KWT-2024/lab/lab_04-05.ipynb
2024-04-26 22:32:35 +03:00

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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": "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": "markdown",
"metadata": {},
"source": []
},
{
"cell_type": "code",
"execution_count": 39,
"id": "e348e6fa",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"You have b\n",
"Your conse\n",
"B. ASSISTA\n"
]
}
],
"source": [
"corpus = []\n",
"\n",
"def extrctCorpus():\n",
" for file in ['local_data/example3/ELRA-W0301.en-pl.en','local_data/example2/ELRC-403-Rights_Arrested.en-pl.en','local_data/example1/ELRC-648-Letter_rights_person.en-pl.en']:\n",
" with open(file, 'r') as f:\n",
" # Read all lines into a list\n",
" # lines = f.readlines()\n",
" lines = f.read()\n",
" print(lines[:10])\n",
" corpus.append(lines)\n",
" # lines = f.read()\n",
"\n",
"extrctCorpus()\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "honest-assessment",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[('arrest', 6), ('right', 6), ('lawyer', 6), ('police', 5), ('consent', 5)]\n",
"[('arrest', 9), ('right', 7), ('lawyer', 6), ('police', 5), ('warrant', 5)]\n",
"[('arrest', 25), ('right', 22), ('person', 22), ('police', 14), ('detention', 14)]\n"
]
}
],
"source": [
"import spacy\n",
"\n",
"def get_nouns(text):\n",
" nlp = spacy.load(\"en_core_web_sm\")\n",
" doc = nlp(text)\n",
" nouns = [token.lemma_ for token in doc if token.pos_ == \"NOUN\"]\n",
" return set(nouns)\n",
"\n",
"def getElementsNumbers(dictionary, text):\n",
" termValues = dict()\n",
" lowerText = text.lower()\n",
" nlp = spacy.load(\"en_core_web_sm\")\n",
"\n",
" splitText = nlp(lowerText)\n",
" for findingWord in dictionary:\n",
" elementNumber = 0\n",
"\n",
" for word in splitText:\n",
" if word.lemma_ == findingWord:\n",
" elementNumber = elementNumber +1\n",
" \n",
" if elementNumber != 0:\n",
" termValues[findingWord] = elementNumber\n",
" \n",
" return termValues\n",
"\n",
"def extract_terms(text):\n",
" return getElementsNumbers(get_nouns(text), text)\n",
"\n",
"for element in corpus:\n",
" sorted_items = sorted(extract_terms(element).items(), key=lambda x: x[1], reverse=True)\n",
" print(sorted_items[:5])\n",
"\n",
"# for file in ['local_data/example3/ELRA-W0301.en-pl.en','local_data/example2/ELRC-403-Rights_Arrested.en-pl.en','local_data/example1/ELRC-648-Letter_rights_person.en-pl.en']:\n",
"# with open(file, 'r') as f:\n",
"# # Read all lines into a list\n",
"# # lines = f.readlines()\n",
"# lines = f.read()\n",
"# sorted_items = sorted(extract_terms(lines).items(), key=lambda x: x[1], reverse=True)\n",
"# print(sorted_items[:5])\n",
" \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": 50,
"id": "published-speaking",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Ekstrahowana terminologia:\n",
"['•', 'person', 'are', 'In', 'detained']\n"
]
}
],
"source": [
"import math\n",
"from collections import Counter\n",
"\n",
"def tfidf(term, document, corpus):\n",
" # Oblicz TF (Term Frequency) dla danego termu w dokumencie\n",
" term_freq = document.count(term) / len(document)\n",
" \n",
" # Oblicz IDF (Inverse Document Frequency) dla danego termu w korpusie\n",
" doc_freq = sum(1 for doc in corpus if term in doc)\n",
" idf = math.log(len(corpus) / (1 + doc_freq))\n",
" \n",
" # Oblicz TF-IDF dla danego termu w dokumencie\n",
" return term_freq * idf\n",
"\n",
"def tfidf_extract(corpus):\n",
" # Zbierz wszystkie unikalne termy z korpusu\n",
" all_terms = set(term for doc in corpus for term in doc)\n",
" \n",
" # Oblicz TF-IDF dla każdego termu we wszystkich dokumentach\n",
" tfidf_scores = {term: sum(tfidf(term, doc, corpus) for doc in corpus) for term in all_terms}\n",
" \n",
" # Wybierz top N termów z najwyższymi wartościami TF-IDF\n",
" top_terms = sorted(tfidf_scores.items(), key=lambda x: x[1], reverse=True)[:5]\n",
" \n",
" return [term for term, score in top_terms]\n",
"\n",
"\n",
"\n",
"\n",
"# def extract_terminology(corpus, top_n=10):\n",
" \n",
"\n",
"#trzeba to zmienić wczytywanie\n",
"terminology = tfidf_extract([cor.split() for cor in corpus ])\n",
"\n",
"print(\"Ekstrahowana terminologia:\")\n",
"print(terminology)"
]
},
{
"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": 63,
"id": "monetary-wages",
"metadata": {},
"outputs": [
{
"data": {
"image/jpeg": 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lZ+vXemeFdFutWuLO6mhRQkphO+QKxxwWYYGSOhrdhiWGCOJSSqKFBPXAFQalYQ6rpd1p9wMw3MTRP9GGK4+WLnzNGHLG92jlvC2peGvG+mSy2FrdJFauIjDcOVZflUA4VzwQoHXsa3/+Ee05ZY5I4mjeN1cMrk/d6DnPFeI/Cq+m8L/EW60G8OwXJe1cdvNQkqf0YD/er6CrorxcJWT0Nai5XZGD4ovdI0LS5tc1SKRlgCLmI/vD83yheR3OevbPYVl+ENW0HxhYXE+m6dfQ20EnlH7S20MSrZAw54Ac5H+1XEfHbXf+QdoMT+t1MB+KoP8A0I/lXovgPQf+Ec8GadYOm2cx+bP6+Y3JB+mQPwpuKjSUnuxuKULvdl+fStItLd7idFhgiVmd2lZVUEYYnnHIHJrgNY+OejWdw0WmafcagFOPNZxCjfTIJ/MCsj43+JZzc2nhq1dhGVE9yF/jJOEX8MZx7j0ruvBvw+0jw1pECy2UFxqLIGnuJUDnceoXPQDpx6U1GMYKdTW+yGoxjHmkc1pPx10i7uFi1PTLiwVjjzUkEyr7ngHH0Br0KNJtQjF5Y6uGt5wGiZEDqV7Y55rnfHfgPSde8P3ckNjBDqMMTSQTRRhWLAZ2tjqD056ZrivgX4imaa98PTyFolj+024J+5yA4H1yDj2PrQ4QlBzp6W3QpQjON10PXra0uoZt89+064PylAvXHpXIeLPij4d8N3j2TRvqF9GcPHCBtjI7Mx6Hk8DOPauy1KSaHSryW