "plt.figure(figsize=(16, 8))\n", + "sns.barplot(x=top_50_movies.values, y=top_50_movies.index, palette='viridis')\n", + "plt.xlabel('Revenue (billion dollars)')\n", + "plt.ylabel('Movie Name')\n", + "plt.title('Top 50 movies with biggest Revenue', fontsize=20)\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "d385889d32316df8", + "metadata": {}, + "source": [ + "#### Information about Release_date" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "30214891f0f608e4", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:09:29.748391Z", + "start_time": "2024-12-09T19:09:29.341708Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualizing the Release_date column information with sns with the number of movies on the top of each bar\n", + "plt.figure(figsize=(10, 5))\n", + "sns.histplot(mov_char_data['Release_date'].dt.year.dropna(), bins=range(1900, 2025, 1), kde=False)\n", + "plt.title('Number of movies released per year')\n", + "plt.xlabel('Year')\n", + "plt.ylabel('Number of movies')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "cb88c1b704d4abb5", + "metadata": {}, + "source": [ + "#### Information about countries" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "369f66d87476cfda", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:09:30.909378Z", + "start_time": "2024-12-09T19:09:29.769195Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# grouping the movies by country\n", + "movies_by_country = mov_char_data['Countries'].str.split(', ', expand=True).stack().reset_index(level=1, drop=True).rename('Country')\n", + "movies_by_country = movies_by_country[movies_by_country != ''].value_counts()\n", + "\n", + "plt.figure(figsize=(20, 10))\n", + "sns.barplot(x=movies_by_country.head(50), y=movies_by_country.head(50).index)\n", + "\n", + "for i, val in enumerate(movies_by_country.head(50)):\n", + " plt.text(val, i, val, ha='left', va='center')\n", + "\n", + "plt.title('Number of movies by country, font size = 20')\n", + "plt.xlabel('Number of movies')\n", + "plt.ylabel('Country')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "544dc4e99af89b1e", + "metadata": {}, + "source": [ + "It is obvious that the initial dataset is centered on occidental world, aside from the presence of indian movies. Fortunately it coincides with the fact that it is harder for us to find baby names data from non-occidental countries." + ] + }, + { + "cell_type": "markdown", + "id": "1df21538265657e8", + "metadata": {}, + "source": [ + "#### Information about language" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "c58ccf0c37e1d108", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:09:32.104781Z", + "start_time": "2024-12-09T19:09:30.932911Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# grouping the movies by language\n", + "movies_by_language = mov_char_data['Languages'].str.split(', ', expand=True).stack().reset_index(level=1, drop=True).rename('Languages')\n", + "movies_by_language = movies_by_language[movies_by_language != ''].value_counts()\n", + "\n", + "\n", + "plt.figure(figsize=(20, 10))\n", + "sns.barplot(x=movies_by_language.head(50), y=movies_by_language.head(50).index)\n", + "\n", + "for i, val in enumerate(movies_by_language.head(50)):\n", + " plt.text(val, i, val, ha='left', va='center')\n", + "\n", + "plt.title('Number of movies by language', fontsize=25)\n", + "plt.xlabel('Number of movies')\n", + "plt.ylabel('Language')\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "c00c5597ba69ccac", + "metadata": {}, + "source": [ + "#### Information about movies genre" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "77de605f59c75c3d", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:09:33.417225Z", + "start_time": "2024-12-09T19:09:32.127532Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualizing the genres of the movies with a pie chart (under 1% grouped as 'Other')\n", + "\n", + "\n", + "# Grouping the movies by genre and counting the number of movies in each genre\n", + "movies_by_genre = mov_char_data['Genres'].str.split(', ', expand=True).stack().reset_index(level=1, drop=True).rename('Genre')\n", + "movies_by_genre = movies_by_genre[movies_by_genre != ''].value_counts()\n", + "\n", + "# Grouping the genres with less than 1% of the total number of movies as 'Other'\n", + "threshold = 0.01\n", + "total_movies = movies_by_genre.sum()\n", + "movies_by_genre = movies_by_genre[movies_by_genre / total_movies > threshold]\n", + "movies_by_genre['Other'] = total_movies - movies_by_genre.sum()\n", + "\n", + "\n", + "\n", + "# Visualizing the genres of the movies with a pie chart\n", + "# adapt the size of the % on the pie chart to 1 decimal\n", + "\n", + "plt.figure(figsize=(15, 15))\n", + "plt.pie(movies_by_genre, labels=movies_by_genre.index, autopct='%1.1f%%') \n", + "\n", + "plt.title('Genres of the movies')\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "65a06892541a9e08", + "metadata": {}, + "source": [ + "#### Information about the actor gender" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "132c5076ee32e24d", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:09:33.610263Z", + "start_time": "2024-12-09T19:09:33.491429Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Isolting the genders columns\n", + "new_df = mov_char_data[['Actor_gender', 'Actor_name']]\n", + "new_df.head()\n", + "\n", + "\n", + "gender_counts = new_df['Actor_gender'].value_counts()\n", + "\n", + "# Calculate percentages\n", + "gender_percentages = gender_counts / gender_counts.sum() * 100\n", + "\n", + "# Plotting the percentages using a pie chart\n", + "plt.figure(figsize=(4, 4))\n", + "plt.pie(gender_percentages, labels=gender_percentages.index, autopct='%1.1f%%', startangle=90)\n", + "plt.title('Percentage of Actor Genders')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "be9d8fa289be0dcc", + "metadata": {}, + "source": [ + "### Correlation matrix " + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "13c35c449b3b1863", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:09:33.681087Z", + "start_time": "2024-12-09T19:09:33.673476Z" + } + }, + "outputs": [], + "source": [ + "def encode_categorical_features(df):\n", + " # Identify categorical features\n", + " categorical_features = df.select_dtypes(include=['object', 'category']).columns\n", + " \n", + " # Initialize a LabelEncoder\n", + " le = LabelEncoder()\n", + " \n", + " # Apply label encoding to each categorical feature\n", + " for feature in categorical_features:\n", + " df[feature] = le.fit_transform(df[feature].astype(str))\n", + " \n", + " return df\n", + "\n", + "def plot_correlation_matrix(df):\n", + " # Encode categorical features\n", + " df_encoded = encode_categorical_features(df.copy())\n", + " \n", + " # Calculate the correlation matrix, automatically excluding NaN values\n", + " corr_matrix = df_encoded.corr()\n", + " \n", + " # Plot the heatmap\n", + " plt.figure(figsize=(12, 10))\n", + " sns.heatmap(corr_matrix, annot=True, fmt='.2f', cmap='coolwarm', cbar=True, square=True)\n", + " plt.title('Correlation Matrix')\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "e4c53b9bd0001637", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:09:35.471895Z", + "start_time": "2024-12-09T19:09:33.714560Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_correlation_matrix(mov_char_data)" + ] + }, + { + "cell_type": "markdown", + "id": "ac396c8282b8da14", + "metadata": {}, + "source": [ + "We observe some very slight relationships within the movie and character dataset: a moderate positive correlation between 'Runtime' and 'Revenue' suggests that longer movies tend to generate more revenue. Conversely, a negative correlation between 'Languages' and 'Countries' indicates that films with more languages are produced in fewer countries, highlighting trends in film production and distribution." + ] + }, + { + "cell_type": "markdown", + "id": "bafc8dc3", + "metadata": {}, + "source": [ + "## Trend evaluation\n", + "To assess what impact a movie had on child naming, we first try a simple model that computes the average count of babies named like a character 5 years before and 5 years after the movie's release, and compute their difference. The higher it is, the higher the trend the year the film was released.\n", + "\n", + "Here is a demo of the model printing the top10 trend-inducing character names" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "e8f6f2d8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "There are 699976 movies in the imdb dataset.\n", + "There are 1509353 movies in the title dataset.\n", + "There are 321847 movies in the title-basic merged dataset before treating duplicates.\n" + ] + }, + { + "data": { + "text/html": [ + "
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primaryTitleoriginalTitlenumVotesaverageRating
0Miss JerryMiss Jerry2155.4
1The Corbett-Fitzsimmons FightThe Corbett-Fitzsimmons Fight5415.2
2BohemiosBohemios184.4
3The Story of the Kelly GangThe Story of the Kelly Gang9456.0
4The Prodigal SonL'enfant prodigue285.7
\n", + "
" + ], + "text/plain": [ + " primaryTitle originalTitle numVotes \\\n", + "0 Miss Jerry Miss Jerry 215 \n", + "1 The Corbett-Fitzsimmons Fight The Corbett-Fitzsimmons Fight 541 \n", + "2 Bohemios Bohemios 18 \n", + "3 The Story of the Kelly Gang The Story of the Kelly Gang 945 \n", + "4 The Prodigal Son L'enfant prodigue 28 \n", + "\n", + " averageRating \n", + "0 5.4 \n", + "1 5.2 \n", + "2 4.4 \n", + "3 6.0 \n", + "4 5.7 " + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from src.models.trend_evaluation import trend_eval_ranking\n", + "from src.models.imdb_manipulation import get_movie_votes, merge_imdb_and_dataset, is_blockbuster\n", + "\n", + "# Get the IMDB votes for the movies (Warning : might take a few minutes, nearly 700K rows !)\n", + "imdb_votes = get_movie_votes(\"data/raw/imdb\")\n", + "imdb_votes.head()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "65ae1e86", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Size of imdb dataset before merging: (321847, 4)\n", + "Size of mov_char_data dataset before merging: (171400, 14)\n", + "There are 308213 rows in the merged dataset\n" + ] + } + ], + "source": [ + "# Merge the movies and characters data with the IMDB votes\n", + "char_movies_rating = merge_imdb_and_dataset(imdb_votes, mov_char_data)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "7939a31c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Character_name movie_name release_year\n", + "986 MARK Dial M for Murder 1954.0\n", + "1040 MICHAEL Peter Pan 1953.0\n", + "1501 TYLER Point Break 1991.0\n", + "478 EMMA The Avengers 1998.0\n", + "635 HANNAH Toy Story 1995.0\n", + "1421 SUSAN Citizen Kane 1941.0\n", + "898 LISA Rear Window 1954.0\n", + "775 JONATHAN Superman 1978.0\n", + "1010 MATTHEW Taxi Driver 1976.0\n", + "842 KYLE Star Trek II: The Wrath of Khan 1982.0\n" + ] + } + ], + "source": [ + "# Ranking top 10 influencing character names by trend increase\n", + "ranking = trend_eval_ranking(global_names.clean_df, char_movies_rating)\n", + "print(ranking[[\"Character_name\",\"movie_name\",\"release_year\"]].head(10))" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "586ef1cf", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['Wikipedia_movie_ID', 'Movie_name', 'Release_date', 'Revenue',\n", + " 'Runtime', 'Languages', 'Countries', 'Genres', 'Character_name',\n", + " 'Actor_DOB', 'Actor_gender', 'Actor_height', 'Actor_name', 'Actor_age',\n", + " 'primaryTitle', 'originalTitle', 'numVotes', 'averageRating',\n", + " 'Release_year'],\n", + " dtype='object')\n" + ] + }, + { + "ename": "KeyError", + "evalue": "'weightedAverageRating'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m/var/folders/46/vyrbyq5s6hgb0v2dmb40b_cw0000gn/T/ipykernel_55620/980194779.py\u001b[0m in \u001b[0;36m?