KWT-2024/lab/lab_04-05.ipynb
2024-04-14 18:45:52 +02:00

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{
"cells": [
{
"cell_type": "markdown",
"id": "going-morocco",
"metadata": {},
"source": [
"![Logo 1](https://git.wmi.amu.edu.pl/AITech/Szablon/raw/branch/master/Logotyp_AITech1.jpg)\n",
"<div class=\"alert alert-block alert-info\">\n",
"<h1> Komputerowe wspomaganie tłumaczenia </h1>\n",
"<h2> 4,5. <i>Klasyfikacja tematyczna (terminologii ciąg dalszy)</i> [laboratoria]</h2> \n",
"<h3>Rafał Jaworski (2021)</h3>\n",
"</div>\n",
"\n",
"![Logo 2](https://git.wmi.amu.edu.pl/AITech/Szablon/raw/branch/master/Logotyp_AITech2.jpg)"
]
},
{
"cell_type": "markdown",
"id": "expanded-entrance",
"metadata": {},
"source": [
"# Komputerowe wspomaganie tłumaczenia"
]
},
{
"cell_type": "markdown",
"id": "atlantic-greenhouse",
"metadata": {},
"source": [
"# Zajęcia 4 i 5 - klasyfikacja tematyczna (terminologii ciąg dalszy)"
]
},
{
"cell_type": "markdown",
"id": "colored-nothing",
"metadata": {},
"source": [
"Na poprzednich zajęciach opracowaliśmy nasz własny ekstraktor terminologii. Mówiliśmy również, jak ważna jest ekstrakcja terminów specjalistycznych. Dziś zajmiemy się zagadnieniem, w jaki sposób wyciągnąć z tekstu terminy, które naprawdę są specjalistyczne."
]
},
{
"cell_type": "markdown",
"id": "economic-pontiac",
"metadata": {},
"source": [
"Dlaczego nasze dotychczasowe rozwiązanie mogło nie spełniać tego warunku? Wykonajmy następujące ćwiczenie:"
]
},
{
"cell_type": "markdown",
"id": "sealed-november",
"metadata": {},
"source": [
"### Ćwiczenie 1: Zgromadź korpus w języku angielskim składający się z co najmniej 100 dokumentów, z których każdy zawiera co najmniej 100 zdań. Wykorzystaj stronę https://opus.nlpl.eu/. Dobrze, aby dokumenty pochodziły z różnych dziedzin (np. prawo Unii Europejskiej, manuale programistyczne, medycyna). Ściągnięty korpus zapisz na swoim dysku lokalnym, nie załączaj go do niniejszego notatnika."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "ced0f120",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"100\n"
]
}
],
"source": [
"import os\n",
"\n",
"documents_files = os.listdir(\"./data/corpus\")\n",
"documents_files = [d for d in documents_files if d.endswith(\".txt\")]\n",
"documents_files = sorted(documents_files)\n",
"\n",
"documents = []\n",
"for document_file in documents_files:\n",
" with open(f\"./data/corpus/{document_file}\", \"r\") as f:\n",
" document_text = f.read()\n",
"\n",
" # Limit text to 100 lines\n",
" document_text = \"\\n\".join(document_text.split(\"\\n\")[:100])\n",
"\n",
" documents.append(document_text)\n",
"\n",
"print(len(documents))"
]
},
{
"cell_type": "markdown",
"id": "closed-steel",
"metadata": {},
"source": [
"Taki korpus pozwoli nam zaobserwować, co się stanie, jeśli do ekstrakcji terminologii będziemy stosowali wyłącznie kryterium częstościowe. Aby wykonać odpowiedni eksperyment musimy uruchomić ekstraktor z poprzednich zajęć."
]
},
{
"cell_type": "markdown",
"id": "environmental-thread",
"metadata": {},
"source": [
"### Ćwiczenie 2: Uruchom ekstraktor terminologii (wykrywacz rzeczowników) z poprzednich zajęć na każdym dokumencie z osobna. Jako wynik ekstraktora w każdym przypadku wypisz 5 najczęściej występujących rzeczowników. Wyniki działania komendy umieść w notatniku."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "honest-assessment",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1/100] ['project', 'victims', 'support', 'visit', 'mediation']\n",
"[2/100] ['exhibition', 'cooperation', 'year', 'meeting', 'films']\n",
"[3/100] ['exhibition', 'cooperation', 'year', 'meeting', 'films']\n",
"[4/100] ['solution', 'occupation', 'settlement', 'problem', 'resolutions']\n",
"[5/100] ['residence', 'citizens', 'permit', 'security', 'citizen']\n",
"[6/100] ['residence', 'citizens', 'permit', 'security', 'citizen']\n",
"[7/100] ['support', 'measures', 'countries', 'farmers', 'member']\n",
"[8/100] ['data', 'services', 'infrastructure', 'development', 'project']\n",
"[9/100] ['data', 'services', 'infrastructure', 'development', 'project']\n",
"[10/100] ['photographs', 'service', 'scans', 'materials', 'films']\n",
"[11/100] ['photographs', 'service', 'scans', 'materials', 'films']\n",
"[12/100] ['insurance', 'ZUS', 'contributions', 'benefits', 'administration']\n",
"[13/100] ['project', 'archaeology', 'research', 'conservation', 'history']\n",
"[14/100] ['project', 'archaeology', 'research', 'conservation', 'history']\n",
"[15/100] ['cases', '%', 'coronavirus', 'countries', 'disease']\n",
"[16/100] ['%', 'year', 'case', 'cases', 'coronavirus']\n",
"[17/100] ['ship', 'tug', 'speed', 'accident', 'course']\n",
"[18/100] ['ship', 'tug', 'speed', 'accident', 'course']\n",
"[19/100] ['work', 'scientists', 'research', 'science', 'telomerase']\n",
"[20/100] ['work', 'scientists', 'research', 'science', 'telomerase']\n",
"[21/100] ['film', 'media', 'part', 'time', 'efforts']\n",
"[22/100] ['film', 'media', 'part', 'time', 'efforts']\n",
"[23/100] ['insurance', 'ZUS', 'contributions', 'benefits', 'administration']\n",
"[24/100] ['use', 'care', 'stewardship', 'resistance', 'antibiotics']\n",
"[25/100] ['services', 'administration', 'state', 'information', 'e']\n",
"[26/100] ['services', 'administration', 'state', 'information', 'e']\n",
"[27/100] ['coronavirus', 'research', 'measures', 'outbreak', 'member']\n",
"[28/100] ['residence', 'card', 'foreigner', 'work', 'permit']\n",
"[29/100] ['security', 'e', 'threats', 'policy', 'gas']\n",
"[30/100] ['security', 'e', 'threats', 'policy', 'gas']\n",
"[31/100] ['paper', '15th', 'reader', 'file', 'date']\n",
"[32/100] ['paper', '15th', 'reader', 'file', 'date']\n",
"[33/100] ['costs', 'implementation', 'management', 'tasks', 'expenditures']\n",
"[34/100] ['food', 'cooperation', 'products', 'market', 'agri']\n",
"[35/100] ['costs', 'implementation', 'management', 'tasks', 'expenditures']\n",
"[36/100] ['costs', 'implementation', 'management', 'tasks', 'expenditures']\n",
"[37/100] ['artist', 'work', 'painting', 'paintings', 'time']\n",
"[38/100] ['artist', 'work', 'painting', 'paintings', 'time']\n",
"[39/100] ['Home', '»', 'rights', 'representatives', 'discrimination']\n",
"[40/100] ['Home', '»', 'rights', 'representatives', 'discrimination']\n",
"[41/100] ['command', 'documentation', 'alias', 'files', 'directory']\n",
"[42/100] ['water', 'basis', 'land', 'status', 'item']\n",
"[43/100] ['water', 'basis', 'land', 'status', 'item']\n",
"[44/100] ['%', 'contract', 'contracts', '.', 'No']\n",
"[45/100] ['food', 'cooperation', 'products', 'market', 'agri']\n",
"[46/100] ['%', 'contract', 'contracts', '.', 'No']\n",
"[47/100] ['market', 'level', 'services', 'age', 'companies']\n",
"[48/100] ['market', 'level', 'services', 'age', 'companies']\n",
"[49/100] ['projects', 'innovation', 'R&D', 'development', 'companies']\n",
"[50/100] ['projects', 'innovation', 'R&D', 'development', 'companies']\n",
"[51/100] ['contracts', 'contract', '%', 'item', 'procedures']\n",
"[52/100] ['contracts', 'contract', '%', 'item', 'procedures']\n",
"[53/100] ['room', 'A', 'office', 'information', 'B']\n",
"[54/100] ['room', 'A', 'office', 'information', 'B']\n",
"[55/100] ['advantage', 'production', 'country', 'countries', 'goods']\n",
"[56/100] ['measles', 'vaccine', 'disease', 'person', 'people']\n",
"[57/100] ['advantage', 'production', 'country', 'countries', 'goods']\n",
"[58/100] ['card', 'residence', 'permission', 'business', 'stamp']\n",
"[59/100] ['card', 'residence', 'permission', 'business', 'stamp']\n",
"[60/100] ['w', '%', 'gospodarczego', 'polityki', 'publicznych']\n",
"[61/100] ['system', 'banks', 'stability', 'risk', 'sector']\n",
"[62/100] ['camps', 'people', 'concentration', 'policy', 'resistance']\n",
"[63/100] ['camps', 'people', 'concentration', 'policy', 'resistance']\n",
"[64/100] ['safety', 'aviation', 'management', 'requirements', 'entity']\n",
"[65/100] ['safety', 'aviation', 'management', 'requirements', 'entity']\n",
"[66/100] ['research', 'call', 'philosophy', 'information', 'project']\n",
"[67/100] ['vaccination', 'pertussis', 'cancer', 'risk', 'disease']\n",
"[68/100] ['research', 'call', 'philosophy', 'information', 'project']\n",
"[69/100] ['energy', 'gas', '%', 'oil', 'countries']\n",
"[70/100] ['energy', 'gas', '%', 'oil', 'countries']\n",
"[71/100] ['cooperation', 'meeting', 'talks', 'forces', 'defence']\n",
"[72/100] ['project', 'education', 'information', 'coronavirus', 'funding']\n",
"[73/100] ['food', 'education', 'project', 'measures', 'assistance']\n",
"[74/100] ['infection', 'disease', 'symptoms', 'fever', 'humans']\n",
"[75/100] ['energy', 'audit', 'costs', 'use', 'management']\n",
"[76/100] ['countries', '%', 'development', 'benefits', 'funds']\n",
"[77/100] ['years', 'minister', 'year', 'rector', 'persons']\n",
"[78/100] ['water', 'food', 'fish', 'times', 'year']\n",
"[79/100] ['land', 'water', 'population', 'data', 'age']\n",
"[80/100] ['land', 'water', 'population', 'data', 'age']\n",
"[81/100] ['market', 'labour', 'crisis', 'unemployment', 'countries']\n",
"[82/100] ['market', 'labour', 'crisis', 'unemployment', 'countries']\n",
"[83/100] ['accelerator', 'research', '-', 'operation', 'model']\n",
"[84/100] ['accelerator', 'research', '-', 'operation', 'model']\n",
"[85/100] ['energy', 'policy', 'power', 'development', 'objectives']\n",
"[86/100] ['priest', 'hand', 'country', 'wedding', 'church']\n",
"[87/100] ['eggs', 'breakfast', 'food', 'products', 'meat']\n",
"[88/100] ['eggs', 'breakfast', 'food', 'products', 'meat']\n",
"[89/100] ['water', 'fish', 'times', 'food', 'year']\n",
"[90/100] ['honey', 'production', 'bread', 'time', 'taste']\n",
"[91/100] ['honey', 'production', 'bread', 'time', 'taste']\n",
"[92/100] ['data', 'job', 'portal', 'vacancies', 'Decision']\n",
"[93/100] ['data', 'job', 'portal', 'vacancies', 'Decision']\n",
"[94/100] ['food', 'quality', 'products', 'apples', 'farmers']\n",
"[95/100] ['food', 'quality', 'products', 'apples', 'farmers']\n",
"[96/100] ['visa', 'activities', 'child', 'B-1', 'institution']\n",
"[97/100] ['visa', 'activities', 'child', 'B-1', 'institution']\n",
"[98/100] ['-', 'co', 'preparations', 'operation', 'preparation']\n",
"[99/100] ['-', 'co', 'preparations', 'operation', 'preparation']\n",
"[100/100] ['project', 'victims', 'support', 'visit', 'mediation']\n"
]
}
],
"source": [
"import spacy\n",
"nlp = spacy.load(\"en_core_web_sm\")\n",
"\n",
"def get_nouns(text):\n",
" doc = nlp(text)\n",
" return [token.text for token in doc if token.pos_ == 'NOUN']\n",
"\n",
"def get_top_nouns(nouns, n=5):\n",
" from collections import Counter\n",
" return [noun for noun, _ in Counter(nouns).most_common(n)]\n",
"\n",
"top_nouns = []\n",
"for i, document in enumerate(documents):\n",
" nouns = get_nouns(document)\n",
" top_nouns.append(get_top_nouns(nouns, 5))\n",
" print(f\"[{i+1}/{len(documents)}] {top_nouns[-1]}\")\n",
"\n",
"with open(\"./data/top_nouns.txt\", \"w\") as f:\n",
" for nouns in top_nouns:\n",
" f.write(\" \".join(nouns) + \"\\n\")"
]
},
{
"cell_type": "markdown",
"id": "desirable-appeal",
"metadata": {},
"source": [
"Czy wyniki uzyskane w ten sposób to zawsze terminy specjalistyczne? Niestety może zdarzyć się, że w wynikach pojawią się rzeczowniki, które są po prostu częste w języku, a niekoniecznie charakterystyczne dla przetwarzanych przez nas tekstów. Aby wyniki ekstrakcji były lepsze, konieczne jest zastosowanie bardziej wyrafinowanych metod."
]
},
{
"cell_type": "markdown",
"id": "accomplished-interview",
"metadata": {},
"source": [
"Jedną z tych metod jest znana z dyscypliny Information Retrieval technika zwana TF-IDF. Jej nazwa wywodzi się od **T**erm **F**requency **I**nverted **D**ocument **F**requency. Według tej metody, dla każdego odnalezionego przez nas termu powinniśmy obliczyć czynnik TF-IDF, a następnie wyniki posortować malejąco po wartości tego czynnika."
]
},
{
"cell_type": "markdown",
"id": "green-september",
"metadata": {},
"source": [
"Jak obliczyć czynnik TF-IDF? Czym jest TF, a czym jest IDF?"
]
},
{
"cell_type": "markdown",
"id": "several-gardening",
"metadata": {},
"source": [
"Zacznijmy od TF, bo ten czynnik już znamy. Jest to nic innego jak częstość wystąpienia terminu w tekście, który przetwarzamy. Idea TF-IDF skupia się na drugim czynniku - IDF. Słowo *inverted* oznacza, że czynnik ten będzie odwrócony, czyli trafi do mianownika. W związku z tym TF-IDF to w istocie:\n",
"$\\frac{TF}{DF}$"
]
},
{
"cell_type": "markdown",
"id": "collect-brooklyn",
"metadata": {},
"source": [
"Czym zatem jest document frequency? Jest to liczba dokumentów, w których wystąpił dany termin. Dokumenty w tym przypadku są rozumiane jako jednostki, na które podzielony jest korpus, nad którym pracujemy (dokładnie taki, jak korpus z ćwiczenia pierwszego)."