3GZ0gdoxjqwU4/Wvn74P2Ojat4ruf7aWK5uPK328dxhhI+fmOD95gP6ntSpQjJOctkTTpxs29kb3/C8bFjsbwrtj3A/LdgE46cbBmuy8I/Efw/4r1FLC2sp7a+KllSSEFTjk4Zc4/HFdbJoulTReVLplk8fTY0CkfliqOleD9A0TVJdS0zTYrW5lj8tzHkLtyDwucDoOlKUqLTtGzB+ztpEktx/xVN2SR/qRgY/3f8AP/6q8mv9PbVviJdWCsV8++dGYdl3HJ/LNetwzY8QywKJW2oSSZCQudp6Fse2AOPx4860kZ+MUmf+fq4/9Aeqpu135HlYyKlyRfWR6fp+l2Wl2q21lbRxRqMfKvJ9ye5+tebfE/R7WyubLULWJYXnLLKEGASMEH68n9K9HtZGfU71C+Vj2ALngZH/ANauJ+LP/Hhpv/XV/wCQrOi3zovFKLw7stv8ztdEunvdB0+6kOZJbeN3PqSoz+teXyBvG3xFaCZ2NlE7KAD0iT0/3j/OvSfC3/IqaV/16x/+givNvhvvTxZer8vnfZZAu7pu3r1qoaczXQiu+b2UHs9/uPV7extbS3Fvb20UUIGNiIAK81+IehRaNc2mt6YotmaXa4jGAsg5VgO3Q/lXoTLqwdvLe128Y3kk5wM9AOOv+enMfEssvg6ETlTKbiMEqMAttbOP1qaTamtdzbFRi6L022Niy1N9Y0XSL9CFaV0aQBgBkHDD35rkvi310f8A7bf+yVq+DF/4o/Rt77Cbp9hyRn524465wfasr4t9dH/7bf8AslXBWq29TCvJywzk+qRseEfD1pHpUet6ssdxfXSiZprjBEan7uM8DjHP4V015p2mXKLHeWtq6sdqiRF5PoM9/pVCOSCPwdZpcO6RS2ccRMeNwBQZxnjpmqyvpUMjXci3cshk8/bIoYnKkcD0xIv/AH0o9qzd5O520oQjBI6UMpOAQeM8HtWbd6Rpb29xIdOsy5ViW8lSc898daxon01beGPdeImxFjCqmNsbNtbgd+c/yxzWpby20UF5ZQxyowV5mDqABvy2Mj/e/wDr8UuVo0kotHnPwzt7KfUb4XsVvIvlqEEygjJPbPevTf7I0b/oHWH/AH5T/CvMvhrYwajdanb3CsY2hX7rEEHPWu9+yeHLacwD5ZpWCkCSTcSDgDOc9VH6eorWt8bOPAwi6Cuu5PbW80fia4uZJE8qWLagBAzjbjjcTnr2x09TXlF/p7at8RLqwVivn3zozDsu45P5Zr1uy0jSZILO6trYqiIrQkl1IGdw4J/n/KvOtJGfjFJn/n6uP/QHopu12uwsclJwi+56NaWdppEtrYWNrHFAyMGwvJIHc9z1615/8T9HtbK5stQtYlhecssoQYBIwQfryf0r0mbJ1O3whwActtz2OBnt3rh/iz/x4ab/ANdX/kKzot+0Fior2MvLb8Dr9OP9seGbF7hm3T28TuynndgE/rTv7KjlU/6ZejDdS2CCMjjI75/Gsfw/pTTaJpt2oi8zyLUox+8oX7wzjjIJHv3p99p0409LWW1j8trmSTbBudQrB+CPLOD83909O3FJ6OyZspy5E2un+RpW+nRyRsrX1xI0TFHOcDPJ5znP3hz7CrdjbJAhdLmadZQGDSPu7k5H5/oKzLbRAwjmNvFEZHLOhGWEZi2hDxzg446cVpaXatZadDbtFDG0ahSITlSQOvQdaTZpByb1R518c9P+0eE7O+UZa1ugCfRXUg/qFqj4r8Qb/gLpjh/3l7HBak9yU+9/6LP513HxE0/+0/h/rMAGWW3My/WMh/8A2WvBJL2TWvCXhTw5C+XF7NGR7u67f/Q2rsoLmhG/RnfTV4ryZ32s+HTH+z3Yps/e26x32Mc/OxJ/JZD+VSnxBv8A2dzNv/eiAWGP+2mzH/fHNem6rpUd94avNIRQI5bR7dB6ZXA/LivmddYZfhnPopJDrqyTFT1CmNgR+aiil+9Xo7hD318z2n4M6f8AYvh/DORhry4km/AHYP8A0D9a8y+HH774xxvLy/nXLc/3tr/4mvd/C2n/ANleFNKsSMNDaxq4/wBraN365rwrUw3gH4zi9nQrafazcKwHWGXIbHrgMw+q0Upc8qiW7FB8zl5n0I2n2TS+a1pAZOfnMYzz15xUGrRR/wBgX0JVRF9lkXaBwF2kYq5DNFcQRzQyLJFIoZHQ5DA9CD6Vy3xH8QQaB4Lv3eRRcXUTW9umeWZhjI+gJP4VxxTckjFJt2PJ/gehm8V6jASwjawLEqcciSPH9a90FtAAc3kzE5GS4JHGOOK8r+BGiyRwanrcqEJLttoSR1A5c/TO0fga9h8mLJPlrz7Vpi23VfKOvFSncxdVjSPw9rOy5MymzkwGbcVwjd68h+BSu+u6sqPsY2q4bGcfOK9n1+NE8NaqVRR/oc3Qf7Brxj4FKz63rCo+xzZgK+M7TuHOKqin7CdyqcbU5I9xFvcAf8fZJxgkoOTnrSx29wsgZ7tnUHO3YB/KqsWn36SAyas8qDB2mID68jFCWGoqyltVLAFcjyAAQDyOvfpmubkj3/M5+VHivxh0ybQPG9l4hs/kNztlDDtNGR/TYfzr2/SdTg1fRbTU4SBDcwrKOfu5GSD9On4VynxO8PNrHw+nQfvbqwUXKPjltg+f813ceuK898L+MzYfBrW7MyYubV/s9vzyFmzjHuP3h/Cu3l9rSjbdOx1W54LyKGlqfiH8ZmumG+yWczHPTyIsBQfrhQf9417uiAeJHYKwzbnnyhtJyv8AHjOeBx0/KvOvgZoP2XQ7zW5UxJeSeVET/wA806kfVsj/AIDXpn9nIdXGomRt4i8oIOB1zk+v+fbEYiS5+VbJWFVfvW7Hzp8THuZfizfi3BNwJYFhXg/N5aY68df510v2740/3Lj/AMB7b/4mqXxn0q40vxnba7CpEd0iMJMdJY8DH5BT+fpXtXh3X7PxLolvqdlIrJKo3oDkxv3U+4/+vW06lqcWkmi5StFO1zyFrz40MpVo7ggjBH2e2/8AiaPhb4N8R6H41ivNR0uW3thDIjSMykAkcDg165beH7eG38t5ZJHKqC5C8EYzgYxzjnOc96YdBsJJSi3M3mRkMypIAwJQKCcDOcJnJ96yddWcUkr+RHtNGkjZLKOpA6dT69K8d8Y/BmSe9l1PwxOkUjsZDZyHaA3X923bnsenr2r1CTSrWFTM0xhCrHukARQBGxYE/Lgdefao7XQ47XUIbmGYmJE2hGGeduMgj14P1z68ZU5um7xZEZOOqPELXx7488DXCWmtwTTwjgR36Elh/syjr9csK9c8G+PtK8ZwOLXdb3sS7pbWQ/MB6g/xD3/MCuivbG01K0ktb23iuLeQYaOVQyn8DXzx4Uhi0z42RWmjSF7WO9liQhs5iw2RnuAM8+2a3XJWi3azRp7s09LM+hIoIv7QknWcNJt2sgC8ZxjJAz/D3NeX6SQvxhlYkAC6uCSf9x69H09421nVAsRDgx7pN5Ifg447Y5HH9KyZLXwnY67LfOmzUd7F3zKeWBDcdOQTXL7WNNPme6PNxNO7i7pWd9TpFmty5KOhdsA46n0z+dcD8Wf+PDTf+ur/AMhXVL4g0JBhZ0XnPELDn8qo6tc+Fdcjij1J/PWIkoMSrgn/AHcVjTxNOMk3JfeKvKNSk4KSu/M0vC3/ACKmlf8AXrH/AOgivO9agn8E+O01dImeynkaQY6EN99fqM5H4V6bpT2J06GPTz/osS+XGOeAOMfNzUl7ZWmpWz2t5DHPC33kcZ/H2PvW0Ksb3WqZVSj7SnGz1VrMzrfxd4fubcTrq1qgIztlkCMPwPNef+Mtd/4S7VLPR9GVp41fhgCBI54z9AM8+5q3ceDNDS/cSfaooxcMipFIDuQIxwNwJ3blA69CK6jR7PQ/DwmS0sJYbhVIcyYaRiNvyg5Iyd6cDjke9apwhqtWcspVKy5JtJdS3Hp6aVpmkWEY3iCRASP1b8z+tcf8W+uj/wDbb/2Suxl8QacXOYXmaIsVKhGPy5yRzkdO+Ce1Z+ox6R4guB/a2nSSQWzbEcuV8tmYqQ21uclAOM1EJWkpM0rck6bpwa1t+Bai1Y6bomhRJbvNLdRxxKNr7RiIsSSqt2Xpj9ATV9dZ0x7oKJf3xbykYxMN3zbTtJGGG7AJHHTPaqMV7p1ymnLbRXB+yyr9njjZDnMMijJ3Hjbu6kHIGal/4Ru2bY/2i6Rozm3GU/0fLhyF+XnlR97dwOKXu9TtpyjKKsywviHS3uDALht4fYx8p9qtuK4LYwMlSBk84pLPVoNYmura3V/KSCNxKyMu7fu6BgDjC5z3zWTNZ6DpsM1tcX00hklSWRSwZiyyGTBwvGSTn2qDT9a0nS5JGSXULhmijizKqcKm7aBjH949axnXoQ0ctRSrUo6ORxvgTVIPDniO7ttUb7OHUws7dEdW6H0HXmvRv7Z8MQytMdS05pXk8wt5yu27AGRzxwoH4Vz+rx+E/EE/n3kFzBcHgzRjax+uMg/lSad4E8KT7pYLm6uhH8xVpQMfgFBrT6zQqu6lqefQdSmvZ02mvU7yOOOGNY4kVEUYVVGAB7CvJtI/5LHJ/wBfVx/6A9eqLc7sYik5Gc7eKw59M8PaPqMWuTWrRX084RHDSMWlkyuNucc5I6YHtRRqxd0tbo669J1HFro7mvOD/adqQBjDbjtB7cc4461w/wAWf+PDTf8Arq/8hXcLfl5jGLacEYyShAwe/wDn0rL1i00/W4EGpaVcTRwncMlkxnr90jP40U5KMrsiulOnKKe/9diz4XIHhPSiTgC0j/8AQRWbD4oe+1nTTBb3UOn3FpcXCmVEAuFXyyrKckgYY8Nt+8OK2LN4ra1gs4LG4SBAIlVlPyqAOpPbn9KzP+EKsGt1tpbu+mto7SWzhheRdsUMgAKghQTgKACSTxVJxbbZ1UnHlSfQW08aabdw3MixzL9maETAPFJsWRiquTG7LgEHPOQBnFbFrqEV5dXkESv/AKJIIncgbSxUMQOecBhn3rJl0NbG31GfZe6zcXtulrLFI8S7kXfgdEVR+8bOPyJ63vD2mSaRodtaTy+dcgF7iXr5krHc7f8AfRP4Yoko2ujR26F+eFLm3lgkGY5EKMPUEYNeN+E/g/rOheKrLVL660+e2tXaXy4ZH3swU7eqAfex3r2SdpVgdoUDyAfKpPWqH2rVSv8AyDgCQcfvVO3AOM8jOSAPxpwnKKaj1BTcU0upZWa7MoVrQBMjLeYOn0rxy8+C2rXHiua9S604aZLembyzI+8RF84xsxnBx1r1yK41NrsRyWKLBvIMvmDO3nB2547dzVdNJik1+8vLy2ikU+UbdpMNtZQclR2Occ06c5U72ZMZyht1NmuY8aeCdP8AGmmrBcsYbqHJt7lRkoT1BHdT6VDY6W8Wt/bblrhm8+SZbpHgETRncVBOPMICkDbyOM9AMWNF03yb64VtPRbWaNg73CxNI7Fvu7kJ3r977wzwOvOElyu6ZEakk72PKbPwh8TNCh8nQNQNxYknYbe7UJ16hZCMfgKtWPwn8U+I9TS88X6oyRr95TN50pH91f4VH4/hXq3hrThplibZtNW1lT5XlUJifk4IKnJwP7wHWtutZYiSbtb1sbxrSavbUradp9rpWnwWFlCsNtAgSNF7D/H3rJ8YadreqaCbbw/fpY3xkVvOd2QbRnIyAT+lS61NA9zb2nmag1wVZxBYvtZl4GWORgA+461D4eea+06/trmW6Hk3bwq0kmJVUBSAWU9ecZzWCbT5jl9vapypf1ueZP4A+JGpQyK3jGGaIlo3X+0LjacEhgRswe4qhZfCTxnpF4FsPEFhZ3MyE/6PdzRs6gjPROQCR+deq+EtOjWwW68+7LrPMNpuHKH52HK5wT/XmkvdNjn8ZwK1xeKHtJHOy5dcHevAweB7Ct/rE1pp9w1i6vs4y5Vrb8TlNC8HfEfT9Zs7i/8AFENzZRyq00Ju5XLqDyMMn9a9ES41HZ81km4EDiQDdxyQO30zVfV5Le2tLWzee+DuwSJLZyZpdo5BY89OScj61R0O8uIrvV7eQXhitkjljju3DyLuViRuBOR8vHNZTm56smpXvNRenp6X7GxDPcTymC6s/LRoySc7ge2D29a8JvPg9rb6/faZp99YLbcXMayyyD5CzBM4Q/MBn8+tew6JZTahYWmqXWo3rTzATFI5isYGc7dg4xjj1qlrWpy6Z4luZIYyXeyiTzSpKQgyMC7Y7Cqp1JU2+UlYqVKCn0bXnpqbmlafF4e8N21hboZEsrcKApALkDk8kAEnJ5IHNR6V4jsdXupLWASLcRqWdCAwUZA++hZc89M5p08MNj4auxcXBuIltpHlluQZg42kklcjK/7IIGOK53S4rrTkvY7k6haztYyyQQNKvkhVxkoqsxRlLLxnHzcZ7Ro4uT3Ojm93mZ0mvaDp/iTSZdN1KHzIJOQRwyN2ZT2Irxu5+FHjLw5eyTeGNUMsbdDDOYJCPRgSFP5/lXq0lxNaqslpcS3DyWUkzB3LjcANrAduSRgcUl1I1rCRbXk0olspZHZpSxBCja4/u8ntx+VRDEypqy2M44pxWx5R/wAIr8XNQ/dXN9eQxngl9RUD8djE16D8OPBF74Ntb9tQvo7q5vWRnEQYhdu7+I8tnd6DpWrNLJDF/o93NKZrCWVyZC2GAG1h/d5J6cflV5brfqemxpMWDWzu6huD9zBP6/rVSxTmuWyRTxXN7trDdUgj8SeHdT063mMZnhkti7xsNjFe6nB7ivHYvAPxM8OnytI1JpIR91be92p/3y+BXslrMtvFq877tkc7u23rgRqeKr2Ly/2ots7uI5rVpChumkYcqAcnG04J6GlTxEoK1r3FDEOKSavf/go8lfw78W9aiNtd30scDZRyb2MKexB8skn3Fdp8O/hxaeFJZr64uVvNUGYmZVISHgEhc8kkEfN+HrXW6Fbxx2ruHlL+bMpDTMwH7xuxOM9Oev50yKWa2sNXMLSSPBI/lCRy5GI1IHJJ6mqliZyjaySfYp4mTirqyd9ibT1f+09RcrKqFlC742UEjOSMnB+o/wAKxdV8L3t5qM9zFLBtkbIDMQf5VbupGtYSLa8mlEtlLI5aUsQQo2uP7vJ7cflVu2WS21CyX7RNILiB2kEjlgWG3BA7dT04rjrRjW92aOao41fdkvxOYfwnqq9I42+kg/rWIylWKnqDg16zXlM//HxL/vn+deVjMPCjbl6nDiqEaVuXqdhoVxBaeHYZZ0dg1ysI29cu4Qd+mWGa6JlESM6Rs7BThVIy3sMnH51ydpZzX3g1IYIfOb7XG5j3BdyrKrNyfYGppdKmbQtYt00giO6LfZbIGL90fLA3fe2r8wzwT69Sa9bDUqbpRlbU9CjOSppeRvS6ZZ3BVpbcFgWYZY5BYYbv6Uv9mWmI8xFjHJ5qszsTu9SScnt19B6Cud1qOa+/s22/s9nmEUhktZkjkCpgLvwZApIOMHdkZPHpmXsFpeWsCW9s8+nwacgmLRRs0C5JDLudQrEBskbug49exQv1G3FN+6do2lWbhlaNyrFiU81toJBBwM4H3j09aRdJslmMohO4tuI3ttJyTkjODySfaufl0aW51s3Zju3geSKS2lt/IUQoFX5TvG9RkE4Xgg9OtW7fTpYvEz3Kaf8Au5Hcyz3CxEgEEDy2U78E4+VhjBPTAFLlXcdlf4TVtbay4EBZhbykAGRmCMFK4GTxwxGOlY3irWJLVVsrdysjrukYdQvoPrVnRNLj02+vQNLjhLyu8d1GsYDIxBCcHcPpjHFcpr8pm1y7Yno+38uP6V5+PqOnTtF7mGJm4UtNLlCKKSeVY4kZ5GOAqjJNbEfhTVXXJjjT2Zxn9Ku+FbIy2t5cJL5MvEaS7Qdnc9fwraNldyOX/tkFSCAAmB39G7f0rlwuBhUhzze5hQwsZw5pdTl5PCuqoMiFH/3ZB/Wui8LadLY2UzXEZjlkfkHrgdP5mrV5qI0bRTdTyPeuGCJsChpXdwqKO3LMBToNRuYLWW41uKy06NMYcXm9cH+8zKuD09frXZSwUKcueJ2U8JCnLnRieJ9Uv7HV4Ue+n0zSTBuN7DaiYebuPyuSCEGMHOOcnniq/ipriTwzojwX0N7ctqdqYrrYAkjb/lbCnGOnQ1o6teOWju7bxZp1jZTRZUTxxyK4BwWVi6/3lHcdPWsy7ttB0nTNB0OTXIIPIuY76OSZ0/eBHMhzyAoYkgH8s16cbaf138jqszQtLjVdN8V22l32pf2hBeWskqs0CxtG6FcgbeqkN35461zTeM9QvLK41S01GdJVkc2+mppckkciqxAVpQh+ZgOoYAZ9q66/GnL4q069n1a1gngjkt0tpHUNI0m3GMnOeOmDnNZ8GmvY382laN4ptrVWdpfsDRRyyw7jubb8wIGSTyDjNEXHdr+vuCxFrvieVNS0/T4rmfTVntPtc00dm1xIoJAVAoVsHOckjt71TbxRqqeDtfuRLI8+nsPs17JaGHzkOCCUYDkcg8YrptV0OS8vrbUrG+ay1CCNohL5YkV4yQSrKSMjIBGCMVjeL7e9tvh3rS6hfi9lZMh1hEQUZXgAE/qT1oi4Oyt2/MRPLda3omr6Sb7UUvLbUJ/s0sIgVBC5UspQjkjKkfMTWzo011Nb3BugwIuHEe4fwZ4+vp+FZ8Hhu7bU7K51LV3vYbAlraEwBCGI2hnYH5iAT2HrWlpVnPZx3InMe6W4aUBGJABxxyBWcmraDHazfnS9Fvr8J5htoHlCf3iATiqitc6Na/a9S1Ke8Z9qeQkMYUyMwAEYAB5Jx8zH3Nas8EV1by286B4pUKOh6MpGCKyl8PL9kNrLqV/PCuwwiRkzCVIZWVgoJIIH3ifepi1bUQp8RQBdhs7sXnniAWeE8wuUL9d23G0E53Y4PfisSTxDp72QbWQ7TNd3KwxtKkDKiPtwSXVeMqOpJ6jPWts+HYCu83l2bzzxOLzKeYHCFOm3bjaSMbccnvzTY/DUEAja3vbyG5R5XFyrIXPmMGcEMpUgkA9OMDFWnBC1MwXGgtFZW9rYXFwl5EJo0jlCfLyP43XJG48DJ/SrFzeaLpWvW8MlqwuGkVElMyHDSHaPlL7+S2Mhf0FX9R0JNUt0t7m+uzAECOgEf7zH8RJQkN7qV9sVWOj2OoaleOl3dqEvIZp4VKhDNGI2U527sYVARnHtnmjmj1YN20LNvPcjxRe2j3LyW4tYpkjZVGxmeQHBABxhR1Jq8HYXhXJII6envVWPSDHrMmp/2hds8iCNoiI9mwFiF+5ngse+ferag/a2Pbb6H2rlr7xt3Q0Z+p21hJfR3EupNY3aRlA8cyozITnBDA5GRRpsNhptrdHTpHuw8vmyKkgkbcwCnn8M8+9Y/jWDEtpcAdVZCfpyP5moPCF0sFzdrI21PJ8wn/dP/wBeub61JV/ZNaHn+0SxHLy/P5F+2/0G/aS2tdYEDs8hg2jy9zdeCMjkk9cVoXNlHqk8dwxvLGe3T5ZkIU7W6g5BB6DPpV9b21cqEnRixAAU561X124+zaJdSZwSmwfU8f1rtnPli5W2OlwhGD7blS7XSryO13auqT2vMdwlwgkBxg5zwcjrxU2mafZ2j3N7aXEl09yFWSRpQ+8rnByO/wA2PTgcCvOq7PwZPusri3J+44YfQj/61ebQxsqs+Rq1zjoV41KqvFX+f9bFyDRIrR1NrdahDAr7xapIPLHOcAYyBntmrj2dot3NqVw23zIBBIspATaCTzn/AHvWmxlv7fkG/wCTyPu7/wCLIydufQjt61T8WzeVopTPMsir+XP9K7KkpU4ubd7I65KnCDajt/X6jWuNJ0rQLqCO6S9gjikZbZplcsuCfKX1HYA561V0jRLoR3BnS3CXFq0Ucy3810yBsYVd4AC9+Dzgfhg6BZx3urxxTxrJDtYyIwyGXB4I7jmuz0nSdEtcXulabZW7SIV82CBUJXPTIHTIH5UsLiHWptyVicNU9pTs1ZbF23tILUHyoY0dgN7KgBY+pqKewtRZXUUccNuJ42V5FQDqCMnpnrTNW1aHSbXzJPmkbiOMHlj/AIVwOoard6lIWuJSVzxGOFX8KxxGJhS9212TXr06S5bXZ2qaloen5Cz2yuQA7RJksffaOaZBqnh4EiJrZN2Qf3O3OevbvXF2+mX12oaC1ldT0YLx+dPl0XUoFLPZTYHUhc4/KuT65W3UNPRnL9ZqWuoaeh6BaWunAedZwWoDDG+FF5HpkVlahnS79prGK3iSGzkldPL4b5lyBgjBOOvPQcVxtreXNjN5lvK0bjrg9fqO9d1oevR6qnlSAJdKMlR