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@verasativa
Created September 16, 2019 19:53
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{
"cells": [
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Estudios sobre la dominacion y la sumision - Thomas Weinberg.pdf: 117972 palabras\n",
"Akntiendz | Archivo de la categoría Whipping GirlWhipping Girl Archivos - Akntiendz.html: 68261 palabras\n",
"Audre Lorde - Las herramientas del amo....pdf: 6702 palabras\n",
"Caliban y la bruja - Silvia Federici.pdf: 158758 palabras\n",
"Ciencia, cyborgs y mujeres - Haraway .epub: 193614 palabras\n",
"Ciudadania transexual - Mauro Cabral - .pdf: 4598 palabras\n",
"Coño potens -Diana Torres.pdf: 52237 palabras\n",
"Cuando digo intersex - Mauro Cabral - .pdf: 8205 palabras\n",
"Cuerpos Desobedientes. Travestismo E Identidad De Genero- Fernandez - Josefina.pdf: 82024 palabras\n",
"Cuirizar el- anarquismo--gabaa.pdf: 13341 palabras\n",
"Cyberfeminismo DosEscenarios. MartinezCollado_Navarrete-.odt: 8019 palabras\n",
"Despatologizacion trans - araneta_.pdf: 9239 palabras\n",
"Diamela Eltit sobre Cerda Punk.pdf: 1229 palabras\n",
"El arte queer del fracaso. - Halberstam.pdf: 102114 palabras\n",
"El Privilegio Cisexual - Julia Serano.pdf: 14960 palabras\n",
"el sexo y la izquierda-Maria Moreno.pdf: 4271 palabras\n",
"feminismo y fronteras- revistas otras inapropiables.pdf: 71274 palabras\n",
"Feminismo y representacion- Nelly Richard.pdf: 7146 palabras\n",
"Feminismo, experiencia y representación - Nelly Richard.pdf: 7146 palabras\n",
"Feminismo-Genero y Diferencia - Nelly Richard.pdf: 1718 palabras\n",
"Feminismos-negros-1.pdf: 134888 palabras\n",
"feminiso y fronteras- revistas otras inapropiables.pdf: 71274 palabras\n",
"Feministas y politicas Julieta Kirkwood.pdf: 6939 palabras\n",
"Interdicciones -Mauro Cabral.pdf: 62893 palabras\n",
"Introduccion a la perspectiva de genero - Marcela Lagarde- .pdf: 12907 palabras\n",
"La cerda punk - Constanza Álvarez.pdf: 55685 palabras\n",
"La guerra contra las mujeres. - Rita Segato.pdf: 89768 palabras\n",
"la heterosexualidad obligatoria - Adrienne Rich .pdf: 12459 palabras\n",
"La Invencion del genero--Preciado.pdf: 9374 palabras\n",
"Lesbianas en BDSM.pdf: 57387 palabras\n",
"Lo mas profundo es la piel - alsina_pau-.pdf: 6797 palabras\n",
"Los cuerpos como frontera -Diana Maffia - .pdf: 3362 palabras\n",
"Luce Irigaray - Entrevista-.doc: 6019 palabras\n",
"Manifiesto Cyborg - Haraway.epub: 50884 palabras\n",
"Manifiesto Feminismo negro -Combahee River Collective - .doc: 5332 palabras\n",
"Marxismo y feminismos -Butler y fraser.pdf: 39030 palabras\n",
"Maternidad e institucion - Adrianne Rich.pdf: 153035 palabras\n",
"Metodologias subnormales - Lucía Egaña.pdf: 2407 palabras\n",
"No existe sexo sin racialización.pdf: 18883 palabras\n",
"Pedagogías transgresoras - valeria flores.pdf: 32480 palabras\n",
"Pensar la intersexualidad- Mauro Cabral - .pdf: 3669 palabras\n",
"performatividad, precariedad y políticas sexuales. -Butler.pdf: 8045 palabras\n",
"Perlongher Una lengua politica-MariaMoreno.pdf: 1191 palabras\n",
"Políticas feminismo trans lationoamerica.pdf: 58014 palabras\n",
"Por un feminismo sin mujeres CUDS.docx: 23420 palabras\n",
"Por un feminismo sin mujeres- CUDS.pdf: 54412 palabras\n",
"Pornoterrorismo.pdf: 74805 palabras\n",
"Regulaciones de genero.- Butler(1).pdf: 9322 palabras\n",
"Regulaciones de genero.- Butler.docx: 9541 palabras\n",
"Regulaciones de genero.- Butler.pdf: 9322 palabras\n",
"Revista Torcida.pdf: 37517 palabras\n",
"Saberes vampiros - Paul Preciado.doc: 5424 palabras\n",
"Tecnologias, transfeminismos y magia- Iglesias beka.pdf: 3897 palabras\n",
"Teoria King Kong - Virginie Despentes.epub: 35883 palabras\n",
"Todes todxs.docx: 5973 palabras\n",
"Transfeminismos.pdf: 95594 palabras\n",
"Transgenerismos. Una experiencia transexual desde la perspectiva antropologica - Mejia Norma .pdf: 158825 palabras\n",
"Violencia luto y politica - Judith Butler.pdf: 13805 palabras\n",
"Violencia, luto y politica - Judith Butler.docx: 14471 palabras\n",
"Vulnerabilidad corporal y la politica de la calle - Butler.pdf: 12670 palabras\n",
"¿Los hombres están obsoletos_ Camille Paglia.docx: 1025 palabras\n",
"¿Puede hablar el subalterno_ -Spivak.pdf: 36179 palabras\n",
"Total: 2437635\n"
]
}
],
"source": [
"import os, textract\n",
"from nltk import word_tokenize\n",
"import pandas as pd\n",
"\n",
"path = 'feminismos'\n",
"total_words = 0\n",
"data = []\n",
"dirList = os.listdir(path)\n",
"for fileName in dirList:\n",
" text = textract.process(path + '/' + fileName)\n",
" text = text.decode(\"utf8\")\n",
" words = word_tokenize(text)\n",
" \n",
" words_count = len(words)\n",
" name, ext = '.'.join(fileName.split('.')[:-1]), fileName.split('.')[-1]\n",
" data.append([name, ext, words_count])\n",
" \n",
" total_words += words_count\n",
" print('{}: {} palabras'.format(fileName, words_count))\n",
"print('Total: {}'.format(total_words))"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"libros = pd.DataFrame(data, columns=['name', 'ext', 'words'])"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"libros.to_feather(path + '.feather')"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a2ac73cc0>"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x1440 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"\n",
"libros.sort_values('words', ascending=False)[:-20].plot(kind='barh', x='name', figsize=(8, 20))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"jupytext": {},
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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