]
},
{
"cell_type": "markdown",
"id": "urban-spray",
"metadata": {},
"source": [
"Zastanówmy się nad sensem tego czynnika. Pamiętajmy, że naszym zadaniem jest ekstracja terminów z tylko jednego dokumentu na raz. Mamy jednak do dyspozycji wiele innych dokumentów, zawierających wiele innych słów i termów. Wartość TF-IDF jest tym większa, im częściej termin występuje w dokumencie, na którym dokonujemy ekstrakcji. Czynnik ten jednak zmniejsza się, jeśli słowo występuje w wielu różnych dokumentach. Zatem, popularne słowa będą miały wysoki czynnik DF i niski TF-IDF. Natomiast najwyższą wartość TF-IDF będą miały terminy, które są częste w przetwarzanym przez nas dokumencie, ale nie występują nigdzie indziej."
]
},
{
"cell_type": "markdown",
"id": "worse-throat",
"metadata": {},
"source": [
"### Ćwiczenie 3: Zaimplementuj czynnik TF-IDF i dokonaj ekstrakcji terminologii za jego pomocą, używając korpusu z ćwiczenia nr 1. Czy wyniki różnią się od tych uzyskanych tylko za pomocą TF?"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "published-speaking",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1/100] ['approval', 'total', 'lawyers', 'priorities', 'judges']\n",
"[2/100] ['agriculture', 'support', 'guests', 'offers', 'author']\n",
"[3/100] ['agriculture', 'support', 'guests', 'offers', 'author']\n",
"[4/100] ['homeland', 'invasion', 'address', 'prisoners', 'sources']\n",
"[5/100] ['identity', 'positions', 'elaboration', 'issues', 'terms']\n",
"[6/100] ['identity', 'positions', 'elaboration', 'issues', 'terms']\n",
"[7/100] ['distancing', 'lenders', 'mechanism', 'check', 'part']\n",
"[8/100] ['IT', 'Realization', 'Services', 'resolutions', 'bases']\n",
"[9/100] ['IT', 'Realization', 'Services', 'resolutions', 'bases']\n",
"[10/100] ['occupation', 'scans', 'browser', 'Service', 'processes']\n",
"[11/100] ['occupation', 'scans', 'browser', 'Service', 'processes']\n",
"[12/100] ['am', 'war', 'month', 'Insurance', 'centralisation']\n",
"[13/100] ['conservation', 'zu', 'provisions', 'basin', 'record']\n",
"[14/100] ['conservation', 'zu', 'provisions', 'basin', 'record']\n",
"[15/100] ['culture', 'city', 'abscesses', 'aeronautics', 'disruptors']\n",
"[16/100] ['infection', 'Recommendations', 'man', 'evening', 'occurrence']\n",
"[17/100] ['course', 'hull', 'STATE', 'classifier', 'certificate']\n",
"[18/100] ['course', 'hull', 'STATE', 'classifier', 'certificate']\n",
"[19/100] ['cooling', 'work', 'culture', 'part', 'laboratory']\n",
"[20/100] ['cooling', 'work', 'culture', 'part', 'laboratory']\n",
"[21/100] ['culture', 'reverse', 'advisor', 'documentary', 'service']\n",
"[22/100] ['culture', 'reverse', 'advisor', 'documentary', 'service']\n",
"[23/100] ['am', 'war', 'month', 'Insurance', 'centralisation']\n",
"[24/100] ['pressure', 'ability', 'entry', 'prescribers', 'costs']\n",
"[25/100] ['economies', 'management', 'role', 'disk', 'stakeholders']\n",
"[26/100] ['economies', 'management', 'role', 'disk', 'stakeholders']\n",
"[27/100] ['traders', 'fears', 'carriers', 'illness', 'distancing']\n",
"[28/100] ['activity', 'employment', 'foreigners', 'Visa', 'graduate']\n",
"[29/100] ['defense', 'forecast', 'quarter', 'factors', 'opportunity']\n",
"[30/100] ['defense', 'forecast', 'quarter', 'factors', 'opportunity']\n",
"[31/100] ['case', 'author', 'screen', 'announcement', 'typefaces']\n",
"[32/100] ['case', 'author', 'screen', 'announcement', 'typefaces']\n",
"[33/100] ['revenue', 'office', 'premises', 'o', 'proposals']\n",
"[34/100] ['storage', 'completion', 'efforts', 'Meeting', 'crisis']\n",
"[35/100] ['office', 'Types', 'premises', 'protection', 'days']\n",
"[36/100] ['revenue', 'office', 'premises', 'o', 'proposals']\n",
"[37/100] ['pictures', 'splashing', 'dobrze', 'viewer', 'culture']\n",
"[38/100] ['pictures', 'splashing', 'dobrze', 'viewer', 'culture']\n",
"[39/100] ['creation', 'origin', 'discrimination', 'interest', 'institutions']\n",
"[40/100] ['creation', 'origin', 'discrimination', 'interest', 'institutions']\n",
"[41/100] ['names', 'contexts', 'calculator', 'program', 'descriptor']\n",
"[42/100] ['periods', 'standards', 'total', 'name', 'property']\n",
"[43/100] ['periods', 'standards', 'total', 'name', 'property']\n",
"[44/100] ['Art', 'days', 'liability', 'authorities', 'services']\n",
"[45/100] ['storage', 'completion', 'efforts', 'Meeting', 'crisis']\n",
"[46/100] ['Art', 'days', 'liability', 'authorities', 'services']\n",
"[47/100] ['skills', 'provision', 'country', 'economies', 'science']\n",
"[48/100] ['skills', 'provision', 'country', 'economies', 'science']\n",
"[49/100] ['Project', 'possibilities', 'cancer', 'members', 'therapies']\n",
"[50/100] ['Project', 'possibilities', 'cancer', 'members', 'therapies']\n",
"[51/100] ['price', 'auction', 'actions', 'telecommunications', 'appointment']\n",
"[52/100] ['price', 'auction', 'actions', 'telecommunications', 'appointment']\n",
"[53/100] ['records', 'coffee', 'authorisation', 'line', 'times']\n",
"[54/100] ['records', 'coffee', 'authorisation', 'line', 'times']\n",
"[55/100] ['example', 'manner', 'source', 'essence', 'identification']\n",
"[56/100] ['defences', 'vaccines', 'days', 'spread', 'body']\n",
"[57/100] ['example', 'manner', 'source', 'essence', 'identification']\n",
"[58/100] ['servants', 'employees', 'Possession', 'insurance', 'examinations']\n",
"[59/100] ['servants', 'employees', 'Possession', 'insurance', 'examinations']\n",
"[60/100] ['systemowe', 'dopiero', 'system', 'latach', 'popytem']\n",
"[61/100] ['efficiency', 'problems', 'uncertainty', 'improvement', 'Risk']\n",
"[62/100] ['uprising', 'borders', 'rights', 'security', 'campaign']\n",
"[63/100] ['uprising', 'borders', 'rights', 'security', 'campaign']\n",
"[64/100] ['part', 'audits', 'Responsibilities', 'services', 'authority']\n",
"[65/100] ['protection', 'competence', 'version', 'occurrence', 'requisition']\n",
"[66/100] ['Requirements', 'members', 'methodology', 'data', 'database']\n",
"[67/100] ['whoop', 'substitute', 'cause', 'exposure', 'course']\n",
"[68/100] ['Requirements', 'members', 'methodology', 'data', 'database']\n",
"[69/100] ['erent', 'decisions', 'SOURCES', 'spectrum', 'economies']\n",
"[70/100] ['erent', 'decisions', 'SOURCES', 'spectrum', 'economies']\n",
"[71/100] ['invitation', 'effects', 'help', 'armament', 'round']\n",
"[72/100] ['area', 'teaching', 'tax', 'time', 'travel']\n",
"[73/100] ['time', 'Recommendation', 'participants', 'guarantees', 'work']\n",
"[74/100] ['toxin', 'mechanisms', 'attacks', 'Babies', 'therapies']\n",
"[75/100] ['production', 'replacement', 'control', 'SMEs', 'audit']\n",
"[76/100] ['significance', 'net', 'ground', 'participants', 'levels']\n",
"[77/100] ['functioning', 'consultation', 'interest', 'expert', 'procedures']\n",
"[78/100] ['thing', 'mercury', 'eggs', 'municipality', 'lunch']\n",
"[79/100] ['agriculture', 'R', 'result', 'development', 'prices']\n",
"[80/100] ['agriculture', 'R', 'result', 'development', 'prices']\n",
"[81/100] ['reflection', 'basis', 'sources', 'points', 'results']\n",
"[82/100] ['reflection', 'basis', 'sources', 'points', 'results']\n",
"[83/100] ['leaders', 'reach', 'author', 'features', 'publications']\n",
"[84/100] ['leaders', 'reach', 'author', 'features', 'publications']\n",
"[85/100] ['consumption', 'Improvement', 'bodies', 'level', 'need']\n",
"[86/100] ['money', 'delirium', 'advice', 'house', 'couple']\n",
"[87/100] ['work', 'thanks', 'BEgINNINg', 'range', 'funds']\n",
"[88/100] ['work', 'thanks', 'BEgINNINg', 'range', 'funds']\n",
"[89/100] ['option', 'eggs', 'dinner', 'wine', 'quantities']\n",
"[90/100] ['seeds', 'mead', 'event', 'maples', 'approach']\n",
"[91/100] ['seeds', 'mead', 'event', 'maples', 'approach']\n",
"[92/100] ['case', 'complaints', 'consultation', 'Employers', 'actions']\n",
"[93/100] ['case', 'complaints', 'consultation', 'Employers', 'actions']\n",
"[94/100] ['activity', 'fruit', 'indications', 'zation', 'rice']\n",
"[95/100] ['activity', 'fruit', 'indications', 'zation', 'rice']\n",
"[96/100] ['building', 'work', 'premises', 'Food', 'child']\n",
"[97/100] ['building', 'work', 'premises', 'Food', 'child']\n",
