\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": "code",
"execution_count": null,
"id": "honest-assessment",
"metadata": {},
"outputs": [],
"source": []
},
{
"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": 1,
"id": "published-speaking",
"metadata": {},
"outputs": [],
"source": [
"def tfidf_extract():\n",
" return []"
]
},
{
"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": 3,
"id": "monetary-wages",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"execution_count": 3,
"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": null,
"id": "electrical-disposition",
"metadata": {},
"outputs": [],
"source": [
"def my_word_cloud():\n",
" pass"
]
},
{
"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": "3.8.10"
},
"subtitle": "4,5. Klasyfikacja tematyczna (terminologii ciąg dalszy)",
"title": "Komputerowe wspomaganie tłumaczenia",
"year": "2021"
},
"nbformat": 4,
"nbformat_minor": 5
}