0Yeo/wrqw2MhUfK1Zm9KvCr7trMzJNZRdQn8uOyXzHEbTyQgEL5m0h8Pk/jt6dPRLPUlhuswWmnrJlFEcMO2SdWZgWQ5+7hQ3Q8d+9dRcRwyIGnxsjYSZJwFI5zUEdzpwlaeO5ty8xCFhKDuK8YHPUZ/WvQ93sbOFnq0YFhfT3CrHBa6dD9pz5h8pT/ASVZVc+mOSOp4GKWPxBcS5mWzt1McG5FbbuUGNW3D5txXPYKOB14rXuLhbl5fs+qxQCH5ZOFO0+vJ9x+VPjtrh0V49RLoxDAhAQw79+/HSn7vYSi9ov8iPRriS5+3M9wk4FztV487MbE+7ycDr39a89n/4+Jf98/zr1OFGjhjR33sqgFvU+teWT/8AHxL/AL5/nXkZl9n5nLjVaMV6ndeE/wDkBJ/vt/OtysLwsypoCu7BVV3JJOABWxb3VveQia1niniJwHicMp/EV3Yf+DH0O6h/Dj6HNz+INI1K8mtJ9Jku3t5PLTzI4nDOXKbQC2VJ2k/MF4GalS90/VNWs7f+whMPJkPnSxxEwGOQIUwTnhsjjPTjPWn2nhfypZTdXslxA5ZxEjSR/OX3787yAwOeUC/eP4XotMs4pLV47aVHtwVRllccOQzbufnyRk7s889a6JVIR0/zOhqHYvywiXGXdcZ+6cVFJbJjJnkQezYqWcEwSBc52nGPpXm7aXqbnLWV0x9TGxrgxNT2dvdvf1OSvVdO1o3ud6bmwt5Nz38a/wCy0wx+VefanIkuq3ciMGRpmKsOhGad/ZGpf8+Fz/36NVXRo3ZHUq6nBUjBBrzMRWlUSTjZfM82vWlUSTjY6rw1LYHR7m2vZ4UWSXlXkCkjA565rVKaAybftFqB5nmcXOPmxjPX9K4aCxu7pC8FtLKoOCUQkA1J/ZGpf8+Fz/36Nb0cZVhBRjHReprSxVSEFFR/M67V006+0c2dpqVnBLHKk8DtKGVZEkEi5GemRg+xqlqtvfaxHYx3kunW95b3C3ENvBqUi/aF2Mp+dVV1+9kYB6d81z39kal/z4XP/fo11sWiSmcSSRiWKUxSMHupIzGVVRjYvytjbkZxXoYXFVKjfNG1vU6aeJqy+z+ZX0vRIrXUNNvitpFFFFdxFBdvcZmlkjOVdxljhHznByenWq9pYTWNlootrrTZ7nRoHiuInuiiBSoBO4KSMbR1X8q3I9KlTVWlLr9jV3miQE7lkcAE+mPvH6ufSs5PDk66bNaFYzILSS3ina6lbO4Y5QjCg4GcZ6V287NpVqvSP9f8EtWUdrHrer6r9rs3ilWFC6yAmPYGyGPbk+tYun6Ta2eqx3M11Z3Fs15PdQXLarKCGZmJAh/1ZIL7cg9D0ya29V0qeeO+NsqfvbRIEQcHKsx78YwfWp7TSGg1H7dLOskxEu8LHtXL+WOOTjAiHrnJNNS03NYzn1QXlyjtO0Gr28JhUK6MykI27qxzxnpzVWymRjbqNft55JOQiyK3mZ5wuDkjg/lVa68OzQW8n2ZjOxlDJy2+NfNEhxmQDqB02nvnNLDpyRWxW6njspmMDbQnCCOQlMksRlvqec9ado20Ytbluzu4LdjcT6/az24XyuXVVDDnruPOD/KtGPUrKa9ezjuYmuEUMYw4zg5x/L+VYdlpccN2l1Lqf2lwQM+WxyduzOWZj/GPbmr+kWQt2R7e8jmiW2igkHl/NuReDnPGQw4IP1pSSGri+IBtsoLkdba6il/DcFb9GNczEWkZoGyRrMsVwP8Ad85i3/kMJXb3NtDeW0ltOm+KRSrrkjIP0qrLp+nw/Zrp4Qv9nxsIWyf3a7cHjvwO+azTOWtQlOfMnp/Sf4HNG2udX1LVjLpsN20VwYY2kuzGYVAG3aoU465z3z7VqXGl6nd+HLO2nkjku4WVpkdzsnAyNrMOeeD9RVx9L0rWBHqBiL+dGrLKjvGXUjIzggng96hl05rqyitp7JQkIPlKkhXaQAF5DZ6bqGzNUbXvrf8AHW/b/P7huhCyxe2Sab9hmQqLi33blwwOCCOCCM+lU9C0fTf7T1VzYwb7e9/dHYMphVIx6c81pWlm2nRstnYqpkfLlmyW9CWLEmkl0mJ777cbcfaQ8ZLRuyb8Y5I3YOB6g9KVylT0jdJteX/A/QsEasQcNZgnpwxxRKmqEnypLYAg/eye5xjjjjHrTWur8SbBbLk8jPf8c4/z7ircDTtu85FUjGMHrRzHQrPS7MfxZAZdD3nlonVif0/rXMeHJBHrkCsAUk3RsD0OQf64rutUg+06VdRYyWjbH1xkfrXm1pN9nvIJv+ecit+RryMZ7leM/wCtGcOK9ytGZ6bHBaqziOGJW3AsFQDkcgmsHxncbLCCAHmSTcfoB/8AXFbkG37Vc46kqTx7Vx3jC483VlhB4ijAI9zz/LFdWLqWoPz0OnFS5aL89Cla2Pm6DfXWMmORNp/PP/oQq74Qn8rV2iJ4ljIx7jn+Wa19FsfM8IyRY+a4WRh9eg/kK5TSZ/s2rWs2cBZBn6Hg/oa87l9lKlPv/n/wTg5fZSpy/r+tT0BTnWXHzcQ9N3HX0/r7Vz/jWb57SAHoGc/oB/Wt4Y/4SFuDu+zdfUbv8/nXIeK5vN12Rc8RIqfpn+telj5Wo272OzFStSa7st+D4CZLy4AyVjCD8ef6V0ukmNNKjKFhGNx+fqPmPXIFZvhODy9DeTHMrsc+w4/oaJ7kQ+DpJIwyllZMMMEEsQQeB6mnhv3eGu/Uqh+7pJvs2cpq+oPqWoyTknZnbGPRe1bXhfRI7lft10gZAcRIehI6k1y9elW1jNBYwww3Ji2RgY2A84H9cn8a87CQ9rVc562OLDR9pUc5K5cE0W0YcYxxS+bGRkOuOnWmQ24jj2yFZG/vFAOKf5cZGAiYB9O9ewvaeX4nsIwvEWhxXls93boFuYwScDG8Drn3rire4ktbiOeFtsiHINeq15hqduLXVLmFRhUkO0e3b9K8vH0lBqpE8vG01FqcTvmmOq6C0luu4zwkBcjgng9e45/Kqq6XdXNuY5JTbrub5fmJfJB3H5zznI5J49KzfDl+8Hh/USuGe1VpUDdPukgfTIrZtr27+2W8N2sBW6haRPLBGwjGVOTzw3Xjp0r0aNTnpqT6nRGUKii5dV+tvzG39oscFw8tzsieZZVwpyrDA6hgSOO2DTrfULKztY0MoC/Md2Dyc5PBJPU96ZpKxWq6oI1jhijumIAAVVGxD+AqsNbuFFyCYpStnJcxuIJI1yuOPmPzDkcitrrqPnjG0tr/AD7mnaara3sojhLlipblSMYx+fXtXm0//HxL/vn+dehWt7efbbaG6WDbcwtKgiBBQrt4JJ5+9146V57P/wAfEv8Avn+deXmLTUbeZy4uXNGPz/Q6Hy2k+HV7tmkiwkpOwL8wx0OQePpg1o61d3+mtZW0d8scTrIZLy5kSL5gV2ru8tlGQW/hGdvX1h0y5ntPBrz2/wDrFkxu27tilwGbHfAJP4VYm1ER2luYNc862kuSk99mJvJGwkDIXaMkAZIP3vpXp4X+DA6aduReiKst9qzQ3j/2iiNaaXFdf6Oiskkh83Jyy52nYOBj2Iq4upNLrDRXWp/YQpi8i3wg+0BlBJywJPzEr8uMY96itNbkjubRr27RbKRblVncBRMVdBG2fUrvxjg8kDpVODVNVutOnuRfvE1vpUV3gRJ88h83O7K9PkGQMfhXRYvnXcmttV1SXWZEe5tE2TyobJ5gJGRd20qnl7skBTncQQenpsxXepySANpqohBO4zjj0BHqefpWe8rDxPbvNqclvHPbIY4iYwrtu5QZXJzx0OeetWtPN5eXl5JJfSrFBcvEkKIm0rgYySpOQT2I6d6Tt2Lg+nmasTO0SNImxyoLLnOD3Feaat/yGL3/AK7v/M12Wl397d362sr4ayjK3Z2geZIThCPQFVL4H95a43Vv+Qxe/wDXd/5mvIzJWjH1OTGy5oRa7nV+DP8AkFz/APXY/wDoIqzeTMdTeG5u5rW32jyjGdoY98mq3gz/AJBc/wD12P8A6CK07m8KyPDNp88sfYogcNUSSeGhd2++z30dtbHTh/4MSaygMKsftb3CNjaXIOPx71DeQBpi82pSQRn7qK4TH496i0mCSOe5lELW9vIRsiY8g9zjtVdYzb31y93YS3LO+Y5FQONvYc9KUqn7mCcbJt9ZWVuunvWfS5v0J9LuHN5c2puftEaAMkmQTz2zUljLJDqFzZTOz8+ZEWOTtPb8Kj0+GZNVuJZLfyUeNSqgcD2z0zTtYBt/J1CMfPA2GHqp4qabnCgqrv7jff4b2666LVX7B0uOhkkutZmKuwgt12bQeGY9c/Sq95Mx1N4bm7mtbfaPKMZ2hj3yau6Vbm3sE3/6yT945PqaZc3hWR4ZtPnlj7FEDhquUX7BSm7Nu/VrXo7a2tb5h0JrKAwqx+1vcI2Npcg4/HvTrmG1Kme5iiYRjcXdAdoHOfwqlpNvJHPcyiFre3kI2RMeQe5x2rRnhS5t5YJMlJEKNj0Iwa7MJK9JO1vv7+etn0uNbGRBqWjsv+kwQ2JVEdVuhGhKN90jkj+Dp1G3oK0beTT4pTaWz2ySY3mGIqDjA5wPbHP0rOg0CRb6K8ubxZpooxECsO0FArgfxHn52JPf0FN0vw4NMuIpPtPnLGAQHD5DeWEJHz7RkA/w55612vl7i1J9bvrm3NlaWbIlxeTeUsjruEYAJZsdzgcCiW1vLbStQ+1ag92GgbbviVCvynP3QM9qq61Pa3hvIS9xDc6TGl6Jo1U4yHxgE88IwIOByKzIfEUjre296bua2JitmvFto0iheVFZcgSFz/rUBOMA/nSUW1oYuE3N6Py1029f8x1nNqmm+HdJv2vVeArbxm18pdvlttUYbruwQeuPatXWLwx3iwx6w9q/l58mC189zz948EgfgPrVQ/ZbryvCazyC5soIJDMYxsfyyhIHOc4KE+gcda0JtHuRqlxe2V/9mNyiLMphD525AKkkYOD70PzMfZ1IR5Vfp18teq8upltreoz+F9NvIHjW7nu1t2Jj+VvnKcg8jOM+tX7ea/stfhsLq9+1xXEDyKzRKhRlI/u9QQaIvDgh0mxsFumK2t2LkOyZLASF9p598Z/HFXptP83WLXUPNx5EUkfl7fvbsc5zx0pXQ4wq6OW/u9fvOZu9X1CUXKw6o0GoJd+VHp6QoWKbgAfmUnlfm3dK0dZ1aW01C10xbyWDMBlluVtvOdsHaAFVSBk5JOMVjQ6i8FndXMervbajM7ytpqwK58zoFwQWPQDOcemK6afTZ71rTUI5/sWopFsYhA6kNglSCeRketNmNNznF8rd9Puu/PR+WhH4e1G4vo7qO4LyiCTbHO8Bi81SMg7SByOQa4a9g+zX08H/ADzkZR9Aa9KsobqGJhd3YuZC2QwiEYA9ABn9TXD+KYPJ12U4wJFVx+WP5g15eYxvBS7MWKg1Si3ujtdLdZtOt5x96SJSxz3xXnuq3H2rVbqbOQ0hx9BwP0Fdbod55fhNpc8wLJ+YyR/MVyWlW/2rVrWHGQ0gz9Byf0Fc+KlzwpxXX/hhYmXPCEV1/wCGPRrCD7Lp9vBjlI1U/XHNeb6jB9l1O5h6BJGA+meP0r1CuC8WweVrRkA4ljVvxHH9K3x8P3Sa6GuNh+7TXQ7SxkS5tILvavmSRLlsc+4z9a841Kb7Rqd1LnIaViPpniuw8P3mPC7yE82wcfl839a4u0hNzeQw/wDPSRV/M1hi6jnCml1/4YxxU+eEEuv/AAx6NpVv5GjW0OOfKGR7kZP6msPWbdrXwqEaFYpGlBdVORn16nsBXVAYGB0rH8TxGXQZyOqFW/UV6VaNqEorsd1WFqTS6I8/jGZUB6FhXpD2t3JeF2m2wE8qkjAkdvp+FebA4II6ivR7m1t7mMXr3E8KsgZjE2MjBx2z3Nefl1vev5HDg0mpfIaLK9aILLOGYBSSJWG4hlPp8vAI465zSvYXYz5M23czM6+Y3OSCMHt3oiSCGVJxc3BAJVg6H1P3sAY+939qtSXsaKWXLAOEJIIUZbaecYOP6V6bcO53qEba/mLbQSRF2lkZ2OAMsSMYHbp1yfxrgvEoA8QXWPVf/QRXoaOsiB1JKnkEjFeca7KJtcvGHaTb+XH9K4cwa9kvU5sbZU0l3L/hyKS4sNYgiXc8lsVUZxkkMB/Oups9LWApK087yrD5Sb2B8oHGQvHsOTnpWD4Pgke3vXR/LZiihsZxjJP862RbX0lw8aayCUGJFWNSyk8jjtx61vgo/uU3/Wo8PBezjJq//DkNxp0tpHKsclxdxXTP9pjcLyChzjaowTtA645qpDbyTzBJbe/Z5bZrcvMwARGxnomM8DB9+a1/sV7wDqTEd/3QBPB7g+uPyp0EU5vHJ1ESLGxDQqg+XIyATnPQg122jY6PZx/l/r7xLWFbh4Ll45YpLYPEqN3BxyeP9kV5xP8A8fEv++f516tXlM//AB8S/wC+f515GZbR+Zx45JKNjuPDHmf8I5+52+bufZv6Z7Z9qska95hAaxC4B3EMcnuP8+tUvDiM/h+JQm4ea24YBOPbPFa0VsSYhKgKqHBBwerDH6VrRrzjGMIwvotTvoRXsou/QngEy28QnIeXADleme57VHJb3D3AdLspFkZjCA/rVe5lWytbeadG/dFQzABjz8oAHUkkjgUoiNwpmSNhvDMu9SrdsZB5HfrTlialrqD6d+1+3fQ1cYt2bLVvFLECJJzLwAMrjFOV/N8xQGRlO0nj06jr61XWGT7WshTGHbcRtwRg49z261IgcvPuicBzkcj0A9aqNecmvda1a2eul10010GopKw2xsUsUkAkklklfzJZZcbnbAGTgAdABwB0rzvVv+Qxe/8AXd/5mvRrWNo9wMexeMZABP1xxXnOrf8AIYvf+u7/AMzXLjZupSjKSs7nm49JRil3Or8Gf8guf/rsf/QRW5JbebLvMsijbt2q2B35/wA+lc94VuIrTQru4ncJFFIzux7AKKjTxdf3aefp/hu7uLU/dlZwm4eoGDmu/CxvQiVTq04UoqXbzf5G5dRQWdpLcT3M6wxIWY53bQMHPQnPFGmz2k7SfZ5pmePh0mVldc9MqwBHTisyfUJ9b8J6mf7NuracRvH5MifMx29h1PX0qO8a6ur6TUrSC7jhiWBCTGySSgTKz4U4YgKCOnOSOa6VBFuorqUVdfM6esySyvLyVBeSQ/Z0bdsiBy3pnNZN5LqVy1zJB9ritWu0yWhk3CLyuSqAq+N+M4IPX3qeG2u5U0yF7q9khZ5fNcLJA23B2hsncOehJyazq4eNRJSenbv69y/a3dkjoqxtcu7+3eFbGO4LYLExpuVuR8p+Ru2e6/X0rapHcxTzRqdQKraqLI27SNmX5s7yOp+5y/H61vxb/JTzceZtG7HTPetVpqWpc147GQzal9hlm8+cTNd+WqeUuEi+0bdwG3P+r5yeMc0+VpU1aziEtxIpgkVpfs4YKxK4O4JgHrx04GRUiQan/ad69zcQSac8YEEIT5lOOcnH19areH/tP/COxLGipIrFVMmRu55JGMg5zx7VV9LgtVfX+v8AMqSXmutbpJ5csWHEMm2PnKodzgbGO0ucdCMKMYzmpIW1CfV7I3XnExTElVgIiC+SfmDEZ5YkYJ74xWs66kUAR7cPnknOO2O31qW3W7Df6S8TDH/LMEc/jS5/ISTb6nO61Y6omoau1lYG7TU7BLZXWVEEMi+YMvuIO3EgOVyeDxTNO8KS/wBoah9uuLn7Ebm3kit1ZBHN5cEKh2wN/DoeMgfKOPXp7iKCRN06KVQE5btUFjbqm+cRiPzPuqOy9vxrmliaqqqkkrPzd0l12tvotTqvoc1aaBqsGo22tvLcNdSX8klxZFotiRSfJwwG4lUWIn5iPk4HSukE91LqM0EbQpFDsJLIWZgeo6jHTrzQbuSOaNXe3bc4Qqh+YZpr3Ekc8zRxRcSKhOMM2QMc+2awnmFJq7vo7beV+jZMoylYekkn9qzxERcQoysEwwyWGCc8jj261V/teXyHfylL28DyXCjPDqSAo+pVvwAqQLCjNObO3+1+d5YdUAJJ5znr3qeLMN0Y5IoQ04Lb41xuI9fXilHFQk0lfXy2veyfndGLpz79yn/aGoR2dxNLboNiK0bHADZPTAdvz/StOAThT57xu2eDGhUAfiTVKGBT9ojt7S0jTeVb93w+OmQKuXDvGqlXhQdzIauGIi4Oetl5ebXddvIcKck/eZU1yZ4NJlkRmVgV5VipxkZ5HtWD41gxJaXAHUMhP6j+ZrW1C6ll0iaSMqJI3I3K3ynHvkcEcdaj8WQebojPjmJ1f+n9aVaUa+F54bPX+vxMsVC9OSOds7vy/Cl/DnlplA/HH9FNS+ELfzdXaYjiKMkH3PH8s1hCVxA8IPyMwY/UAgfzNdl4Mt9lhPORzJJtH0A/+ua83DfvKsF2X+Z5uH/eVIrsdF50Xm+V5ieZ/c3DP5VzPjSDNva3AH3WKH8RkfyNbsik6rEd6gBOVJOT16evf/Jqt4kt/tGhXAA5QBx+B5/TNetiY89KSPRrJzpyRyul3fleH9Wiz/ChH/AjtP8ASmeGIPP12EkZEYLn8Bx+pFZSSskciA/LIAG/A5/pWzoF9DpMVzqE8UsigeWBEAT91nPUjslePh71atOHb/hzzKP7ypCPb/hzsLqxuJ5i8d9JCp2/Ko9Px7/0pY7FvsEtrcXDz+aGBdhzgjFUG8U2SNCJIZkMjMmGaPcrKzKQV37uqHkAj364fb+JbSZkEsFxbB0EgMwXAUozgnDHGQj/APfPOOM/RuMmrNHt8pwdxA9rcSQSjDxsVNdloN3/AGnoTWW8CeJdnJ/h7H+n4VHrujtqlrFqVrC6XBjDPC4wxGM4OP4h0rkra5nsbkTQO0cqnr/Q18/aWFqtNaP8jx7PDVNdn+R6NJpcUpy8kjMSSxO3k8e3HQdMVI1hG8bROztCzbvLOCAd270zjNc3beNCEAurTLd2jbGfwP8AjUkvjWIKfJs3Lf7bgD9K71iMNa9/zO1Yiha9zdvbuPSdMeV3LbBhN5yWPYV5m7tI7OxyzHJPqauajqt1qkwe4cYH3UXhVrV8OaC93Ml5cpi3Q5UEf6w/4VwVZvFVFCC0X9XOKrN4iajBaHSeHrI2OjxI4xJJ+8ce5/8ArYqja6lYWninVoLm9toZpXgEcckqqz/IBwCcnmtmWORmLLdeWpIOMZxQ0cm7/j6xnPGPr7/5xXs037OPIlp8j1Ix5UoroYEOvStNZ2bXam8OqTQzxbV3CENLsyMcDaI8Hvxyc1Np2spPc61brrEE7QPugZ2Q7F8tSThcZUMT/LNa9/qMGnWpuJtzIG2/IATmsZvGdiPu29wfqFH9aqpiaUHaTsTKrCDtKRL4Z1GS9W5jlvWvJItm6VXiki5z9xkVc9OQRkcetcRP/wAfEv8Avn+dda3jWEfdspD9XA/pXISNvkZ8Y3EnFeRj69OrbkZ5+Lqwmkou512meefBkv2UyCfc2wxfeB3DpV/VbW4trOFLKW58tp83DFpJnC7T0AYNjdt4Uj+dYOj+JU0yxW2a2aTDE7g+OvtitNfGlofvWs4+hBrroYqlGnGLlsawqUnBJys7WHz2Etzo9msk13cMt3GQwEsLBPMGcqTu4HduR1zT9TS4inmRTflVtlFn5DO3735s7yOp+59/j9aktvFNlduYoklSTazAy4VeATycnHSrFvqzXDQiOJGWTCh/M6sY9/p04Iz+ldtOpGouaLujZRpyXuy7fh/w/wCQy3trifVZ3upLkLGsRjVJGSPdg7sYI3DOODkVm20OorcxSM98cNCSGZyvMjh8jpjaF47cHvmr/wDb6Jaxu0QMzRh/L3gEgxF8/TIxU91qps5CkqR7xAZTGkmTnIHcDjnOfr6VpZjcYPW5p15jq3/IYvf+u7/zNd5aar9puooWiRDJGXH7zcTgkcADp0OTjr061werf8hi9/67v/M15WZK0I+phjZKUE13N3RbA6p4T1GxD7GmdlVj0B2jH603TfEsnh+0t9N16wntfIURJcou+NwOAcj29M/hU3hy/t9M8O3d5dOUgjnG5gCcZ2joPrWhJ4q8Oy2zGTUbZ4mHzIwJyP8Adxn9K68J/AiKHKoxkpqMrdbaq/b/ACNe1u7e+t0uLWZJoX6OhyDXD+G4tX8QWd0k2sXUFtBcMoaJz5rt1xuPIAGOPer/AIEiIXVbmGJ4tPuLndaowx8vPIHpjA/Cs3wTrllp1ve2t9MtuHunkjkk4VuACM9MjA/Ouq1r2JlVVR0nUdk79bL9NGamk3eoaR4oOg31495