"[98/100] ['virtue', 'works', 'culture', 'sectors', 'others']\n",
"[99/100] ['virtue', 'works', 'culture', 'sectors', 'others']\n",
"[100/100] ['approval', 'total', 'lawyers', 'priorities', 'judges']\n"
]
}
],
"source": [
"import math\n",
"from collections import Counter\n",
"\n",
"\n",
"def tfidf_extract():\n",
" def tf(word, document):\n",
" return document.count(word) / len(document)\n",
"\n",
" def idf(word, documents):\n",
" num_documents_with_word = sum(1 for document in documents if word in document)\n",
" if num_documents_with_word == 0:\n",
" return 0\n",
" return math.log(len(documents) / num_documents_with_word)\n",
"\n",
" def tfidf(word, document, documents):\n",
" tf_output = tf(word, document)\n",
" idf_output = idf(word, documents)\n",
" return tf_output * idf_output\n",
" \n",
" split_documents = [document.split() for document in documents]\n",
" top_special_nouns = []\n",
" for i, document in enumerate(split_documents):\n",
" nouns = get_nouns(\" \".join(document))\n",
" nouns = [(noun, tfidf(noun, document, split_documents)) for noun in nouns]\n",
" nouns = sorted(nouns, key=lambda x: x[1], reverse=True)\n",
" top_special_nouns.append([noun for noun, _ in list(set(nouns))[:5]])\n",
" print(f\"[{i+1}/{len(documents)}] {top_special_nouns[-1]}\")\n",
"\n",
" with open(\"./data/top_nouns_tfidf.txt\", \"w\") as f:\n",
" for nouns in top_special_nouns:\n",
" f.write(\" \".join(nouns) + \"\\n\")\n",
"\n",
"tfidf_extract()"
]
},
{
"cell_type": "markdown",
"id": "handmade-square",
"metadata": {},
"source": [
"Teraz potrafimy już w lepszy sposób wyciągać terminy z dokumentów. Spróbujmy jeszcze czegoś widowiskowego - wygenerujmy tzw. chmurę słów z tekstu przy użyciu biblioteki WordCloud dla artykułu z BBC News (https://www.bbc.com/news/world-europe-56530714):"
]
},
{
"cell_type": "markdown",
"id": "solar-particular",
"metadata": {},
"source": [
"`sudo pip install wordcloud`"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "monetary-wages",
"metadata": {},
"outputs": [
{
"data": {
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jFxJcESTSRtuDuMnIRsk45bpzUVroGp6dYeHvs4tJrnTIWhkjkmaNGDKBlWCE8YHG38qOSmdHLE3JtR0m0uUt5ryyhndgiRPKqszHGAATkk8ULeaW982nrc2bXijJtw6mQDH93r0rJt7rSrPxHqt7NqumA3CwxgG4XevlhgQ2enJqlo/h5Rqa3iNBf2YvJruK6XU5jtZy5wIRmPI3Fc5HHbNHJC2pKcHombGu388Yi02wP/EwvMqh/wCeSfxSH6dvertlZ22jaWlvF8sMCEsx6nuWPueTWbeeHre61qW9XU9RtrmVApEEiqAo7DKnA4zjPXNOjjsNEkdL/XpZPOTHl390mMeoGB9KWjWhzJyU3KS8k77L/gnPas8V94Wu7u08PW8NmyGSO4d1STrw4UKTnPuK1LqKO91zw0LlFlVraZmVxkMdqdR355qFtF0qXTDFa3l9qNgS0awW9yJEjOM8YHbII3HjitK1S3u77T7iOK6H2NGijZh8pDDByccn5B3HWrOeNOTfvdeXt0d3sjnNOtILfTNDuIolWY6u0fmY+bbmRdufTCjitnRrW31HWNcuL6COadLryFEqhtkYUbQAegOSfetAaDZW9nawmaURWlybtWZh97LHk46fMf8AGsbVdR8Mfb3uf7dktLlwFlexlJ8wDpuwCCR69aV77AqfsUnK2ltL+Vi14e/dWmt2cZ/0W2upY4R2QYyVHsCf1pPCGlWT+F7KWa1imlkTczyoGPB4GT2AAxSaX4g8KQ2X2Cz1GOOM5yZdyliepLMBk+9bmk2lvYaXb2tpKZbeNcI5YMWH1HFDujSjCMnF3Tsn57tFDWru2+22lkdMTULxw0kUbhQqAdWJbpWdoKvD4w1ONrOGz320btDDJuXOSM9Bzj2rb1LRoNRnguDNcW9zCCEmt32sAeo5BBH4Vn2MWg6ZqV1cJq0TXSxBLrzrpWYYbG588g5O3sOAMUlsXKlUlVUuif6ff+J0NIyhhhgCPQiqQ1nTWvILVb63aaePzIlEgO9eOR65zx681R1q4s9S0GcW91HMBLEv7hvMy4kUqp2sOpwOo60KLudVizqmnWL6bds1nbswhcgmJSQcH2rwWvX7DS72C3v7273BjavETKgWSTCIATh2BA2HvnLtwO/kFbU1a6ueFm6SlG3mfQEFxKziGOFSERNzM+OCOwwaSLUDLc+Wtu5j3sm8K3BGRnpjGR60+J4IBFk4kmQdicgDr7AZ6+9MV7ASNLHcxqx+bib5cnvtzjmuJxq9H1/A9pJ2QWt+91NsWJAuwsSJMlecYYY4NKl2VtWkMXz+cYwm8kFt2Op7ZqnZPCqJIbuIReUxbZcM2/1ODjb36etXo7W02ywod43fOplLYPXueD3rOCrNXe+v9bAuaww30gdYfIXzjJ5ZXzPl+6WznHt6VPBcebA0jrsKMysM5AIODz+FNMNrbhXYhdrbwzuc5xjJJPPBxzVC71fR7WzuE/tGzRmVzt89cljntn1rSnGpf3n/AF9wnLl1kzxK/vHv9QuLuQkvNIznPueleueE/C2n6fo9tPNaxS3k0YkeSRQxXIzgZ6YrxuvdrXX9FSzgU6tYAiNQQblOOPrXZUvayPEyxQlUlOpv5mi1pbOu1reJl9CgNRW2l2FnO89rZwQSONrNFGFyPfFUE1XQlTB1qxJwBn7TH/jVqzFneRGW1vEuEDFS8UisM9cZHfkVy81Tse0nCT0tckgshb397dmXIuNh24xt2rjr3rOs/DcNlqbXUaWLIZnm3PZgzhmJJAlz0yTjjOOM1pmxjIOXfkY6inT3DxTxQxxB2kDEZbAGMdePeh1nBNz0Wnn5F2XUpWWnX9reX1xJe20n2pg+1bZl2sEVR/y0ORhRx+orLvtKv7TRpIjdRzF9QiuA0NsVMebhXZiNzZA5Pbgc1s3Uxn0uWUb45I8ghXIKsDjqOtWrmYwxg4jIJwfMfaPzwaSxSu30ST/r7gcVY5m70uxuY2mvdRs5bp7lbjMkAMWQnlhTGWJIxnvnPORitnRXso7RbW2msmdcsyWkQiUZP9zJx1HemZtbhbYJp1vIZA4UMFwu0884PGSat2SW/l74raOFgShCqBgg4IyKqOJp1Pdi/wCtP0aEo2dy0SFBJIAHJJ7VgXPjHSbeQorSzY4JiQY/MkVb8SCU+Hb0Q53bBnH93Iz+mar+FPsLaLD9nEfmgfvsAbt3vUSlLm5VoY1JzdRU4O2lyTT/ABPpuo3CQRNKkr/dV06/lkVF4i1GW0ktbeG6Nq8qu/mM6Ip24+XLI+WO7hQMnBrY+x2wuFuBbxCZc4kCDcPxrN8R6tPo9jFcQJG7NKEIcEjGCexHpVxk4LmnqU3KFNuo9uxirquq3mnzXa3ptzDo1vfbEiQhpWEhIO4E7fkHAwfcVpy6zHF4jsLd9TiRJ7dzJbM6Da/ybO27J3HjPNRtrOs3uZtJ01Htc/LJM2C/uBkVa0TXv7TkltriE295D9+M9x6iq9vBu1iY1otqN3r5PX0Ma11bVDdQvJfNJGWgLReUmCJJZIyMgZ4CA+uc9uKl0LXp7vVVE14r2ktnJcsryIWgKsnyttRdhAY5BLEY6+vQ6ndzWVmZre0e6k3ACNDzz3rFOo+KAhl/sm38sc7d2Wx/31/SnKtFacoTnyO2r+TZHp2pQtoGqNZalZxypd3DCVpVKoGmbBJ5wCOhII781qeH7439g7meWcpKUMjmNg3APytGArLz1x6g9Kfomsx6zaNKsZjljO2RCc4P+FWNRa/W3B05IHm3cibONuD6d+lDqRlG6RpGScVOLuihcapqUGp3Uf2AGzhhMiynI3ELnr068Yqy+rJBLJDMjCSKIO7AYXPHT86zdM1rU5tffTL+G2RkQs3lA+gI5yfWt23ZmVy5J+c4z6VlConp6kUpOabi+vUoLc2kyve/ZCw8hZSz46MOAAT1x1/rV2CO2mgSVIY9sqBvujkHBH9KwrvxPJZa5d2LwCVEVRCsYO93IXg/me3amXGs+IrOI3VxpUItl5YK2WA98E/yodaJHt6ab6230OmSNI12xoqr6KMCvA9ZtTYa5e2w4EU7hfpnj9MV7pp1/FqdjHdw5CuOVPVT3FeT/ES0+zeLJZAMC4iST9Nv/stdFGV3ocmaRUqMZx/q561p9yLzTrW6H/LaJJPzANLeXK2djcXT/dhjaQ/QDNYvge6+1eELEk5aMNGf+AsQP0xUfjy8+x+EroA4acrCv4nn9Aam3vWO721qHtfK/wCB407PNI8rZZmJZj9T1/WvUfhheebot1aE5ME24ewYf4g1yPh/SvtvhnxDcbfmihTYfod7foo/OtD4ZXnk6/Pak/LPAcD1ZTkfoWreesWeHgr0q0JP7V/8j0wf8hZuP+WI5/GvKfiLdfaPFbx54t4kj/Td/wCzV7DXguvXBv8AxJfzL83mXDBPcZwP0xWVGNmzvzSXLSUe7PV/Atp9k8I2eRhpd0p/EnH6YrW1bVLbRtOlvbpsRoOAOrHsB71NY2ws7C2tV6QxLGPwGK8u+JGrtda0mnI37m0UFgO7sM5/AYH50kuaR0Vqv1XDLukkvUxNe8Taj4guCZ5Clvn5LdD8o9M+p9zVqw8Ca/fxCUWqwIwyDO20n8Ov6VufDfQYrmWXV7lA4hbZAGHG7qW/DIx9favTa0lPl0RwYbAvEL21ZvU8ZvPAGv2kZkFslwo5IgfcfyOCfwrP0bxBqXh27zbyMEDYlt5M7W9cjsffrXu1effEjQIjarrUCBZUYJcYH3geAx9wcD8falGpzaSHicB7CPtaLd0dhoms2uu6al5ang8Oh6o3cGsCy0TVWuLpSPsQldpDNkk/64uI12y52EM2SBGemc5Ncb4A1htO8Qpas3+j3n7th23fwn8+Pxr1YapaE4WQk88AGpk+R2PQweLVWlzS3M608PSWi2qrehhFDLBKWjOZFdg2Qd3ykY6nNVF0I6To88UgtL2No40drqSSMbUYbdxZnGACzcYGRwOeOlilSeMSRnKkkA/Q4rO8RGJdFkaeYQRrLCTKduI8Srhju4wDzzSjJtnYpXM/TCp0HVvLFl5QZ9n2ObzUx5S559c5614tXukU0U+gXzQ6lDqChJAZYtmAdv3fk4z3/GvC61huzws4+KHzPoJrOC8tYFnVmCgEYcrg49jVOfT9Ht5LazljKtcyOIk3v87bdzcg+iZ59K04P+PeL/cH8qxvEAkhvtG1AQTTQ2ly7TCCMyOqtE6Bgq5JwSM4BPNYxbvY9yKuQSal4dsRJa5uGMwkhdYYZ5WxFtV87QSAu5Rngc9avR3+j2ZtZ47lf+Jo6rA4ZnExILDB5wOevA5A7iuZs9P1iXXLS7tVNkJzqMpkubVn2I8kOwFdy7WYLkA+h464TUPDmov/AKHpcixw6RYpHbPc27OZ5twkJUhlAIMUXOGGSRitOWOzZfKjnL3wL4jnvp5RZhleRiCZ06Z471WfwH4ijjZ2slCqCSfOTp+deyWsxubSGcxvEZY1fy5FKsuRnBB6EUl5/wAeVx/1zb+VL2stjyZZXR1d3/XyPniukXwJ4heNXFkm1hkEzp0/Oubr39bK3vLK18+PfsjUgbiOw9OvQVpOTiebgcLDEc3N0seSN4E8QICWtIwB3NxH/jXoPgXSrvRtGmtL5FjnNw0gQOG+UqoB4PqD+VbX9l2MSSMsBXIy212BPBHr6E0aZb2ccAns4TEsoBwSf8axlVTfL1PWw+BhQnzx/P8A4BeqldJI9/bGJtpVHySuQPu9au1We3fzJHQ8sRxvIyMdM9q5q8eaNvNfhqdzIpLNjZPbrOoLkmR2XOSTn1GKkktpZHil81BLHuGfL+Ug+2evHrSGCcpIDsZmRRkkjJHU9KSSC6ZiVlC8k/ePPpx2x+tYunG3wvp1fR6f5gLBZeS0R80sY/M6jk7jmpoIfIVxu3bnZ+mOpzUQgmLAM/y/LuIc5OAc021E4nfzSx+UDOTjPH4fl+NVBRg1aNv+Gt+SQFwgEEEZBrnLzwjbvMbjT55LKfqNh+X/ABFa2qXkthYtcQ2zXDKRmNc5x3PANYo8b2QGJbS7ST+6FU/1Fa1HT2mc9eVC/LV/r5jLLVdT0vVYdM1fbKsxAinX34H159eaf45/5A0H/XwP/QWqvGLvxJrlpdtaPb2VqQymTqxzn9cCrHjn/kDQf9fA/wDQWrJt+zl26HNJt0J63XS50Nmix2UCIMKsagfTFcxcDyfiHbmPjzY/nx3+Uj+gqWDxJ/ZVrHa6naXCzRqFV41BWQDoQSRTdEtrrU9el1y6haGMDbCjdemP5Z/E1UpKXKlvc0nUjU5IQ3TT9LGxrOtQaPAjyK0kshxHGvVv/rVRS98SzqHj061hU8gTOSf0NV/FlrcC4sdShiaZbZ8ugGehBH4cVL/wlsV0nl6fZXM103CoUAAPuc9Kcp+81J2HOr+8lGcmktrdSr4N3/bdX8wKH8xdwXoDl84rra5PwfDNb3+rxXBBmV0Dkdzlua29S1uy0lo1uncGQEqFUnpTpNKmm/61KwslCgnLTf8ANmLB/wAlFuv+uQ/9AWumhRk37gBliQK4aLXrJPF8+pEyfZ3QKPl5ztA6fhXX6ZrFnqwkNo7N5eN25SMZzj+RqKTi29dbsnC1YNySerbMCGJZPiNcFhnYgYfXYo/rXTXwDafcgjIMTAj8DXOW3/JRLz/rkP8A0Fa6S9/48Lj/AK5N/I1dPaXqysOvdn6swvBJzoT+07fyFc78U7TjTrwD+/Ex/Ij/ANmrovBH/ICf/ru38lqL4hWn2nwlM4GTbyJKPz2n9GNaYZ2jEwnDnwNvL8jO+F915mj3lqTkxTh/oGH/ANiaqfFK8xHp9iD1LTMPpwP5tVH4X3OzWby2J4lg3/irD/4o1nfEG7+1eLZ0BytvGkQ/Lcf1Y10pfvDklW/4T0vkdj8P9PU+DpBIPlvJJM/7uNn9DXn/AIdnbSvF1kZPlMdx5T+2TtP8zXsWg2f9n6BYWpGGjhXcP9ojJ/UmvIfGFqbDxdfqvy7pPOUj/aAb+ZNEHdtFYym6VGlNbx/4c9m1C5Flpt1dH/ljE8n5