\u001b[0;34m()\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mchar_movies_rating\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'isBlockbuster'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mchar_movies_rating\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mis_blockbuster\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;31m# Display the 10 most influent blockbusters based on votes\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0mblockbusters\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mchar_movies_rating\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mchar_movies_rating\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'isBlockbuster'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m \u001b[0mblockbusters\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msort_values\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'weightedAverageRating'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mascending\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m/opt/anaconda3/envs/ada/lib/python3.11/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m?\u001b[0;34m(self, by, axis, ascending, inplace, kind, na_position, ignore_index, key)\u001b[0m\n\u001b[1;32m 7185\u001b[0m )\n\u001b[1;32m 7186\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mby\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7187\u001b[0m \u001b[0;31m# len(by) == 1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7188\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 7189\u001b[0;31m \u001b[0mk\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_label_or_level_values\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mby\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 7190\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7191\u001b[0m \u001b[0;31m# need to rewrap column in Series to apply key function\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7192\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mkey\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/anaconda3/envs/ada/lib/python3.11/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m?\u001b[0;34m(self, key, axis)\u001b[0m\n\u001b[1;32m 1907\u001b[0m \u001b[0mvalues\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mxs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mother_axes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_values\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1908\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_is_level_reference\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1909\u001b[0m \u001b[0mvalues\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maxes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_level_values\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_values\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1910\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1911\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1912\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1913\u001b[0m \u001b[0;31m# Check for duplicates\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1914\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mvalues\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndim\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyError\u001b[0m: 'weightedAverageRating'" + ] + } + ], + "source": [ + "# Determining if a movie is a blockbuster or not\n", + "print(char_movies_rating.columns)\n", + "char_movies_rating['isBlockbuster'] = char_movies_rating.apply(is_blockbuster, axis=1)\n", + "\n", + "# Display the 10 most influent blockbusters based on votes\n", + "blockbusters = char_movies_rating[char_movies_rating['isBlockbuster']]\n", + "blockbusters.sort_values('weightedAverageRating', ascending=False).head(10)" + ] + }, + { + "cell_type": "markdown", + "id": "e368a782c5eee8db", + "metadata": {}, + "source": [ + "### Trend visualisation\n", + "Using the previously computed trend-inducing movies, we can now plot the baby name popularity over time with a red line on the year of the most influential movie for this name.\n", + "\n", + "Note that we need to indicate the name in uppercase for compatibility with name datasets and add the gender M/F to avoid confusion for androgenous names." + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "9d85f73711172781", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:10:22.605772Z", + "start_time": "2024-12-09T19:10:21.834113Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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cMA+dV/cq3PJYflctz+fv78/IkSP55JNPMJlMAKSmpvLDDz8wbtw49HrzVOLK/l506tSJ1q1b18o1VeZ3/eLFi9YhulWrVqHRaBg7dqzNNQUHB9O5c2e7r86uDjIRXNgoa7VLUlISx44dKzWnx+L8+fM23/v7+5dq4+LiQm5uLmB+AzGZTAQHB5dqV9Ztl7tw4UK5fQ0NDWXNmjVXPceVtGvXrtRE8FOnTvH4448zduxYfHx82LFjB0OGDKF///4sWrSIJk2a4OzszPfff89LL71kvdYrXZflNsv1ADz88MMMHDiQNWvWMGTIEN5991169+5Nt27dKnUN3t7ePP3000yfPp0NGzaU2WbMmDGsW7eO2bNn06NHD7y9vdFoNAwfPrxU/4FSq52cnZ3LvT0vL8/6fVJSEmlpadb2l7v89VNS06ZNAYiLiyu3TUkXLlxAr9fTqFEjm9s1Gg3BwcE2P+vKuvx17eLiAlDmz+paXLhwgeDg4FJ/9AMDA9Hr9aWuoazfg2vRqFEjm9e/RcnyAZfr3LlzhSaCW1Tk9Wmxdu1aDAYDFy9e5MMPP+Tbb79l6tSpvP/++6XaWv5PynutVVbJ11+bNm3KbGP5uYSFhVlve+CBB/j2229Zs2YNQ4cO5YsvviA/P98mmK/s70V1/z9fSWV+18E8j9DT05OkpCSUUuWuJIyIiKiB3tYuCZqEjbI+nQUEBODm5sbixYvLfExl3izBnM3SaDTWWisllXXb5Sx/vBISEkrdd+7cuUr3pyI6derEb7/9xpEjR+jZsycrVqzAycmJVatW2WTLyvt0faVrLfnH+KabbqJjx44sWLAAT09Pdu/ezbJly6rU53//+9+88847zJo1i3//+98296Wnp7Nq1SqeffZZnnjiCevt+fn5XLx4sUrPVx7LxOnyVhddqQRESEgIkZGRrF69ukIrOf39/SkqKiIlJcUmcFLF5SN69Ohhvc3FxaXUxGrgmgKr6uDv78/27dtRStn8PiYnJ1NUVFTq9V1bGZXqdqXXZ0klA7LBgwczdOhQPvzwQyZOnGjz/1kTBg8ezH//+1++//57hg0bVmYby+/84MGDrbcNHTqU0NBQlixZwtChQ1myZAm9evWyKelS2d+L+vD/HBAQgEaj4Y8//rAGsCWVdVt9I8Nz4qpGjBjB8ePH8ff357rrrit1lLdCqDweHh707NmT7777ziYjkZmZyU8//XTVx/fu3Rs3N7dSwcSZM2dYv349AwcOrFR/KiI2NhbA+odYo9Gg1+ttVubk5uby2Weflfn4/fv389dff9nc9vnnn+Pl5VUqizRt2jR+/vlnnnzySYKCgrjrrruq1GdnZ2defPFFdu7cyddff21zn0ajQSlV6k3so48+wmg0Vun5yjNixAguXLiA0Wgs8/VT3id4i9mzZ5Oamsq0adPKXJloqd8DWP/vL39tfPvtt2RnZ9u8NsLDw61FDy3Wr19fajVQZZTMqFbVwIEDycrKKhWAf/rpp9b7HcGVXp/l0Wg0vPvuu+h0Op5++uka7qF5pd6QIUOsq/Mut3nzZhYvXsywYcPo3r279XadTkdUVBTff/89f/zxB7t27bKuRLa41t+LumjEiBEopTh79myZ1xQZGWnvLl4zyTSJq5o+fTrffvstN954I4888gidOnXCZDJx+vRpVq9ezYwZM+jVq1elzvnCCy8wbNgwBg8ezIwZMzAajbz66qt4eHhcNdPh4+PD7Nmz+e9//8u4ceO49957uXDhAs899xyurq48++yz13K57Nu3j6KiIsCcdfjuu+9Ys2YNt99+O82bNwfMY/vz5s1jzJgxTJ48mQsXLvDGG2+U+0kqNDSUUaNGMWfOHEJCQli2bBlr1qzh1VdfLZU9GTt2LE8++SSbNm3i6aefvqahhnvvvZc33niDX3/91eZ2b29vbrzxRl5//XUCAgIIDw9n48aNfPzxx/j4+FT5+cpyzz33sHz5coYPH87DDz9Mz549cXJy4syZM2zYsIFbb72V22+/vdzH33XXXcyePZsXXniBQ4cOMXHiRGtxy+3bt/PBBx9w9913M2TIEGsmYtasWWRkZNC3b1/27t3Ls88+S9euXYmKirKeNyoqitmzZ/PMM8/Qr18/Dhw4wIIFC8os0lhRkZGRrFixgi+//JKIiAhcXV0r/Ydi3LhxvPvuu4wfP56TJ08SGRnJ5s2befnllxk+fDiDBg2qcv9qSkxMTJk/t/bt21+xeGJ5r88radWqFZMnT2bhwoVs3ry5zFIA1enTTz9l0KBBDBkyhGnTplmD1vXr1/POO+/Qtm3bMqvAP/DAA7z66quMGTMGNzc37r77bpv7r/X3oi7q27cvkydP5v7772fXrl3ceOONeHh4kJCQwObNm4mMjLxiVrFesN8cdGFP5a2eu3wlj0VWVpZ6+umnVZs2bZSzs7MyGAwqMjJSPfLIIzbLSCmxQqaky1dpKKXUjz/+qDp16qScnZ1V06ZN1SuvvGJdMVMRH330kfXxBoNB3XrrrWr//v02ba519ZzBYFBdunRR8+bNs1murpRSixcvVm3atFEuLi4qIiJCzZ07V3388ccKUHFxcTbXfsstt6hvvvlGdejQQTk7O6vw8PBSq85KmjBhgtLr9erMmTMV+lkoVf7PfvXq1dbrKflzOHPmjPq///s/5evrq7y8vNSwYcPUvn37yl09dvnPsLwl4WW9tgoLC9Ubb7yhOnfurFxdXZWnp6dq27atmjJlijp69GiFrm/jxo3qzjvvVCEhIcrJyUl5e3ur3r17q9dff91mtWZubq6aNWuWatasmXJyclIhISHq3//+t0pNTbU5X35+vnr88cdVWFiYcnNzU/369VOxsbEVvn7LSqOSq8lOnjyphgwZory8vKxLt6+kvN+5CxcuqH/9618qJCRE6fV61axZM/Xkk0+Weg2W939eVVc639dff12p1XOAWrNmzVXPXd7rs7zXl1JKJSUlWZfBl1SZ3/fKyMrKUi+//LLq0qWLcnd3V+7u7qpTp07qxRdfVFlZWeU+rk+fPgpQ9913X5n3V/T34kor4K6mKqvnvv76a5t2lX0PWLx4serVq5fy8PBQbm5uqkWLFmrcuHFq165dVbqGukSjVDmV+IQQdlFQUEB4eDg33HADX331lb27I4QQopgMzwlRR6SkpHD48GGWLFlCUlKSzQRtIYQQ9idBkxB1xM8//8z9999PSEgICxcurHSZASGEEDVLhueEEEIIISpASg4IIYQQQlSABE1CCCGEEBUgQZMQQgghRAXIRPBqZDKZOHfuHF5eXvWi5L0QQgghzFstZWZmEhoailZbfj5JgqZqdO7cOZtNG4UQQghRf8THx9OkSZNy75egqRpZNliMj4+/4tYBQghRb2VnQ2io+etz58DDw779EaIaZGRkEBYWdsUNxEGCpmplGZLz9vaWoEkI4ZhKbFKNt7cETcKhXG1qjUwEF0IIIYSoAAmahBBCCCEqQIbnhBBCVJxeD+PHX/paiAZEXvG1zGQyUVBQYO9uCFFvODk5oSs5j0bYl4sLLF1q714IYRcSNNWigoIC4uLiMJlM9u6KEPWKj48PwcHBUv9MCGFXEjTVEqUUCQkJ6HQ6wsLCrlg8SwhhppQiJyeH5ORkAEJCQuzcI4FSkJNj/trdHSSQFQ2JsqONGzeqESNGqJCQEAWolStXltt28uTJClBvvfWWze15eXnqP//5j/L391fu7u5q5MiRKj4+3qbNxYsX1dixY5W3t7fy9vZWY8eOVampqTZtTp06pUaMGKHc3d2Vv7+/mjp1qsrPz6/U9aSnpytApaenl7qvoKBAHThwQKWlpVXqnEIIpc6fP68OHDigioqK7N0VkZWllDl0Mn8thAO40t/vkuya7sjOzqZz584sWLDgiu2+//57tm/fTqiloFoJ06dPZ+XKlaxYsYLNmzeTlZXFiBEjMBqN1jZjxowhNjaW6OhooqOjiY2NJSoqynq/0WjklltuITs7m82bN7NixQq+/fZbZsyYUW3XaumPs7NztZ1TiIbC3d0dgMLCQjv3RAjRoNVSEHdVlJNpOnPmjGrcuLHat2+fatasmU2mKS0tTTk5OakVK1ZYbzt79qzSarUqOjpaKaXUgQMHFKC2bdtmbbN161YFqEOHDimllPrll1+UVqtVZ8+etbb54osvlIuLy1WjzpKuFKnm5uaqAwcOqNzc3AqfTwhhJr8/dYhkmoQDqheZpqsxmUxERUXx2GOP0aFDh1L3x8TEUFhYyJAhQ6y3hYaG0rFjR7Zs2QLA1q1bMRgM9OrVy9rm+uuvx2Aw2LTp2LGjTSZr6NCh5OfnExMTU27/8vPzycjIsDmEEEII4ZjqdND06quvotfrmTZtWpn3JyYm4uzsjK+vr83tQUFBJCYmWtsEBgaWemxgYKBNm6CgIJv7fX19cXZ2trYpy9y5czEYDNZDNust35w5c+jSpYu9uyGEEEJUWZ0NmmJiYnjnnXdYunRppZcZK6VsHlPW46vS5nJPPvkk6enp1iM+Pr5S/awPJkyYgEajsR7+/v4MGzaMvXv32rtrAISHh6PRaNi2bZvN7dOnT6d///726VQFZGRk8NRTT9G2bVtcXV0JDg5m0KBBfPfddyilarUv4eHhvP3227X6nEIIUR/V2aDpjz/+IDk5maZNm6LX69Hr9Zw6dYoZM2YQHh4OQHBwMAUFBaSmpto8Njk52Zo5Cg4OJikpqdT5U1JSbNpcnlFKTU2lsLCwVAaqJBcXF+vmvI68Se+wYcNISEggISGBdevWodfrGTFihL27ZeXq6sqsWbPs3Y0KS0tLo0+fPnz66ac8+eST7N69m02bNnH33Xfz+OOPk56ebu8uCiFEpeQXGTGaavcDnz3U2aApKiqKvXv3Ehsbaz1CQ0N57LHH+O233wDo3r07Tk5OrFmzxvq4hIQE9u3bR58+fQDo3bs36enp7Nixw9pm+/btpKen27TZt28fCQkJ1jarV6/GxcWF7t2718bl1mkuLi4EBwcTHBxMly5dmDVrFvHx8aSkpFjbzJo1i9atW+Pu7k5ERASzZ88uc6XTBx98QFhYGO7u7tx1112kpaUBsGnTJpycnEoFrzNmzODGG2+8Yv+mTJnCtm3b+OWXX8pts3PnTgYPHkxAQAAGg4F+/fqxe/dumzYajYYPPviAESNG4O7uTrt27di6dSvHjh2jf//+eHh40Lt3b44fP27zuJ9++onu3bvj6upKREQEzz33HEVFReX25b///S8nT55k+/btjB8/nvbt29O6dWsmTZpEbGwsnp6egDlwHzduHL6+vri7u3PzzTdz9OhR63nKGvJ8++23rR8qwJwpvO2223jjjTcICQnB39+fhx56yPp/079/f06dOsUjjzxizSYKcUU6Hdx5p/mQSu0CSM8tpM/c9UxYsuPqjes5uwZNWVlZ1oAIIC4ujtjYWE6fPo2/vz8dO3a0OZycnAgODqZNmzYAGAwGJk6cyIwZM1i3bh179uxh7NixREZGMmjQIADatWvHsGHDmDRpEtu2bWPbtm1MmjSJESNGWM8zZMgQ2rdvT1RUFHv27GHdunXMnDmTSZMm1Vj2SClFTkGRXY5rGf7Jyspi+fLltGzZEn9/f+vtXl5eLF26lAMHDvDOO++waNEi3nrrLZvHHjt2jK+++oqffvrJWvrhoYceAuDGG28kIiKCzz77zNq+qKiIZcuWcf/991+xT+Hh4fzrX//iySefLLfaemZmJuPHj+ePP/5g27ZttGrViuHDh5OZmWnT7oUXXmDcuHHExsbStm1bxowZw5QpU3jyySfZtWsXAP/5z3+s7X/77TfGjh3LtGnTOHDgAB988AFLly7lpZdeKrMfJpOJFStWcN9995VZQsPT0xN98X5eEyZMYNeuXfz4449s3boVpRTDhw+v9LL7DRs2cPz4cTZs2MAnn3zC0qVLWVq8DcZ3331HkyZNeP75563ZRCGuyNUVvv7afLi62rs3og7YfTqVC9kF7D3j+Flyu1YE37VrFwMGDLB+/+ijjwIwfvx465v61bz11lvo9XpGjx5Nbm4uAwcOZOnSpTZ7VS1fvpxp06ZZV9mNGjXKpjaUTqfj559/5sEHH6Rv3764ubkxZswY3njjjWq4yrLlFhpp/8xvNXb+Kznw/FDcnSv+X79q1Spr9iM7O5uQkBBWrVplU9X86aeftn4dHh7OjBkz+PLLL3n88cett+fl5fHJJ5/QpEkTAObPn88tt9zCm2++SXBwMBMnTmTJkiU89thjAPz888/k5OQwevToq/bx6aefZsmSJSxfvtymBpfFTTfdZPP9Bx98gK+vLxs3brQZarz//vutzzdr1ix69+7N7NmzGTp0KAAPP/ywTRD30ksv8cQTTzC+eAPTiIgIXnjhBR5//HGeffbZUv04f/48qamptG3b9orXc/ToUX788Uf+/PNPa0Z0+fLlhIWF8f3333PXXXdd9Wdi4evry4IFC9DpdLRt25ZbbrmFdevWMWnSJPz8/NDpdHh5eREcHFzhcwohhMWhBPOHT1MDGJ6za9DUv3//SmU9Tp48Weo2V1dX5s+fz/z588t9nJ+fH8uWLbviuZs2bcqqVasq3JeGZMCAAbz33nsAXLx4kYULF3LzzTezY8cOmjVrBsA333zD22+/zbFjx8jKyqKoqKhUlq5p06bWgAnMw6Imk4nDhw8THBzMhAkTePrpp9m2bRvXX389ixcvZvTo0Xh4eFy1j40aNWLmzJk888wz3H333aXuT05O5plnnmH9+vUkJSVhNBrJycnh9OnTNu06depk/doyny0yMtLmtry8PDIyMvD29iYmJoadO3faZJaMRiN5eXnk5ORYizJaWF7vVxsGO3jwIHq93qZUhr+/P23atOHgwYNX+3HY6NChg82HiJCQEP7+++9KnUMIIcpzKNFcbsdYy4tY7EH2nrMTNycdB54farfnrgwPDw9atmxp/b579+4YDAYWLVrEiy++yLZt27jnnnt47rnnGDp0KAaDgRUrVvDmm29e8byWwMHyb2BgICNHjmTJkiVERETwyy+/8Pvvv1e4n48++igLFy5k4cKFpe6bMGECKSkpvP322zRr1gwXFxd69+5NQUGBTTsnJ6dS/SvrNsswoMlk4rnnnuOOO+4o9ZyuZQxdNGrUCF9f36sGPuV9mCi5olOr1ZZqV9bQXcn+W65BNo0WVZadDcWZZ7KyoAIfaoRjs2SaiiTTJGqKRqOp1BBZXaLRaNBqteTm5gLw559/0qxZM5566ilrm1OnTpV63OnTpzl37px1Ls/WrVvRarW0bt3a2uaf//wn99xzD02aNKFFixb07du3wv3y9PRk9uzZzJkzh5EjR9rc98cff7Bw4UKGDx8OQHx8POfPn6/4RZejW7duHD582CaovBKtVsvdd9/NZ599xrPPPltqXlN2djYuLi60b9+eoqIitm/fbh2eu3DhAkeOHKFdu3aAOQBLTEy0CaQs8wMrw9nZ2WbbISGEqKj8IiPHU7KAhjE8V2dXz4m6Iz8/n8TERBITEzl48CBTp04lKyvLGpi0bNmS06dPs2LFCo4fP87//vc/Vq5cWeo8rq6ujB8/nr/++os//viDadOmMXr0aJu5NJZM1YsvvnjVCeBlmTx5MgaDgS+++MLm9pYtW/LZZ59x8OBBtm/fzn333Yebm1ulz3+5Z555hk8//ZQ5c+awf/9+Dh48yJdffmkzx+tyL7/8MmFhYfTq1YtPP/2UAwcOcPToURYvXkyXLl3IysqiVatW3HrrrUyaNInNmzfz119/MXbsWBo3bsytt94KmIe3U1JSeO211zh+/Djvvvsuv/76a6WvITw8nE2bNnH27NlqCSSFEA3HseQsa4apIQzPSdAkrio6OpqQkBBCQkLo1asXO3fu5Ouvv7YWj7z11lt55JFH+M9//kOXLl3YsmULs2fPLnWeli1bcscddzB8+HCGDBlCx44dSw2labVaJkyYgNFoZNy4cZXuq5OTEy+88AJ5eXk2ty9evJjU1FS6du1KVFQU06ZNK7NSfGUNHTqUVatWsWbNGnr06MH111/PvHnzrHO9yuLr68u2bdsYO3YsL774Il27duUf//gHX3zxBa+//joGgwGAJUuW0L17d0aMGEHv3r1RSvHLL79Yh9vatWvHwoULeffdd+ncuTM7duxg5syZlb6G559/npMnT9KiRQsaNWpUtR+EEKJBsgzNgXlDQkfPNmlUbZcfdmAZGRkYDAbS09NLTYLOy8sjLi6O5s2blznXRVwyadIkkpKS+PHHH+3dFVFHyO9PHSJzmkQJL/18gEV/xFm/P/rSzTjp6l8+5kp/v0uqn5NqhENKT09n586dLF++nB9++MHe3RFCCHEVBxNsa90ZTYpKrjWqVyRoEnXGrbfeyo4dO5gyZQqDBw+2d3eEEEJchaXcgIXJwQevJGgSdUZlygsIIexEp4PiVaiyjUrDlpKZz/ks27Itjl52QIImIYQQFefqCj//bO9eiDrAkmVq6ufO6Ys5gONPBK9/s7WEEEIIYXeWlXMdQi9NnDZK0CSEEEIIYetggjnT1C7EG23xzlCOXqtJgiYhhBAVl51tLjPg4WH+WjRYBxPNmaa2wV7oiqMmR880yZwmIYQQlZOTY+8eCDsrNJo4lmwOmtqFeKPTaig0KocPmiTTJIQQQohKOZGSTaFR4emip4mvGzrrZuZ27lgNk6BJXJOTJ0+i0WiqtFFsTfj999/RaDSkpaXZuysV0r9/f6ZPn27vbgghRKUcTjJnmVoHeRZv4l48PCdzmkRDpdFornhMmDChxp7baDQyd+5c2rZti5ubG35+flx//fUsWbLE2qasgKNPnz4kJCRY92+rKZbgzHL4+/tz00038eeff9bo89YmpRSDBg1i6NChpe5buHAhBoOB06dP26FnQgh7O3XePJ8topF5S51Lc5ocO9Ukc5pEuRISEqxff/nllzzzzDMcPnzYepubmxupqak18txz5szhww8/ZMGCBVx33XVkZGSwa9euqz6fs7MzwcHBNdKnshw+fBhvb29SUlJ48cUXueWWWzhy5Ei1bAZsbxqNhiVLlhAZGckHH3zAlClTAIiLi2PWrFnMnz+fpk2bVvvzFhYWWjclFkLUTXEXzEFTuL87AHpr0GS3LtUKyTSJcgUHB1sPg8GARqMpdZvFiRMnGDBgAO7u7nTu3JmtW7fanGvLli3ceOONuLm5ERYWxrRp08i+wsqbn376iQcffJC77rqL5s2b07lzZyZOnMijjz4KwIQJE9i4cSPvvPOONdtz8uTJUsNzS5cuxcfHh99++4127drh6enJsGHDbALCoqIipk2bho+PD/7+/syaNYvx48dz2223XfVnFBgYSHBwMJGRkTz99NOkp6ezfft26/0HDhxg+PDheHp6EhQURFRUFOfPny/3fAUFBTz++OM0btwYDw8PevXqZVMp/cKFC9x77700adIEd3d3IiMj+eKLL2zO8c033xAZGYmbmxv+/v4MGjTI5me9ZMkS2rVrh6urK23btmXhwoXl9icsLIx33nmHmTNnEhcXh1KKiRMnMnDgQCZMmHDV64uOjuaGG26w/mxHjBjB8ePHrfdbhne/+uor+vfvj6urK8uWLbvqz10IYV+nLpgXA4QHmDds1moaxuo5CZrsLTu7/CMvr+Jtc3Mr1raGPPXUU8ycOZPY2Fhat27NvffeS1FREQB///03Q4cO5Y477mDv3r18+eWXbN68mf/85z/lni84OJj169eTkpJS5v3vvPMOvXv3ZtKkSSQkJJCQkEBYWFiZbXNycnjjjTf47LPP2LRpE6dPn2bmzJnW+1999VWWL1/OkiVL+PPPP8nIyOD777+v1PXn5ORYhw4tWZKEhAT69etHly5d2LVrF9HR0SQlJTF69Ohyz3P//ffz559/smLFCvbu3ctdd93FsGHDOHr0KAB5eXl0796dVatWsW/fPiZPnkxUVJQ1UEtISODee+/lgQce4ODBg/z+++/ccccdqOJ5BosWLeKpp57ipZde4uDBg7z88svMnj2bTz75pNw+jR8/noEDB3L//fezYMEC9u3bx4cfflih68vOzubRRx9l586drFu3Dq1Wy+23347pshT+rFmzmDZtGgcPHixzOFDUIVot9OtnPrTyJ6ShOmXNNJmDpoZScgAlqk16eroCVHp6eqn7cnNz1YEDB1Rubq7tHVD+MXy4bVt39/Lb9utn2zYgoOx2VbRkyRJlMBhK3R4XF6cA9dFHH1lv279/vwLUwYMHlVJKRUVFqcmTJ9s87o8//lBarbb0z6PEOdq1a6e0Wq2KjIxUU6ZMUb/88otNm379+qmHH37Y5rYNGzYoQKWmplr7Dahjx45Z27z77rsqKCjI+n1QUJB6/fXXrd8XFRWppk2bqltvvbXcn4fleTw8PJSHh4fSaDQKUN27d1cFBQVKKaVmz56thgwZYvO4+Ph4BajDhw+XuoZjx44pjUajzp49a/OYgQMHqieffLLcvgwfPlzNmDFDKaVUTEyMAtTJkyfLbBsWFqY+//xzm9teeOEF1bt373LPr5RSSUlJqlGjRkqr1arvvvuuwtd3ueTkZAWov//+Wyl16fXz9ttvX/H5y/39EULUuozcAtVs1irVbNYqlZFrfr/rM3edajZrldpzOtW+nauiK/39LknmNIlq0alTJ+vXISEhACQnJ9O2bVtiYmI4duwYy5cvt7ZRSmEymYiLi6Ndu3alzte+fXv27dtHTEwMmzdvZtOmTYwcOZIJEybw0UcfVapv7u7utGjRwqZ/ycnJAKSnp5OUlETPnj2t9+t0Orp3714qG1KWP/74Aw8PD/bs2cOsWbNYunSpNdMUExPDhg0b8PT0LPW448eP07p1a5vbdu/ejVKq1O35+fn4+/sD5gnyr7zyCl9++SVnz54lPz+f/Px8PDzMn/Y6d+7MwIEDiYyMZOjQoQwZMoQ777wTX19fUlJSiI+PZ+LEiUyaNMl6/qKioqtOnA8MDGTy5Ml8//333H777RW+vuPHjzN79my2bdvG+fPnrT/T06dP07FjR2v766677orPL4SoOyxDcwGezni5mt/v9LqGkWmSoMnesrLKv+/yHcSL/9CX6fI0+cmTVe5SVZScuKux1uswWf+dMmUK06ZNK/W4K00k1mq19OjRgx49evDII4+wbNkyoqKieOqpp2jevHmV+mbpn7psWaylzxaX31+e5s2b4+PjQ+vWrcnLy+P2229n3759uLi4YDKZGDlyJK+++mqpx1kCy5JMJhM6nY6YmBh0l/3fWwKTN998k7feeou3336byMhIPDw8mD59OgUF5p3GdToda9asYcuWLaxevZr58+fz1FNPsX37dtzdzRM2Fy1aRK9evWzOf/nzlUWv16PXX3rLqMj1jRw5krCwMBYtWkRoaCgmk4mOHTta+2thCfqEEHVfXPHKuWb+l35vrXWaHLzkgARN9laZPxY11baGdevWjf3799OyZctrOk/79u0BrJOanZ2dMRqN13ROg8FAUFAQO3bs4B//+Adgzubs2bOHLl26VOpcUVFRPP/88yxcuJBHHnmEbt268e233xIeHm4TbJSna9euGI1GkpOTrX253B9//MGtt97K2LFjAXPgcvToUZtsnUajoW/fvvTt25dnnnmGZs2asXLlSh599FEaN27MiRMnuO+++yp1bWW52vVduHCBgwcP8sEHH1ivZ/Pmzdf8vMLOsrMhPNz89cmTdeq9RtSOy+czAdY6TUVGxw6aZBafqHGzZs1i69atPPTQQ8TGxnL06FF+/PFHpk6dWu5j7rzzTt566y22b9/OqVOn+P3333nooYdo3bo1bdu2BSA8PJzt27dz8uRJm6Gfypo6dSpz587lhx9+4PDhwzz88MOkpqaWyj5djVarZfr06bzyyivk5OTw0EMPcfHiRe6991527NjBiRMnWL16NQ888ECZwV7r1q257777GDduHN999x1xcXHs3LmTV199lV9++QWAli1bWjNJBw8eZMqUKSQmJlrPsX37dl5++WV27drF6dOn+e6770hJSbEGVXPmzGHu3Lm88847HDlyhL///pslS5Ywb968Sv/crnZ9vr6++Pv78+GHH3Ls2DHWr19vXf0o6rnz582HaJBOWlbOFZcbgEslBxw90yRBk6hxnTp1YuPGjRw9epR//OMfdO3aldmzZ5c5RGUxdOhQfvrpJ0aOHEnr1q0ZP348bdu2ZfXq1dasxsyZM9HpdLRv355GjRpVudDirFmzuPfeexk3bhy9e/fG09OToUOH4urqWulzPfDAAxQWFrJgwQJCQ0P5888/MRqNDB06lI4dO/Lwww9jMBjQlrPqaMmSJYwbN44ZM2bQpk0bRo0axfbt260rA2fPnk23bt0YOnQo/fv3Jzg42KY0gre3N5s2bWL48OG0bt2ap59+mjfffJObb74ZgH/+85989NFHLF26lMjISPr168fSpUsrNdxpcbXr02q1rFixgpiYGDp27MgjjzzC66+/XunnEULULSeLh+cs5Qag4ZQc0KiKTt4QV5WRkYHBYCA9PR1vb2+b+/Ly8oiLi6N58+ZV+mMsao/JZKJdu3aMHj2aF154wd7dEcjvT52SnQ2Wyf9ZWTI81wBd9+Jazmfl89N/biCyiXkRycj5m/n7bDpL7u/BgDb1r7jvlf5+lyRzmkSDd+rUKVavXk2/fv3Iz89nwYIFxMXFMWbMGHt3TQgh6pTMvELOZ+UD0Czg0vCcde85mdMkhGPTarUsXbqUHj160LdvX/7++2/Wrl1bZikEIYRoyCzlBvw9nPF2vbQyWd9ANuyVTJNo8MLCwhxqo10hhKgplqCpWYlJ4FCi5ICDz2mSoEkIIUTFabVgKUYq26g0OCcvlJ4EDpdeCkUSNInqJPPuhag8+b2pQ9zcYOdOe/dC2Il15Zy/bdCkk5IDojpZKi5fXglZCHF1OTnmIYHLq7sLIWqXJdNUaniuONXk6CUHJNNUS/R6Pe7u7qSkpODk5FRunR4hxCVKKXJyckhOTsbHx6dC270IIWqOpbBl88uG54q3npOgSVQPjUZDSEgIcXFxnDp1yt7dEaJe8fHxITg42N7dEAA5OVC8pREHDoC7+5XbC4eRnV9ESmZxuYFyhuckaBLVxtnZmVatWskQnRCV4OTkJBmmukQpsHzwc/D5K8KWZWjOz8MZg5vtULm1IriDvyYkaKplWq1WKhoLIYSod8orNwCg1zWMkgMysUYIIYQQV3XKulFv6a1zGsrec3YNmjZt2sTIkSMJDQ1Fo9Hw/fffW+8rLCxk1qxZREZG4uHhQWhoKOPGjePcuXM258jPz2fq1KkEBATg4eHBqFGjOHPmjE2b1NRUoqKiMBgMGAwGoqKiSEtLs2lz+vRpRo4ciYeHBwEBAUybNk2G0YQQQohi59JyAWjs41bqPsucJkev02TXoCk7O5vOnTuzYMGCUvfl5OSwe/duZs+eze7du/nuu+84cuQIo0aNsmk3ffp0Vq5cyYoVK9i8eTNZWVmMGDECo9FobTNmzBhiY2OJjo4mOjqa2NhYoqKirPcbjUZuueUWsrOz2bx5MytWrODbb79lxowZNXfxQgghRD2SkG4OmkJ8Sk8xaSh1muw6p+nmm2/m5ptvLvM+g8HAmjVrbG6bP38+PXv25PTp0zRt2pT09HQ+/vhjPvvsMwYNGgTAsmXLCAsLY+3atQwdOpSDBw8SHR3Ntm3b6NWrFwCLFi2id+/eHD58mDZt2rB69WoOHDhAfHw8oaGhALz55ptMmDCBl1566Yo7HgshhBANwbm0PABCDWVkmqzDc7XapVpXr+Y0paeno9Fo8PHxASAmJobCwkKGDBlibRMaGkrHjh3ZsmULAFu3bsVgMFgDJoDrr78eg8Fg06Zjx47WgAlg6NCh5OfnExMTUwtXJoQQ9YRGYy450L69+WvRYJyrQKbJaHLsqKnerJ7Ly8vjiSeeYMyYMdbMT2JiIs7Ozvj6+tq0DQoKIjEx0domMDCw1PkCAwNt2gQFBdnc7+vri7Ozs7VNWfLz88nPz7d+n5GRUbWLE0KI+sLdHfbvt3cvRC3LLTCSllMIQEgZmSatVjJNdUZhYSH33HMPJpOJhQsXXrW9UgpNiU9AmjI+DVWlzeXmzp1rnVxuMBgICwu7at+EEEKI+saSZfJw1uHtWjrfotc2jDpNdT5oKiwsZPTo0cTFxbFmzRqb+UXBwcEUFBSQmppq85jk5GRr5ig4OJikpKRS501JSbFpc3lGKTU1lcLCwlIZqJKefPJJ0tPTrUd8fHyVr1MIIYSoqxKK5zOF+LiVmUywlByQOk12ZAmYjh49ytq1a/H397e5v3v37jg5OdlMGE9ISGDfvn306dMHgN69e5Oens6OHTusbbZv3056erpNm3379pGQkGBts3r1alxcXOjevXu5/XNxccHb29vmEEIIh5aTAx06mI/ijZSF47POZzKUXZy5oZQcsOucpqysLI4dO2b9Pi4ujtjYWPz8/AgNDeXOO+9k9+7drFq1CqPRaM0G+fn54ezsjMFgYOLEicyYMQN/f3/8/PyYOXMmkZGR1tV07dq1Y9iwYUyaNIkPPvgAgMmTJzNixAjatGkDwJAhQ2jfvj1RUVG8/vrrXLx4kZkzZzJp0iQJhIQQoiSlzHvOWb4WDULCFVbOgZQcqBW7du1iwIAB1u8fffRRAMaPH8+cOXP48ccfAejSpYvN4zZs2ED//v0BeOutt9Dr9YwePZrc3FwGDhzI0qVLbfaqWr58OdOmTbOushs1apRNbSidTsfPP//Mgw8+SN++fXFzc2PMmDG88cYbNXHZQgghRL1ypRpNIBv21or+/fujrhCVXuk+C1dXV+bPn8/8+fPLbePn58eyZcuueJ6mTZuyatWqqz6fEEII0dCcS79Kpkm2URFCCCGEgIS0K2eatA0k0yRBkxBCCCGuKKE401RWjSYokWly8DlNEjQJIYQQolwZeYVk5RcBEFpOpkmvaxglB+pNRXAhGjqjSVknWwphNxoNNGt26Wvh8Cwr5wxuTrg7lx02WOo0OXrJAck0CVHHnb6Qw7+XxdBudjRf7jxt7+6Ihs7dHU6eNB/u7vbujagFV6vRBKArjiYk0ySEsIucgiL+t+4YizfHUVC8odPsH/bTtakvrYO87Nw7IURDYa3R5FP2fCYAndYcNcmcJiFEjfr9cDJrD5Te6uelnw/y/sbjFBhN3NAygN4R/hQUmZj2xR7yCo126KkQoiGy1Ggqbz4TQPGUJlk9J4SoOZl5hUz+NIYpy2K4kJVvc9+fx84D8OJtHflsYk/+d29X/D2cOZSYyWvRh+3RXSEgNxd69DAfubn27o2oBefSrrxyDhpOcUsJmoSwo4MJmRQYTRhNikOJmdbbcwuMnLpo3tdrWMdgNBoNjbxceP2uTgAs/jOODYeT7dJn0cCZTLBrl/kwmezdG1ELKpJpkjpNQogat/9cuvXrkkHT8ZQslAJ/D2cCPF2st9/UNojxvc0rl6Z9vodDiRnW+7Lyi3hq5d+8u+HSfo5CCHGtrlajCUDfQPaek6BJCDvaf+5S0HM4seTX5gCqVZBnqcc8ObwdPcP9yMwv4v4lO0lIz+VcWi53vreF5dtP8/pvh0nPKaz5zgshHJ5SinPF1cDL20IFLpUckEyTEKLG2AZNlzJNR5LMX7cpY5Wcq5OOD8d1p0UjDxLS8xj38Q5ue/dPm0xV7Jm0muu0EKLBSM0pJL/IPAwbZHApt51lTpPUaRJC1IiCIhPHki8FOoeTMq2f0ixBU6tySgv4uDuz9P6eNPJy4WhyFsmZ+bQJ8uKGlgEA7D6VWsO9F0I0BJYsU4CnCy56XbntdDI8J4SoSUeSMik0Krxd9bg6ackrNHG6ePL3kaQsANoEl1+PKczPnSUTetDYx42hHYL45t+9GdIhCIDdpyVoEkJcO8t8pitNAoeGs3pOilsKYScHiofmOoQayMov4u+z6RxOzCDA05mzxZ/uWgdeuYhlx8YGNs8agKZ4PkG3pr4AxManYTIp64oWIapVQIC9eyBqiSXTdKVq4FBiw14HD5ok0ySEnVhWznUI9aZtcUbpYEImR5PNWaYgbxcM7k5XPY+mxP5fbYO9cHXSkplXxPGUrBrotWjwPDwgJcV8eHjYuzeihl3aQqX8SeAgJQeEEDXMMgm8fai3dRjucGImR4ondFdlqxS9TkunJj6ADNEJIa7dpS1UrpxpspQcMDp2zCRBkxD2YDIpDiZcGp5rG+wNmCeDH06qetAEl4bo9pxOu/aOCiEatIRKZppkw14hRLU7dTGH7AIjLnotLRp54O/pDMDJC9nsPWP+uqxyAxXRrakPIJkmUUNyc+Hmm81f//oruF35j6mo385VMNNkmdPk6CUHJGgSwg4s85naBnuh12kJ8HQhwNOZ81kFxBSXC2h9hZVzV9K1ONN0NDmLjLxCvF2vPi9KiAozmWDjxktfC4dlNCmSMq5eDRxKlBxw8KBJhueEsINL85kM1tsuLy/QKrB0NfCKaOTlQpifG0rBX/FpVe6jEKJhO5+VT5FJodVAoFf5hS2hRMkBqdMkhKhul8oNeFtvs8xrAmji64aHS9UTwZZ5TbtPpVX5HEKIhs1SbiDI2xW97srhgmSahBA1puTKOYuSmaaqTgK3sAZNMq9JCFFFlzbqvfJ8Jri095zMaRJCVIsio4mtJy7wQ+w5zmflo9VAu+CSmabqD5qkyKUQoqqshS19rj7ZXyqCCyGqTfzFHEZ/sNX6yQ2gf5tA3Jwv7eXUKtALjQaUgjbBVZvPZNE2xFzkMj23kBPns2lZxflRQoiGy7qFSgUyTfoGsvecBE1C1IKf/04gIT0Pb1c9t3QKZVTnUHo297Np4+aso3tTX/aeSbdmiqrKSaelY6iBXadS2XsmTYImUb3c3e3dA1ELKlqjCWR4TghRjbaduADAw4NaM/GG5uW2+yCqO2m5hTTzv/btKTqH+bDrVCp/xadxR7cm13w+IQDz1inZ2fbuhagFFa3RBA1nIrgETULUsCKjiZ1xFwG4PsLvim39PV3w97zy0t6K6hzmA0DsmfRqOZ8QomGpTKbJsrhOSg4IIa7JvnMZZBcYMbg52Uz8rmldivegO3gug/wiY609rxCi/is0mkjOzAcgtEITwc3hhKNPBJegSYgaZhma69Xcr1ZXsYX5ueHn4UyB0cTBhMxae17h4PLy4JZbzEde3tXbi3opKSMPpcBZp8Xfw/mq7S3bqEjQJIS4Jpag6foI/1p9Xo1GQ+cm5orjUhlcVBujEX75xXwYJYPpqCwr54INrhX6sKe1DM9J0CSEqKpCm/lMtRs0waV5TRI0CSEqw1qjqQLlBgD0xVGTo5cckKBJiBq072y6dT5T2ypuwHstLk0GT6v15xZC1F/WGk0VmM8EkmkSQlSDbSfMWabans9k0bl4MviJlGzScwtr/fmFEPVTQiUzTZY5TSYFyoGzTRI0CVGD7DWfycLPw5mmfuZChH9L6QEhRAWds+w7V8FMk67Eh0JHzjZJ0CREDSk0mth10pxp6t3CPkETlJjXJEN0QogKstRoqsgWKnBZ0CSZJiFEZVnmM/m4O9HmGjfgvRaWFXSxMhlcCFFBCcXVwCtS2BIaTqZJKoILUUNiTqUC0DPcPvOZLLpYJoPHp6GUQqOxX1+EA/DwMO8qLRxWXqGRC9kFQMW2UIFLe8+BYwdNds00bdq0iZEjRxIaGopGo+H777+3uV8pxZw5cwgNDcXNzY3+/fuzf/9+mzb5+flMnTqVgIAAPDw8GDVqFGfOnLFpk5qaSlRUFAaDAYPBQFRUFGlpaTZtTp8+zciRI/Hw8CAgIIBp06ZRUFBQE5ctGghLNV3LnCJ76RBqQKfVkJKZb52nIIQQ5bGsnHNz0mFwc6rQY0pmmkymGulWnWDXoCk7O5vOnTuzYMGCMu9/7bXXmDdvHgsWLGDnzp0EBwczePBgMjMvVTeePn06K1euZMWKFWzevJmsrCxGjBiBsUTRtTFjxhAbG0t0dDTR0dHExsYSFRVlvd9oNHLLLbeQnZ3N5s2bWbFiBd9++y0zZsyouYsXDi+jeLVaRd90aoqbs46OoebtW6av2ENmnqyiE0KUz7pyzse1wplpnaZhzGlC1RGAWrlypfV7k8mkgoOD1SuvvGK9LS8vTxkMBvX+++8rpZRKS0tTTk5OasWKFdY2Z8+eVVqtVkVHRyullDpw4IAC1LZt26xttm7dqgB16NAhpZRSv/zyi9Jqters2bPWNl988YVycXFR6enpFb6G9PR0BVTqMcJx/euzXarZrFVq6Z9x9u6K2nM6VXV8Nlo1m7VKjZz/h0rNzrd3l0R9lZur1J13mo/cXHv3RtSAr3fFq2azVqn7Fm27euMSwp9YpZrNWqWSMurf66Kif7/r7ETwuLg4EhMTGTJkiPU2FxcX+vXrx5YtWwCIiYmhsLDQpk1oaCgdO3a0ttm6dSsGg4FevXpZ21x//fUYDAabNh07diQ0NNTaZujQoeTn5xMTE1NuH/Pz88nIyLA5hLBIryOZJjDPa/pi0vX4ujux90w693y4jbQcGX4WVWA0wjffmA/ZRsUhVbZGk4W1VpMMz9W+xMREAIKCgmxuDwoKst6XmJiIs7Mzvr6+V2wTGBhY6vyBgYE2bS5/Hl9fX5ydna1tyjJ37lzrPCmDwUBYWFglr1I4soy8uhM0AXRsbODLKb1p5OXCocRMlm8/be8uCSHqoMrWaLKwzGty5OG5Ohs0WVw+nqoqsPrn8jZlta9Km8s9+eSTpKenW4/4+Pgr9ks0LJZMk3cdCZoAWgd58VD/FgBsL94TTwghSqpsjSYLa9BklKCp1gUHBwOUyvQkJydbs0LBwcEUFBSQmpp6xTZJSUmlzp+SkmLT5vLnSU1NpbCwsFQGqiQXFxe8vb1tDiEs0nMsmaa6VdmjZ3Nzoc2YkxcpMjpwHl0IUSWJVc00aSTTZDfNmzcnODiYNWvWWG8rKChg48aN9OnTB4Du3bvj5ORk0yYhIYF9+/ZZ2/Tu3Zv09HR27NhhbbN9+3bS09Nt2uzbt4+EhARrm9WrV+Pi4kL37t1r9DqFYzKZFJn5RUDdyjQBtAn2wstVT3aBkYMJmVd/gBCiQUnMMAdNwd6VyzRZ6tE5cp0mu34EzsrK4tixY9bv4+LiiI2Nxc/Pj6ZNmzJ9+nRefvllWrVqRatWrXj55Zdxd3dnzJgxABgMBiZOnMiMGTPw9/fHz8+PmTNnEhkZyaBBgwBo164dw4YNY9KkSXzwwQcATJ48mREjRtCmTRsAhgwZQvv27YmKiuL111/n4sWLzJw5k0mTJkn2SFRJZn6Rtf6ft2vdCpp0Wg09wv1YfyiZ7XEXiCyuGC6EEHmFRtKKs+SVDZr0WsumvY4bNNk107Rr1y66du1K165dAXj00Ufp2rUrzzzzDACPP/4406dP58EHH+S6667j7NmzrF69Gi+vS1tSvPXWW9x2222MHj2avn374u7uzk8//YROp7O2Wb58OZGRkQwZMoQhQ4bQqVMnPvvsM+v9Op2On3/+GVdXV/r27cvo0aO57bbbeOONN2rpJyEcjaVGk4tei6uT7iqta1+PcD8Adp6UeU1CiEuSirNMrk5avCs5tcCSaSpy4DlNds009e/fH3WFiFSj0TBnzhzmzJlTbhtXV1fmz5/P/Pnzy23j5+fHsmXLrtiXpk2bsmrVqqv2WYiKqEvlBsrSs7k5aNoRd1G2VhGV4+4OWVmXvhYOxTKfKdi74oUtLawlByTTJISojLpSDbw8kY0NuDppSc0p5Fhylr27I+oTjca8/5yHh/lr4VAs85mCKjk0ByVWzznwnCYJmoSoAXWx3EBJznotXcPM9c12yBCdEKKYZXguuJLlBkDqNAkhqqiuD8+B7RCdEBWWnw8TJpiP/Hx790ZUs8R08/9pZSeBg2SahBBVVNeqgZfl8nlNQlRIURF88on5KCqyd29ENUu6huG54phJgiYhROXUh0xT16Y+6LUaEtLzOJOaa+/uCCHqgMRqGJ4zSdAkhKgM65wm17pVDbwkd2c9HRubazTJEJ0QAi6tnqvaRHBzSFEkQZMQojIycutmNfDLWYboYk6nXqWlEMLRmUyK5MxryTSZ/5WJ4EKISqkPw3MAHULNFe+PJMp2KkI0dBdzCig0KjQaCPRyqfTjrXWaJNMkhKiMul5ywKJ1kLm6/uGkTJkMLkQDZxma8/dwwUlX+fBAVs8JIaqkPqyeA4ho5IFOqyEzr4ikDFk+LkRDdqlGU+WzTCBBkxCiiup6RXALF72OcH/zVhhHkmSITlSAuzskJ5sP2UbFoVhXzlVhEjiAViPFLYUQlaSUqjfDc3BpiE6CJlEhGg00amQ+ZBsVh5J0DSvnQDJNQogqyC00Uli8y3ddzzQBtJKgSQjBtWearHWaJNMkhKgoS7kBnVaDh7POzr25ujbWyeCyca+ogPx8eOgh8yHbqDiUxOJ5jUFVKDcAl4KmIqMETUKICipZbkBTD4YvWgd5AnBMVtCJiigqgoULzYdso+JQLMNzVc40aSTTJISopPpQDbyk8AAPnHQasguMnE2T7VSEaKgS0s2//1UpbAmgtc5pqrYu1TkSNAlRzerLyjkLJ52WiABztknmNQnRMOUWGMnIM2cOqzoRXG8Nmhw3apKgSYhqVp9Wzlm0CrIETTKvSYiGyDIJ3M1JV+UsuVZWzwkhKqs+Bk1tZAWdEA2apRp4sMG1ynMxddY6TdXWrTpHgiYhqll9qQZekpQdEKJhs1QDD/KuWjVwKFFyQDJNQoiKqi+b9ZbUJtgcNB1LznLo1LoQomzXWqMJSpQccOD3kPqxvEeIeqQ+Bk1N/dxx0WvJKzQRfzGH8AAPe3dJ1FVubhAXd+lr4RAsw3NVrdEEUnJACFEFGdaSA/UnaNJpNbRoJCvoRAVotRAebj608ifEUSRVQ6ZJJoILISrNUhG8PmWa4NIQ3dFkWUEnRENTHcNz+gYQNMnwnBDVrD4Oz8GlsgML1h/joz9OUGhU3Nm9CXNGdbBzz0SdUlAATz1l/vqll8DZ2b79EdUiqTqG5xpA0CSZJiGq2aWSA/XrM0nvCH/AvOFwak4hWflFfL7jtEO/AYoqKCyEN94wH4WF9u6NqAZpOQWcKw6awv2rPp9Ray054LjvGfXrXV2IeqA+lhwA6NrUl02PDSAjrxBnvZZRCzbLxHAhGoA9p9MAiAjwwM+j6plDXXEaxpFLDkjQJEQ1KjSayCkwAvUvaAJo6u9u/ToiwJMDCRkcTc6SoEkIB7b7dCpg/uB0LXTFCwMcueSADM8JUY0sQ3MAXvVo9VxZWgaa5zgdk4nhQji0mFPmoKlbM59rOo8l0+TIQ/oSNAlRjSzlBrxc9NZJkfVVKwmahHB4RUYTf8WnAdC92TVmmqROkxCiMurjvnPluZRpkrpNQjiqw0mZZBcY8XTR0yrQ65rOJXWahBCVUl/LDZTFUoLgeEo2yoE/OQrRkO0ungTetanPNWfHpU6TEKJSMvLMhS3rW7mBsjTz90Cv1ZCVX0RiRh4hBtkyQ2DeOmXfvktfi3ptz6nqmQQOkmkSQlSSI2WanHRamhWvpjuaJPOaRDGtFjp0MB+yjUq9F1O8cq5bU59rPpeuAdRpkle8ENUow4GCJsA6x0EmgwvheM5n5XPqQg5QPZkmy/CeI9dpkqBJiGqUXg83670Sy2Rw2Y9OWBUUwJw55qOgwN69Eddgd/HQXKtAz2r5oGcJmhy5TlP9n3ghRB3iaJkmS9B0XIImYVFYCM89Z/76scdk77l6zDIJ/FpLDVhYM00yPCeEqIi0HHPQ5OPuWEHTsRQJmoRwNLut85mqJ2iy7j3nwJmmOh00FRUV8fTTT9O8eXPc3NyIiIjg+eefx2QyWdsopZgzZw6hoaG4ubnRv39/9u/fb3Oe/Px8pk6dSkBAAB4eHowaNYozZ87YtElNTSUqKgqDwYDBYCAqKoq0tLTauEzhQC7mmIcrfNwd49N3i0aeaDRwMbuAC1n59u6OEKKa5BcZ2XsmDbj2SuAWDaHkQJ0Oml599VXef/99FixYwMGDB3nttdd4/fXXmT9/vrXNa6+9xrx581iwYAE7d+4kODiYwYMHk5l5qSDf9OnTWblyJStWrGDz5s1kZWUxYsQIjEajtc2YMWOIjY0lOjqa6OhoYmNjiYqKqtXrFfVfWnHQ5OsgQZObs44mvuZl5TIZXAjH8U3MGfIKTYQYXIkI8KyWczaEkgN1ek7T1q1bufXWW7nlllsACA8P54svvmDXrl2AOcv09ttv89RTT3HHHXcA8MknnxAUFMTnn3/OlClTSE9P5+OPP+azzz5j0KBBACxbtoywsDDWrl3L0KFDOXjwINHR0Wzbto1evXoBsGjRInr37s3hw4dp06aNHa5e1EepDjY8B9CykSfxF3M5lpJFrwh/e3dHCHGNiowm3t94HIBJ/4iwBjvX6lLJgWo5XZ1UpzNNN9xwA+vWrePIkSMA/PXXX2zevJnhw4cDEBcXR2JiIkOGDLE+xsXFhX79+rFlyxYAYmJiKCwstGkTGhpKx44drW22bt2KwWCwBkwA119/PQaDwdqmLPn5+WRkZNgcouFSSl3KNHk4RqYJSqygk1pNQjiEH/86R/zFXPw9nLm3Z9NqO29DKDlQpzNNs2bNIj09nbZt26LT6TAajbz00kvce++9ACQmJgIQFBRk87igoCBOnTplbePs7Iyvr2+pNpbHJyYmEhgYWOr5AwMDrW3KMnfuXJ6zrCIRDV52gZHC4o9Yvg6UabLUajouk8GFqPdMJsXC381ZpgduaI6bs67azn2p5IDpKi3rrzqdafryyy9ZtmwZn3/+Obt37+aTTz7hjTfe4JNPPrFpp9HYphaVUqVuu9zlbcpqf7XzPPnkk6Snp1uP+Pj4ilyWcFCp2eYsk7Nei5tT9b0R2VsLB8o0Re9L5LoX17Ll2Hl7d6X+cnWFHTvMh6urvXsjKum3/YkcS87Cy1VPVO9m1XruS5mmaj1tnVKnM02PPfYYTzzxBPfccw8AkZGRnDp1irlz5zJ+/HiCg4MBc6YoJCTE+rjk5GRr9ik4OJiCggJSU1Ntsk3Jycn06dPH2iYpKanU86ekpJTKYpXk4uKCi4vLtV+ocAiWcgO+7k5XDdrrE8vwXGJGHkkZeQR5198/lJ9sOcn5rHw+2hxHn5YB9u5O/aTTQY8e9u6FqAKlFO/+fgyACX3Cq70Ir1a2UbGvnJwctJftbaTT6awlB5o3b05wcDBr1qyx3l9QUMDGjRutAVH37t1xcnKyaZOQkMC+ffusbXr37k16ejo7duywttm+fTvp6enWNkJcTaqDrZyzMLg5cV1x8bvv95y1c2+qLrfASExxBeTNR8+TlV9k5x4JUbv+PpvOvrMZuDnpuL9v82o/v64BrJ6r00HTyJEjeemll/j55585efIkK1euZN68edx+++2AeUht+vTpvPzyy6xcuZJ9+/YxYcIE3N3dGTNmDAAGg4GJEycyY8YM1q1bx549exg7diyRkZHW1XTt2rVj2LBhTJo0iW3btrFt2zYmTZrEiBEjZOWcqDBHDZoA7ujWBIBvd59B1dNPkTtPXqTAaP7AVWA0sfFwip17VE8VFMDrr5sP2UalXjmYYF6sdF24L341sFilIdRpqtPDc/Pnz2f27Nk8+OCDJCcnExoaypQpU3jmmWesbR5//HFyc3N58MEHSU1NpVevXqxevRovLy9rm7feegu9Xs/o0aPJzc1l4MCBLF26FJ3u0ryT5cuXM23aNOsqu1GjRrFgwYLau1hR71nmNPl6OM4kcItbOoUw56f9HEnKYv+5DDo2Nti7S5X2Z/E8Jq0GTMo8t+OWTiFXeZQopbAQHn/c/PWDD8o2KvWIpdZai0bVU5fpclKnyc68vLx4++23efvtt8tto9FomDNnDnPmzCm3jaurK/Pnz7cpink5Pz8/li1bdg29FQ3dpRpNjvdHxODmxJD2Qazam8C3u8/UiaDJZFIcSMgg2OBKgOfV5xZuLg6aoq5vxidbT7HhUDIFRSac9XU64S5EtbEETZZ5itXNUqdJ9p4TQlzVpWrgjpdpAvi/4iG6H2PPUWi03/KY81n5vL/xODe9+Tsj5m9mwpIdV33MxewC9p8zD008dFNLGnm5kJlfxNYTF2q6u0LUGZY9JGssaLKWHJCgyUZERAQXLpR+s0lLSyMiIuKaOyVEfZRqXT3neJkmgH+0CiDA04UL2QV2mw90NCmTAa//ziu/HuLkhRwA9p3NuOq+eFuOm7NMbYO9CPRyZXB786rY3/aXX4dNCEeSV2jkTGouUPNBkyMXt6xS0HTy5Embfdss8vPzOXu2/q6uEeJapDrYZr2X0+u03NYlFDBPCLeHL3bEk5lfRESAB6/cEUm4vzsAe8+kX/FxlvlMNxSXGRjawVyuZM2BJId+gxfC4kRKNkqZt3jyr6EdC3TFEYUjlxyo1JymH3/80fr1b7/9hsFwaV6D0Whk3bp1hIeHV1vnhKhPStZpclT/170JH22OY93BZNJyCmo1QFRKWTNDs25uy9AOweyIu8jJCznExqcxoG3pqv4WlvlMfVuZg6beEf54uepJycxnT3wa3Zv5lvtYIRyBdWiukWeN1ZGz1mly4A8ilQqabrvtNsA8+Xr8+PE29zk5OREeHs6bb75ZbZ0Toj5x9EwTQLsQbyICPDhxPps98WkMaFN+oFLd9p/L4GxaLq5OWm5s1QiAzmE+fLfnLH+dSSv3cacuZBN/MRcnnYae4X6AuWr7TW0D+SH2HKv2npOgSTi8mp4EDqAvrqvoyEFTpYbnTCYTJpOJpk2bkpycbP3eZDKRn5/P4cOHGTFiRE31VYg6rSFkmgDah3oDcDgxs1afd/UBc9X+G1s1su6X1TnMB4C/4tPKrR9lyTJ1beqLh8ulz4m3dW0MwPJtpzkh++pVnKsrbNhgPmQblXrjeA2XGwCw1KKWoOkycXFxBATIFgRCWBQUmawVpmuiaFxd0jbYXAPtSG0HTcVDc5b5SADtQrxw0mlIzSkk/mJumY/bcsy8aOWGy7ZN6d+6Ef3bNKLAaGL2D/vqbdHOWqfTQf/+5kPnOHssOrrayDRZJ4I78O9Sles0rVu3jnXr1lkzTiUtXrz4mjsmRH1iKTeg1VDt+znVNa2DzEHToVoMmk5dyOZQYiY6rYaB7S4NCbrodbQP8eavM+nEnkmjafHE8JL2nzNPEr98CE6j0fD8qI4Mfmsjfx67wE97ExjVObRmL0QIOygymog7nw3UcNDUAOY0VSnT9NxzzzFkyBDWrVvH+fPnSU1NtTmEaGgs5QYMbk7WqriOqm2weXjuWEoWRbVUr2n1fvPQXK/mfqXmjJUcortcboGRUxfNpQkswV5JTf3deWhASwBeWHWAjLzCauy1gyoshHffNR+F8vOqD+JTcykwmnB10tLYx63Gnqch1GmqUqbp/fffZ+nSpURFRVV3f4Solxx537nLNfF1w91ZR06BkZMXcmr0k6vFb2UMzVl0CfPh062nygyajqdkoZR5nlmAZ9n/N1P6RbByz1nizmczb/UR5ozqUK19dzgFBfCf/5i/njABnBw7s+oILENzEQGeNfqhTuo0laOgoIA+ffpUd1+EqLfSrCvnHP8PiFaroVVx1uZIUs0P0aVk5hNz2pzBHtIhqNT9lkzTvnPppSqVW/rXOsir3GXWLnodz99qDpSWbTvF6eKimUI4iuM1XAncwlpywIHnNFUpaPrnP//J559/Xt19EaLecvRq4JdrE2R+862NeU1rDiShFHRuYiDEUHpoobm/B16uevIKTaWCuMMlgqYr+UerRtzYuhFFJsVba4/Y3FdkNJFbULqYrxD1RW1MAgfQ6xx/TlOVhufy8vL48MMPWbt2LZ06dcLpsvTsvHnzqqVzQtQXDaFGU0ltiuc11cYKuu9jzbsMDOsYUub9Wq2Gzk182HzsPH/Fp9Mh9FLR3aNJ5j8WrYOvHDQBPDakDZuOpPB97Fmm9IugbbA3Z1JzuO+j7WTmFfHFpOtpU4HzCFHX1FbQJBPBy7F37166dOmCVqtl37597Nmzx3rExsZWcxeFqPsaSo0mizbFmZvDNTw8F38xhx1xF9Fo4Lau5a9s6xxmDpQun9dkqSXVugJ/LCKbGBgeGYxS8MZvR0jKyOO+j7Zz6kIOF7MLeGDpTs5fZY87IeoapVSt1GgCrPOlTAqHLeFRpUzThg0bqrsfQtRrqdnFE8EdvEaThSXjcvJCNnmFRlydaqZez/d7zFmmPi38yxyas+jcxAfApjJ4dn4RZ9PMtZuuNjxn8ejgNkTvS2TtwSQOJpgrkIf5uaHTaDh5IYfJn+7i80nX19j1ClHdkjPzycwvQquB8IDSJTmqk67EvEGTAp0DLiSuUqZJCGGroc1pCvB0xs/DGaUuDYFVN6UUK4uDptu7Nrli2y7Fk8GPJGWSXvx/cbT403UjL5cKB7MtAz25s7v5uc6m5RJicOXzf17PxxN64O2qZ/fpNB77Zq/DfooWjscyNNfM3wMXfc0G+7oSUVKRqXbKkdS2KmWaBgwYcMUN/9avX1/lDglRH10qOdAwhuc0Gg1tgrzYeuICh5MyiWxiuPqDKik2Po0T57NxddIyrGPpUgMlBXq70ibIi8NJmaw9mMT/dW9inW/VOqhyQxIPD2rNr38n4uqsY/k/exHmZ/50/n5Ud8Z9vIOf/jrHiE4hZZY/aBBcXGDVqktfizrtwLkMAFrVQmkQm0yTY8ZMVcs0denShc6dO1uP9u3bU1BQwO7du4mMjKzuPgpR5zW0ieBwaYjucGJGqfvyCo18t/sMyZl5VT6/Jcs0rEMwni5X/3w3tDiwii6u6XSkgivnLtfYx40Nj/Vn3Yx+RJSYA9KnRQCTbowAYPHmuEqd06Ho9XDLLeZDX+VNJUQt2R5n3kbouvCa35RaV6IGlKOWHajSK/6tt94q8/Y5c+aQlSUbX4qGxzoR3KNhZJqgRNB02fBcXqGRSZ/u4o+j57m5YzDvje1e6XMXFJn48a9zANze7cpDcxY3dwzmf+uOsulICtn5RRwpHpaobNAEEOBZdgZlXO9mLNp0gu1xF9l3Np2Ojas/wyZEdTGaFDviLgLQq7l/jT+ftkSmyVFX0FXrnKaxY8fKvnOiwTGZlLW4ZUOZ0wRlZ5oKikw8tHw3fxw9D8Dvh1PIK6x8jaPfDyeTllNIoJcLfVtU7M2+bbAXzfzdyS8y8fvhlBLDc9VXJiDE4MbwSHPpgyV/nqy289YrhYWwdKn5kG1U6rRDiRlk5BXh6aKnQ6h3jT+fXitBU6Vs3boVV1fX6jylEHVeZl4RlveHhlAR3MISjCRl5JOWU8D5rHweXrGHdYeScdFrMbg5kVtoZOuJC5U6r1KKpVtOAnBrl1D0uoq9TWk0GoYVzzP6alc8iRnmocFWlZzTdDUP3NAcgJ/+OkdKZgMsQVBQAPffbz4KCuzdG3EF206Ys0zdm/lW+PfoWmgbQNBUpeG5O+64w+Z7pRQJCQns2rWL2bNnV0vHhKgvLPOZ3J11Nb46pS7xdNHTxNeNM6m59Hx5HQVF5pmfzjotH0R1Z/WBJD7ffpp1B5MY0CawwufdcDiZLccv4KzTMq53eKX6NKxjMB9sOsHGIykAhBhc8Xat3kC2S5gPXZv6sOd0Gsu3n2L6oNbVen4hqsv24g8svSL8au05dVoNRpPC5KBzmqoUehoMBpvDz8+P/v3788svv/Dss89Wdx+FqNMa0ma9l7PMkygoMqHRQDN/d96P6kb/NoEMamcOlNYfTLZZoh93PpuE9Nwyz1doNPHSzwcBuL9vuHXlWkV1buJDsPelbHd1Ds2V9EBfc7Zp2bZT5BfJFiui7jGZFDtOmjNN10fU/HwmC8sKuiLJNF2yZMmS6u6HEPWWZRJ4Qxqas3jhtg6Mvq4JjbxcaOzrZpNp69MiAFcnLefS8ziYkEn7UG8OJ2Yycv5m0MCckR24t2eYTfmSFTtOczwlG193Jx4c0LLS/dFqNQztEMQnW08BlS83UFHDOgYTYnAlIT2PH/acY3SPsBp5HiGq6khyJmk5hbg764isxQULOq0GjOagzRFd0yBnTEwMy5YtY/ny5ezZs6e6+iREvWLJNPk1kGrgJbk76+kV4U9EI89SQ5OuTjpuaBkAwLqDSSileO6n/RQYTRQUmfjvyr959Ku/yCkoAiAjr5C31h4FYPqg1hjcqhaEltyjrqYyTU46Lff3DQfgvY3HHXb+hqi/tpeYz+RUC/OZLCxlBxz1d6JKmabk5GTuuecefv/9d3x8fFBKkZ6ezoABA1ixYgWNGjWq7n4KUWddzG54NZoqamC7INYeTGbtoWRaBXma5yrptUy8oTkfbjrByj1nWXswCX8PZwqNiovZBUQ08mBMr6ZVfs4e4b408nIhJTO/RopuWtzXqxkLfz9O3PlsVu09x61dGtfYcwlRWZb6TL2a1958JgDLXHBHrdNUpfBz6tSpZGRksH//fi5evEhqair79u0jIyODadOmVXcfhajTGtpmvZVxU1vzvKa/4tOY8+MBAP51YwSzhrXl83/2ItDLhcy8Ik5eyLHuE/fU8HbX9MlYr9Oy9P4evD+2O22Da26ZtYeLnonFc5ve3XDMYYcjRP2jlLJmmnrV4nwmwLpKTzJNJURHR7N27VratWtnva19+/a8++67DBkypNo6J0R90BCrgVdUkLcrkY0N/H02ncSMPEIMrvyrfwvA/Ga+6fEBHE/JIrfASHaBEYObk3UfuWvRIdRAh9Can8cxrk84H246wZGkLFYfSLrqdi8OwcUFvvrq0teizjmWnMWF7AJc9Fo61WC2tSyWApcSNJVgMplwcir9qdrJyQmTo244I0Q5JNN0ZQPbBfL32XQA/ju8He7Ol952XJ10tRLc1BSDmxPj+4SzYMMxFmw4ytAOQVfcl9Mh6PVw11327oW4gm3FVcC7NfWt9TIoliSxowZNVcqB33TTTTz88MOcO3fOetvZs2d55JFHGDhwYLV1Toj6oCGXHKiIUZ1DcXXS0r9NI0Z0Crn6A+qZB25ojruzjn1nM9hwONne3RGCv+LTAPP8vtpmKTkgdZpKWLBgAZmZmYSHh9OiRQtatmxJ8+bNyczMZP78+dXdRyHqtIR0c+XpRl4yVFGWiEae7HxqEIvGXeeQWRg/D2fGXt8MgBdXHazStjH1SlERfP21+SgqsndvRBkOJpi3NmpfC1unXE6nkzpNpYSFhbF7927WrFnDoUOHUErRvn17Bg0aVN39E6JOyyko4uSFbODSXmyiNK9qrspd1zw0oCXf7znLifPZvLvhGDOGtLF3l2pOfj6MHm3+OivLPFwn6owio4mjxZtotwuxQ9BkyTQ5aNBUqUzT+vXrad++PRkZ5ih28ODBTJ06lWnTptGjRw86dOjAH3/8USMdFaIuOpyYiVIQ4OlCgKdkmhoqg5sTz43qAMB7vx/ncPFmwULUthPnsykwmvBw1hHmW7mK+tVB6+B1mioVNL399ttMmjQJb+/S0avBYGDKlCnMmzev2jonRF13qPiPY7sQyTI1dMM6BjO4fRBFJsWT3+112E/aom6zDM21DfG22UC3tugcfPVcpYKmv/76i2HDhpV7/5AhQ4iJibnmTglRXxwqfoOyRxpc1C0ajYbnb+2Ap4ue3cWb+QpR2w4mmD/ItbXTdAFrRXCZCA5JSUlllhqw0Ov1pKSkXHOnhKgvDiba9w1K1C0hBjceG2qez/T22qNk58tEaVG7Dtr5g5yjb6NSqaCpcePG/P333+Xev3fvXkJCHG9JsRBlUUrZ/Q1K1D339WpKM393LmQX8OlWyTaJ2mXv9yRL0CQlB4Dhw4fzzDPPkJeXV+q+3Nxcnn32WUaMGFFtnQNz/aexY8fi7++Pu7s7Xbp0sRkCVEoxZ84cQkNDcXNzo3///uzfv9/mHPn5+UydOpWAgAA8PDwYNWoUZ86csWmTmppKVFQUBoMBg8FAVFQUaWlp1XotwrGcS88jM68IvVZDi0ae9u6OqCP0Oi0PD2wFwAebjpMl2SZRSy5k5ZOcmQ/YL/ttqQheZJSgiaeffpqLFy/SunVrXnvtNX744Qd+/PFHXn31Vdq0acPFixd56qmnqq1zqamp9O3bFycnJ3799VcOHDjAm2++iY+Pj7XNa6+9xrx581iwYAE7d+4kODiYwYMHk5l5afXK9OnTWblyJStWrGDz5s1kZWUxYsQIjMZL9VTGjBlDbGws0dHRREdHExsbS1RUVLVdi3A8lvlMLQM9cdbX3i7iou4b1TmUiAAP0nIK+WTLSXt3p3o5O8OSJebDWQq61iWWhSnN/N3xcLFPKQi9g2eaUJV08uRJdfPNNyutVqs0Go3SaDRKq9Wqm2++WcXFxVX2dFc0a9YsdcMNN5R7v8lkUsHBweqVV16x3paXl6cMBoN6//33lVJKpaWlKScnJ7VixQprm7NnzyqtVquio6OVUkodOHBAAWrbtm3WNlu3blWAOnToUIX7m56ergCVnp5e4ceI+mv+uiOq2axV6uEvdtu7K6IO+n7PGdVs1irVac5vKj23wN7dEQ3Aok3HVbNZq9SUT3fZrQ93vb9FNZu1Sq3665zd+lAVFf37XemPx82aNeOXX37h/PnzbN++nW3btnH+/Hl++eUXwsPDqzWg+/HHH7nuuuu46667CAwMpGvXrixatMh6f1xcHImJiTabBLu4uNCvXz+2bNkCQExMDIWFhTZtQkND6dixo7XN1q1bMRgM9OrVy9rm+uuvx2AwWNsIcbmD1nIDMp9JlDaiUygtAz1Jzy1kyeaT9u6OaAAO1IE5ltaSAw6aaarymIKvry89evSgZ8+e+PrWzP42J06c4L333qNVq1b89ttv/Otf/2LatGl8+umnACQmJgIQFBRk87igoCDrfYmJiTg7O5fq4+VtAgMDSz1/YGCgtU1Z8vPzycjIsDlEw3GoRD0UIS6n02qYPsg8t+n9jcc5eT7bzj2qJkVF8PPP5kO2UalTLOUG7Fk3Tq+zrJ4z2a0PNalOT8QwmUx069aNl19+ma5duzJlyhQmTZrEe++9Z9Pu8v2slFJX3ePq8jZltb/aeebOnWudOG4wGAgLC6vIZQkHkFdoJK74j2A7KTcgyjG8Ywi9I/zJLTTy6FexFBkd4A9Jfj6MGGE+8vPt3RtRrNBo4liy/bPfWmtxS7t1oUbV6aApJCSE9u3b29zWrl07Tp8+DUBwcDBAqWxQcnKyNfsUHBxMQUEBqampV2yTlJRU6vlTUlJKZbFKevLJJ0lPT7ce8fHxlbxCUV8dScrEpMybtcpGvaI8Wq2GN0Z3xqu44OX7G4/bu0vCQR1PyaLQqPBy0dPE181u/bCWHJA6TbWvb9++HD582Oa2I0eO0KyZeUfx5s2bExwczJo1a6z3FxQUsHHjRvr06QNA9+7dcXJysmmTkJDAvn37rG169+5Neno6O3bssLbZvn076enp1jZlcXFxwdvb2+YQDcOhEmnwq2U1RcPW2MeN524170v39tqj7DubbuceCUd0afsU+74nWUsOSNBU+x555BG2bdvGyy+/zLFjx/j888/58MMPeeihhwDzkNr06dN5+eWXWblyJfv27WPChAm4u7szZswYwLwn3sSJE5kxYwbr1q1jz549jB07lsjISAYNGgSYs1fDhg1j0qRJbNu2jW3btjFp0iRGjBhBmzYOvFu5qLKDicVvUMESKIuru71rY27uGEyRSfHoV7EO+ylc2M+lD3L2fU/SO/g2KvYp5FBBPXr0YOXKlTz55JM8//zzNG/enLfffpv77rvP2ubxxx8nNzeXBx98kNTUVHr16sXq1avx8ro0z+Stt95Cr9czevRocnNzGThwIEuXLkWn01nbLF++nGnTpllX2Y0aNYoFCxbU3sWKesX6qU7mM4kK0Gg0vHR7JOsPJXMkKYuTF7KJkIKoohrtOHkRgPZ2DpocfXiuTgdNACNGjLhilXGNRsOcOXOYM2dOuW1cXV2ZP38+8+fPL7eNn58fy5Ytu5auigbkaFIWYP9PdaL+8PNwpkOoN7tPp/HXmTQJmkS1OZuWy57TaWg0cFPb0ivBa5NW9p4TQpSklCIttxBAJoGLSukc5gPAX/Eyr0lUn5/3ngOgZ7gfgd6udu1LccUBhw2a6nymSYi6Jr/IZH1DsNdWBaJ+6tzEB4C/zqTZtR/XxNkZLFMXZBuVOmHV3gQARnQOtXNPQKc152JkTpMQAoDMPHNBP40G3J10V2ktxCWWTNP+cxkUGk046ephst/JCYoX4wj7O3Uhm71n0tFq4OaOwfbuDpaXtKNmmurhb6wQ9pVdvGu9h7PeOn4vREWE+7vj7aqnoMjE4cTMqz9AiKuwZJn6tAggwNP+0wUcfSK4BE1CVFKWJWhykSyTqByNRnNpXlN9HaIzGuH3382H0Wjv3jR41qG5TiF27omZJWiSOk1CCKBk0CSj26LyOjUxAPBXfJp9O1JVeXkwYID5yMuzd28atOMpWRxMyECv1TC0g/2H5uDShr0mB53TJEGTEJVkGZ7zkqBJVIFlMvjeM7KCTlybn4uzTH1bBuDrUTcm5UvJASGEDck0iWthGZ47kpRJTkGRfTsj6rXf9pv3Xa0rQ3NwKdMkQZMQAoDsfPM8DgmaRFUEebsS7O2KScG+sxn27o6opwqNJo4kmRcTXB/hb+feXKLTSdAkhCghK99c2FKG50RV1ft5TcLuTp7PptCo8HDW0djHzd7dsbJmmmROkxACIEsyTeIa1fsVdMLujhRv5dQyyKtOlT6RkgNCCBvZMqdJXCOHqAwu7Opw8dBc68C6tYehVuPYJQfkXV+ISsoqrgjuKXWaRBVFFg/PxV/M5VhyFi3r2B++K3Jygtdeu/S1sIujxUFTm2AvO/fEll4rJQeEECVkFViCJvnMIarG4OZE92a+AIz+YCu7T6fauUeV4OwMjz1mPmTvObuxTAJvFVS3giYpOSCEsCHDc6I6vDe2Gx0be3Mxu4B7P9xG9L5Ee3dJ1BP5RUZOXsgBoHVQ3cpS6qxBk507UkMkaBKikixBk2SaxLUI9HLly8m9ualtIPlFJv69PIYXVx0gr7COb01iNMLOneZDtlGxixMp2RhNCi8XPcHervbujo1LdZocM2qSoEmISsrMk0yTqB4eLno+jOrO+N7NUAo+2hzH8Hf+qNvDdXl50LOn+ZBtVOzCMjTXOtgLjaburJyDEpkmxxydk6BJiMrKtsxpcpWgSVw7vU7Lc7d2ZMmEHgR5u3DifDZ3vreFDYeS7d01UUcdLS43UNeG5kBKDgghLmOpCC7Dc6I6DWgbyOrp/RjSPgiTgg83nbB3l0QdZZ0EHli3JoHDpYngRTI8J4SASyUHZHhOVDeDuxNzRnVAo4GtJy4QfzHH3l0SdZB1eK6OrZyDSyUHZCK4EIKCIhMFxe8GkmkSNSHUx40+Lcx7ia3cc9bOvRF1TV6hkVPFwXTr4Do4PKeROk1CiGKWlXMAHs5S3FLUjP/r1gSAb3efQTnoHx9RNceSs1AKfNydaOTpYu/ulCJ1moQQVlnFQZOrkxa9Tn59RM0Y1jEYD2cdpy7ksOtUHV5JJ2qddWgusO6tnAOwvC1K0CSEsAZNMjQnapK7s57hkSEAfBtzxs69uYyTEzz7rPmQbVRqnWWj3ro4NAeg05rDCgmahBBS2FLUmv/rbh6iW7U3gdyCOlRE0tkZ5swxH7KNSq07WocngUOJ4pYOOqwsQZMQlZAlW6iIWtIz3I8wPzey8otYfUC2WGnojCbFrpMX2Xs2Haib5QZAhueEECVYajRJ0CRqmlar4Y6u5mzT0i0n686EcJMJ9u83Hw5ai6cuKTKamPvLQXq+tJY7399KSmY+eq2GtsF1M2jSamQiuBCiWFZ+ISDDc6J23Hd9U5z1WvacTmPr8Qv27o5Zbi507Gg+cnPt3RuH997vx/lg0wkuZBfg7arn1i6hLL2/J74edXNoVK9z7JID8s4vRCVkSTVwUYsCvVy5t0cYn2w9xfz1x+jTMsDeXRK1KDY+jbfXHQXguVEdGNOrKU51fNWuZJqEEFbZMqdJ1LIp/VrgpNOw9cQFdp28aO/uiBpyISufN1cfZsOhZEwmRXZ+EdNX7MFoUozsHMq43s3qfMAEJTbsddCgSd75haiESyUHpLClqB2hPm7c2b0JX+yIZ/76Y3zyQE97d0lUs/wiI5M+3cXu02kARDTyINTgxskLOYQYXHnx1o51siZTWRw9aKr7YasQdYisnhP28O9+LdFpNWw8ksLeM2n27o6oRkopnv1hP7tPp+HposfLRc+JlGw2HzuPRgNvju6Mwb3+1MOSkgNCCCup0yTsoam/O7d2DgXg9d8OY3LQT/EN0fLtp1mxMx6tBt69rxtb/zuQZ0e2p3OYD/+9uR19WtSveWyWTJOjvkYlaBKiEiRoEvbyn5ta4qzX8sfR87y/6bi9uyOqQcypi8z5cT8Ajw9rS7/WjfB00XN/3+b88FBfJt0YYeceVp5l77kiCZqEEJl5Mjwn7COikSfPj+oAwBu/HWbbCTuVIHBygpkzzYdso1JlRpPiqZX7KDIpRnQKYUo9DJDKopdMkxDCIrugONPkKkGTqH139wjjjm6NMSmY+sUekjPzar8Tzs7w+uvmQ7ZRqbLv95zlUGIm3q56Xryt/kz0vhqtzGkSQlhkS50mYUcajYYXb+tI6yBPUjLzGbNoO59tPUlaToG9uyYqIa/QyLw1RwB4cEBLfNwdJ/iU1XNCCCvr8JyzBE3CPtyd9Sy8rzvernqOJWcx+4f99HxpHc/+sK92hkRMJjh50nzINipV8tnWU5xNyyXE4MqEPuH27k61kqCpDpk7dy4ajYbp06dbb1NKMWfOHEJDQ3Fzc6N///7s37/f5nH5+flMnTqVgIAAPDw8GDVqFGfOnLFpk5qaSlRUFAaDAYPBQFRUFGlpabVwVaI+kYngoi5oGejJ+pn9efqWdrQL8abAaOKTrafYfOx8zT95bi40b24+ZBuVSkvPLWTBhmMAPDK4Na5OjlXzTYKmOmLnzp18+OGHdOrUyeb21157jXnz5rFgwQJ27txJcHAwgwcPJjMz09pm+vTprFy5khUrVrB582aysrIYMWIERqPR2mbMmDHExsYSHR1NdHQ0sbGxREVF1dr1ibrPaFLkFhYPz8mcJmFnAZ4u/PMfEfz68D8Ye31TAL7cGW/nXomr+d+6o6TnFtI6yJP/69bE3t2pdpY6TQ4aM9WPoCkrK4v77ruPRYsW4evra71dKcXbb7/NU089xR133EHHjh355JNPyMnJ4fPPPwcgPT2djz/+mDfffJNBgwbRtWtXli1bxt9//83atWsBOHjwINHR0Xz00Uf07t2b3r17s2jRIlatWsXhw4ftcs2i7rFMAgfwkIrgog4Z07MZAKsPJHIhK9/OvRHlWbnnDB9vjgNg1rC21qyMI9FZSw445tBtvQiaHnroIW655RYGDRpkc3tcXByJiYkMGTLEepuLiwv9+vVjy5YtAMTExFBYWGjTJjQ0lI4dO1rbbN26FYPBQK9evaxtrr/+egwGg7VNWfLz88nIyLA5hOPKKp7P5KTT4KKXoEnUHe1DvenUxEChUbFyz1l7d0eUYfuJC8z65m8ApvSLYGC7IDv3qGZorSUH7NyRGlLng6YVK1awe/du5s6dW+q+xMREAIKCbF98QUFB1vsSExNxdna2yVCV1SYwMLDU+QMDA61tyjJ37lzrHCiDwUBYWFjlLk7UK7JZr6jL7u5hfv9ZsTMe5aDLveurEylZTFkWQ4HRxM0dg5k1tK29u1RjLHWapOSAHcTHx/Pwww+zbNkyXF1dy213eX0LpdRVa15c3qas9lc7z5NPPkl6err1iI+X+QSOLEsmgYs6bFTnUNycdBxLziLmVKq9uyOKFRSZmPxZDGk5hXQJ8+Gtu7tYszGOyFqnyaQcMniv00FTTEwMycnJdO/eHb1ej16vZ+PGjfzvf/9Dr9dbM0yXZ4OSk5Ot9wUHB1NQUEBqauoV2yQlJZV6/pSUlFJZrJJcXFzw9va2OYTjkqBJ1GVerk6M6BQCmLNNom5Y8mccx5KzCPB0ZtG46xxutdzlSs7TcsTJ4HU6aBo4cCB///03sbGx1uO6667jvvvuIzY2loiICIKDg1mzZo31MQUFBWzcuJE+ffoA0L17d5ycnGzaJCQksG/fPmub3r17k56ezo4dO6xttm/fTnp6urWNEDI8J+q6e3qah+hW7T1HRl5hzTyJXg8PPmg+9PK7cCXJGXn8b91RwDzxu5GXi517VPNKBk2OWHagTr/ivby86Nixo81tHh4e+Pv7W2+fPn06L7/8Mq1ataJVq1a8/PLLuLu7M2bMGAAMBgMTJ05kxowZ+Pv74+fnx8yZM4mMjLROLG/Xrh3Dhg1j0qRJfPDBBwBMnjyZESNG0KZNm1q8YlGXZRVXA5egSdRV3Zr60irQk6PJWbz3+3FmDauBuTMuLvDuu9V/Xgf0yq+HyC4w0rWpj0OWFyiLbabJ8YKmOp1pqojHH3+c6dOn8+CDD3Lddddx9uxZVq9ejZeXl7XNW2+9xW233cbo0aPp27cv7u7u/PTTT+h0l9Kky5cvJzIykiFDhjBkyBA6derEZ599Zo9LEnWUJdPkJUGTqKM0Gg2PFwdKH/1xghMpWXbuUcMVc+oi3+05i0YDc0Z2cOh5TCXpSswDLnLATJNGOeJMLTvJyMjAYDCQnp4u85sc0LsbjvH6b4cZfV0TXruzs727I0SZlFLcv3Qnvx9OoV/rRiy9v0f1bgarFJwvrjweEAAOstFsdVJKMWrBn/x9Np27rwvj1Ts7Xf1BDiK/yEibp6MB+OvZIRjcnOzco4qp6N/vep9pEqK2ZMmcJlEPaDQanhnRHiedho1HUlh7MLl6nyAnBwIDzUdOTvWe20EkZuTx99l09FoNjw1rWFM89FqtNY52xI2kJWgSooJkeE7UFxGNPPnnPyIAeGHVAfIKjVd5hKhO59LMe/IFG1wJ8HT8yd8l6bQaeob7AfD9nnN27k31k6BJiAqyVASXTJOoD/4zoCXB3q6cvpjDZ1tP2bs7Dcq5tDwAQg1udu6Jfdzb07IX4mmHW0EnQZMQFSTDc6I+8XDR88jgVgAs+uME+UWSbaotlkxTqE/5RZkd2bCOwRjcnDiXnsemoyn27k61kqBJiAqybNgrxS1FfXF71yaEGFxJzszn2xjZk662JKSbM00hPg0z0+TqpOP2ro0BWLHjtJ17U70kaBKigix1miRoEvWFs17LpOK5Te9vPE6R0UF3Ua1jzloyTYaGmWmCS0N06w4mk5yRZ+feVB8JmoSooKziCssyPCfqk3t6huHr7sTpizn8/HeCvbvTICSkW4bnGmamCaBNsBfdmvpQZFJ8HXPG3t2pNhI0CVFB2ZJpEvWQu7OeB/o2B2DhhuOYrnVirl4P48ebD9lGpUwJxRPBQxroRHCLe6wTwuO5mO0Y5QckaBKigi7tPefYG24KxzOudzgezjoOJ2Wy7tA11m1ycYGlS82HS8NaTl8ReYVGLhQHCI0bcKYJYESnELxc9Jy+mEOPl9Zyz4dbWbbtVL0eJpagSYgKUEqRZZkI7iqfrkX9YnB3Iqp3OADPr9pPTvFrWVQ/yyRwd2cd3m4N+73C3VnP/8Z0pW2wF0aTYtuJizz9/T5e/uWQvbtWZRI0CVEBOQVGLBsOyfCcqI8eGtCCxj5uxF/M5bXow1U/kVKQnW0+ZBeuUizlBkIMrtW7fU09NaBNINHTb2TTYwN4dHBrABb/Gcev9XR+nQRNQlTAkaRMAJx1WtycZHhO1D9erk688n+RACzdcpJtJy5U7UQ5OeDpaT5kG5VSLtVoathDc5dr6u/OtIGtmHKjeTXn49/s5eT5bDv3qvIkaBKiAj7YeAKAEZ1D5NOjqLf+0aoR9/YMA8x/tGSYrvo19GrgVzNzaBt6hPuSmV/Ev5fvrndb/EjQJMRVHE3KJHp/IhoNPNi/hb27I8Q1+e/wdoQazNurjFm0nR9iz5JfZOR8Vj6LNp1g+Dt/MGHJjnr3x6yukHIDV+ak0zL/3m74ezhzMCGDJ77di6pHw7wyOUOIq3hv43EAhrYPpmWgl517I8S18XJ14rU7O/PA0p3Exqfx8IpYDG5OZOcXUVRcjuBAArzy6yHmjOpg597WP5bCliENdAuVigg2uDL/3q5ELd7B97HniGjkybSBrezdrQqRTJMQVxB/MYcfYs07dT84QLJMwjHc0CqA3x/rz8MDWxHs7Up6biFFJkXnMB/+1c/8Ol+65STrDibZuaf1j2X1XEMvN3A1fVoG8MKtHQGYt+YIP/11zs49qhjJNAlxBR9uOoHRpPhHqwA6NfGxd3eEqDahPm48Mrg1U29qScypVPw8nGkVZM6k5hcZWfLnSR77Zi/RD/+DQG/JmlSEUoqEEqvnxJWN6dWUEylZfLQ5jhlf/0WYnztdwnzs3a0rkkyTEOU4n5XPl7viAXiwf0s790aImqHXaekV4W8NmACeuLkt7UO8uZhdwCNfxdarOSf2lJFbRHaBeS5YQ68GXlFPDm/HwLaBFBSZWPTHCXt356okaBKiHOsPJlNQZKJDqDfXR/jZuztC1BoXvY7/3dsVVyctfx67wJ74tEt36nRw553mQyflN0o6VzwJ3M/DGTdn+dlUhE6rYWTnUADScur+VisSNAlRji3HzwPm4mxSZkA0NC0DPenXuhGAbU0nV1f4+mvz4SpDUCWdk6G5KrEEmDkFdX/FpgRNQpRBKcWW4+Y/FH1a+tu5N0LYR6/m5tf+jriLdu5J/XCueBK4lBuoHPfioClXgiYh6qfjKVkkZ+bjotfSramvvbsjhF30bG4elt51MrVeb7JaW6zVwCXTVCnukmkSon6zZJmuC/fFVbZNEQ1UuxBvvFz1ZOUXcTDBvJUQ2dmg0ZiP7Pq3DUZNSpAtVKrE3dm8kF+CJiHqqT+Pmecz9WkRYOeeCGE/Oq2GHuHmbNP2uCruVdeAWLZQCZGgqVIuZZrq/rY+EjSJOi0zr5AD5zJq9TmNJsW2E+Y5HH1ayHwm0bD1am4JmmRe09VYVs/J8FzlWCaC5xYa63x5CwmaRJ326Fd/Mfx/f7DndGqtPeeBcxmk5xbi5aInsrGh1p5XiLrIMq9p58mLmEx1+w+aPRlNikSZCF4lluE5pSCvsG7PnZOgqZ6rrk01UzLz+WTLyTq3SaclWKrN1TuWUgO9IvzQ6+RXRDRsHRsbcHfWkZZTyJHkTHt3p846n5VPkUmh1UCgl4u9u1OvuJWYN1rXh+jkL0I9tmLHadrOjmbpn3HXfK5nf9zHsz/u5601R6qhZ9UjPaeQ81nmYmcHE2pviO7P4kngvWU+kxA46bR0b2ZeQSqlB8r3TcwZwFwJXD5sVY5Oq8FFb/6Z1fXJ4PI/W0+l5xbySvQhAF7+9RDHruETYHpuIWsPJgPw5a74OpNtOn4+y/q1deVODSsoMrGz+A9DX6nPJARQYl7TCQmajiVn8dTKv9lwKNk6/+bz7ad5/bfDAEy8obk9u1dvebiYh+hy68jfn/LIhr31QJHRRH6RyfqiAvhg43HScgoB8x/6x77Zyzf/6oNOqyGv0Mjy7adp4uvGkPZBV61m/dv+RAqKzOPIaTmF/PjXOUZfF1ZzF1RBx5MvBU3HU7LIKzTW+PL/bScukFtoxN/DmdaBXld/gBANQM/iIpfb4y6itFo0w4eb72hg26icSc3hvo+2kZSRz/Ltp+kR7ku/1o14szhD/+/+LXhAgqYqsQzRSaZJXLOXfjnI7Qv/5NQFc02UxPQ8FhcPyb1wawc8XfTsOZ3G4s1x7D+Xzsj5m3lh1QGmfBbDqAV/sulIyhVXJPwYew6AxsWTFz/beuqqKxiUUoxbvIPbF/5ZY5mpE+cv1YApMimOlQiiasKukxf5z+e7ARjQNhCtVrZOEQKgc5gBZ72W81n5rDmRjlq1Cn7+uUFto3Ixu4Bxi3eQlJFPiMEVF72WnSdTeWP1EZSCsdc35fGhbezdzXrLWnYgv27PaZJMUx2Xml3Az3sTSM7MZ9SCP1kwpis/700gr9BEj3Bfxl7fDCedlie++5vXVx9G/aYoNCr8PZzJKzTy99l0xi3eQSMvF5x1WvQ6DZGNDbzyf53wdNGTnJFnnfi88L5u3PXBVv4+m05sfBpdr1AJ+68z6Ww6kgLAD7FnubtH02q/9uOXBUkHEjLoWEOr2dYeSOKhz3eTX2SiezNfnr6lXY08jxD1kYtexw0tA1h/KJnJn8XQOsiTMT2b0ryRJ96uevw8nGnq5+6wezTmFBRx/9KdnEjJJtTgyrcP9kGDhvnrj/LVrnhu79qY50d1dNjrrw31pSq4BE11nK+HMz9NvYEpn8UQG5/G+MU7rPc9cXNbNBoNd/cI4+e/E/jjqDn4GdI+iLl3RKKA934/zmfbTpGSmW993KkLOTjrtMy7uws/7U3ApKBbUx86h/kwolMI3+0+y2dbT9G1qS8XswuI3pfI9RF+RDTytJ4jel+i9euP/ohj9HVh1f6GcTzFHDS1DvLkSFJWjUwGzy8ysmjTCd5aexSjSXFT20DeHdNNdigX4jKv/l8n3l57hO92n+VIUhZzfjpgc/+/+rXgiZvb2ql3Nef3w8m8sOoAx1Oy8XF34tOJPQkxmLPyL90eyXOjOsjE72pg3bRX5jSJaxXk7cqKydfz9Pf7rCs0hrQPonsz8+RMjUbDG3d15tXoQ/SO8OfO7k2sAczsEe15aEBLzqXlUmRSnL6YwyNfxvLdnrP0aRnAj7FnAbi1S2MAxvUO57vdZ1m1NwGDuxNf7ownp8BIRCMP1j7SD61Wg1KK6H0J1v4dTc5i45EU+rcJrLZrLjSaOH0xB4BbIkM5knSk2oOmP4+dZ/YP+ziRYh4G/L9uTXjl/yJxkjdAIUpp5OXCS7dH8vg/wnAPC8VoUtzzwg+kmPScTctl8eY4ono3sw7z11eFRhNnU3OJu5DNZ1tPsf6QeZGMv4czH42/jpaXzXWUgKl6WGo15dbxkgMSNNUTrk46Xr+zE12b+vD74RSeGdne5v4gb1fmje5S5mP9PJzx83AGoEuYD6cvZPPG6iM8tfJv8otM6LQahkeGWO/v1MTA3jPpLPnzpPUcJ1Ky2XTUHBgdTsrk5IUcnPVa/q9bY77YEc/Hm+OsQdN3u8/w41/nGNEplJGdQ3DRVz5rE38xh0Kjws1Jx8B2gby19ggHEzJRSl1zRis7v4jnftrPV7vMAWiApwtP39KOW7uESnpdiKswuDlBXi5OwPcP9QUPD+79cBtbT1zgf2uP8uqdnezdxSqJOZXKa9GH2HUqFWOJIp56rYYJfcKZOrCV+dpFjXCrJ8NzEiLXIxqNhvt6NWPRuOto4ute5fP8u39L+rTwJ794xVzflgE0KlGM7eGBrdBqoGtTH5ZM6MEDfc2rQSxBlGVo7sZWjXiwf0u0Gvjj6HkOJmTwztqjPPrVX/x+OIWZX/9F31c28M7ao5xIqdwk7uPF2Z/mAR60CvJEr9WQnltIQnHF3fScQuatOUJ8cTaqPEVGk81E9X1nzRPlv9p1Bo0GxvduxroZ/bita