DNF51tNJ98YzkE9+h/L3rU1yxubsxuutyadaqCJAmFLHt8x6ViWtxH4g+IMd9ZEyWdhblGmA+VmO4YH/fX6VX1NrKX4gSR6+6ixS3BtFmOIycDJPbru6+n0otqCqJUmt05WWr29d7boQX0uia9psVp4hbVLa7mEMsUsyysmSADkHjr+ldrfWn26zkt/Png34/eQPsdcHPB7dK4HWZ9Im17Q00a2txFFfRiWe3iCpuLDC7gOTgE16Bc3dtZxiS6uIoEJwGlcKM+mTRLoaYVr95FvRNdXbbu3+pyegfabXxdrGnPf3l3BBCpQXMxkPIU/19KsXtxcQ/D64nS4kWdUbbIkh3D95gYYH0461n6ZqmnL481qd7+1WCWFFSUyqFY7Vzg5wa0Nahjt/h5cxRXK3KLDgTLjD/ADDngmn/AMAVOS+r1EntzdfXzINO0rV9c0m3vrvXby1eSIGKO2O0AY4Ld2J6/jV3wfqV7eQX1nqEnm3FjcGEy4+8Bxz+INafh/8A5FvS/wDr0i/9AFYfg7/kMeJf+v8Ab/0JqW9xwjyTpNN+9vq9dEzpLyGaby1j8soDl1ckbvTtTlFw6uswiVSpAKMSQfxFNur6K0kt0kDEzyCNcY4J7n2/xpsab57yJySrYGMngEH/AOvXG8OlUc7v3vPTa3b9T0XPoVIcSrDCktviKReUOd+0An9D+dSSNFywniIlnRkw2c4Kj+dSjTU/imlbLFmzt+bK7ew9B2pi6fbRSxx+ewkbD7SVBk2EHOMduOnrWMcDTStr9/ZW7diOer2RK1o7LJhgHM3moeuOAOf1pyQyvcLNOUGwEKqZPXqeaiurmO5tr61srmN7yOJgY45RvRiDtzz8vPrXmUUfiyfzPIu76fy22P5N75m1vQ7WOD7VqsHTTvr38t21f0vp+tjDE4uVFpKDlfseq28LRGbcQd8hcY9DimTwSNcpNGI2KqV2v0HuK8hvL/xHp8gju73U4HYZAkmcZH51LZzeKNQjMlnc6pMgbaWSZyAfTOfcVTw0HTVPotfxb/U4Vm65rKm7npeoWUzaXcRZDPJMr5VWOBlc8DnsfWrlzaJc6dJYmU/NFs3Ny3sT69K4DStP8Yf2paPcPqH2dZkMnmXJxt3DOQW54ru7y2N3cBFEKsqgmUk+YoJPTGCOnXP4VSgqdJU4q6/zv/mdtLEOvFtwa9epzGoeFotNsJrya/do4V3MEgBJHtlqn8MeJ9Mla20e2juzK27EkkaqCeWOcMaveIYp4fDGpxyTNNGIRsd8bs55Bx+H51wXgj/kbrL6Sf8AoDVNKhTh70VZnn1ajoYmEKaspb/eenXIk/tSFo1LYXB9ACT1/wA/n0q7NEs8EkTfddSp+hGKpTD/AInVuSAMKdpzyRg57f1qV7BWl3/aLgdTtD8ZOefwzx9BW6Sd7nrR3l6nM3HhCK1tpbibU9sUSF3byCcKBknhqsadb6GvhV7ya6F1pxLzGfY6cbTGeBz03D8a0tWtltfDGqIJHfNpJkuQTxHj+lcdYkjw3/YZ6zX8AA/6ZSKs5/k4qaOEpQfPBWZz8kKU7xWtjrbTSdD1KCO/tomeGc+crCSRQ5LM24rkc5Zuo746VLd6Db3CJFGFjiIiSUEFi8cZJVQc8dSCcHIJFcu93dWXwt0uezlaOceQFIYjPzjg47HvXUWOitbXou5NW1C5mAIkSSb90SR/cAwPbFdDutbnRGo5WVu34lmXUGiuWh+x3LgMAHRCVIIznP6VTutEs9ZhFxLA9tOw5I4bPuO9bNYviy7lsvCupzW7FZkgOCDyueM/z/KsZU41PdkgnFOL59UcVfppFldSW/8AbtszocN+7chT6EqGA/Ote28I3NxFHKLu3MUihlZMtkHkHoK6bQdPttO0GztraNRH5Kk4H3yRyT6k1m6vNc33iOz0G3upbSA27XM8kB2uyg7VVT/Dz1xXO8Bh29E/vOT6rTS5pLfoTWHhOxtWDzlrlx/eGF/L/Gt4AAAAYA6AVzOnyXOk+Kv7Ge8nu7S4tTcQtcPvkjZWwV3dSCOeaqaTBfeI47zVW1a9tn+0SR2kUMmI41Q4G5cYYkjnNdMKEKa93RHRDlguWEdf8ja0WXT9Y0i3vrWGRYZC20S8NwSpzgn+7V7+z7XYU8kbSckZOK4XTdXn0f4UWdxAwS4kkeJH27ghaZstjvgZ4pU1eKx1HTn0vV9W1BpbhIbqG7jlKlG4LjcoCkHHStHQV3ZEKpBJXXRfidhqWkJf6d9jjk8lQ4bON39axP8AhCf+oh/5B/8Asqd4pnuoNRtGuJtQg0by286WwyGWTIwXI+YLjPTvWt4fFqdN8yz1SfUYHcsss0vmMvA+XOAfz55rmqYSlP35L8xyp06k7SW39bGP/wAIT/1EP/IP/wBlVe88JNaWzTJPPckY/dQQKWP0y4H61R1q+s7azvLvT/E+qz30JLpsZpIMg/dIVdmO1d7aTG4s4JmABkjVyB2yM1DwFGOvL+ZnGhRk2kvxucRo3h+DW9PF5b3k0aF2TZNbgMCpwejkVHrWkWOgwxyXmpOTISESO3yzY6/xVueBf+Rdb/r6n/8ARhqt428O3msrbT2IV5IQytGWC5BxyCeO1KWCoKTXL+LMKtBKhz043kQ+EbWxu7kX9nfPIYCQ8MkOxhkED+I/5FdXfzx21jLLKsjIoGRE2GOTjg5H865nwVoc+iRXM19JEkk+0CMODtAz1I45zW/qyi70uaGJ1ZnxgBwO4zznitKcIU1aBthuaOHu1aWuhYsmJgCfY5bVYwFVJCh4A4xtY0Xl2tnGkjxSOjOqEpj5dxABOSOMkdM1majYBrWGG2kmljE+6WMzeazjaeAZMjrg4PHHrUckLxaJFbQQzyEzJJteSIFAJA2OCFxgHAH0q+ZGzqTSatsv66G6zFSuELZOCRj5fc1zV34Q+1Xk1x9u2+a5fb5OcZOcferR1BJZbnT549Okd4pN7MDHuVdrArkt6kdOKz5YvN1C+cW4WQXsWy6Z1HlfJESOTnnpgZznBrOpShU0mrkVnGWko3+/saekaOul2Uts8onWR9xymB0AxjJ9KkGiaSH3jTLLf/e+zpn+VZ1pp8iat583ns/nO4mRothU52gnG8jBAxyOK0pLaJpml+1yJvYcK4C54A4x9K0hFQjyx2Lgk425Nv66ougAAAAADsK8/wDDsMM/hDUlnjV0Gonhlzj7ldq0ltpUK+fcFVkcKHlPU7fX6KTk+9Q3sq39pPBaZkliddy429G5wTgH7pGfY1GI5vYzUd7BUgpzTb1Senr/AMMM0qDT7dvKsWnVVUnyyHVB+BAFLO1rf6S13dWMM6xh2EcqhxwSO49qtwT3Ekm2SzeJcfeLqf5Gs5obxLCfT44FY4fbJ5gwVYkjjrnqPSuXmlCPudnsnv00d3+hpZWtbT0JphaQJZQLp0Lqzb4Y1RQEcDIIGMA89e1SXawT2LvqtjA8cR3BHAlHsRkdecUskLm808hf9UGL8jj5cfzqe+tjd2UkKsFZgCpPqDkfyrW9W0pLdbL5L9R8qs9DJTTdLWaJLnw/YQiU4RvJjbnrg8cGp98TW09nDpUL2sDFGi+UIR14XGPfFSAz6jJbl4ViihlLMwcNllyMDHvnr6VDBNcRNf8AlQLIpuGAYuF2tgdc9ulYSq1E0ru2uttdr7W7+X+ZCjFbL8F/kWxdwxWdqLWEESgLDEuFAAHT2AFJYeQlzcRiyitbhiJJfLA/eZz8xIAyc561BLpZFnZoESdrf70bHAfI5qzY26RM7LYLakgDIYEt+VXCdd1Epabflr07+ZaTurlbXGZX07ZtLfa0wGbaDwauW6gXd0Qc5K8enWi7tnuHgKsoEcgZg2eQDnt34qWOIxyyuWBV8ED0rulrYbWtzmdZ1u+03Vpk8z/RoAl5INg/1B2xlc4/vbnz1+XHTipYtWe01nSrO91aLzZbRvtMDtGuJQI8HGAQTubjOD2FbsNzDqFsxgLmNhgMyMoII6jOMj3FV1064BX/AE5gqqQFRNo6cHg9jz71pzK2xLb3jqUYNQsm8bXcK3luZTZwxhBIN24PKSuM9R3FGh6hZXOua2kF5bys1wjKscgYkCGMEjB6Z4q6um3AmLtfud2MgAjjnj73vU5tJvO3LclU8wPt2nJGAME59j+dJyQJy7HAfEn/AJC1n/1w/wDZjWj4CmuYvD8xgtxMv2py3zYx8qfn37VnfEn/AJC1n/1w/wDZjUnhFbmTQ0S3nlhD3jq7qGK8rGOdo6+nI78ipSueLSV8xkr9/wAkd5azXMxBlt/KUg9SM9sfTqfyqtfyx294H+1yQu0YBVIDJkDJBOAcfxfrWgsiiTyd2XC5OfT1qjfxSGbzIYJ2kCgiSJ0GMbuMN7Me3esavw6HtSTUd7/15FXxI2/wheNuL5gB3EYz05x2rzzwR/yN1l9JP/QGrv8AXtn/AAhNz5eRH9mXbk5OOMV5n4f1OPR9WW+dC/lo+1R3YqQP51pHY8THyUcVSlLZW/M9fuEKXS3LTJFCEKuWfb649u9QrqWluRGmrWxfGMLcLn8s15stj4i8XzG7ZWkiydrO22NfZR/h+NLdeBNctoTIIopsDJWJ8t+Rxn8KmVKMviN/r9bWVKk3Huem6haNeaPeWsLjfPA8aM54yykDOO1YUPhqW212w1CSeFYYLFYXTcfmmVSoYcdNrMP6Vw+heJb7QLoIWd7YNiS3c9PXHoa9bt54L+0iuIiJIZVDKSO1Wm4R5YHThsTTxetrNdDmpNBuJfBdjoi3Ft9qgMRZt52nawJxxn9K6KWxjlkaTe6s2clSO4A9PQfqaIJreeaaNI8NCwDZXHNZnibxJFoFmCoEl3Lnyoz0/wB4+386V5v47HRN0qcHOWy/Qvy2FrHFmSQxoFwWLAccd/8AgP6mqLy6DNb3NnJqVq6XEZjkU3CZxz+Oef5V5qF1vxXesR51045POET+grQPw/1wR7sWxP8AdEvP8sU0ktTy1jak9aNG6OrsLHxRp1nHZ2N7pV5ZxjbDNcBxIF7A7eDgcdasaxav/aFnqNrf2cOq20ZjdJyRHKjDJBxyOeQa86jn1nwtqGzMtrKOTG3KOPp0I969M8P6tZeIrI3JgiFynyzIVBIP+B/z0q+d3ubYbFRrfu7Wkuj8uxX0e1luNafVtRvLSW8MAhhhtSdkUedxPPJJPfApkGi63pct3baXdWS2FzM0qtMrGSAt94KBwwzyMkVtXMlvpdsZ1tlCghcRqAeT/jiofEX/ACLepf8AXs//AKCaOZnc48sG3urv+vuMqz8JsvgmLQbmcLNEzOk8XOxvMLqwzj1GR9au2i+JxPEt4+lfZ1I8x4hIXcewPAJ+prgfA17FYa7JLPIEi+zPuY9gMN/SpNT1jWPF169vp8M32RT8sMfAx6uen58UOTe55sMfT9kppPm2ST7fI7TVdXuobxRp+o6GItuHjvJyrBsnkEZ4xjjHak8P6UsdlqJkvLaaXUJGkl+xnEceVxhf8a4ceBNf2bvs0ef7vmrn+eKXRvD+q2XiK1FzZ3MSoxkYqOGCjdtDDg5xjr3pcztZCjjK7qLnpPX16/I3jo2sf8I1J4e+26bFapG0SzKjh35OAwIwuTjJGe9dU8eo2ul20NjHay3Eaqj+fIypgLgkEKSecdqrx6mjD/kC3qd+bcdiB2+p/I1Zj1N3kjX+z7tUfHztHgL82OR1Hr06U7zfxWPWhT5TK8MabrmjwrZ3aae1sZJJGkimcuCxJwAUAPJ9a6RlDKVYZBGCK841rwPq1zqt5eRPbGOWVpFBkIIBOeciub1XQb/RRE17GqrLnYVcNnGM9PqKmT5nqeXPG1aCadJ2XW//AAD2SaC2VGkm4VRkszHj36+1NjitDO8SD95FtZhk8Zzj+tcJ4Is/7Q0HWLXahaQqF8wZGcHGa6s6KzXP2lYbaKQNAU2HPlqrZYA4HUEj371Kpw3sdtGs6sFUUdzTW0hRcANwTj5j7/4mj7JBt27OM5xuPWsZ/D7/ANk2NtGIBJCq+eOAspCbcklGzzyMj8qlsdGmtdUFzJJ5ij7rGQFsbAu0/Jlhxn72OhxR7OFjZN3tym3VG5n0uEstzPaxFnDtvkVCWGME89eB+Vef+K7zX5Nfm01Zp2jPzRRW6kbkPTgcn059Ko23gfXblQzWyQg/89ZAD+QyaZ51TH1HNwpU27f1/Wp3sVr4ZmdRFNaSMAQAt1u69f4uvvWkulWYnE4jbzMDDea3YqR3/wBlfyrzC88D63ZwtL5CTqoyRC+T+RwT+FV9D8S3+h3KBZHkts4eBjkY749DVcz7kLMpQko16fLc9P14I1pCjr8rS7S5DnZ8rc4QgnPTr3pLLTon0yZVk3m5QozMHxjLdid3Vm755pt5emZbSS2N6YrgKyNbiPDfKxx8x4OOT9B71b0n/kHrlpWPmSZM2N+d7ZBxxx0o6HorllVuUf7ClMSxPdxtFj5l8nbk+WyfwsMDBzgenWnjRGVWKzQea1usDObZexJyBnABDEEfSvK1uvsXib7VniG73n6B+a2NW1vVfFeotZ6ckptcnZDHxuH95z/jwKfMzzo5lBp+7717Jdzrmh0+AJBNrVgqpH5bKxVSRvDY+/0GMY96fDotvcvJLbajFKh3bQg3BASSE4blMHG3+XbjV+H+tmPcRbA/3TLz/LFYtzZ6n4fvlEqy2s45R1bGR7EdaOZkSx1WnrUpWXzPZrC0+w2gg3K2HdvlXaBuYtgDJwBnFPFrCA4CY3yCRu+W455+grnPCniWfWbBo5UD3sH38ELvUg4b254NdDBJcu5E1usa44IfPNZySb1PWpVYVYKUdmILKMBhuY5wMnHH6VJFAsJcqWJc5OTWbp0zSyRGa4vjOQd8b25WPOOedg49OfSteogovVIuDUldIpgyf2uw3fu/J+7uHByO341NdRCa1kjO/lT9xip/Mc1W8wLreza5Zouobjr3H9fesq88QT22qJHHLBPbm7jtnRLaUlCzBeZc7AQT93H61sot7E8ySd+5KsEtroFhCiXILhBMd0rtF8nPyqd2MgDAwBmi1ivZ4NPjuGulHmTiUgshKgts3HORxjvn3NS217ql9ql9DCbSK2s7lYiXjZmkXYjEDDAA/Meee3HHOe3ie8e+l+z2rywRXZtjEllMzMA21nEoGwYOTj0HUGhU2ZckVbV22+7/AIYt3drdG92RyXohDKg2yv8Ad8pyec/3gvPXP1rYszI1jbmbPmmNS+4YOcc5rCvPEE9tqiRxywT25u47Z0S2lJQswXmXOwEE/dx+tTf2vd/2+1lNJbWkfmhYo5oX3XC4Bykm4Lnr8uCeKPZsuCjGTaZyfxJ/5C1n/wBcP/ZjU3gxEbSYiY0Yi/6m3MhH+rxhgMLz3NQ/En/kLWf/AFw/9mNSeELo2mkwuJTGDeuGwM7l2xZGP8MnsBzwR3PJo/8AIyl8/wAkd6Mf2keu7y/wIyPaoLr7M96Y7mV4sRgqRctGG5ORgEDjjn3qZMG/JUAgx53DHt7f1rPu9QtJrkhL2wVVjDb3xJuOTx14x/Wuacklr3PYk0lr3E8TKi+Eb1YseWIMLt6Y4xivJtLszqGq2tnkgTSqpI7DPJ/KvV/EEnm+C7qTaF32wbavQZxwK888FKG8XWIPYufyRq2jseJmMVPE049Hb8z12GGO3hSGFAkaKFVR0AFPqOSIOSdxVsYyO1NFuAoBkkPT+LFQ5TvZR/E+hSSPOviHpaW2owX8ShRcgiQD+8O/4g/pWt8Ob9ptMubJzn7O4ZM9lbPH5g/nT/iNGB4ftW6lblVBP+63+FY/w2cjVrxOxgz+TD/GtOh4FvZZlaPX9V/wDudOi8u9vWzkO+4cg/xMP6V5P4i1F9X1+5nBLLv8uIf7I4GPr1/GvUoGkiGqT7XAILoWQqeAfUew/DFeMxu0ciyIcMpDA4zyKb3JzSdoQh0bbPX9M0m+0fT4bWyNoEUAuXVtzNgbiSPfP4AVurnaNxBOOcV5D/wm3iL/AKCH/kGP/wCJo/4TbxF/0EP/ACDH/wDE0G0M0w8FyxTt8v8AM7vxvp0d94cmlKjzbb94jdwP4h+X8hXD+CL9rLxLBHnEdwDE4/UfqB+dV7nxdrl3bSW899vilUo6+SgyD16LVPRJVh13T5WOFS4jLH23DNBwVsVCriYVaatt+f8Akew6woewYMAy55BbGf1H169qj8Rf8i3qX/Xs/wD6Caqarq1pNaSQpMySpIoO6J+CDz0HoDz0qXWLuK88L6nJFu2iCReRj+HP9abTSPpKvwS9H+TPHrW3ku7uG2i/1krhF+pOK9TLHwwUtbKBJLOCzaecFtrMQwy2dpy2M8cD3FcD4SUP4q08H/npn8gTXsEltBNu82GN9yFG3KDlT1B9vahNJ6nkZPTXLKp12MSPxLJL5hTT5NhkEUTsWVWYyiMBiUwOTn5d3APfg22v75NWgtpYLVITbvNK3nsSuGUcfKM9fb9OY9SfS7GXy2tbAz3ZxIJiqBhgnLnBJGR6HmrQgsPtFtALey8yFC0aDbuiBx90Y6HueO1Pmh0R7XPG9rmdb+JJbmSOGKyQzSTLGuZXVCGjeQNlkB6Ie3cc1ZttakuNWeyFlJsjcxvMu4hWChuSVC45x1z045qxb2+k29wILaGyinQ7hHGqKynBGcDkcMR9CfWktRBNf3c0llbx3UDiMzLhmYFQfvYBHBxihyj0Q+ZXsXLjH2eTccDbya4P4i8WWkjOfv8AP4LXYjUobmaaGBklRIRJ5kcgIJJIxx9P1rjviLj7DpOOBh/5LWC+P5fqcGYSUsNNr+tUM8ACZrK7WFiuZ4w5C5+XB/Kux+1XLbd8Ui4kT7kbdydwPrgd+nNcd4BluIrC8+zRCR2mQYPptY+oxyAPxrsZrjUo1jIt0bdtDbRnbk4P8XOOPz7YrTluTgF/s8df6uDXVzH5vlxSPiRtu6NjngYA+pzz0GKSO9vHAMtu0eHQYEbHIJ5+mKUXGq7cmzjz6bh6Hvn6c+5445ktJNQe4H2qFI49hztIOW4x3z/e/wATRyvudlnfdlaW+uoSheFFZwpLeW3yrznPPQYGT23DirrXhWR0+y3B29wnB+lYWv8AjDS9MlNv5QvLmM/cXG1D7t2P0zXLT/ETV5WxBBbRA9AFLH9T/Sps+5x1MbRoycXO78lc9LgmaZWLRPHg4w4wa8o8cWcdn4nm8pQqzKsuB6ng/qCfxqyPFXiyXmMSc/3LUH+lYesXepXt6JdVEguNgA3x7Dt5xxge9UjzsdjKdekopO992jutNnRvAulm4YCMysjNhNygF8bd3GeB+Ga6jSDCdLh8hi0XO0kKM8n+7x+Vc34emli8E6aIZESSSV1VnIC/ec8kg46enXFdHpBU6ZGVJPzPk5BBbec4IAGM5xx0xVdD1cLtH/CvyPF9Q/5Cd1/12f8Ama9Y8I6THpegwHYBPcKJZW7nPIH4D+teT6h/yE7r/rs/8zXuiIEiVFHCqAKk83KqadWc30/VsTzD5uzY2P72OK57xzZR3XhmeVlHmW5WRD6cgH9DWyUvQqhZIxhQDnnJ/Ks3xSJB4T1DzCCdnUem4VnBu+p7GJSlRmmujOE8AzNF4ojQHiWJ0P5bv6V6xXkXgc48WWp9Fk/9ANetKwmVHRmC5zx36jn/AD2q21exw5S/3D9X+hlWcE6XMBaGdJVz9oleXKy8HoMnvgjgYArU8+Lz/I81POC7/L3Ddt6Zx1xWVGYkS0u5NWMyRvlyzLtJKMOABnPOcelPWZf+EnCb1YPa7lOf9odPYgZ/CppLRno0rWsWmmso9TAe7jW6dNghaUAkdeF61kvo+lvfCD+1JQTd/a0sxOmBKH3kgY3HkHIJI5OMdpb3Sr66vzJ5qGEXMMyEzONqoVJXYBtJypOSe+Ku21qLIXjSlR9puC4ZASRuAAzx1rXm5Ve5Ccm7OOlxtm2m202oyw3sTF5fPuMyqREQirzjoMIOvvULafa2d9LMmqTWiPIJ5bcSIEZicZO4EjcR2Iyc1VOg3U9itnK1vGkNlJaxyRkkvuUDcwwMdM4yee9PudLvb65Mt0LRN/2dfLV2YERy+Y3JUdRnjFF/MXPO3w/1/X3kbaVpMkZu/wC1n+xLdi6CrOnkrMHDk5xnk9iSOeMHFTW1nHrEpu5by6eCK7LR2+9DHuRvlYEKGxkA4zinz6Vc/b5LyEwMRdLcJG7EBsReWckA4POQcHoKm0wR6bayJc3FqjvPJLhHwo3MWxzj1p8z7gr81pKy/rzOJ+JP/IWs/wDrh/7Mad4SjWXS7ZHHyfb2yG2bWysY2kMR2J6A9+Kg