AmvEvDFqb7xRp0J+bM4dvcL8x/QV6X4q1MSfD+S7U4N1DGB/wPGf0zXIfDS087xHJcEfLbwMQf8AaJA/lmlDSLZeMftcTTgtt/6+49TEzfbjDxt8vd75zXhOuzm51/UJic7riQj6bjj9K90DH+0Su75fLzj0OR714NqqGPWL6M9VuJAfwY1NDdizVvkj6s9h8DQCDwfYADlwzn3yx/pirur3t/bBBYWMlxLncBujCScH5MswIPfIB6fWq3g1w/hDTSOnlkfkxFS+Ipjb2UMyeb50cheJoyo2kRuSTuBGNoYdO/40t5npUNKMbdkXtNkmlsI3ud3nEtvDBRg7jxhSRgdOpPrzmqniaAXHhjU4yM/6M7D6gZH6iq+nxT3emWEltNtCXTvPukDeZ877uVABy3PTFXdecR+HtSc9Bay/+gmk1aRdSzpu/Y8Ht5mtrqKdPvRuHH1BzXu82tWFtO9uXbzVUuyqhwBt3cnp0968EALEADJPAr3ue8ntJDElpJOqrGBsUjk7s89OMD861qLY8nKH8fy/Ujk8R6ZEfmmft92Jj16dBTNS1BZ/D8t1bSOq71XK7gzDzACo2gsCwyAQMjPapWvb2NHZ7QNhZmXYGJ+VsKMY5JHNR6gp1WFrCW1kWCSZVZ8fwj5w2CpGMqBz61CSue1cq6fJLL4d1FnW4RMSeVHcGQui7BwWcAtzk5564zxXide7/wBmw6XoV7BAcq0cjn5EXnbjoigdvSvCK0pu7djw84+KHzPomD/j3i/3B/KnMxUqAjNk4JGPl9zn/PNYeo6bc3hgMA+R4MSNkDDIC0f/AI82fwpGtLhF02T+znknjmaeVlaPKb95Zclh3YdOOK5z1fayTty/19xrNeKmoR2bRSBpEZ1fjaduMjrnPzDtUM1wbma4sVMlvKiI4kbGGUsRxhs87SOxqO4+0HWrSVbKZoY45EZwyYyxTHBbPG054/OoJ7I3usym6sJmtmiSNZPMUDIL5PDZwQ3p3oQ+d81vPt5f5hNp1zLNlNaeM8kKue5929wP/r5zJHbSQ2tyWv2uQIShDc4bGc9fQ/yp6eH9LjTatoAuGGN7c5GD368mpmtILPTrmOBSqmMkgsW6LjufQCrcjaVrM+f690neRIrMu86Wnkje0HUNgdcc4rwuvcf7XWIWsMNzbbmjVfLkDbt3TjA9ePy9RUY2LlTsr/L+tjw8oV3P5fqaFv5f2GRorl7hCCQztuI46Vm21tL/AGEtyLuZJEjLIqthQB0GO9XNMi8yxe4VgftY80YQqACOODzThAbfR1s5HQSMhiU54LEHFec6Mp25o2tF/fpb+uh7LXchvL91sbM7zEbjbvdVyVGMnA9aZbXITUYY7e4uJ4ZAQ4mDfKQMggkU91gewtUS7hE9uyIjKwYb8Yx+NTx3M6yKbqeySMj+Bzls9Ov0P5UezrOonK/Tp963089BX13Kc14k19cJPdTwxxEKiwhuT3JIFOS7mk0W8YyOWiLKkuCrMOx+tSvuguZp7W4twsrhHSZsDePQjv7Ut1K0uj3YklhkkVWDCE5C+31qHTqxU5SfSX/A1v8AdpoFyK4W4tbBb8XUzSqFZ0LfIwOMjH41cS+D6q9mFHyxCTdn3xj+X51VFneXVpFbSyRfZsLuYA72A5x6fjT43Q+IpFXG5bfkknPUcDtjp+ddWFi7t2aVlv31u/yHqixeWktyQY7kw/IVyoOeSDnOR6Y/Gqb6dqAdAuoOyn7x5BHbPU5/+t75GvWLpt7eXmp3zSxXUcMEhjSI+Vs4VTgkEtuySeuMYrsTZM+VNX6mrbxNDbpG8rSso5duprnfHP8AyBoP+vgf+gtWmmsW8WlzX1wZY445mjZZtgYNv27eDtxngHP1NUr7ULXWfDuoTwY32iO+GWKXawTcP7ykfT36VE4OUWjKu4zpuCe6N2D/AI94v9wfypZpY4IZJpWCRxqWdj0AAyTVSXUFtjbQCCWeaWMuI4QuQq4yTkgY+YfnVDbca34JdC+65u7NgGI25ZlOPpVJdzbnXwrexFa+INUv447my0CR7GQjZLJcqjsv97YR079ap69dyWfjbSHhtnuZmtpkjiQgbiSOpPAGMkn2qXSPFWl22l2dleSPbX0MSQyWzxPvDAAcADke9S34/wCK/wBI/wCvSf8ApWlrPbuYt80FaV3ddtNS3peuTXepz6ZfWDWV7FGJgnmiRXjJxuDADvx0pmoaxq1o9w0OgPPbQ5JlN0ilwOSVXBz+OKr/APNTB/2Bz/6OrCGoC7GoJquoakuqCWSOHT7ZnjGOiABR8wPqTihRV72B1Gla+t32Okv/ABPb2nhu31tIXlt5jH8ucMAxAPryPSox4jvIL6zi1HRpLO3vJBFDMZ1chzyqso+6T9TXPyj/AIthpAI/5awf+jK3fGHTQv8AsMW//s1HKtvUPaTa5r9E/vLuo61Nb6pFpljZfa7x4TOytKI1RM4yWwep4xiotA1y61f7YbnT47MWsrQuPtHmEOuMj7oGMHrmsnxLdpp/iqwuIbz7JO9q8csvkmcFAwKqY1+bqSd3H41d0CPT7rSNRt7HUDdXFw7vcyuhjbzHGM7CAVHHA9qOVct7DU5Oo1fbpp/w40+LLl7STUrfRZptJjyTc+codkBwXWM8kcHuK1tQjj1jw7cJCweO6tiY2HfcuVP8q4XTo9HtdJTTtZ1TV7O7jUxTWnnyhW6j5VAIKkenrXoOm28NrplrBbBxBHEqxh/vbccZ96JpLYKUpVE1J7o8g8Bz+R4wshnAkDofxU4/UCq8a/2741A+8t1ekn/c3Z/lUd6X0LxXcGIYNtcsUHTjPH6Vr/Diz+0eKPPI+W2hZ8+5+UfzP5Vq9LyPApJycaD/AJv8v+CevV5d8ULPy9UsrwDiaExn6qc/+zfpXqNcb8SrPz/DaXAHzW8ykn/ZPH8yKwpu0j3MfDnw8vLU5XVNS8/4a6Rb7vnFwyN9E3Y/Rlrf+F1ps02+uyOZZRGPooz/AOzV5u9276fDZn7kUryD6sFH/sv617H4KtfsXg+yyMNIrTN77iSP0xWk9I2PNwL9riFL+VfpY2MuNS6MUMeOnANeQeO9Paw8VXLbcR3OJ0Prnr+oNeoJrultJ9q89wdm0jYcAZHt7j/JFZviXSIPF2i+ZZH/AEq3JMRdSpOQCVOemQR+lZ004PU9DHYeVWi0t1qVPhpqSXGhy2DN+9tpCQv+w3P88102rw3U9vElqrMPNzKiTGIsm08bhyOdp49K8T0/UL/w7qwnhBiuIiUeNx1HdWFekWHxK0meIfbIp7WX+IBd6/gRz+lXKLTujnwWNp+zVOo7NHRaMl7DZ+ReQCPyyRGRLvypJwCcDoMDPesj4gaktj4Ylh3YluiIkHt1Y/lx+IqvefEnRIIibZZ7mTsoTaPxJ/wNeb65rl54h1H7Rc9vliiTog9B7+9KMG5XZWMx1ONNwpu7Y/wxp7an4ksbcDK+aHf/AHV5P8sV7bNJKtzGo4j2M7YPJxj2965jwJ4YfRrNr68TbeXC4CHrGnXH1PU/hXX4UsG4yOAazxF56J2NMuw7pUry3ZWS7JkVGjALKGyGyMEE+ntUY1AmISGEBTwPm5ztz6dKmuPslraSzTJGkESmVzsyAAMk4HtXPP468Lou1bneB2W3b0x3HpXMqWIe0vw/4B2Tqwp/HJI2bqR30zUfMwCqOAAc4+SvAq9WvPH+gGxuIIFnzJGyjbCAMkY9a8prtw8ZRjaW54eZ1YVJR5Hfc9kvNQew15PLVQ01lDH50gJjiy7/ADPjtnAA4ySOR1rWmmmj8Q2UDC3eOWCVg3lHzEKlM4bPQ56Y7Dmucj8e+GpY8Twy7miETl4Ady/3Tycjk8e9Sf8ACVeCp7hbiVLfzlxtkeyJYY6YO0njAos+x6kcTR/nX3mzbQxReL75o40QyWULOVUDcd8oyfU8CqsM0ekf8JNcw267beTzvKjAXcRAjHp6mrpXRooF1uOztiZNrrcLCqu28gA7jgjO7ue9VLe80W0aO4tdKEb3JZUeG2UM+MZ6c+nX+lJanQotq6IxrOrw2cstzaRIGaFYJW2hcyOEywWR8qMg5yM9OOtP04zGfxEJ3iklWRQzRKVU/uV7EnH0yaSLUdBhE0FtpyCKZd0nlW6hJV2lsn+8NuSPUHir9uLQaTdm0tI7VR5kbIiKvK5X+H6U3p0BwktWeDV7/Y2NqkEU3kIZW2yF2GTu2hcg9uFA/CvAK+h7T/jyg/65r/Kqq9DyMn3n8v1IJ7qLThb28VrI/mZWOKAKAABnuQBxQ+29jhWUy2sm/wAxY2KbztP4jHTp61V1mMNdWDulyYkZ97W4fcuV4+5z1prFYp9Puo4rx7eNZUYvHI0gLYxkH5scH9K5eZps9OU3zNPbT9B721tFGgiuIggaNGaSQceU5cgccn72fT8KIYNPtxHffblaJSBHI8ibABvAAIH+23vVS3tpZWs2ltZFX+0JpWV0+6CHKk/iRV++QxahaXLQvJBGsisI0LlWbGG2jnsR+NPndrkp3XNbsRXFnp5Hm3F98sjGUF3QKQQAR0wR93/HmpxFZQWkzy3Km1nO4l5Aqc+hGBzWTGptb+wkmtpNha5kSMRlmjUlcfKOe/QdM0otLlEtJyLmGBZZ32RRh3jDtlflIPbPQZGalzummiVUs21H+tP8zooihiQxMGjwNpU5BH1qirsPEDR/wfZy/LHrkDgZx0Hp/OpNLgS3sgsbTlWdn/fLtbJJJ4wMDPbFXNi79+0bsY3Y5xWkXodKvJJi1RaFbFbhofMZ7qUucYJVtgHHHoo696vVDdSNDbPKgBZBnB/WoqTUIOb2WpTjzGOumtHZTW7tdzLKxuBuKgpJuL5BVBg7gD37cVLJaz3dnPYTXF6VlLK0zBASpGCOEwB+H49qvG7b7ekIC+WV5bvkgkfoKaL1zbq4RWeSQpGvQYz1P5Vz/Xad3rtfp2t/miPq5Ra0ldbaQyXguIYyBKoUMVbllPyYP3V7ZzjmrmlxJFpUdtblkSJfLRmO5gAOCakSeaO5SG4Ef7wHayZ6jsc0PPKbpreERKVAbMmec+gFH1uHLd33ta2t7Xt92o40bO4iWtyrZa9Z1GOCgH8qFtroEZvSRkZHljkd+9WF87yfm2CX2ztqlZm7Z7gh4f8AXENlT6DpzRUxHJKEeVvmKVJf02Pvb7+zLWAvFNcyO6wqsW3czH/eYDt61YtpnnhEkltLbsT/AKuUqWH/AHySP1rN1yFL+O0hEgwl2jSbJ/LZQAc4IIIP05qjq2jtcix+zfabqxjWQNGssczszFSrZn3BsYYdcjPHpXckrEOTTdjdF4sl7cWUYImhiSUlh8uHLge/VDn8KQi/8zhrfZnvnJFcxdaFcEygadLdF9Pit7eWaWMvDKpk+ZjkcjcvzLk8cZrYg0dX1m5ur23jmwsPkySANhlBywH8JzjmlKK7kpye6IJ9L1a01281LS3spReJGskd0WXYUGBtKg8c9MVPpGlXlvqN5qeozQvd3SomyBSI41XOAM8k89TVOKy1BJbS2+xN5cGpTXJnMibWRzKwwM7s/OAcjt3qrpuj6hHdSTSWZhaWxljnA8lVeYlCNoTkj72CxJ+ne+m5K0admdXKJcDyiuc87ulIgn3jeU299v4//WrHXQ4IPD3lpFDbXghjd5sDPmoMhmbvhh6+tT+H989k+pTRlJr9vP2nqqYARf8AvkA/UmsnBfFc1UndJowdf+H663rE2oLqP2fzduY/I3cgAZzuHpV/wz4RHhyK8CX3nS3AAEnlbdmM9snPX9K6WuJ8ReENYvr271Gz8XajZRkb1toy+xcL0GHGM4z071pF83ut2MVhaUantVH3joo9P1AL+81Z3YMCpEIXAxggjvnrUmp6X/amhzadNN80sQQy7f4hj5sZ9RnGa4b4RanqGpWeqtf31zdFJIwhnlZ9uQ2cZPFbttYafq3iXXDq8MNzcWs8a20c4DCKHykYMgPTLl8sO4x2qpwcZNN7HRyqcWnsYv8Awqr/AKjX/kr/APZ13EFvc2tultAYhDDGsce4HJwAOf1rEg8RXzz21w62xtLm+lsltkRvPQoXG4tuwf8AV5K7RgHqcc4sviG9Eula/crazKdIu72K2twVZBtibYxJO49ASAOQeKThKWjZlSwdOlf2atc7kLfZOXhx2wDmnwC5DMbhoyMcbAR/OuetNV8SS2N48mmw+aIkktWJjQSEnldqzPnjBB3Lnpx1pP8AhIbw6YixyxyapJeG1EQsWQhwnmFSjSgZCjOd+CMYzUezfc2VOz3Luu+FNM18b7iMx3AGBPFw34+o+tcDefD8wzSRwa3YtsOGExKFfY4z610l5ejXvBNrqN3bQ/aY9SiRSFB2sl4sZZeWxkL2J64yetda2nWLli1nbsXJZiYlOScEk8ew/IVabic1bA0Kr5prU8sh8AuQr3OtWEcRON8ZZ88gcZAyckCuu0Lw74d0OeNxcJPfEjY87AEE9Nq9v510n9m2A2f6FbfIcr+6X5T6jjjoPyqhJLptrfOrWEKtHgCRY1zwoPoO2OhPT3GU5uRNPB4ei+ZLXzNO6nhtrZ5bh9sQ4JwTnPAAA5JJOAB1zVGC/wBLmlj2O6yvL5SrJG6MHC78EMAVO0Z5xkVR1W5s9Z0k2842I4WXkK+GRkYAr0YZIz7ZBx2qW8Fu1o9jGtrbTtLHNDNa2YhVHDcZTeSeRg85IJ7c1PsoSV5LU3dRX0NXVL+wu9LurT7RJm4Wa2BigeVgQCrEKoyQpPJ6Z4zXnkvg3SocFvEZYeStwWjsHcCNs4clWIC/KeT0713Vx4Vglt9PVTbSSWcTRg3dsJ0k3YLMVyPmJXOQe59an/4R9fJvo1ljjF1YJZ4ih2rHt8z5gueh8zp2x1rROMVozGthoVnepG9vX/M5BvhciRmR9cVUA3FjbYAHrnfVW38A6ZeGQW3iu0n8tdz+UittHqcScCu48Rxqnha4tySzsixRAdXkJARfxbA/GsOWK6u4NTintp/7SmNvcS25iRFlhjcZVQsjgkgMDlucgdKcW2r3MJYHDp25Pxf+Ziw/D2wuIBND4otpIi4jDpEpXcTgLkP1JI4qZvhlAkhjbxBGsip5hU24BC/3sb+nvXQSWDa3dapLbwTWsE1mkSNNCYi0yszK20gH5fl5I+nSq89nqGs6Hql+1tPBd3XkokDLtcRRlWZQGGMkmTGeDkdRRd9w+o4f+T8X/mb2lyadHoMESX9rdW1nGiPOrqUBQDk8kDpnrxVpdU09zKFvrZjCwSUCZT5bE4Abngk8c1ytzYfaNG16e3fVrm6msTDtubQRbsBtoVVjXcRkjPPUVseItOWXw09nb2u9S8C+VGmcoJUzwOwGf1qHFXOyLajZLY0U1bTZYHnj1C0eFG2tIsylVPoTng0fbbG9gnjgvbd8RZcpIrbFYcMcHpjmud1fT5X8TK8Vm5tyLIsUjO0lJnJzgY4GPoMVmS6Nevp3kW1pNGxt5twWMKWAu1fb8wxkoGwDwc+lNQi+oOb2sZ8Xw90+e3a4h8UW0kKsEMiRKVDE4AyHxnJA/GvQbfU9NXTjMupWj29uAkkyzLtU9OTnArl7zTEvdOv5Yzqt1LMbWKRLq0EQZVmB4URrnA3ZPPFbq2jr4nvmjgKQy6fEm8LhWcPJxnpkAj8MU5a7sxoUYUX+7ja/r5lzStZ0/WrVZ7G5ilyiu8aupePcMgMATg9ePY1frG8MSkaDZWckFxDPaW0UMqzQsg3BcHaSMMOOoz2q7fapZ6c9sl3MI2uZRDCNpO5z0HA4+p4rOS96yOlS927Jbq4+zxhgoZj0Uk88Z7A1El1NJJJtjTYI1dcsc8g+1WZIo5QBJGrgHIDDOKr37LZ2FzdxxR+bBAzISvoCQPpWLjNy0egO61K73CgWt1NCjTCMkbXb5Vbbntj06/nUs15Its0wTCLKFG07mI37Txj61z3hPVbrxJoMl09rYRTRXJiULEdgXap6ZPOTXQi2uA+4rb5LZdguCeRjt9f0pOnUTabMoT5lzR2Yf2gfMVRCWG1WYoS2AffGP1/On2txJPM+8BV8tGVQc9c98fSo7a1uRMjXC2pVQcbE5B/L6+nWrkcMUWfLjRM9dqgZoUZ3TbLjzPVj6bInmROh6MpFNnnjtoHmlOEQZJx0rPk8QadC22SVlYYBGwnGSQM46dK1cOZNWNL2GpHMLEzGN/OWRWC454AX/GpZrMmytR5e8xYLJ6jHNFvrdldXS28LyF2GRmNgO/qOOlQ39va3GtQC7jjeJbSVsyAYX5k5z2+teb/ZkIxcZNu6t+N7/N2+4J1mldFm3jtvPUx2ckbDncyYxS3ZhdyktrK+PuuqZ/Iisyx1W4i0ucylSbexWeNpM5fJkwW554Vfzqb+1L+W9eO3tQ8cTosmdozuCknJcEfe4+U5x19NFhUqXs1bX+6rfcZLExdpa6mlZLKtqomzuycbjk47ZqGBmtp50eGUiSUurKuRg022ubuee4YmFYIJWj2BCXcAZ65wOvoaisdRuJ5LTzvJZLuEyoIwQY8Y4JJOeuM8c1f1e0YKMnePXfpbUr2yvtuWZdKsp5GeWAOzEk5Y9+vGfYflVHxDdT6D4VvLvTIYjLax+YiSgsuActnBB6ZPWtqq9/arfadc2b/cniaJvowI/rXanqrlWXQzPCOtyeIvDFnqcyxpNKGEixghQwYjjJPpXIaV8SL6/wDHQ0mS3tV0yS5lgimVG3nbnbzuxydvbvVb4d6w2mfD/XfNOJdNeRwp7EpwP++ga5trB9I8A+G/ECqfOi1Jp29cEjGf+/Q/OuuNKPNJP0RNz0/x54nuPCugx3tpHDJcSTrEqzAlcEEk4BB7etaVxrUWk+G49U1h0hKwo0wQHlyBlVBOevQVxHxHZdY8Q+FtHjO6O4m818d1ZlAP5Bqq/GS5llm0bTFbbHIzSMOxbIVT+GW/OohSUlGPe429x7+NvEviaJ20jwlBdaeG4N2hkDEfiBn6ZxWroPxGeXV00bxFpraXeuQqMQQjE9Bg8jPY8iuxCQaLpMUNvFiGBVjRB2A4rhfjHYRSeHrPUNoFxBciMP32sCSPzA/WlCVOpLk5bIWz8zvZ7ETuzfaJ0LZyEfjpjoR+P1pJoRb6VPEHdwIn+aRsk8HvVbwzeyaj4X0y8mJaWW2RnY92xyfzq9e/8eFx/wBcm/kawd07Mqy3PM/gr/x46v8A9dIv5NXo93pOm380U15p9pcyxf6t5oVdk+hI4rzj4K/8eOr/APXSL+TV6nWuJdqrCOx53a+IXtPirNpOoaXpkTTZWG9it9szgjcm5yTnIGPrXcQaTpttO89vp9pFM5JaSOFVZieuSBk5rzz4tadLbPpfiS0+We1lEbsO3O5D+BB/MV6Dp+qW+oaJb6orBYJYBMST90Yyc/Tn8qKivGMo9dATexwniXV4dI8TW3hjQtE0djf7Ptay2gKsS3y7gpGcDLc56128+l6Lb6S8E9hYJp8WZWiaBBEuOS23GB9a84+HsT+JfHOreKJ1PlxsRDu7FuAPwQY/EVv/ABavpLTwUYo2I+1XCQtj+7gt/wCyirnD3401v1BSdrnP3nitvEMpsvDXg2z1GztnYrJdWoZASckheAuTz1yavaf8Q73Rby303xNoK6XCwCxyQIVRB04XkED2PHpWd4U+JHhzw74ctNNNlqBljXMzRxJhnPJOS4J9PoBVPxz4/wBC8U+H/sVtaXqXSSrJE80aAL2PIYnoTWvs7y5XDTv+pPNpue0KyugdGDKwyCDkEVxfirx7/Yuqpo2l6e+o6o4BMa5wmRkDA5Jxzj071d+Hd1JeeAtKklYsyo0eT6K7KP0Arl/Feia7oXjb/hLtGtft0bAebEAWZfk2EYHOCBnI6fz56cI+0cZdCm9B7+LfiHbr5s3hSFouu2ONy2Pwc/yrs/C2t3HiHRVv7nT3sXMjJ5bNnO3gnoO+R+Fc7o3xX0O/dYdQSXTbjOD5o3R59Nw6fiBXdRyRzRLLE6vG4yrKcgj1Boq6KzjZgvUdUN35gs5jE4RwhwxBOOPapqjuCwtpSqszbDgKcEnHYiud7A9il5EWpxTQ3ckVxEQnyxZAUg5BBz16Hg8YFYV5rGneFvEdrY/ZWxeoDLez3TOyAEgAl8kgfUda3dKK4kCRbFHB2qyqTlhkA+wB/GuB+IlqL7xjo1oxwJ1SIkf7UhH9avD+8rPY5a05RpKcd/8AgmvN8RWkZ30zQb29tkJBnAKqcd+FP64rY8NeLrHxKsiQq8NzEMvDJ1x6g9xW5BBFbQRwQRrHFGoVEUYAA7V51BGtn8Z3jgARJlJZR0JMW4/qM1aUZJ2WwSlVpyi5Sum7bHoN9fW2m2Ul3dyrFBGMsx/zya4w/EeS4Zn07w9fXdupwZQSP0Cn+dVfiVNJdajo2jq5WOaTc+O5LBR+XP516BbW0NnbR21vGscMShURRwAKLRjFNq9xuU6lRxg7JGL4d8W6f4i3xw74bqMZe3l4bHqPUVMkiW19q91sVpIYw20Eg425we3O0c1x3jdF0Pxlo+sWoEckzfvdvG/aQDn6q2K6+cARa313mAls5/utjsO3oTQ4parZhCpJtxlvH/Iyrf4hWDeH01K4t3jmklaKO1jfe7kY74HHIqtb/EOeS+gt7jw9dwLPIsaMX6knA4Kj+dY3w4tBFY3OqpafabkTi3jB/wCWYxliPTOQM16BJd6isoT+zA6l8BxKMY9fUdKqSjFtW/EilKrUgpOVvkT6nevp1hJdJaT3bJjEMC7nbJxwK8s8TeJNQv8AxDo8kui3VqbWVZIraXIeY7h0+XvtA7165GzNEjOuxyoLLnOD6V5142/5KB4c/wB+L/0bSo2vsPGKXJdPTT8zQ/4TfXf+hL1D/vp//jddTrP/ACAtQ/69pP8A0E1eqjrP/IC1D/r2k/8AQTUXTasrGyjKMXzSueceDPFFp4f8MSRPFLc3k945it4RliNiDJ9BW0nxJFvdJHq2h3dhG54diSceuCo4+maq/CnTofsN7qTIDMZfIViOVAAJx9dw/Kt74g28U/gy9aRQWiKOhP8ACdwHH4Ej8a1lyupZo5KXtVQU1K1ltYtazrOy0CWS3zSyxrNDcW1m88fXIBKjocYI64PGODUfhfUNQ1MXd1qMN1bTMVAtZIGjjiUFsbWYAuT1J4/hGB3zdAF7dfDawa0c/aYyrqPM2b1jnyU3dtyqV9Oa2NDuLzUL281KeFre2kjiiht2uElwULln+QlRneo4Ofk5rNpJNHo05c9NS7m0zBVLMQFAySegoIVxyARkHn9KjuWVLWZ2CFVQkhzhSMdz2FZcel3dujzW06QSYyltF/qSfQg/zULWTZEpNPRXItX8Sf2Ve/Zvsnm/KG3eZt6/gayp/FNrdMjXGjQysn3TI4Yr9MrxXUXOmWV5J5lxbRyPjG4jnFZ954e0pbSaRbQKyxswIduCB9a46sMTduMlb+vI56sK7btJW/ryMebxVa3DK02jQysowpdwxA9srQ/im1klSV9GhaRMbHZwSuOmDt4rnrZFku4UYZVnUEe2a63WrLS9EsRcR6WlwSWG1pmXhUZzzz2X9a58PPFV78sl+H+Rz0XWrXs19y/yL+haumqm52Wi2+whmw2dxOeTwPStOK1t4JHkigijd+XZEALfU965a31+208qIdNhjLyGKcRSOSjB3Qc7NuDszyQeenrch8UOoV72yWCMxJMzJNv2K6Oy5+Uc5Rh9SvXPHqU6VRRXPqz0IQkorn1Y3xn/AMgyD/rt/Q1Q8Gf8f1z/ANch/Orfit5JNEs3miEUrOpeMNu2NtORnvj1qh4TkMNxdyKhciIYUdTyK82p/vq/rocU9MUv66HnviGdtD1Dxjo6ZBv54mRR6F/M4/BsV6L4o0IJ8LJtNVQWs7RGBHrHgk/iAfzqLV/Cmm6xr8Gt3dtfpcjYywo6hXKEkBgUz0U5wemO5ropbue6tZYZ9NlMc2Yyg6gEAHPHucGvdnVT5Wum51KcTzTwfcnxH480W4Y7xpukqrf7ygr+eXzWx8X9GuLnTLLV7ZSxsmZZdo5CtjDfQEfrW14T8I2Pha/d7OK9ZrmIBnuHVggBJxwo56Z/CuvdFkRkdQysMFSMgj0pSrJVFKOyLjqjnNJ8S6V4o0OKWO8t45WUGWKRsNGw68ZB69D0ri/ihr1vrZsfDmkSLeXL3Ad/JO4BsFVXI4z8xJ9MVv6l8KvC93M9wFuLJeWZYJQEHrwwOB9Ku6B4f8KeGZDJYvAbkjaZ5pgz4PGB2H4AURdOMueN35A13N7RtPGlaJY6eCG+zQJEWHcgAE/nU18QLC5JOP3TfyNSxyxzKWjcMAcEg9686n+FGiyku9xrDsecGZP/AI3WHNBO9R2+Vymyn8FSPsWrjPPmR/yavVK8yHwl0Lk+Zq4I6fvU/wDjddV4a8P23hi3uLWze8lWSUFjcMHI6DjCjjBzTrV6M5OcX+Al2NDxDpKa54fvdNfH7+IhCezjlT+BArx3T/FMlh8L9V0WVil3HcC2RT1VJMlh/wCOyD8RXtv2l8MfIfjpwef0rgL/AMBaVfa9c6pLY6mGabzniV18tzuGQBsJ5Jz16Z5q8PWg04v1FJnQ+AdF/sPwfZQOu2eZftE3rubnB+gwPwqH4j6JNrng+eK2QyXFu63EaDq23IIHvgmtdNUuidp06UkbjkBgMDPqvcAY9Se1JDrEtwR5VhIyn+INkD0zx+P0IPNLmlz84c0bWOS+H/ifQb3w7a2N5JaQX1qgiZJ9q7wOAQT14x71093rHhixjL3N7pkYHbehJ+gHJrntb8FaNrmoNJLo9xbTvKFee3YqH+YAtjBHcnOB7ntVGx+HHhuKUu+naxchQG23DBQecY+ULWj9nJ812hc1tD0W0kgms4ZrXb5EiB49q7QVIyDj8aop4k0V76ay/tO2S6hfY8UjhGB9gcZ/CrdsY4rBPLhaGKJNqxkYKqvAH5CuF1vwx4S1y+kvJ4b2K5mYF3t3GWYgHkHIHUdh+JrKEYtu5TZpeNbPwpe6NdT6o9ms6xMY51dRLuxwBjlvpzWZ8HZLt/C9ysxY26XJEG7twCwHtn9Saqw/DzwhaFJ5W1C4jKs4jknXnBUYwgB/iHcY712RvIbDQJl0e2ih+yqqxQuu1ATjGQDnHP8AOtZNKHJHUFvcoeM55kW1hVmWJ9xYA/eIx1qDwo9xOl7aCRhGYvlOeFY8cf57Vbk1ux1FLpL2zeWGAiQ7QMwx+WjMXywOQWYYXn5elTxavpGk22IYHiUk71+UFWEnlhWLNjJIbGTjCnn18x4Oo8R7S+n/AADmdGTre0voa1nbG3D5jgQtj/VJtz9a4Pxp/wAlD8Of78P/AKNrpW8XWjxkw29wxPyhyFKhsqOcNyMuoyM+2RWLqMmk6jf6Xq2pi8t7+3WKSOFXiRXHLhvmOMZVhjcDx0rvpQcOhdenzQ5Y90d3XnDf8lrT/c/9oGu2tdYivHk8i3uGij27pSFC8orgYJz0cdqzm0TS/wDhJh4iM9z9qGVCjBj+7s6bc9Pes1UjTbU3bQdeDny26NMwfiXZTxNputwIWFpJiT25BU/TII/EV2OnazYarYpd2tzG0bLkjcMp7MOxqy3k3cTwuiyRsuGR1yCD6g1x918ONBnuS6RXkALY2RSfKPzU8fjT9rBxXMyXCcJudPW5keJbiPxZ440zTNPcTw2pzLIhyo5Bfn2AA+pxXoWqf8gi9/64P/6CaztH0jT/AA/AUsrHyi4G+RmJZj7k+laU+bm0nheJ1V42U468jHHHWoeIptpLoOlSlFSlLdnDfDQXR8N3P2UxBvth3GTOMbF9K7GVNYYJ5Ulopx827cRnnoMdOlVdB0S28NWctrZfaZI3lMhMpBOdvbCjjgVrxzF5WjK7SvXmnOvBz0HQpuFNRluMtVuxu+1PExIGPLBAHXPX8K8++IDi08YaBezfLAjKWb/dkBP6GuqtvFEMsNqXgk8yaRYjsIZQxCnrn/a6deDUGrzaTrljFBf2hkjkmKIQ6hkYEDschvmHy9cA8cVrC8ZXaHXoynT5VudAt3bNEJVuIjGwyHDjBH1qvrP/ACAtQ/69pP8A0E151aeGvDDy27GHVT58gVEeRMcnGcgfpnPBr065t0u7Sa2kLBJUaNivUAjHFKUVFocfaNNTVvmcL8Mby3tvDkyTTJG0l4+3ccZwkef5itfxrdQXPgrU/JkV8IhJXkcuuKvaN4W03RNPeyiRriJ5DIftIVyCQAQOBx8oqxqml2Wp6VdWMuYoXVUkaEBWAXDADg9KJ1IKfM2RClJUPZ9bHMaJa/bfhbZ24kgUu4wtw22OU/aM+Wx9H+50P3uh6VseHrCS01DUJZbWxsHmSH/QbOTeEA3jzG+VeW6dOkY5OOIL/wAN2Vr4Zs9MXU7y0t7a5hKSq43MxnVgDgYJLEAccEirPh1dL+2ag1nqF1fXalYriS5ZiwClwoXIAK7vM5GRndzxTk7ptG9KLjSUX0RsXwjOn3ImbbEYm3tjOFwcnHeobZJre4WKe/admjJVGjC5wQCcj6j86dqkVvNplyLoMYRGzNt6gAHke9V9OgWKdmGmS2xKY8ySVXPUcfeJH/1qx6mUr+0X/B/r7zJ1eK7fWbuGG51SVJrWMSQ2kcP7tSZBwz4wT83TJGPpXRXv/Hhc/wDXJv5GuN8bxhL5LlntIyIVSPzDGHkP7wkfOw4DeX/32Tzjjsr3/jwuf+uTfyNXV+A3n8J5pZf8f1v/ANdV/nXptxDbzREXMUUkagkiRQQOCD19iR9Ca8ysv+P63/66r/OvUHRZI2RxlWBBHqK8vLdpHn4H4ZGcbfQ5J1kMFg0xyVYxpu6knnHqSfqTUd1DpVyYo2mjiUGNjGgUeaqEMgPGSoPIAx/MVom1t9oUwRbQMAbBjFAtLZTxbxA+yCvTuzs98wPGLBtKt2U5BlBH/fJqh4PdIri8lkYKiRAsxOAOa0PGKhdLt1UAASgADt8prkbVZ53FpATmdgCvqe2a8fET5MVzWuefWnyYjmOpvfGMaSFbO38wDjzJDgH6CqaeM70N89vblfQBgf51s2XhbT7eIeehuJe7MSBn2AqW58M6ZcRlVg8luzxkjH4dK3dPFy97mt5GrhiXrzCaV4htdTYRYMM/ZGOc/Q9607oKbSYMxVTG2SB0GK82vrObS79oXYh0IZXXjI7EV22naot/oqzSGLzOY5A7bQzY/rx+tOhiXNOnU3RVCu53hPdEttaSvMGmX5VGMOvUHd8v3jx83f0FWxYWajC2kAHtGKhsNvmShBAE2r/qX3c89f0rM8Uau1lbrawNtmmGWYdVX/69bRnGjS5uhtKUacOZkmoeI7HTZHjhQTTE5cJgDPufWsd/Gd6W+S3twPRgx/qKp6FobatI0kjFLdDhmHVj6Cunj0jQo4uYosfMMyuQeDg9T61zReKrrmi7I5YuvVXMnZGXbeM23AXVqNvdoj0/A/4101ne29/AJraQOh6+oPoRWBqPhmyuYHk01gsyDOxX3K3t7Gud0nUpdKv1lBPlk7ZU9R/iKFXrUJqNbVPqNVqlGSjV1TPSaz9R1CexcbbeORGUkMZSpJH8IAU8nPHPPNX1ZXQMpBVhkEdxWNr6l2tVEixt8/zO+1QOAecH5ueD9a9OOrOyo2o3Qazr/wDZFxHF9m83eu7Pmbcc/Q1d0+/jvNMS9KrCjBiwLcLgkHn8K5jxn/x/23/XL+prOt7m7vrK30e2U4Lktz97nPPsOteZLFyhWlF6rovM43iZRqyi9V0RvX3jCKJylnD5uP8Alo5wPwHX+VUB4yvs829sR6AN/jWrZ+EbKJAbovPJ35Kr+GOasyeGNJdcC3KH1WRs/qabp4uWvMl5DcMTLW9iPRfEP9rTtA1sY3VdxYNkf55raVFUsVUAsctjucY/kBWbpOiQ6Q87RSM/mYxuHKgUX0NtbyC4lnuIlkfB8tsLnGcnj0WuygqnJapudFP2ih7+rNSuSvvFUTtNaTad5iByp/fkZwfYe1aUWo2FrIsv2qZ0kUAArnJwvJA56Edu5qdNK0q+iW5+xoRKN+cYJz9KK8KzS9m7Cn7SS9x2ZyraxprSSyf2NhpXaSTbdMA5bG7cAMEHaODx7cmtbTJ7TWDfOmmFJJHjeUrOckjO0g8bcEdsckn1ql4o0uz0+O2a1h8suWDfMTnGPU1Y8E/evvon/s1cdOviFiFSqSv/AMNc5oVKqrezm/6sXxpaTRs8umsXJ5D3LMxIKdWLf9M1/wC+fflqaUkKxqumyAAjay3T70wCBh92QMEjAOOferL4UOF1tIwVkIyVJG1vnPJ6LnB9KvrfWjXRtFu4GuQMmISDfj1x1r0/e7nXbz/IisonillJtfKEpV5GMu4s+1V9fRQPwov9Vs9NUG5lwxGVQDJNPTU7CR5kS+tmaEEyhZVJjA6luePxrF1A6d4n05Z7S/tx5B3O5cHYpzndg8dMjPpWVX2ig3BXYTk1H3Hdla48ackW1px2aRv6D/Gqv/CZX+f9RbY/3W/xq9Z6FoSWouZL6O5iJx5vnAR59Mg/1q01t4YW2SVpLEQuCVkM4AYA4ODnsSBXF7HGS1crHLy4iWrkkUrbxmCwW6tMD+9G2cfgf8a6a2uobyBZ7eQPG3QiuN17QYrKBb2yYtbsRkZzjPQg9xS+ELxotRe1J/dzKSB/tD/62amlXqwq+yq9Qp1qkKns6h29U9Uvv7NsJLvyvM2YG3djOTjr+NXKx/E//Iv3H1T/ANCFd1aTjTlJbpHZVbjBtdhujeIF1eaWI2/klF3ff3ZGfoKrah4ttraRorWP7Qw4L5wv4etcdDPLB5gicr5iFGx3B7fpXWaT4UgECzagGeRhnygcBfrjvXnUsRXrR5Ib9WcNOvWqrljv1ZRPjK+3f8e9tj0w3+NX7HxjDI4S8g8rP/LRDkfiOv8AOtR/D2lOm02aD3UkH+dchr2jf2TcL5bFoJM7CeoI6g06n1qgudyugn9YpLmbuj0FHV0DowZWGQQcgiqbrbRtIWjZju5HpwCfwxWN4PvWltprRznyiGTPoeo/P+dbUroJpsxKcIcnPLYA4/UVdepGpRjUdt+qv3PQw9T2kVJFbxJ9n/sOUXCTuDJEI1t2CyGXzF8vaTwDv28nj14qh4XfTZDG9jDcRM+lWThZGBAhbzSgz1LZ8zJPXitbWbZ7vSZ4Y4oJXYAhJ5GjU4IP31BKkYyGHIODWF4Ik0kQXdrptnLA9uUjmdrn7SjYBCqku5shQCNvG30Ga9VfAzRfCzp7iMy20sYAJdCoBYqDkeo5H1FZWmwS2eoi3lXaGhZkAu5ZRgFQflbgdRzWlenbYXDeSJsRMfKIyH4Py/j0rK0YW8V40dq1jKrxb3e1hCbCCMA4J65OM88GsXuctS3tImN4l1RdM8RSv9oa3LWCnd+6IkKmZlXD8joRkcZdRXRxXp1DQp7goqNtljZUfeu5CynBwMjKnBwKzNbt9WutYVdNnUBYNrqZynlb1lXeVwQ3Owj08s9M1t3MaQ6ZPHEioiwsFVRgAYPQVpUa5Don8J5vZf8AH9b/APXVf516HfR2124he6kgkjG7Mb7SAeOvvivPLL/j+t/+uq/zr0q6htTHJNc7VRVy7s+0BQDyTngYJry8t2kedgr8rsZ502zIcHUJSpBwDIhCjDA4yP8AbP5CrVhpsdk7yJcXExkAGZpN/HJ4P41nj7XczNEukgW3zIszXGFZVPyHaOTnkitq3DC2iDII2CDKD+E46V6jbO9c3U5/xn/yDIP+u39DWT4RhEmslyP9VEWH1OB/U1reM/8AkGQf9dv6Gs7wcwS9umIJxFnA+oryKtvriuefUV8UjsHuI0Yqxwf/AK2aDcRgf59/8KQ3UQOCxznHSg3MQ/i6jI/z+FdvtFf41/XzPROX8YxpIlpdJzktGT6+n9ah8KzAQ6hC+Shi34HXjIOPzrQ8Z4/s639fN/oayvCePtt2W+79mbPOO479q4Kiti/67HnT0xWn9aHWWG4tI7vG5IUZRwRjn0ArhdfuDca3dMTwj7B7beK7jTgN8xVWQEL8jsxI688jp/hXn2o5/tO7z185/wCZp4tv2MV5jxj/AHaR2uh3en2mj20TXlsr7dzAyqDk88806RNAm/1tzbOMk4a6yMkkn+L1JrmIfDGozwRzIsRSRQy5fsRmn/8ACJ6p/di/77rSniK8YpRgEatVRS5Dq7e50i0UiC8tlBxkfaAegx3NcJq3lf2tdGFlaMyFlKnIOeeKvJ4W1OQEqiDDFfmJXocdx09+9O/4RPVP7sX/AH3WWIlXrJJwM6zq1UlyHV+H5TNoVoxPIUr+RI/pUOusUhyFuWVkbd5UpQDoOwPPPA+tWNEs5bDSYbecASJuzg5HLE1Fq5dXRlN4QYnUpbhcH7uckg4OM46dOOa9ShdQjfex26+yV97IwPGf/H/bf9cv6mrHgu2XFzdEfNxGp9O5/pVfxn/x/wBt/wBcv6mtHwb/AMgyf/rsf/QRXmwSeMf9dDlir4pnRkgAk9BXNWfiC7muGV0jaGWykvLd/L2ZVSuMjexIO7uF6dPTpaqxabYW7M0NlbRlwQxSJRkHGQcDvgflXrppbndJSbVmZv8AaWoQ6PFfTG1LXPkrGqxsFiMhAyxLHcBuHQDp70ker3SajFYz+Q7fbPs8kqKVUgwNIMAk4bIAxk/rxeiuILqafT0s2e3h/dSMVTygdoOzGcngjtioRpQ+wizNrYm35PleUNuex24x19qHJLdGfvdGU4dY1C+vktbVrRNzXX7x0ZwBFIqLwGGc7uef8KpXutXeo6Hd7BbQKNK+0TCQEl94cEKcjAG08kHqOK3ILSWFv3dtaRFAQjIgAw3LAY55IXP070f2XFI8Sz2VjJDENsYMQJUc9OMAdOBQprsLlm1a5heK/wDkG6b/ALp/kKd4J+9ffRP/AGan+MwFgsgAAAWAA7cCmeCfvX30T/2avKf+/f12Of8A5i/67E174aubm9uZUlhEUky7FJORGwYTA8dTuJA9hTbLT7e31AzyXFtPBHdSTrMdQkyjPuIHlfcz8xGcjI7V0752NtAZscAnrWPY6dcxouQsTxgbWkXdu+Xacjee2MYI78V6jqS2OiULSXKiLR4pbbVJYDLbxQLGcWsdwZcMTkEblBUYB+UEjkdMct/sW9k8PtpUjQp5To0MiSv+8Cyb8NgApnAHBPXPata2sjayApJmMRJGVZeflyAc59/SsbXvEhspWtLPaZh9+Q8hfYe9Z1K6pR5phJqEL1CRNCc26BoIon+2R3Eoa6kn3BMc7nGc8dOnAq3cJbtrlrevcWwjgt5oyGcbtztGQR+Ctn61x0UOra25KmacA8szYUfnxV+PwdfsMvNbp7biT/KuVY2rPWENDCNaUl7kNDQmNta+DRp73lrJNFAqYjlByRjp37VheGv+Rgtfq3/oJq1e+Fp7GyluXuY2EYztVTzVXw3/AMjBa/Vv/QTXJVnUniIOorPT8zGbk6sOZW2/M7GC1kF3LcrIGTex27SGZgXGCc/7X5AVV1+b7R4Yml243FeP+Biplt5F1ITGCIK7PlliTP8AEPvdc4C/map6oGHg+QOm1sjI27efM9K9Cp/Bn6M6pP3JK3RnNaDbi51u1jYZUNuP4DP9K9Cnt1nKEu6lDkbTj/P/ANeuF8LkLrkTMQAEckntwa7aSC4/5ZXBGWJO4Z4z2rnwCtSbt1IwaXs3p1EawVypM8/y+jYz+lZHjFQdIibuJhz+BraWGfcrG6LAdRsGDz/kVjeLyG0WJlIIMykEd+DW+J/gy0NqyXspaGV4NP8AxNJh28g/+hCuonkCzuWjjZl+5lcsPlyD9M8Vy3g3/kLTf9cD/wChLXWTPcJJJs3tn7oC8D5eufrXn/8AMLHffor9+g8B/DM/Vp0k0y6iudLbVIA8KiJQhE7M4AGGOPlOCSeMfQ0mjajeXOp3dlPpT6dBb28DRRuyEnc0oONjEY+ReKJrrXRfSQabYWktqiKwnu7h4izEtlQFjbOMDk4+8KfpM2tyaverqtvbwwrBCYBbyNIhYtLv+ZkXnATI+nrXrYdt0Vf+vx/E62tzTuxMbOcW5xP5beWf9rHH61Vtbl7i8Xy4JooFjbzBLFsy5K4xnrwG6ccirk8hhhLrG0hGPlUcnmq9vftcS7Pss8eDgmRcY4z/AJ+tXY55W5lqc14qmWHVWlAmSSO0Vh5b3Km4+Z/3YMTAKRjqQfvdMCukkuYrzSJp4GLRtE+CVK9AR0PNRX+u2OnT+TcM/mYDYVc8VmXXizT5LaWJI7gs6FQdoxyPrWVXE0kuVvUVSvTSs3qclZf8f1v/ANdV/nXQeL9QlQapZyah9jhGmM9vHsU/a3YSBl5BJwAvC4PzZrnLeQRXMUjAkI4Y49jXbL4w01uqXC/VB/Q1wZdXhSvzs4sHUhBPmdjGudfu4NUtoLe72LHcWlu9rI6ZkWQxhnVPLLFcP97eBkHj11YNR1BtcTRmlPmxTSTyy7B89tjKDpgEs4XPX921aVnrNrqCO1qJJChAYbcYznH8qis7YWl1NdsLu4ubrAaSUDKqudqDaAAo3NjjPPNesq0JRuj0FOLV0yj4z/5BkH/Xb+hrF8KXAg1pVY4EqFPx6/0rZ8YNu0q2YgjMoOD2+U1ytvaXTW8l7Ap227DLL1U+v4YrxcTJxxPMuljza8nHEcy6Hp9FcvY+MYTEq3sTrIOC8YyD747VNc+MLJIz9njllk7bhtH416CxdFq/MdqxNJq9yl4zuQZba2B5UF2/HgfyNN8J25Ntf3BTcCnlgc/NwSRx+FYMj3Oq6gWIMk8zcAf56V39jpwsNH+yJy+w7ivdiOa4aKdevKrbRHLRvVrOp0J7XyyXZPOLEAEyqwOOcDkfWuD8RWxttbuAR8sh8xT656/rmu7tJZnaRJxhlAP3NvXP+0fSqHiHR/7UtQ8QH2mLlP8AaHpXRiKTq0fdWqN8RTdSnpuh/hu7W60WEA/PEPLYemOn6YpmjW0kdh9rvJL1rgiQOskkhwu44wmcZwBggZ/OuNsdQu9Gu2aMFW+7JG44PsRXTQ+M7RlHn20yN/sYYfzFGHxsORRm7NGdHEQaSm7NBZtdzaJeR25vluoLiSWD7Qsql1EhZF3OMkEADHPBqO7Oq3FiLtGuoUuLvMkZjkLxQBSq/IrKwywVjtIPze2Kmk8ZWIH7u3uGPuAP61QfxddXFxHHBCkKs4BJ+ZsZ/L9K3ljqMdnccq1JK3MXobW8lTS4ZLu9lgaSYyuEkgbbg7Q2TvGDjBJyfWrWtQKLSG3EDzARsAxj81hgD+JujYycnrj1rWeeON9rnBxnpSLcRtJ5Yzu6dK1deHNa50+y91o5Dxn/AMf9t/1y/qa0fBv/ACDJ/wDrsf8A0EVneM/+P+3/AOuX9TWj4N/5Bk//AF2P/oIrzaf++M44f70y6mlRy65d3d1bRyL+6MDOA21lByQOxzjms+z0a4j1s3Nyl00guJJBcIYQhQ7tqk48wjBA28jI+lPuY9QiaMv9p2tKFl2z/wCtJcY2fN8o25446j0p4tNX81C0kwQL8mHyVGW+VjvAJwVGcN9a9a7NG038L7jV0RbW11o28FvZz3DstvMoVCFZEAGRyBuB/HmoZdJuJbS/S0042MUsCItuHQFnDElvlOBxgZzk/gKtm11CG32qLqU4gbi4yd4J8zksOMAcdOabfR3sMNzdB50JaTrNwqGP5eM4Hz457c9qfMwaSXwv+rjNZ0FJbURWFjEqiOZtqBUHmFMKe3OQOe2Aa0dIs2sY7qLyxHEZy0SgjG0qvp05zVax1C3stKknnmmdBMQWYl+TzhTubjnHU96jbxdpi9PPb6J/9esZ14Q92TLUqUXzt2bKfjX/AFNn/vN/SmeCfvX30T/2aqPiHWrbVkgWBJV8ssTvAGc49CaZ4e1i30lrjz0lYS7cbADjGfUj1rynVh9b576f8A5faR+s899P+AdPcpqLTzOiysAjqgUoFOSu3GTnoDnPvinOdVM8hAYQ7hgKEyF9snr65/Cqy+LtMbqJ1+qf/XrUsNRt9ShaW2YsqttORjmvUhXpzdotM648kn7svxHWiyRafAswPmpEofJycgc815hJI0sryOcs7Fifc16vXmeq2L6dqMsDKQucofVe1cOZJtRfQ58bFqMbbI9GtLaOztY7eIAIi447+9TVzOm+LLb7Mkd6HSVRguBkN7/WrM/i3TY0JjMsrdgqY/nXVHE0eVNSR0xr0uW9yXxPOsOhzKT80pCKPXnP8ga5Pw3/AMjBa/Vv/QTUlzNf+JLiSRUxFAhYKPuqOv4k1H4b/wCRgtfq3/oJrzqlX2uIjJbXVvvOGpU9pWjJbafmddCtosqxiSR5fNkHltKWKfey23Pp/wChCqeqgjwg+WDHIORj+/7cVbhkmOpyqXLR7jlvmION/wAvTAxle/VfWqOo4/4Qs7QQOBg9vnr0an8GXo/yOmTXI/R/oc/4fWNtTKykiMwyBiOoG05rpmOllixuZggZ8Lj5VYgcDjtxj0rn/C3/ACHof91v5V3ZlIbb5bdcZxxXPgKihS17/wCROEg5U9O5lR2ljc3RSOSUOpfKjAAO4MRjHP3h/I9Kq+Kolg0C3hUkrHIignrgKRW+JCSB5bDPtWH4w/5A8f8A13X+TVviJqdGVjatDlpSMfwdn+1J8HB8g4P/AAJa7CZZ2EipIi5GFGOTx659a4/weSNUnIxnyDjJx/EtdU8UshkJig3P0Yvkr9OK4Kb/ANnSSbvfa/n2DA/wy9RSblHVh+dAIPQg17B0DXmiiGZJEQZC5ZgOT0FCTRSIrpIjKwyCGBBFVjpVkbhpzDmRjuJ3tjOc9M47VD/YGl7GT7GmGYOeTyRnB6+9PQCG/wBAstWuBdSTS5KgAxsMEfkapyeENPjidxJduVUkKrLk+w+Wta8P2DSiLb5BHsVO+BuA7+1WZbhIZYI2DEzOUXHYhS3P4Ka55UKMpNuJhKlScnda/wCZyMmgWqDi21B+AfkPXp6p7/oenFKfDluI3IS8dwsrAY2glWwo+4eo5966SXUEFuZFSbaJ/JZkC5BD7e56E/jT7i/S3uY7fypJJHG4BSo4/wCBEZ/DNL2GH/lI9jR7GTY266Ibn7Na3U+9gDkHkAAjHyjux/75P47sLtJFueMo2SCv0OPy4zUlUhfGK1aWcAkSOnyELnBP94+3rWyUIR5UrI2SUFZbBqelwarAkM7SKqtuBQgHOMdwfWqUhsfCmksxWeWFpOcAMxJH4DHFX1v43kdEjdiqb+qjIwDwCc9+vSsnXm+26XpxkjKCW8hypIPBPtWbUObnS1MqrSi5x+Iqa1pOkRacdUHnQowUhYQDu3YxhSff1qOy8Jw3dtDdC9k8qVA6r5QDYIzzyaimka50DTLFz88XnGT28lWA/XbVq8ubm18LaC9pIUlaS3XqQGyp4OOorJ4ejJ3cTkvTcnJx0sn89P8AM3NO0ez0xT9nj+cjBkbljVucM0EgQAsVIAPQnFYMHkW16s02q6hJMrsrxO3yOQdvCgYAyRitJdasXjeQSHbHjedp4ycD/IrpjTtHlSsjvp25bWsS2cTxPIWiWNWAIAAyOTwT34x+Zqpd+IbS1u2tY47i7uF+/HbRbyv1rQafNrJMinhCy5/i4zWN4PiRfD8Vx96a4d5JXPVjuI5/Kko8qUUTOUuZU4aXu/6+8lWLTvEcTvJaTxSRnaTLGY3U/wBaoSeC4S37q9dR6Mgb+orV8QahLpukvNAB57ssceegYnGaz77T77StPk1CHVrua4gXzHSZ90bgdRt7VlUoU5u8o3ZjUULtSjdpXb2Ik8FRA/vL12H+zGB/U1I+nabot9YRi0Nw9zLsEkr/AHMDOcYwafqGoT38uk2dpM9sL9DK8ifeVAu7APYn1qrqFjNY63oqfbJ7iBrgkC4bcytjs3of6VKoUo6xiRLkjd047Na+tu/kzrKK5LUdXin1u5tLrUbmytbYKqi2Vt0jEZJLAHAHTFWfDuptNqV1YpdTXlqiCSGaZSHHYqSQM9a6OdXsbrFQc+Rd7f0jR1PQrXVZklnkmVkXaNhAH6g1NpmlwaVA8MDSMrNuJcgnOMdgPSuc8/ztRuYdX1a+sLjzWEKo/lxFOxBxg/jXSGMwaUyPfMCsZBunxkf7XpURhDm50tRU5QnJzUdf6+4uVXvJbmKENaWy3EmcFGl2ceucGuOvtQgsLb7Xp+u39zPG6kpKWaNxnBH3cD867mrTuXTrKreK0a9HuZOm69b3mmrd3TQ2eSw2yTDopwTk49R+Yq/Je2kNstxLdQpA2MStIApz056VxejyJC2jyyQSSqrXZ/dxlyvKc4HJ/D1rStLea0ks7ye0mNqJLllhWIs0PmOCh2DJ6Ajjpuqo6pMwpYicoq/l+mv4/ga+qjTrywEd3exxQv8AvFcSquQMcgnjHI/MVlr4W0dzGEvJmMqlo8Sod4HUjjkcj86rRKbPUtMlntJfLL3kscSxlmiRmXHyjnv0HTNTWkU9lLY3klrcLb+ZdERpEWaJZGDICoyR0/DNZzoU5u8lcTmpyvKPb9P8/wACtqegWFlps17bPLcrAT5i/aFXGOCMhDyD24q3ceGNGs4w9zfSwITgNLKijP4iopjKPC2owva3QuLmado4VgZmwzkjO0HHB69K0tRvJZWs3hW6S1bf5kqWjNKrDG0bWUkA8847e9R9Vo/yiUaert0X9fkZV5ougWFvFPPqEqxysqxnzk+bJAyOOQM5J7CtO2bTtD0aSe0u4popGLRtJcIqyN02h+naqkFrcp4Vt1a3n8yG9ErRFPn2LcFug6/Lzx+FXNeulufDtykMNy8k8TLHGLaQtnpyuMr+OKuFCnB3itSo2inNJLS5rXFzb2kXm3M8cMecb5HCjP1NUtTTSbu1T7dNbiMqXjkaQLxxyD6cj25FVryUSahYaj9nuJbWNJUZfs770Y7cNsI3dAwzjvVOw0+X+0tPlltXWEPdyxqyf6kMy7Qf7pIycVo4qSszWdRtuKV1/wANr+P4Ef8Awh9tOoltdQJiYZVtocEfUEZqWDwZbIwM91JIPRVC5/nT91pp/h3UBqnmW9obqYYXcrFWkO0LjnnPGPWsFY7TTvEOiy6XpN/ponnMUpm+VZlKngjcTkdeRWMcDRevL/X3mXs6Ss3Ht3OwmmsdCtIEEWyOWdIEVBkl3OBnPX1PsKrWvhiys7tbiKW43rnALDAyCPTPesjxvpVjPJpM8tsjyy6lbwux/iQk5X6V0djo2nabBLDZWkcEcv31QY3cYrWVGm1FtbG/LzTs0rLYgtWtH1O70+OS4aS3RXlDOSh8zdx168E/iKtXenQ3lg1m5dYmOSVb5uuepz3rkNN8NaLceL9ft5tOheGBbYxowOFLIS2Pqa6DxA+lW+lxW2oLK0MjrHFbwFt8jDooCnJ/lVypx+FbMUdYPmS6jtP8OWenXa3MMk7OoIAdgRz9BV68W+LRtZtCAAd6y5w3THI6d64/SFhsPGlrBYadeadbXNrIZYJyNrlSCGA3HB7dquCyh8SeK9Wh1PdNaaeIo4bYuQmWXcWIHU9hShRjT0jtuEJKMbRXU3XuL2w067u7zyZTDCZAkWVBKgkjkfT1qIQw+JdBsppxJCs8aXG1GBKkrnGSOevpUd5ptppXhXUrayi8qH7NMwXcWwSp9TXL6DKPEQ03Sb3fBY2llDIltIpU3pAA3H1QEdO/BqnTjOLvsE5aqMlv0OqsfDdlYTNIjTOWXbh2GP0Aq3/Z9iZmXYpfaCU3Hgc4OPz/ACpmoWk1zLapG0qQqW8zypTHxtO3oQeuKypn1K2s7qSdLlGOnIpl85dqzAHJA3fLyRyABxn3rKFGCVkiuWMdFHQ2xbWizhQAJcbgu85xkc4z9KfDawQOWiTDdCck1y9raXN3FPcWs11JLHFKsbm44MpKsoB3tlQOOWI65rc060e1vr8vHNtll3pI0xZWBVeACxwQQewq3Tihxd+hpMu9GXJGRjIODVGLTPLA3Xdy5BYglh36du1FFFzRxT3HHTY2spLUzTEPtJckFsgAZzj/AGR1pWsDJGgkvLhpI5PMSUhAynBHZcYwT1HeiipaT1FyRGNpSG1+zrczqpkMrEFSWbdu5yp70+608XcYjluZimMMuE+b3+7wfpiiilyoXs47Fyqv9n223btfG4t/rWzk9ec980UU2k9ymk9yRbSFHVwrZVdqguSAMY4BOKz9U0+SS1sobSMssN3FIQXztVTz1Pb0ooo5UTKnGSsUE0W7TVNYl2ZhlicW3zDlpAC3fjkd6fd6ZeSaFotskOZraWBpV3D5Qowec8/hRRS5UZfVoWa7/wCdzoqKKKo6AxkYrm7a01fQHlgsbWO+sWcvGhlEbx57ZPBFFFJq5nOmptO9mi1dWd7rejTQXkCWc+8NCFk37SMEEke+ar3Y13U7JtPlsIbYSDZLc+cGXb32qOefeiilykSoJ7t9n5/h+VibUtKnjbTbrTVV5rAbFidseYhGCM+tV7i31fUdT026mskt4babLRiYO2COWJ6dgMDJ5ooo5Qlh4t7tLTT0/wCGJ5rO/wBO1e4v9PgS6iugvmwGQIwZeAQTxWhYT6hOZGvbJLVRjYolDsfXOOPSiimlYqNLld03bt0/z/EzbubV7mGS1m0CCdWyA5uF2H0ODzTJ9Bun8HJpQmVrhFBySdrYbO36dvwFFFLl7kvDp35m3dW6bfJEGrQa1q+jyWaabFaKAp2+crF8EYVccAfX0revbi6t1T7NYvdE5yFkVNv/AH0aKKLDjR5W3zO7t26fIwtAs76yFvHd6Q4eNpNs4nQhA5BPAPPQV1FFFNKysOlSVOPKmRPbRSXMVwyZliVlRsngNjP8hTby3a6tHhWVoi2PnXqOc+ooopmnKtfMrjT5Qsii6O1ovLHByOSQc7vfH4UfYJ9jD7V8zRKm4oeCMZIGcYOP160UU7k+ziCac625R7qRpDCsXmZIPA5PXqafLZSu0nlTiNHiWMDYTjBPPX0OKKKLhyRKY0y8MpQ3T7RbrEJc9SNuWxnvg8fryauW1nJBOrtcNIohEZVgeSP4s5ooouCpxWpFrekR61pptHlaFg6yRyqMlHU5BwetZreG7y6v7G91DWGuJbOYSIqwCNMYIIwD1PHOT06c0UU1JrRA6cZO7NLW9IXWbFYDM8EscqzQzIASjqcg4PWpNOt763icX9+t45OVZYBEFHpgE5oopXdrD5VfmM+70G6OsTalpmqGyluEVJ1aASq+37p5IwcHFT6vor6pHZul41veWcgkinEYYZxg5U9QaKKfMxezjqu5WtvDtwmuW+r3mqPdXMUbxkeUEQqcYCgHjHPrnPtUl9oMz6q+p6ZqLWF1KgSfMQlSUDoSpI5HrmiijmYezjaxZXTrqTRrmxvNQNzNOjoZ/JCbQwxwo9PrVOfw0smj6bax3RivdORFt7xU5BUAHK55BA5GaKKOZg6cXubE0U0toY0uPKmIA81EHB74BzVRrG9KELqTKxOd3lg+vbOO4/KiiknYqw0WGoYBOrOW5ziEYJ5xxngDPb061p0UUN3HY//Z",
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",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=400x200>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from wordcloud import WordCloud\n",
"text = \"\"\"\"This is where it happened,\" says Felipe Luis Codesal, opening the gate to a three-hectare field on his farm in Zamora, north-west Spain.\n",
"\n",
"One night last November, a pack of wolves got through the fence surrounding the field and attacked Mr Codesal's sheep, many of which were pregnant. When he arrived the next morning, he found 11 animals had been killed. Over the following days, he says, another 36 sheep died from injuries sustained in that attack and miscarriages it triggered.\n",
"\n",
"Mr Codesal fears that such attacks will become even more commonplace if a proposed change to laws protecting the Iberian wolf comes into force.\n",
"\n",
"The leftist coalition government plans to prevent the Iberian wolf from being hunted anywhere by categorising it as an endangered species. The reform is yet to be implemented and could see changes.\n",
"\n",
"Iberian wolves from the Iberian Wolf Centre in Robledo de Sanabria on February 21, 2020 in Zamora, Spain\n",
"image captionSpain has Europe's biggest wolf population: These Iberian wolves are kept at Zamora's Iberian wolf centre\n",
"\"It's like in a nightclub when there's a fire,\" says Mr Codesal of the wolf attack. \"There's a stampede and people get trodden on and hurt. This is the same.\"\n",
"\n",
"He was not entitled to any compensation and estimates that the financial losses he suffered from this incident totalled around €12-14,000\n",
"\n",
"\"It's not even about the money,\" he says. \"It's emotional, because the animals are part of my family.\"\n",
"\n",
"A 'historic' change?\n",
"The region of Castilla y León is the habitat for most of Spain's wolves. Figures gathered by the local government showed that they killed 3,774 sheep and cows in the region in 2019.\n",
"\n",
"Felipe Luis Codesal's farm is just north of the Duero river, which marks a natural border between north-west Spain and the rest of the country. Until now, it has been legal to hunt wolves north of the Duero, under a strict quota system, because that is where they are most prevalent.\n",
"\n",
"South of the river they have been protected.\n",
"\n",
"Conservationist groups have welcomed the government plan. When it was unveiled in February, the Ecologistas en Acción organisation hailed it as a \"historic day\".\n",
"\n",
"But Mr Codesal, who is a member of the UPA association of smallholder farmers, warns the reform will ruin livestock owners by allowing the wolf population to spiral out of control and roam uncontrolled. The UPA is unconvinced by measures included in the plan to subsidise the installation of fences and the use of guard dogs in livestock farming areas.\n",
"\n",
"Biggest wolf numbers in Europe\n",
"The Iberian wolf was close to being wiped out in the middle of the 20th Century. But it enjoyed a resurgence on the back of new hunting regulations introduced in the 1970s and the migration of Spaniards away from rural areas also encouraged its spread down from the north-western corner of the country.\n",
"\n",
"In recent years, wolves have moved into areas such as the Guadarrama mountains north of Madrid and near the city of Ávila, to the west of the capital.\n",
"\n",
"There are now some 2,500 Iberian wolves: around 2,000 are in Spain - the largest wolf population in western Europe - and the rest in Portugal.\n",
"\"\"\"\n",
"\n",
"wordcloud = WordCloud(background_color=\"white\", max_words=5000, contour_width=3, contour_color='steelblue')\n",
"wordcloud.generate(text)\n",
"wordcloud.to_image()"
]
},
{
"cell_type": "markdown",
"id": "third-eagle",
"metadata": {},
"source": [
"### Ćwiczenie 4: Wykonaj chmurę słów dla całego korpusu z ćwiczenia nr 1."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "electrical-disposition",
"metadata": {},
"outputs": [
{
"data": {
"image/jpeg": 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",
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",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=400x200>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wordcloud = WordCloud(background_color=\"white\", max_words=5000, contour_width=3, contour_color='steelblue')\n",
"wordcloud.generate(\" \".join(documents))\n",
"wordcloud.to_image()"
]
},
{
"cell_type": "markdown",
"id": "objective-possession",
"metadata": {},
"source": [
"Zastanówmy się nad jeszcze jednym zagadnieniem - jak pogrupować te terminy ze względu na dziedzinę? Zagadnienie to nosi nazwę klasyfikacji tematycznej. A dzięki pewnemu XIX-wiecznemu niemieckiemu matematykowi możliwe jest przeprowadzenie tego procesu automatycznie. Matematyk ten nosił nazwisko Peter Gustav Lejeune Dirichlet, a metoda klasyfikacji nazywa się LDA (**L**atent **D**irichlet **A**llocation)."