2MJmISoopnFE6C/2X3GOqx+rZRS7DubXuPFDk9fyOGh5bv5v/e2sD3uIkaTwtVJS5sgL27v2pjfHrmRp0e0l4CphnnUk6BJMk0NkE6r4e27u3DzO39wIbuA27qE2tw/sF0Qh1+8Gb1Wg0ajIaKRB0u2xLHxSArHkrOsQdPNHYMJ83Pn5sgQft6bwLjFO6xzp27pFELMyVQSM/J4a+0R3lp7hHB/dwa0DWTKjS0IvsreTJYgq0WgJy56HS0aeXI4KZODCRmE+rjx4s8H+DrmDJuOpLDywT42AU92fhG/H07ht/2JbDiUTGZ+EQGeLjT2ceVAQgaFRkWIwZW37u7C9RFSi0mIa9W9mS8D2way7lAyb605woIx3VBKsf9cBhm5hfh7uuDv6Yyfu3OFVqUWFJn478q/+SbmDOH+7mUOi10rpRTLtp/mxVUHyC8yodHA6O5hPDighUNPaq+rLg3PSdAk6qDA4nlSO05e5Lbi+UwllZzX08zfg4FtA1l70Dwh8lBiJnqthoHtzMNx/7yhOT/vTSAlMx+NBp4f1YGo3uEUGk388ncCX+86w/a4C5y8kMOSP0+y+eh5fpp6g03NpR9iz+Lt5sSA4iE+y6fVFo08AGgX4mUNmloHebFyj3kuVmx8Gj//ncCITubAL+58Nne9v5XzWZcmvoN5iwPLbUM7BPHq/3XCx925Wn6WQgiYMaQN6w4ls2pvAo19D7LmQJJ1vqBFmJ8bb9/d1VphvCzpuYX8e1kMW4or85+8kMPt727hf2O6Wt8fqiL+Yg4ajXluVk6+kVnf7mX1gSTAvDH37BHtaRfiXeXzi2tjGZ7LruNzmur08NzcuXPp0aMHXl5eBAYGctttt3H48GGbNkop5syZQ2hoKG5ubvTv35/9+/fbtMnPz2fq1KkEBATg4eHBqFGjOHPmjE2b1NRUoqKiMBgMGAwGoqKiSEtLq+lLtKtWQV7c16tZhT753V88RLexuMxA7xb+1qCja1Nf+rdphJuTjvfu60ZU73DAHHjd2qUxy/7Ziz3PDOH9sd0J8HThaHIWb66+9P+45M84Hl4Ry6RPdlk3vLS82VpW7FnezA4mZLLw9+MUmZS1GNqr0YfILzKSV2jkoeW7OZ+VT6jBlSk3RvDtv/uwZ/ZgVk29gffHdmf5P3vx/tjuEjAJUc3ah3ozsrP5w8sHG09wIiUbVyctLRp54OvuhEYD8RdzufuDrSz5M67MWnBnUnO4870tbDl+AQ9nHW/f3YWe4X5k5hcxcelOFm8uf8uogiITB85lEHMq1WZj4dwCI498Gcs/XtvADa9uoM3T0fR6eR2rDyThpNMwe0R7lk3sJQGTnbkXv59LpukabNy4kYceeogePXpQVFTEU089xZAhQzhw4AAeHuYMxGuvvca8efNYunQprVu35sUXX2Tw4MEcPnwYLy9zOnf69On89NNPrFixAn9/f2bMmMGIESOIiYlBV1zRdsyYMZw5c4bo6GgAJk+eTFRUFD/99JN9Lr6O6dPC37r0H2BYx2Cb+xeP70FekdGaYr2cp4ueYR2DcdJpmPjJLj7aHMfAdkFk5xfxwirz0uUik2LFztNMH9S6jEyT+Q1te9xF0nPN+9G9H9Wdx77+i/iLuXy29RQnzmdzICEDfw9nvnuwr80QoK+Hc43VeBJCmD02pA37z6Xj7+HMnd2bMDwyBC9X81ygzLxCnvjub37em8BzPx0g5lQqL97W0foB5nhKFmM/2k5Ceh7B3q58POE6OoQaGB4ZwjM/7GPFznieX3WA3EIjDw1oCZgDpQ82HufXfYkcTc6k0GgOltoEeTF1YEvah3jz4PLdHErMRKsBvVZLgdFEgdFERIAH/7u3q7wv1BH1ZSK4Rl2t9HMdkpKSQmBgIBs3buTGG29EKUVoaCjTp09n1v+3d/dRUVb7HsC/w9vA8DKCCuOcQcR8A0e9AYp4Mb1qiIkdj65yqYuyPGYnwZTTSi1vdmqdtI6mdk3TutHp9KKWmtybUXjwNRGVA1csFUVISxBFnEEYGXD2/WPgwRHRyQZmePh+1pq1Hp5nz8P+6WLPb/bez96LFgGw9iqFhITgzTffxNy5c2EwGNC9e3f84x//wLRp0wAAFy9eRGhoKHbt2oXx48fj5MmTiIyMxOHDhxEbGwsAOHz4MOLi4nDq1Cn072/fKq9GoxFqtRoGgwEBAfL71vJZ7nm8tKMQCgWQ+9JYBPvf32rAi7cdx+ajF9BD7Q2DqR615psYoPHHqfJqhAQo8T+p8Rj2138CAE6+lggfL3dcrq7D0L/ulu4xvHcQNj8Th61HL+DFbceh9HCT5iX8/alheKhfd4fETES3MZmACROsx998A/jYv8SAEALp35fijV0n0WAR6Obnhf9MikSfYD888d9HUFljxgPdffHJH2OltZCa3vdf2WfxduN2JQvH9cPYiGC88MX/4VR5876U/koPWIRATeMHr0IBCGF9QvbdGQ9iWHgQrtXW42qtGWFBKi4X4EKaPl/GRYTggydj2v332/v57dI9TbczGAwAgKAg6/pEJSUlKC8vR0JCglRGqVRi1KhROHToEObOnYu8vDzU19fblNFqtdDr9Th06BDGjx+PnJwcqNVqKWECgOHDh0OtVuPQoUOtJk11dXWoq2ueO2M0On7xRVcyJep32F90GX2C/e47YQKApUmROHj2Cn6uMgEA4vt0w6YnovHQW3twyViHTfvOAbBu69L07aO7vxLd/JTSvKT5Y/oCAKZG6/Dh9yVSw5nyH32YMBG1JR8fYO/e+3qrQqHA0/Hh+LeeXbDoy+M4U3Edz28ugIebAg0WAf3vAvD3p4ahq5+yxfvmj+0LD3cF3so8jdW7i7D2n0WwCOuSKosTByDuga7QBfrAaGpA+qESfHiwBMYbDYgJC8S7M6MQEmBtswJ9vRDoy+F5V+OrbByeq+ecJocQQiAtLQ3x8fHQ6/UAgPJy61NcISEhNmVDQkKka+Xl5fDy8kJgYOBdywQHt5xgGBwcLJW5k+XLl0tzoNRqNUJDnb/JbVvy9nTHe8nR0uPF98tP6YFVjw2Bt6cbBmj88e7MKKi8PDBtqPXf7+85pQCA3o1Dc00ieliHW6PDAhH3gPWpN3c3BV5JioS7mwLxfbrh+bF9f1PdiKjtRfUMxP/Oj0faw/3g5e6GBovA0F6B+GzO8BYJ062eG90HLz9i3eLIIoBHBmnw3cKH8PjQUIQ2PvGmVnliwbh+OLh4DD79Yyw+f2a4lDCR6+ooG/Z2mJ6mlJQUHD9+HAcPHmxx7fZHQ+1ZAPH2Mncqf6/7LFmyBGlpadLPRqNR9omTo8T27orvF42B2sdT6iKfPqwn1u8tluYlPHDLti0AMDM2DJeMN/BKUqTN/8uIPt2Qs2QMglRe7G4n6iCUHu6YP7YvJg3R4mjJVUwaorVr+6I5D/VGP431C9Sou/QqB3h74t/7dHNYfaltNc2Hra1j0vSbpaamIiMjA/v374dOp5POazTWycjl5eXo0aOHdL6iokLqfdJoNDCbzaiqqrLpbaqoqMCIESOkMpcuXWrxey9fvtyiF+tWSqUSSmXr34ro7m7/RqkLVElLGwDNk8CbJOo1LSagN/ktw4VE9CvU1AC9elmPS0sBX9+7lb6n8G6+CO/26+5xt2SJOqbmvec4PHffhBBISUnB9u3bkZ2djfDwcJvr4eHh0Gg0yMrKks6ZzWbs27dPSoiio6Ph6elpU6asrAwnTpyQysTFxcFgMODIkebNcHNzc2EwGKQy1D5mDg+Tjm/vaSIiF3HlivVF5CAqLy458JvNmzcPn332GXbu3Al/f39pfpFarYaPjw8UCgUWLFiAN954A3379kXfvn3xxhtvQKVSYcaMGVLZ2bNn489//jO6du2KoKAgvPDCCxg0aBDGjRsHAIiIiEBiYiLmzJmDjRs3ArAuOZCUlGT3k3PkGKP6dscQnRoXqkwYyEeBiYg6BVUHWXLApZOmDRs2AABGjx5tcz49PR2zZs0CALz44oswmUx47rnnUFVVhdjYWHz33XfSGk0AsHr1anh4eODxxx+HyWTC2LFj8dFHH0lrNAHAp59+ivnz50tP2T366KNYt25d2wZILbi5KbBlbhyEgF3zG4iIqONrau9N9TcdsjF7W+lQ6zS5Ormv00REhJoawK9x6Pz69d88p4kIsO4ZOnDZtwCa1+drT/Z+frv0nCYiIiKSP59b9iKtdeH955g0ERERkVO5uSng7WlNSVx5XpNLz2kiIiIX4+YGxMQ0HxM5iMrLAzfqzUyaiIhIJnx8gKNHnV0LkqHmVcE5PEdERETUqo6wVhOTJiIiInI6lbJxKxUmTUREJAu1tdZtVHr1sh4TOYiqaXiu3nWTJs5pIiIi+wkB/PRT8zGRgzQPz3FOExEREVGrmha0rKlz3Z4mJk1ERETkdKpbtlJxVUyaiIiIyOlUXk0TwTk8R0RERNSqpuE5Pj1HREREdBe+HWCdJj49R0RE9lMogMjI5mMiB/Hxcv11mpg0ERGR/VQq4IcfnF0LkiEVh+eIiIiI7q05aeJEcCIiIqJWNW/Yy54mIiKSg9paYOBA64vbqJADNS05wIngREQkD0IAP/7YfEzkINKSA/UcniMiIiJqla/S9ZccYNJERERETqfydP0lB5g0ERERkdP53LL3nMXimkO/TJqIiIjI6ZqWHBACuNHgmr1NTJqIiIjI6ZqWHABcd4iOT88REZH9FAogLKz5mMhB3NwU8PZ0w416i8tOBmfSRERE9lOpgNJSZ9eCZMrXywM36s0u29PE4TkiIiJyCT4uvpUKkyYiIiJyCU2TwV11eI5JExER2c9kAoYOtb5MJmfXhmTGp3ErlRoXTZo4p4mIiOxnsQDHjjUfEzmQypPDc0RERET3xOE5IiIiIjs0TwRn0kRERETUKt/GOU2meiZNRERERK3ikgNEREREdlC5+PAcn54jIqJfp1s3Z9eAZEpKmuqYNBERUUfn6wtcvuzsWpBMNa3TVMs5TR3D+vXrER4eDm9vb0RHR+PAgQPOrhIREVGn0LzkAOc0ubwtW7ZgwYIFePnll5Gfn4+RI0diwoQJOH/+vLOrRkREJHuuPqdJIYQQzq6Eq4iNjUVUVBQ2bNggnYuIiMDkyZOxfPnye77faDRCrVbDYDAgICCgLatKROQcJhMwYYL1+JtvAB8f59aHZCXrx0uY8/Ex9OqqwtQoHU5cNOCmBQgN8kHPIBVCA1UY1jsIAd6eDv299n5+c05TI7PZjLy8PCxevNjmfEJCAg4dOuSkWhERuRiLBdi3r/mYyIGaeppKK2uxKqvojmV2zR+JSK1jkyZ7MWlqdOXKFdy8eRMhISE250NCQlBeXn7H99TV1aGurk762Wg0tmkdiYiI5GxIaBcM1AbAZL6JwTo19L9TQ+npjgtXa3Hhai3OX61FaJDzejeZNN1GoVDY/CyEaHGuyfLly/GXv/ylPapFREQke35KD3w9f6Szq9EqTgRv1K1bN7i7u7foVaqoqGjR+9RkyZIlMBgM0uvChQvtUVUiIiJyAiZNjby8vBAdHY2srCyb81lZWRgxYsQd36NUKhEQEGDzIiIiInni8Nwt0tLSkJycjJiYGMTFxWHTpk04f/48nn32WWdXjYiIiJyMSdMtpk2bhsrKSrz22msoKyuDXq/Hrl27EBYW5uyqERG5DpXK2TUgcgqu0+RAXKeJiIio47H385tzmoiIiIjswKSJiIiIyA5MmoiIyH43bgATJ1pfN244uzZE7YoTwYmIyH43bwK7djUfE3Ui7GkiIiIisgOTJiIiIiI7MGkiIiIisgOTJiIiIiI7MGkiIiIisgOfnnOgpsXVjUajk2tCRNRGamqaj41GPkFHstD0uX2vTVKYNDlQdXU1ACA0NNTJNSEiagdarbNrQORQ1dXVUKvVrV7n3nMOZLFYcPHiRfj7+0OhUDjsvkajEaGhobhw4UKn29OOsTN2xt65dOb4GbvzYhdCoLq6GlqtFm5urc9cYk+TA7m5uUGn07XZ/QMCAjrdH1ITxs7YO5vOHDvQueNn7M6J/W49TE04EZyIiIjIDkyaiIiIiOzApKkDUCqVWLZsGZRKpbOr0u4YO2PvbDpz7EDnjp+xu37snAhOREREZAf2NBERERHZgUkTERERkR2YNBERERHZgUkTERERkR2YNLWT/fv3Y9KkSdBqtVAoFPjqq69srl+/fh0pKSnQ6XTw8fFBREQENmzYYFOmvLwcycnJ0Gg08PX1RVRUFL788kubMlVVVUhOToZarYZarUZycjKuXbvWxtHd3b1iv3TpEmbNmgWtVguVSoXExEScOXPGpkxdXR1SU1PRrVs3+Pr64tFHH8XPP/9sU0aOsV+9ehWpqano378/VCoVevbsifnz58NgMNjcR46x30oIgQkTJtzxPnKOPScnB2PGjIGvry+6dOmC0aNHw2QySdflGntHbeuWL1+OoUOHwt/fH8HBwZg8eTJOnz5tU0YIgVdffRVarRY+Pj4YPXo0fvjhB5syHbG9c0TsHaG9Y9LUTmpqajBkyBCsW7fujtcXLlyIzMxMfPLJJzh58iQWLlyI1NRU7Ny5UyqTnJyM06dPIyMjA4WFhZgyZQqmTZuG/Px8qcyMGTNQUFCAzMxMZGZmoqCgAMnJyW0e393cLXYhBCZPnoxz585h586dyM/PR1hYGMaNG4eaWzYGXbBgAXbs2IHNmzfj4MGDuH79OpKSknDzls1C5Rj7xYsXcfHiRaxcuRKFhYX46KOPkJmZidmzZ9vcS46x32rNmjWtbk0k19hzcnKQmJiIhIQEHDlyBEePHkVKSorNFg9yjb2jtnX79u3DvHnzcPjwYWRlZaGhoQEJCQk2sb311lt4++23sW7dOhw9ehQajQYPP/ywtHcp0DHbO0fE3iHaO0HtDoDYsWOHzbmBAweK1157zeZcVFSUWLp0qfSzr6+v+Pjjj23KBAUFiQ8++EAIIcSPP/4oAIjDhw9L13NycgQAcerUKQdHcX9uj/306dMCgDhx4oR0rqGhQQQFBYn3339fCCHEtWvXhKenp9i8ebNU5pdffhFubm4iMzNTCCHf2O9k69atwsvLS9TX1wsh5B97QUGB0Ol0oqysrMV95Bx7bGyszd//7eQcuxzaOiGEqKioEADEvn37hBBCWCwWodFoxIoVK6QyN27cEGq1Wrz33ntCCPm0d/cT+524WnvHniYXER8fj4yMDPzyyy8QQmDPnj0oKirC+PHjbcps2bIFV69ehcViwebNm1FXV4fRo0cDsH4zVavViI2Nld4zfPhwqNVqHDp0qL1DsktdXR0AwNvbWzrn7u4OLy8vHDx4EACQl5eH+vp6JCQkSGW0Wi30er0Ul1xjvxODwYCAgAB4eFi3jpRz7LW1tZg+fTrWrVsHjUbT4j5yjb2iogK5ubkIDg7GiBEjEBISglGjRtn828g1dkA+bV3TsFJQUBAAoKSkBOXl5TZtmVKpxKhRo6R6y6W9u5/YW7uPK7V3TJpcxDvvvIPIyEjodDp4eXkhMTER69evR3x8vFRmy5YtaGhoQNeuXaFUKjF37lzs2LEDDzzwAADrPIDg4OAW9w4ODkZ5eXm7xfJrDBgwAGFhYViyZAmqqqpgNpuxYsUKlJeXo6ysDIA1Li8vLwQGBtq8NyQkRIpLrrHfrrKyEq+//jrmzp0rnZNz7AsXLsSIESPw+9///o73kWvs586dAwC8+uqrmDNnDjIzMxEVFYWxY8dK83/kGjsgj7ZOCIG0tDTEx8dDr9cDgFS3kJAQm7K3t2Udvb2739hv54rtHZMmF/HOO+/g8OHDyMjIQF5eHlatWoXnnnsOu3fvlsosXboUVVVV2L17N44dO4a0tDQ89thjKCwslMrcad6HEKLV+SDO5unpiW3btqGoqAhBQUFQqVTYu3cvJkyYAHd397u+9/a45B670WjExIkTERkZiWXLltlck2PsGRkZyM7Oxpo1a+56LznGbrFYAABz587FU089hQcffBCrV69G//798eGHH0r3kmPsgDzaupSUFBw/fhyff/55i2u319Geenek9s4Rsbtqe+fR5r+B7slkMuGll17Cjh07MHHiRADA4MGDUVBQgJUrV2LcuHEoLi7GunXrcOLECQwcOBAAMGTIEBw4cADvvvsu3nvvPWg0Gly6dKnF/S9fvtwiu3cl0dHRKCgogMFggNlsRvfu3REbG4uYmBgAgEajgdlsRlVVlc23r4qKCowYMUIqI8fYm1RXVyMxMRF+fn7YsWMHPD09pWtyjT07OxvFxcXo0qWLzfumTp2KkSNHYu/evbKNvUePHgCAyMhIm/dFRETg/PnzAOT7/y6Hti41NRUZGRnYv38/dDqddL5piLm8vFz6PwasbVlTvTt6e/dbYm/iyu0de5pcQH19Perr622eigGsY/1N3zhra2sB4K5l4uLiYDAYcOTIEel6bm4uDAaD9MfmytRqNbp3744zZ87g2LFj0pBMdHQ0PD09kZWVJZUtKyvDiRMnpLjkGjtg/caVkJAALy8vZGRk2MwHAeQb++LFi3H8+HEUFBRILwBYvXo10tPTAcg39l69ekGr1bZ4ZLuoqAhhYWEA5Bt7R27rhBBISUnB9u3bkZ2djfDwcJvr4eHh0Gg0Nm2Z2WzGvn37pHp31PbOEbEDHaC9a/Op5iSEEKK6ulrk5+eL/Px8AUC8/fbbIj8/X/z0009CCCFGjRolBg4cKPbs2SPOnTsn0tPThbe3t1i/fr0QQgiz2Sz69OkjRo4cKXJzc8XZs2fFypUrhUKhEF9//bX0exITE8XgwYNFTk6OyMnJEYMGDRJJSUlOibnJvWLfunWr2LNnjyguLhZfffWVCAsLE1OmTLG5x7PPPit0Op3YvXu3+Ne//iXGjBkjhgwZIhoaGqQycozdaDSK2NhYMWjQIHH27FlRVlYmveQe+53gDk+eyjX21atXi4CAAPHFF1+IM2fOiKVLlwpvb29x9uxZqYwcY+/Ibd2f/vQnoVarxd69e23+Vmtra6UyK1asEGq1Wmzfvl0UFhaK6dOnix49egij0SiV6YjtnSNi7wjtHZOmdrJnzx4BoMXrySefFEIIUVZWJmbNmiW0Wq3w9vYW/fv3F6tWrRIWi0W6R1FRkZgyZYoIDg4WKpVKDB48uMVjuZWVlWLmzJnC399f+Pv7i5kzZ4qqqqp2jLSle8W+du1aodPphKenp+jZs6dYunSpqKurs7mHyWQSKSkpIigoSPj4+IikpCRx/vx5mzJyjL219wMQJSUlUjk5xn4nd0qa5Bz78uXLhU6nEyqVSsTFxYkDBw7YXJdr7B21rWvtbzU9PV0qY7FYxLJly4RGoxFKpVI89NBDorCw0OY+HbG9c0TsHaG9UzQGS0RERER3wTlNRERERHZg0kRERERkByZNRERERHZg0kRERERkByZNRERERHZg0kRERERkByZNRERERHZg0kRERERkByZNRNSpCCEwbtw4jB8/vsW19evXQ61WS5viEhHdikkTEXUqCoUC6enpyM3NxcaNG6XzJSUlWLRoEdauXYuePXs69HfW19c79H5E5BxMmoio0wkNDcXatWvxwgsvoKSkBEIIzJ49G2PHjsWwYcPwyCOPwM/PDyEhIUhOTsaVK1ek92ZmZiI+Ph5dunRB165dkZSUhOLiYul6aWkpFAoFtm7ditGjR8Pb2xuffPKJM8IkIgfj3nNE1GlNnjwZ165dw9SpU/H666/j6NGjiImJwZw5c/DEE0/AZDJh0aJFaGhoQHZ2NgBg27ZtUCgUGDRoEGpqavDKK6+gtLQUBQUFcHNzQ2lpKcLDw9GrVy+sWrUKDz74IJRKJbRarZOjJaLfikkTEXVaFRUV0Ov1qKysxJdffon8/Hzk5ubi22+/lcr8/PPPCA0NxenTp9GvX78W97h8+TKCg4NRWFgIvV4vJU1r1qzB888/357hEFEb4/AcEXVawcHBeOaZZxAREYE//OEPyMvLw549e+Dn5ye9BgwYAADSEFxxcTFmzJiB3r17IyAgAOHh4QDQYvJ4TExM+wZDRG3Ow9kVICJyJg8PD3h4WJtCi8WCSZMm4c0332xRrkePHgCASZMmITQ0FO+//z60Wi0sFgv0ej3MZrNNeV9f37avPBG1KyZNRESNoqKisG3bNvTq1UtKpG5VWVmJkydPYuPGjRg5ciQA4ODBg+1dTSJyEg7PERE1mjdvHq5evYrp06fjyJEjOHfuHL777js8/fTTuHnzJgIDA9G1a1ds2rQJZ8+eRXZ2NtLS0pxdbSJqJ0yaiIgaabVafP/997h58ybGjx8PvV6P559/Hmq1Gm5ubnBzc8PmzZuRl5cHvV6PhQsX4m9/+5uzq01E7YRPzxERERHZgT1NRERERHZg0kRERERkByZNRERERHZg0kRERERkByZNRERERHZg0kRERERkByZNRERERHZg0kRERERkByZNRERERHZg0kRERERkByZNRERERHZg0kRERERkh/8H+jGJQ92IhRUAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from src.models.trend_evaluation import plot_trend\n", + "\n", + "plot_trend(\"HENRY\", \"M\", ranking, global_names.clean_df)" + ] + }, + { + "cell_type": "markdown", + "id": "a1ff9e538509249a", + "metadata": {}, + "source": [ + "## Name prediction\n", + "\n", + "To answer our research questions, we needed to find a method to determine if after a specific date, the count of name would follow an abnormal evolution.\n", + "\n", + "There are multiple ways to do it and for our first tentative, we decided to try interrupted time series.\n", + "\n", + "### ITS - Interrupted time series\n", + "The concept is rather simple: at a specific point in time, we split our measurements in two parts and use the first one to train a model. This model will try to predict what the evolution would have been based on the previous behaviour and once we get it, we can compare it with the second part of the data that we kept. \n", + "\n", + "As mentioned in the explanation, we need to chose a model for this and after some researches, we decided to try the two following ones.\n", + "\n", + "We are still evaluating how well they are suited for our project, since the training sample is quite limited due to the granularity of the data. (Count is by year)\n", + "\n", + "#### SARIMA - Seasonal Autoregressive Integrated Moving Average\n", + "Well known model for univariate time series forecasting, SARIMA is an extension of the ARIMA model and adds the support for time series with a seasonal behaviour in addition to the trend support of ARIMA. " + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "975344c7531442bb", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:10:28.875887Z", + "start_time": "2024-12-09T19:10:22.642668Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "UK & France & US : Data is clean and conforms to the expected structure !\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from src.models.naming_prediction import predict_naming_ARIMA\n", + "\n", + "prediction_ARIMA = predict_naming_ARIMA(global_names, \"LUKE\", 1976, 10, True)" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "3f21304df868d282", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:10:28.927799Z", + "start_time": "2024-12-09T19:10:28.916919Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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YearPredicted CountLower CIUpper CITrue Count