+IVzBc6ratBPHKFhwTG4bB3H0q54LNu2kqJJ7RHjvC+2aTawGIzkev3SPT8sUouzPKoyX9oyd+/5I7wRMLwy4XZs2++c/wCfyqnezTQX8DbZjb45EUe7Jw2c4Hrsx9TV9J4Zf9XLG/8AusDWXHJfWq2pmg+WKExvunADt8vP/jp/Oueppoj2ZtW0IvEPm/8ACG3fnf637ON/+9xn9a838IzCDxVp7k4BkKf99KV/rXpHiOdLjwlqDKykiLDBWztPHFeQQvJFKssRIeMhww7EHg1stjwsynyYinNdEvzPZX0uycsk95NKOflkkB25BBxx6E/l9aZ/ZFpNGIF1C9b7xyLgkkEDr7f4mq+h+JdK1eFXkeCC9IxJHIQCT7Z6itWe902wjM809tCuPvZAJ+nc0c07nuwrRnHnUlY5X4kTLHpVjbZ5aYuPoq4/9mqj8NYSby/nxwsapn6kn+lYHinXf7d1YzRgrbxDZED1x3J+v+FeheDNJbStBTzl2z3B81weoHYfl/M0Hi0X9Yx7qR2X/DGzNLFLI9kxwzxn0714jCxstRjaRfmglBZfdTz/ACr237K/9pm5ZlKeXtUY5Bz/APr/ADrzfx1oT2GqNqESE21y24kD7r9wfr1/Og1zSlOUFUX2X+Gn6nb+INQfTdMS5s47Z2YsQZE3KQI3fsR12j86zLXXrmS7WGWOyDi4EHkrEQ8485oy6fNwFC5PB6HkcVneE/GlvDZx6fqjmMxDbFORkFewPpj1rtE1XTpU3pf2rL6iZf8AGrTSVmj0qGJo1oKSaMGDUNTuNP0iYf2csmoRebzbMRGPK34+/wA88dqr/wDCRcTzxGy+0HTYLmKAk5VmySCN3OODkAHB5zxW9c+ItHtFJl1K2GOyyBj+Qyag0rxRYaxdXEVr5myBN7SuNqke3f8AOnzLsae3o8yjdXZlXviPU7W8FiJNOWZZ3jaaVdiEDyjnDSDHyynoWJK8CtzxF/yLepf9ez/+gmob3+w76Tdc3MRYp5bAXJQOpP3WAIDDrwc9/en67LHN4a1No3DAW8gJB77aUrWWg6zTpyt2f5M8x8If8jXp/wDvn/0E17JXjfhD/ka9P/3z/wCgmu61qPVIUvJ42uUAZm81Z8IY9uFVVz8rbsc4HQ880oxu7Hk5Q7UZev6HQXNs813ZyqVCwyMzZ6kFGXj8TUF1HcjUobsLbi3gRwzPMVODtJP3ccbfX8qx5bHW3lUxPdRW29/LQy75Yvu4LHzAG5DkAluDjFSPYarHZzbftkkkttOCBdciTePL2ksAvBPTHA5p+zXc9VpMu22lNFeCR1WWMTPMkhuZMgsSfufd74znpTjYXk6anHMIY0vAcMkhYqdgXoVHpnrVWaDUDK16ftcewwER+dkBQf3uVDEE7fr2xzTPCc7SW85muZpptsbOXm8xF+XGFO9hnIJPTqOBxS9mrXuQqcdjQgs7k3c1xMtvGXgWELExbBBY55A9a5P4kKVtdLVuoLg4+i13L3dtH9+4iX/ecCuC+It3bXMWniC4ilKtJuEbhsfd64qFFJ3OTH8scNJJ/wBXQzwLeyWOn3siWk1yvmLuWIEsBtYjA75OB2612B1qb7THB/ZGoHeAfM2DYufU5468/j6Vynw8u7a3tb5J7qKFmdCA7hSeD0zXbx3MLsCt5E49FYc/rQ5WduW5pl0o/Voq/wDVyvd6hNHpf2qGExybsbJxtwA2DnJHUDj6iofFGoyaX4eurmI4lwEQjsWOM/h1qXXo3n0aVIo2lJK/Kq7iRuGcAe1UvF9obvwlcrAh/dqsiqFxgKQTx24zVu1joxDkqU3HezPNPD+lHW9ahtGcqjEtIw67Ryfx7fjXq9tptjpdzbQ2cEUClW4H3nwO57/jXl/hPVIdJ8QQz3B2wsDG7f3Qe/54r1xfIu2huYpRIq52sjAqcioZ5OVQpum2viv+BYryjx/Ir+J2UHlIUU/Xk/1rv9Y8S6bo0DNLOkk4HywIwLE+/p9TXkWoXVxqF7LfXAO+di2ccemB7Dp+FMebV4OCpJ3d/uPR/DAlbwfpaxLC7NNIDHM5VZBl+OFP16dq6qDzPIXzY443HBSNtyj0wcDt7VyOgIr+B9P3S+VtlchsSHB3P/cYH9cV0uklzpsXmbt2WGW35I3HB+cluRg8mn0O/CP3Ir+6vyPFtQ/5Cd1/12f+Zr3N1Z48K+w8c4zXhmof8hO6/wCuz/zNe0XOoi2uUtxBLLIyhgIxnqcUmr6HnZS/eqfL9Snc6r9lneF2uC0fLFI1wR8vqf8AaFVtevYr7wZfyRMWxGFbIwc/Kf6itFNUlY4bTbsHBOQoxx9ccnFZ3iG6e68JamzW0sG1QAsowTyKFBR2/M9au17GVuz/ACOF8Ef8jXa/7sn/AKAa9XtBi2QY24zx6c15R4H/AORstf8Adk/9ANerWn/Hqmcd+n1rN/xF6P8AQ8/KP4D9X+hjWsEZaJ7W7XMbiKJWgwrbUYjPc/K7HPGeKvWe2G9FmFiLQQKnmY+cgAfp7fSk06whAiuo5ZzGwEkcUmMISgXsM5C8ck0QxMPENxKc7Wi2jj029/8AP+JSjZXO+nFxSZp1DcpJJFtjCk7lPzHHQg+ntRRVSjzKzOkrvaSyXDSMI9rAggHBIIxjOM/rSrZsFh3RwsY3JxjHB+g6/hRRWX1eF7isS30DXOn3NuhAeWJkUt0yQRzXnH/CuNY/5+bH/vt//iaKK3OXEYOliGnU6eYf8K41j/n5sf8Avt//AImj/hXGsf8APzY/99v/APE0UUHN/ZWG7P7yzp3gDVbPU7S5kuLMpDMkjBXbJAYE4+WvRHjSUASIrgHIDDPNFFB10MLToJqHUoavppvdEurG1EUbSptXIwoPvgVz/hfwbLpM93JqJtp1mi8oKhLDBPzZyB6Ciigc8NTnUVSS1Rmav8O5hK0ulTI0ZOfJlOCvsD3/ABxWMvgbxAz7TZqo/vGZMfoaKKDjnlWHlK6uvQ6nw/4DjsJ0u9SkSeZDlIk+4p9Tnr/nrXZShmicI21ypCn0NFFB3UaFOjHlpqwkSusKLIwaQKAzAYye5ptxbQ3du8FxGskTjDIwyDRRQatJqzOE1X4csZGk0u5UKefKnzx9GH9R+NYTeBvECtgWSsPUTJj9TRRQeZUyvDzd1dehYt/h/rczDzRBAO5eTP8A6Dmuy8N+E4tBEzPcG4kmTY4KALj0x3oooNaGX0KMuaK18zbGn2SjC2kAHtGP8Ki1OxN3pN7awCNJLiNlyeAWIxk4/Ciinc7ZRUk0+px2heB9T0vW7W9nntGjiYlgjsSeCOMqPWu7YSZO0gDtRRUSjzKxlh8PDDxcaew3bLzyM4OOfypSJMnBHXv9P8aKKj2S7v7zouKgkB+ZgRWf4h06bVtCubGBkWWXbtMhIXhgecA+lFFXGPKrETipxcXszg/+Fcax/wA/Nj/32/8A8TR/wrjWP+fmx/77f/4miiqPN/srDdn94f8ACuNY/wCfmx/77f8A+Jo/4VxrH/PzY/8Afb//ABNFFAf2Vhuz+87rw5pk2kaFb2Nw0bSxlsmMkryxPcD1rUIDAggEHgg0UUHowgoRUVsjgdb+HrSTvPpMqKrHJgkONv8Aun09j+dYP/CEeIQ20WQwe/nJj+dFFB59TK8POXMrr0NfSvh1cNKsmqTokQ5MURyzexPQfrW14n8ItqttYxab9ng+zBkCuSBtOPQHuP1oooNY4ChGm6aW/wB5d0vQruz8O2mnvdLFNC7lniyQQ27gdOcN17EDrWxaW/2W3EO4sAzFc9gWJA/AED8KKKDqhSjBJR6Kx55dfD3Vp7yeZbiyCySMwBd84Jz/AHa9DuIZpQvlXBiIBH3cg5xRRQY0cJTo35OvmRSWty5JW9KZB4Ce59/ft6VFrdhLqWiXNlCyCWVNqs5IHUdcZoooNnTi04vqct4c8F6jpGtw3txNatEgYERsxPKkd1HrXbwx+VEEznHeiilZXuRQw8KEeWGxBDptnbyiSKBVcZIIJ79amEESzmcL+8IwTk+3b8B+QoooSS2NlFLZH//Z",
"image/png": 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",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=400x200>"
]
},
"execution_count": 63,
"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": 69,
"id": "electrical-disposition",
"metadata": {},
"outputs": [
{
"data": {
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",
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",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=400x200>"
]
},
"execution_count": 69,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def my_word_cloud():\n",
" wordcloud = WordCloud(background_color=\"white\", max_words=5000, contour_width=3, contour_color='steelblue')\n",
" wordcloud.generate(' '.join(corpus))\n",
" return wordcloud\n",
"\n",
"my_word_cloud().to_image()\n"
]
},
{
"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."
]
}
],
"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": "3.11.7"
},
"subtitle": "4,5. Klasyfikacja tematyczna (terminologii ciąg dalszy)",
"title": "Komputerowe wspomaganie tłumaczenia",
"year": "2021"
},
"nbformat": 4,
"nbformat_minor": 5
}