]
},
{
"cell_type": "markdown",
"id": "intellectual-gothic",
"metadata": {},
"source": [
"### Ćwiczenie 5: Wykonaj tutorial dostępny pod https://towardsdatascience.com/end-to-end-topic-modeling-in-python-latent-dirichlet-allocation-lda-35ce4ed6b3e0. Wklej do notatnika wyniki."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "76e8308a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['lab_06-07.ipynb', 'lab_01.ipynb', 'lab_03.ipynb', 'lab_09-10.ipynb', 'lab_02.ipynb', 'lab_13-14.ipynb', 'img', 'lab_11.ipynb', 'lab_08.ipynb', '.gitignore', 'lab_04-05.ipynb', 'lab_15.ipynb', 'lab_12.ipynb', 'data']\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
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"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>id</th>\n",
" <th>year</th>\n",
" <th>title</th>\n",
" <th>event_type</th>\n",
" <th>pdf_name</th>\n",
" <th>abstract</th>\n",
" <th>paper_text</th>\n",
" </tr>\n",
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" <th>0</th>\n",
" <td>1</td>\n",
" <td>1987</td>\n",
" <td>Self-Organization of Associative Database and ...</td>\n",
" <td>NaN</td>\n",
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" <td>Abstract Missing</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>10</td>\n",
" <td>1987</td>\n",
" <td>A Mean Field Theory of Layer IV of Visual Cort...</td>\n",
" <td>NaN</td>\n",
" <td>10-a-mean-field-theory-of-layer-iv-of-visual-c...</td>\n",
" <td>Abstract Missing</td>\n",
" <td>683\\n\\nA MEAN FIELD THEORY OF LAYER IV OF VISU...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>100</td>\n",
" <td>1988</td>\n",
" <td>Storing Covariance by the Associative Long-Ter...</td>\n",
" <td>NaN</td>\n",
" <td>100-storing-covariance-by-the-associative-long...</td>\n",
" <td>Abstract Missing</td>\n",
" <td>394\\n\\nSTORING COVARIANCE BY THE ASSOCIATIVE\\n...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1000</td>\n",
" <td>1994</td>\n",
" <td>Bayesian Query Construction for Neural Network...</td>\n",
" <td>NaN</td>\n",
" <td>1000-bayesian-query-construction-for-neural-ne...</td>\n",
" <td>Abstract Missing</td>\n",
" <td>Bayesian Query Construction for Neural\\nNetwor...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1001</td>\n",
" <td>1994</td>\n",
" <td>Neural Network Ensembles, Cross Validation, an...</td>\n",
" <td>NaN</td>\n",
" <td>1001-neural-network-ensembles-cross-validation...</td>\n",
" <td>Abstract Missing</td>\n",
" <td>Neural Network Ensembles, Cross\\nValidation, a...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" id year title event_type \\\n",
"0 1 1987 Self-Organization of Associative Database and ... NaN \n",
"1 10 1987 A Mean Field Theory of Layer IV of Visual Cort... NaN \n",
"2 100 1988 Storing Covariance by the Associative Long-Ter... NaN \n",
"3 1000 1994 Bayesian Query Construction for Neural Network... NaN \n",
"4 1001 1994 Neural Network Ensembles, Cross Validation, an... NaN \n",
"\n",
" pdf_name abstract \\\n",
"0 1-self-organization-of-associative-database-an... Abstract Missing \n",
"1 10-a-mean-field-theory-of-layer-iv-of-visual-c... Abstract Missing \n",
"2 100-storing-covariance-by-the-associative-long... Abstract Missing \n",
"3 1000-bayesian-query-construction-for-neural-ne... Abstract Missing \n",
"4 1001-neural-network-ensembles-cross-validation... Abstract Missing \n",
"\n",
" paper_text \n",
"0 767\\n\\nSELF-ORGANIZATION OF ASSOCIATIVE DATABA... \n",
"1 683\\n\\nA MEAN FIELD THEORY OF LAYER IV OF VISU... \n",
"2 394\\n\\nSTORING COVARIANCE BY THE ASSOCIATIVE\\n... \n",
"3 Bayesian Query Construction for Neural\\nNetwor... \n",
"4 Neural Network Ensembles, Cross\\nValidation, a... "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Importing modules\n",
"import pandas as pd\n",
"import os\n",
"# Read data into papers\n",
"print(os.listdir(\".\"))\n",
"papers = pd.read_csv('./data/NIPS Papers/papers.csv')\n",
"# Print head\n",
"papers.head()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "e0be0994",
"metadata": {},
"outputs": [
{
"data": {
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"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>year</th>\n",
" <th>title</th>\n",
" <th>abstract</th>\n",
" <th>paper_text</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>4172</th>\n",
" <td>2012</td>\n",
" <td>Learning Manifolds with K-Means and K-Flats</td>\n",
" <td>We study the problem of estimating a manifold ...</td>\n",
" <td>Learning Manifolds with K-Means and K-Flats\\n\\...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3535</th>\n",
" <td>2011</td>\n",
" <td>Unifying Framework for Fast Learning Rate of N...</td>\n",
" <td>In this paper, we give a new generalization er...</td>\n",
" <td>Unifying Framework for Fast Learning Rate of\\n...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6206</th>\n",
" <td>2017</td>\n",
" <td>Hunt For The Unique, Stable, Sparse And Fast F...</td>\n",
" <td>For the purpose of learning on graphs, we hunt...</td>\n",
" <td>Hunt For The Unique, Stable, Sparse And Fast\\n...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>1994</td>\n",
" <td>Multidimensional Scaling and Data Clustering</td>\n",
" <td>Abstract Missing</td>\n",
" <td>Multidimensional Scaling and Data Clustering\\n...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5119</th>\n",
" <td>2015</td>\n",
" <td>Convolutional Neural Networks with Intra-Layer...</td>\n",
" <td>Scene labeling is a challenging computer visio...</td>\n",
" <td>Convolutional Neural Networks with Intra-layer...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" year title \\\n",
"4172 2012 Learning Manifolds with K-Means and K-Flats \n",
"3535 2011 Unifying Framework for Fast Learning Rate of N... \n",
"6206 2017 Hunt For The Unique, Stable, Sparse And Fast F... \n",
"11 1994 Multidimensional Scaling and Data Clustering \n",
"5119 2015 Convolutional Neural Networks with Intra-Layer... \n",
"\n",
" abstract \\\n",
"4172 We study the problem of estimating a manifold ... \n",
"3535 In this paper, we give a new generalization er... \n",
"6206 For the purpose of learning on graphs, we hunt... \n",
"11 Abstract Missing \n",
"5119 Scene labeling is a challenging computer visio... \n",
"\n",
" paper_text \n",
"4172 Learning Manifolds with K-Means and K-Flats\\n\\... \n",
"3535 Unifying Framework for Fast Learning Rate of\\n... \n",
"6206 Hunt For The Unique, Stable, Sparse And Fast\\n... \n",
"11 Multidimensional Scaling and Data Clustering\\n... \n",
"5119 Convolutional Neural Networks with Intra-layer... "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Remove the columns\n",
"papers = papers.drop(columns=['id', 'event_type', 'pdf_name'], axis=1).sample(100)\n",
"# Print out the first rows of papers\n",
"papers.head()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "181076d0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"4172 learning manifolds with k-means and k-flats\\n\\...\n",
"3535 unifying framework for fast learning rate of\\n...\n",
"6206 hunt for the unique stable sparse and fast\\nfe...\n",
"11 multidimensional scaling and data clustering\\n...\n",
"5119 convolutional neural networks with intra-layer...\n",
"Name: paper_text_processed, dtype: object"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Load the regular expression library\n",
"import re\n",
"# Remove punctuation\n",
"papers['paper_text_processed'] = \\\n",
"papers['paper_text'].map(lambda x: re.sub('[,\\.!?]', '', x))\n",
"# Convert the titles to lowercase\n",
"papers['paper_text_processed'] = \\\n",
"papers['paper_text_processed'].map(lambda x: x.lower())\n",
"# Print out the first rows of papers\n",
"papers['paper_text_processed'].head()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "f0fa1187",
"metadata": {},
"outputs": [
{
"data": {
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",
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",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=400x200>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Import the wordcloud library\n",
"from wordcloud import WordCloud\n",
"# Join the different processed titles together.\n",
"long_string = ','.join(list(papers['paper_text_processed'].values))\n",
"# Create a WordCloud object\n",
"wordcloud = WordCloud(background_color=\"white\", max_words=5000, contour_width=3, contour_color='steelblue')\n",
"# Generate a word cloud\n",
"wordcloud.generate(long_string)\n",
"# Visualize the word cloud\n",
"wordcloud.to_image()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "8366f3b2",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[nltk_data] Downloading package stopwords to\n",
"[nltk_data] /Users/patrykbart/nltk_data...\n",
"[nltk_data] Package stopwords is already up-to-date!\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"['learning', 'manifolds', 'means', 'flats', 'guillermo', 'canas', 'tomaso', 'poggio', 'lorenzo', 'rosasco', 'laboratory', 'computational', 'statistical', 'learning', 'mit', 'iit', 'cbcl', 'mcgovern', 'institute', 'massachusetts', 'institute', 'technology', 'guilledc', 'mitedu', 'tp', 'aimitedu', 'lrosasco', 'mitedu', 'abstract', 'study']\n"
]
}
],
"source": [
"from gensim.utils import simple_preprocess\n",
"import nltk\n",
"nltk.download('stopwords')\n",
"from nltk.corpus import stopwords\n",
"stop_words = stopwords.words('english')\n",
"stop_words.extend(['from', 'subject', 're', 'edu', 'use'])\n",
"def sent_to_words(sentences):\n",
" for sentence in sentences:\n",
" # deacc=True removes punctuations\n",
" yield(simple_preprocess(str(sentence), deacc=True))\n",
"def remove_stopwords(texts):\n",
" return [[word for word in simple_preprocess(str(doc)) \n",
" if word not in stop_words] for doc in texts]\n",
"data = papers.paper_text_processed.values.tolist()\n",
"data_words = list(sent_to_words(data))\n",
"# remove stop words\n",
"data_words = remove_stopwords(data_words)\n",
"print(data_words[:1][0][:30])"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "65913a29",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[(0, 3), (1, 1), (2, 1), (3, 1), (4, 1), (5, 1), (6, 8), (7, 1), (8, 2), (9, 3), (10, 1), (11, 1), (12, 2), (13, 1), (14, 1), (15, 1), (16, 3), (17, 1), (18, 1), (19, 12), (20, 7), (21, 1), (22, 1), (23, 2), (24, 4), (25, 2), (26, 1), (27, 1), (28, 1), (29, 1)]\n"
]
}
],
"source": [
"import gensim.corpora as corpora\n",
"# Create Dictionary\n",
"id2word = corpora.Dictionary(data_words)\n",
"# Create Corpus\n",
"texts = data_words\n",
"# Term Document Frequency\n",
"corpus = [id2word.doc2bow(text) for text in texts]\n",
"# View\n",
"print(corpus[:1][0][:30])"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "d60d43b9",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[(0,\n",
" '0.006*\"learning\" + 0.005*\"model\" + 0.005*\"data\" + 0.004*\"function\" + '\n",
" '0.004*\"set\" + 0.004*\"using\" + 0.004*\"number\" + 0.004*\"neural\" + 0.004*\"one\" '\n",
" '+ 0.003*\"error\"'),\n",
" (1,\n",
" '0.008*\"learning\" + 0.006*\"data\" + 0.005*\"model\" + 0.005*\"set\" + '\n",
" '0.004*\"algorithm\" + 0.004*\"time\" + 0.004*\"one\" + 0.004*\"two\" + 0.003*\"used\" '\n",
" '+ 0.003*\"figure\"'),\n",
" (2,\n",
" '0.007*\"data\" + 0.005*\"model\" + 0.005*\"set\" + 0.005*\"learning\" + 0.004*\"one\" '\n",
" '+ 0.004*\"algorithm\" + 0.004*\"time\" + 0.003*\"using\" + 0.003*\"figure\" + '\n",
" '0.003*\"training\"'),\n",
" (3,\n",
" '0.006*\"data\" + 0.005*\"model\" + 0.004*\"learning\" + 0.004*\"two\" + '\n",
" '0.004*\"algorithm\" + 0.004*\"using\" + 0.004*\"function\" + 0.004*\"set\" + '\n",
" '0.003*\"number\" + 0.003*\"given\"'),\n",
" (4,\n",
" '0.006*\"learning\" + 0.005*\"data\" + 0.005*\"model\" + 0.005*\"set\" + '\n",
" '0.004*\"algorithm\" + 0.004*\"time\" + 0.004*\"using\" + 0.004*\"two\" + '\n",
" '0.004*\"function\" + 0.003*\"one\"'),\n",
" (5,\n",
" '0.008*\"learning\" + 0.006*\"data\" + 0.005*\"algorithm\" + 0.004*\"model\" + '\n",
" '0.004*\"two\" + 0.004*\"function\" + 0.004*\"number\" + 0.003*\"figure\" + '\n",
" '0.003*\"time\" + 0.003*\"set\"'),\n",
" (6,\n",
" '0.007*\"learning\" + 0.006*\"model\" + 0.005*\"data\" + 0.005*\"algorithm\" + '\n",
" '0.004*\"function\" + 0.004*\"set\" + 0.003*\"time\" + 0.003*\"one\" + 0.003*\"based\" '\n",
" '+ 0.003*\"number\"'),\n",
" (7,\n",
" '0.007*\"learning\" + 0.005*\"set\" + 0.005*\"data\" + 0.005*\"model\" + '\n",
" '0.004*\"algorithm\" + 0.004*\"function\" + 0.004*\"using\" + 0.004*\"number\" + '\n",
" '0.004*\"log\" + 0.004*\"figure\"'),\n",
" (8,\n",
" '0.005*\"learning\" + 0.005*\"set\" + 0.005*\"algorithm\" + 0.004*\"model\" + '\n",
" '0.004*\"function\" + 0.004*\"data\" + 0.004*\"one\" + 0.004*\"time\" + '\n",
" '0.003*\"using\" + 0.003*\"given\"'),\n",
" (9,\n",
" '0.007*\"data\" + 0.006*\"model\" + 0.005*\"learning\" + 0.005*\"algorithm\" + '\n",
" '0.004*\"two\" + 0.003*\"number\" + 0.003*\"time\" + 0.003*\"set\" + '\n",
" '0.003*\"function\" + 0.003*\"used\"')]\n"
]
}
],
"source": [
"from gensim.models import LdaMulticore\n",
"\n",
"from pprint import pprint\n",
"# number of topics\n",
"num_topics = 10\n",
"# Build LDA model\n",
"lda_model = LdaMulticore(corpus=corpus,\n",
" id2word=id2word,\n",
" num_topics=num_topics)\n",
"# Print the Keyword in the 10 topics\n",
"pprint(lda_model.print_topics())\n",
"doc_lda = lda_model[corpus]\n",
"\n",
"# Save to txt file\n",
"with open(\"./data/lda_topics.txt\", \"w\") as f:\n",
" for topic in lda_model.print_topics():\n",
" f.write(f\"{topic}\\n\")"
]
}
],
"metadata": {
"author": "Rafał Jaworski",
"email": "rjawor@amu.edu.pl",
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"lang": "pl",
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.14"
},
"subtitle": "4,5. Klasyfikacja tematyczna (terminologii ciąg dalszy)",
"title": "Komputerowe wspomaganie tłumaczenia",
"year": "2021"
},
"nbformat": 4,
"nbformat_minor": 5
}