019771003.741573955.7377111051.7454341263
119781103.6609711024.6550431182.6668981912
219791178.7195231064.6973091292.7417362502
319801278.3259321128.6133911428.0384723145
419811353.6935321164.0397381543.3473263044
519821452.9947841222.3323651683.6572032516
619831528.6637001253.1706241804.1567752698
719841627.6674291306.2560321949.0788272519
819851703.6301221332.8549112074.4053322789
919861802.3437731381.1506102223.5369362692
\n", + "
" + ], + "text/plain": [ + " Year Predicted Count Lower CI Upper CI True Count\n", + "0 1977 1003.741573 955.737711 1051.745434 1263\n", + "1 1978 1103.660971 1024.655043 1182.666898 1912\n", + "2 1979 1178.719523 1064.697309 1292.741736 2502\n", + "3 1980 1278.325932 1128.613391 1428.038472 3145\n", + "4 1981 1353.693532 1164.039738 1543.347326 3044\n", + "5 1982 1452.994784 1222.332365 1683.657203 2516\n", + "6 1983 1528.663700 1253.170624 1804.156775 2698\n", + "7 1984 1627.667429 1306.256032 1949.078827 2519\n", + "8 1985 1703.630122 1332.854911 2074.405332 2789\n", + "9 1986 1802.343773 1381.150610 2223.536936 2692" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "prediction_ARIMA" + ] + }, + { + "cell_type": "markdown", + "id": "5c7ebf6a45343145", + "metadata": {}, + "source": [ + "Here we asked our SARIMA model to forecast the counts for the name \"Luke\" from the year after the year 1976, which is when the first Star Wars movie was released. \n", + "\n", + "We can see that the the modelled curve has a slower growth than the actual one and this can be used to show an abnormal evolution of the count." + ] + }, + { + "cell_type": "markdown", + "id": "dcc693812d24d911", + "metadata": {}, + "source": [ + "#### Prophet\n", + "Developped by Facebook, Prophet is a fully automatic procedure made for time series forecasting that is used in various context due it's wide range of features (seasonality, holidy effect, ...) " + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "e0a659e89992fa34", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:10:36.694108Z", + "start_time": "2024-12-09T19:10:29.026877Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "UK & France & US : Data is clean and conforms to the expected structure !\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "11:56:27 - cmdstanpy - INFO - Chain [1] start processing\n", + "11:56:28 - cmdstanpy - INFO - Chain [1] done processing\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from src.models.naming_prediction import predict_naming_prophet\n", + "\n", + "prediction_PROPHET = predict_naming_prophet(global_names, \"LUKE\", 1976, 10, True)" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "b07d28992ff7a67c", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:10:36.761997Z", + "start_time": "2024-12-09T19:10:36.746426Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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YearPredicted Countyhat_loweryhat_upperTrue Count
981977727.010391623.996395823.0146251263
991978756.938124658.336088859.1480281912
1001979788.098503683.710021896.8626642502
1011980774.875908668.516353882.1358953145
1021981803.547988699.774580898.9860393044
1031982833.475722734.740795933.0613392516
1041983864.636101762.127459970.7100782698
1051984851.413505751.313153948.0129992519
1061985880.085585782.100092978.3531952789
1071986910.013319804.6494401015.0112872692
\n", + "
" + ], + "text/plain": [ + " Year Predicted Count yhat_lower yhat_upper True Count\n", + "98 1977 727.010391 623.996395 823.014625 1263\n", + "99 1978 756.938124 658.336088 859.148028 1912\n", + "100 1979 788.098503 683.710021 896.862664 2502\n", + "101 1980 774.875908 668.516353 882.135895 3145\n", + "102 1981 803.547988 699.774580 898.986039 3044\n", + "103 1982 833.475722 734.740795 933.061339 2516\n", + "104 1983 864.636101 762.127459 970.710078 2698\n", + "105 1984 851.413505 751.313153 948.012999 2519\n", + "106 1985 880.085585 782.100092 978.353195 2789\n", + "107 1986 910.013319 804.649440 1015.011287 2692" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "prediction_PROPHET\n" + ] + }, + { + "cell_type": "markdown", + "id": "98e9007472388dd2", + "metadata": {}, + "source": [ + "This time, we use Facebook's Prophet to forecast the counts for the same parameters and we can already see a difference between the two models. Prophet is generally more resistant to outliers and here, this leads to a more important difference between the modelled data and the actual one.\n", + "\n", + "For now, those are only observations and we'll be investigated more thoroughly in the following days" + ] + }, + { + "cell_type": "markdown", + "id": "ef9339bb", + "metadata": {}, + "source": [ + "### CAUSALIMPACT ANALYSIS\n", + "\n", + "The CausalImpact library, originally developed in R by Google, is a powerful tool for quantifying the effect of an intervention on a time series.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "f85fc61b", + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'causal_impact' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[55], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msrc\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mmodels\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mnaming_prediction\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;241m*\u001b[39m\n\u001b[0;32m----> 2\u001b[0m causal_impact(global_names, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLUKE\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;241m1976\u001b[39m, \u001b[38;5;241m10\u001b[39m)\n", + "\u001b[0;31mNameError\u001b[0m: name 'causal_impact' is not defined" + ] + } + ], + "source": [ + "from src.models.naming_prediction import *\n", + "causal_impact(global_names, \"LUKE\", 1976, 10)" + ] + }, + { + "cell_type": "markdown", + "id": "86056c96bff0ca32", + "metadata": {}, + "source": [ + "#### Model conclusion\n", + "We still need to compare the two models and see if the ITS approach would be beneficial for our project since other options are available." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "488f110f6e91389c", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:10:36.859630Z", + "start_time": "2024-12-09T19:10:36.851536Z" + } + }, + "outputs": [], + "source": [ + "def compute_distance_abs(df_pred):\n", + " distance_pred = df_pred[['Year', 'Predicted Count', 'True Count']].copy()\n", + " distance_pred['Distance'] = abs(distance_pred['Predicted Count'] - distance_pred['True Count'])\n", + " return distance_pred" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e3d1af58382f4636", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T20:06:47.745816Z", + "start_time": "2024-12-09T20:06:47.741321Z" + } + }, + "outputs": [], + "source": [ + "def compute_distance(df_pred):\n", + " \"\"\"\n", + " Computes the distance between the true count and the predicted count for each year.\n", + " If the predicted count is higher than the true count, -inf is returned. Otherwise, the absolute difference is returned.\n", + "\n", + " :param df_pred: DataFrame containing the columns 'Year', 'Predicted Count', and 'True Count'\n", + " :return: DataFrame with an additional 'Distance' column representing the computed distance\n", + " \"\"\"\n", + " distance_pred = df_pred[['Year', 'Predicted Count', 'True Count']].copy()\n", + " \n", + " distance_pred['Distance'] = np.where(distance_pred['Predicted Count'] > distance_pred['True Count'], -abs(distance_pred['Predicted Count'] - distance_pred['True Count']), abs(distance_pred['Predicted Count'] - distance_pred['True Count']))\n", + "\n", + " #distance_pred['Distance'] = np.where(distance_pred['Predicted Count'] > distance_pred['True Count'], -np.inf, abs(distance_pred['Predicted Count'] - distance_pred['True Count']))\n", + " return distance_pred" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ec1abd9bce89ba80", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:10:37.198223Z", + "start_time": "2024-12-09T19:10:37.193035Z" + } + }, + "outputs": [], + "source": [ + "def compute_area(distance_df):\n", + " # Use the trapezoidal rule to compute the area under the curve\n", + " area = np.trapz(distance_df['Distance'], x=distance_df['Year'])\n", + " return area" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "842b0740ef58a202", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:44:12.778077Z", + "start_time": "2024-12-09T19:44:12.771842Z" + } + }, + "outputs": [], + "source": [ + "def plot_distance(distance_df, label1='Distance 1', distance_df2=None, label2='Distance 2'):\n", + " plt.figure(figsize=(16, 8))\n", + " sns.lineplot(x='Year', y='Distance', data=distance_df, label=label1)\n", + " if distance_df2 is not None:\n", + " sns.lineplot(x='Year', y='Distance', data=distance_df2, label=label2)\n", + " plt.title('Difference between true count and model predictions')\n", + " plt.xlabel('Year')\n", + " plt.ylabel('Count Difference')\n", + " plt.legend()\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d134da90c74f674a", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:10:37.322733Z", + "start_time": "2024-12-09T19:10:37.313551Z" + } + }, + "outputs": [], + "source": [ + "def plot_values(merged_predictions):\n", + " plt.figure(figsize=(16, 8))\n", + " sns.lineplot(x='Year', y='Predicted Count_sarima', data=merged_predictions, label='SARIMA')\n", + " sns.lineplot(x='Year', y='Predicted Count_prophet', data=merged_predictions, label='Prophet')\n", + " sns.lineplot(x='Year', y='True Count', data=merged_predictions, label='True Count')\n", + " plt.title('model comparison')\n", + " plt.xlabel('Year')\n", + " plt.ylabel('Count')\n", + " plt.legend()\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "818aefe8df17dcf3", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:44:15.130273Z", + "start_time": "2024-12-09T19:44:14.782480Z" + } + }, + "outputs": [], + "source": [ + "df_distance_PROPHET = compute_distance(prediction_PROPHET)\n", + "df_distance_SARIMA = compute_distance(prediction_ARIMA)\n", + "\n", + "plot_distance(df_distance_SARIMA, label1='SARIMA', distance_df2=df_distance_PROPHET, label2='Prophet')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2944d8bcd855f617", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T19:34:14.668381Z", + "start_time": "2024-12-09T19:34:14.664513Z" + } + }, + "outputs": [], + "source": [ + "area_prophet = compute_area(df_distance_PROPHET)\n", + "area_sarima = compute_area(df_distance_SARIMA)\n", + "\n", + "print(f\"Area under the curve for SARIMA: {area_sarima}\")\n", + "print(f\"Area under the curve for Prophet: {area_prophet}\")" + ] + }, + { + "cell_type": "markdown", + "id": "24bb2708dc347329", + "metadata": {}, + "source": [ + "# Détermination du threshold" + ] + }, + { + "cell_type": "markdown", + "id": "fd5246969f58d7ca", + "metadata": {}, + "source": [ + "Cette fonction va permettre de trouver un threshold pour notre metric qui vise à dire si oui ou non un film a eu un impact sur le nombre de naissances d'un prénom." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e1b5f231419b7fc4", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T20:06:55.223410Z", + "start_time": "2024-12-09T20:06:55.216758Z" + } + }, + "outputs": [], + "source": [ + "def investigate_predictions(data: NamesData, name: str, stop_year: int, nb_years: int, plot=False) -> pd.DataFrame:\n", + " \"\"\"\n", + " Computes Prophet and SARIMA predictions, computes the distance and corresponding area regarding true counts,\n", + " and displays both predictions, distances, and areas.\n", + "\n", + " :param data: the name dataset\n", + " :param name: the name from which we predict the evolution\n", + " :param stop_year: the year of the event, we will predict the evolution from stop_year + 1\n", + " :param nb_years: the number of years we want to predict\n", + " :param plot: if True, displays diagnostic plots\n", + " :return: a dataframe with the predictions and distances for both models\n", + " \"\"\"\n", + " # Compute predictions using Prophet\n", + " df_prophet = predict_naming_prophet(data, name, stop_year, nb_years, plot)\n", + " df_prophet_distance = compute_distance(df_prophet)\n", + " area_prophet = compute_area(df_prophet_distance)\n", + "\n", + " # Compute predictions using SARIMA\n", + " df_sarima = predict_naming_ARIMA(data, name, stop_year, nb_years, plot)\n", + " df_sarima_distance = compute_distance(df_sarima)\n", + " area_sarima = compute_area(df_sarima_distance)\n", + "\n", + " # Print the areas\n", + " print(f\"Area under the curve for Prophet: {area_prophet}\")\n", + " print(f\"Area under the curve for SARIMA: {area_sarima}\")\n", + "\n", + " # Plot the distances\n", + " plot_distance(df_prophet_distance, label1='Prophet Distance', distance_df2=df_sarima_distance, label2='SARIMA Distance')\n", + "\n", + " #Merge both dataframes on following columns : Year, True Count\n", + " df_combined = df_prophet_distance.merge(df_sarima_distance, on=['Year', 'True Count'], suffixes=('_prophet', '_sarima'))\n", + " \n", + " return df_combined" + ] + }, + { + "cell_type": "markdown", + "id": "b24c3e169f09e64a", + "metadata": {}, + "source": [ + "## Neo - Matrix (1999)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "626db8f4e5b4a94d", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T20:07:00.673427Z", + "start_time": "2024-12-09T20:06:55.244034Z" + } + }, + "outputs": [], + "source": [ + "neo_df = investigate_predictions(global_names, \"NEO\", 1998, 10, plot=True)" + ] + }, + { + "cell_type": "markdown", + "id": "e62e025276fc4e6", + "metadata": {}, + "source": [ + "## Mia - Pulp Fiction (1994)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3266f54c9f2612e3", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T20:07:21.527356Z", + "start_time": "2024-12-09T20:07:09.912971Z" + } + }, + "outputs": [], + "source": [ + "mia_df = investigate_predictions(global_names, \"MIA\", 1993, 10, plot=True)" + ] + }, + { + "cell_type": "markdown", + "id": "7375b739845c68f6", + "metadata": {}, + "source": [ + "## Truman - The Truman Show (1998)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6a5a4419efbf4ee8", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T20:07:33.152652Z", + "start_time": "2024-12-09T20:07:21.577973Z" + } + }, + "outputs": [], + "source": [ + "truman_df = investigate_predictions(global_names, \"TRUMAN\", 1997, 10, plot=True)" + ] + }, + { + "cell_type": "markdown", + "id": "b6e52c59f2cfb287", + "metadata": {}, + "source": [ + "## Leon - Leon (1994)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "198fc209cd8f460", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T20:07:44.354499Z", + "start_time": "2024-12-09T20:07:33.218299Z" + } + }, + "outputs": [], + "source": [ + "leon_df = investigate_predictions(global_names, \"LEON\", 1993, 10, plot=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5c779b96343e84f5", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T20:07:44.432178Z", + "start_time": "2024-12-09T20:07:44.421104Z" + } + }, + "outputs": [], + "source": [ + "leon_df" + ] + }, + { + "cell_type": "markdown", + "id": "f043727c3234ed67", + "metadata": {}, + "source": [ + "## Trinity - Matrix (1999)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6f619ac45cbbf7b8", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T20:07:57.206680Z", + "start_time": "2024-12-09T20:07:44.549884Z" + } + }, + "outputs": [], + "source": [ + "trinity_df = investigate_predictions(global_names, \"TRINITY\", 1998, 10, plot=True)" + ] + }, + { + "cell_type": "markdown", + "id": "ce9d99853a47927d", + "metadata": {}, + "source": [ + "## Luke - Star Wars (1977)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9fc4549ef4e4db9f", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T20:08:08.750252Z", + "start_time": "2024-12-09T20:07:57.259103Z" + } + }, + "outputs": [], + "source": [ + "luke_df = investigate_predictions(global_names, \"LUKE\", 1976, 10, plot=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8cf5a85bd935dcb4", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T20:09:10.709214Z", + "start_time": "2024-12-09T20:09:10.698698Z" + } + }, + "outputs": [], + "source": [ + "luke_df" + ] + }, + { + "cell_type": "markdown", + "id": "fe53eb85fde546a9", + "metadata": {}, + "source": [ + "## Exemple de nom pas influencé par un film : Mary en 2000" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f3d20811c720a60", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T20:10:51.380890Z", + "start_time": "2024-12-09T20:10:40.153694Z" + } + }, + "outputs": [], + "source": [ + "mary_df = investigate_predictions(global_names, \"MARY\", 1999, 10, plot=True)" + ] + }, + { + "cell_type": "markdown", + "id": "d4d8f4d58a1f7afe", + "metadata": {}, + "source": [ + "## Julien - 1999" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "695d68d52310208c", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-09T20:21:42.533739Z", + "start_time": "2024-12-09T20:21:26.547823Z" + } + }, + "outputs": [], + "source": [ + "julien_df = investigate_predictions(global_names, \"JULIEN\", 1998, 10, plot=True)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "ada", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/src/models/naming_prediction.py b/src/models/naming_prediction.py index abf63c7..7c60a9d 100644 --- a/src/models/naming_prediction.py +++ b/src/models/naming_prediction.py @@ -3,6 +3,7 @@ from src.data.names_data import NamesData import matplotlib.pyplot as plt from prophet import Prophet +from causalimpact import CausalImpact def predict_naming_ARIMA(data: NamesData, name: str, stop_year: int, nb_years: int, plot=False) -> pd.DataFrame: @@ -37,7 +38,7 @@ def predict_naming_ARIMA(data: NamesData, name: str, stop_year: int, nb_years: i # Fit the model model = pm.auto_arima(y_train, seasonal=True, m=1) - forecast = model.predict(n_periods=nb_years) + forecast, conf_int = model.predict(n_periods=nb_years, return_conf_int=True) # Plot if necessary if plot: @@ -49,6 +50,10 @@ def predict_naming_ARIMA(data: NamesData, name: str, stop_year: int, nb_years: i y_forecast = pd.Series(forecast) y_forecast = pd.concat([y_train[-1:], y_forecast]) + # Confidence intervals + lower_bound = pd.Series(conf_int[:, 0]) # Lower bound of CI + upper_bound = pd.Series(conf_int[:, 1]) # Upper bound of CI + # Plot the test data in blue and label it # keep only 30 years before the stop year x_train = x_train[-30:] @@ -58,6 +63,11 @@ def predict_naming_ARIMA(data: NamesData, name: str, stop_year: int, nb_years: i plt.plot(x_forecast, y_forecast, color='orange', label='Forecast data') # Plot the real data in green plt.plot(x_true, y_true, color='green', label='True data') + + # Plot confidence intervals as a shaded region + x_conf = pd.Series(range(stop_year + 1, stop_year + 1 + nb_years), dtype=int) # Forecast years + plt.fill_between(x_conf, lower_bound, upper_bound, color='gray', alpha=0.2, label='Confidence Interval') + # Horizontal line for the stop year plt.axvline(x=stop_year, color='red', linestyle='--', label='Stop year') @@ -71,8 +81,13 @@ def predict_naming_ARIMA(data: NamesData, name: str, stop_year: int, nb_years: i # Create the dataframe containg the prediction and the real data # drop the first element of the true data as it is the last element of the train data y_true = y_true[1:] - prediction = pd.DataFrame( - {'Year': range(stop_year + 1, stop_year + 1 + nb_years), 'Predicted Count': forecast, 'True Count': y_true}) + prediction = pd.DataFrame({ + 'Year': range(stop_year + 1, stop_year + 1 + nb_years), + 'Predicted Count': forecast, + 'Lower CI': conf_int[:, 0], + 'Upper CI': conf_int[:, 1], + 'True Count': y_true + }) return prediction @@ -105,7 +120,7 @@ def predict_naming_prophet(data: NamesData, name: str, stop_year: int, nb_years: train_data['ds'] = pd.to_datetime(train_data['ds'], format='%Y') # Fit the model - model = Prophet() + model = Prophet(interval_width=0.95) # 95% confidence interval model.fit(train_data) prediction = model.make_future_dataframe(periods=nb_years+1, freq='YE') @@ -207,7 +222,48 @@ def plot_distance(distance_df, label1='Distance 1', distance_df2=None, label2='D plt.legend() plt.show() +def causal_impact(data: NamesData, name: str, stop_year: int, nb_years: int) : + """ + Predict the evolution of a name's count by year using Facebook's Prophet model. + :param data: the name dataset + :param name: the name from which we predict the evolution + :param stop_year: the year of the event, we will predict the evolution from stop_year + 1 + :param nb_years: the number of years we want to predict + :return: a dataframe with + - the magnitude of the effect (absolute and relative) + - the probability that the observed effect is not due to random chance + """ + + data.check_clean_data() + input_data = data().copy() + + # Filter for the specified name and aggregate counts if needed + name_data = input_data[input_data['Name'] == name] + name_data = name_data.groupby(['Year']).sum().reset_index() + name_data = name_data.drop(columns=['Name', 'Sex']) + # Split the dataset at the stop_year + pre_period = name_data[name_data['Year'] <= stop_year] + post_period = name_data[name_data['Year'] >= stop_year] # the = is for visualisation -> connected points on the graph + post_period = post_period[post_period['Year'] <= stop_year + nb_years] + + # Prepare data for CausalImpact + # Ensure time_series is a pandas DataFrame with correct structure + time_series = input_data[['Year', 'Count']] # Assuming 'Year' and 'Count' are the columns in data + time_series = time_series.set_index('Year') # If 'Year' is the time index + print(type(time_series)) + print(pre_period) + print(post_period) + + #time_series = input_data['Count'] # Your time series data + impact = CausalImpact(time_series, pre_period, post_period) + + # Summarize results + print(impact.summary()) + print(impact.summary(output='report')) + + # Visualize results + impact.plot()