{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "# Procesamiento de Lenguage Natural\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "Datos: Libre elección\n", "\n", "Expectativas:\n", "- Pre-procesamiento del texto\n", "- Uso de Word2Vec (Consejo: jugar con los parámetros)\n", "- Mostrar las palabras más parecidas (`most_similar`) de tres palabras que le llamen la atención\n", "- Responder:\n", " - ¿Su modelo da buenos resultados? ¿Por qué sí o por qué no?\n", " - ¿Qué problemas encontró al realizar este taller?\n", "\n", "\n", "Bonus: \n", "- Usar una función que no hayamos visto en clase ([Aquí](https://radimrehurek.com/gensim/models/word2vec.html#module-gensim.models.word2vec))\n", "- Visualizar el modelo usando PCA" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
textpp
0El suceso ha tenido lugar en Brasil. Un adole...[suceso, lugar, brasil, adolescente, años, mur...
1Estamos en la semana decisiva. Los expertos a...[semana, decisiva, expertos, aseguran, campaña...
2Estudios científicos hay muchos. Unos nos int...[estudios, científicos, interesan, concreto, h...
3Ha sucedido en la ciudad de San José de Río P...[sucedido, ciudad, san, josé, río, preto, bras...
4La fiesta en Sevilla por el vuelco electoral ...[fiesta, sevilla, vuelco, electoral, alargó, c...
\n", "
" ], "text/plain": [ " text \\\n", "0 El suceso ha tenido lugar en Brasil. Un adole... \n", "1 Estamos en la semana decisiva. Los expertos a... \n", "2 Estudios científicos hay muchos. Unos nos int... \n", "3 Ha sucedido en la ciudad de San José de Río P... \n", "4 La fiesta en Sevilla por el vuelco electoral ... \n", "\n", " pp \n", "0 [suceso, lugar, brasil, adolescente, años, mur... \n", "1 [semana, decisiva, expertos, aseguran, campaña... \n", "2 [estudios, científicos, interesan, concreto, h... \n", "3 [sucedido, ciudad, san, josé, río, preto, bras... \n", "4 [fiesta, sevilla, vuelco, electoral, alargó, c... " ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Análisis de noticias falsas\n", "#preprocesamiento\n", "import re\n", "import pandas as pd\n", "from nltk.corpus import stopwords\n", "stopwords_sp = stopwords.words('spanish')\n", "\n", "def pre_procesado(texto):\n", " texto = texto.lower()\n", " texto = re.sub(r\"[\\W\\d_]+\", \" \", texto)\n", " texto = \" \".join([palabra for palabra in texto.split() if len(palabra)>2]) \n", " texto = \" \".join([palabra for palabra in texto.split() if palabra not in stopwords_sp])\n", " return texto.split()\n", "\n", "fake = pd.read_csv(\"desktop/archivos/onlyfakes1000.csv\")\n", "fake['pp'] = fake['text'].apply(lambda texto: pre_procesado(texto))\n", "\n", "fake.head()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import gensim.models.word2vec as w2v" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Wall time: 516 ms\n" ] } ], "source": [ "%%time\n", " \n", "mi_modelo = w2v.Word2Vec(fake['pp'].values,\n", " sg=1, # 1 skip-gram\n", " seed=1, # semilla\n", " size=200, # número de dimensiones\n", " min_count=5,\n", " window=10)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('dicen', 0.9997541904449463),\n", " ('nunca', 0.9997429847717285),\n", " ('amigos', 0.9997411966323853),\n", " ('ayudar', 0.9997411370277405),\n", " ('orden', 0.999740481376648),\n", " ('haciendo', 0.9997392296791077),\n", " ('comunidad', 0.9997387528419495),\n", " ('embargo', 0.9997382760047913),\n", " ('sino', 0.9997377395629883),\n", " ('haber', 0.9997376203536987)]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Palabras más parecidas\n", "mi_modelo.wv.most_similar(\"menas\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('localidad', 0.9997602701187134),\n", " ('confirmado', 0.9997563362121582),\n", " ('algún', 0.9997508525848389),\n", " ('formación', 0.9997497797012329),\n", " ('hecho', 0.999744713306427),\n", " ('siempre', 0.9997433423995972),\n", " ('toda', 0.9997411370277405),\n", " ('hora', 0.9997395873069763),\n", " ('nombre', 0.9997395277023315),\n", " ('sexual', 0.9997395277023315)]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mi_modelo.wv.most_similar(\"prensa\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('viernes', 0.99973464012146),\n", " ('algún', 0.9997328519821167),\n", " ('caso', 0.9997080564498901),\n", " ('gracias', 0.9997074007987976),\n", " ('ministerio', 0.9997058510780334),\n", " ('nueva', 0.9997047781944275),\n", " ('hizo', 0.9996985197067261),\n", " ('podría', 0.999698281288147),\n", " ('hace', 0.9996973872184753),\n", " ('casi', 0.9996916055679321)]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mi_modelo.wv.most_similar(\"corte\")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def nearest_similarity_cosmul(start1, end1, end2):\n", " similarities = mi_modelo.wv.most_similar_cosmul(\n", " positive=[end2, start1],\n", " negative=[end1]\n", " )\n", " start2 = similarities[0][0]\n", " print(\"{0} es a {1}, lo que {2} es a {3}\".format(start1, end1, start2, end2))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "menas es a extranjeros, lo que ningún es a inmigrantes\n" ] } ], "source": [ "nearest_similarity_cosmul(\"menas\", \"extranjeros\", \"inmigrantes\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- ¿Su modelo da buenos resultados? ¿Por qué sí o por qué no?\n", "El modelo tiene un buen resultado al traer palabras parecidas, sin embargo para hacer analogías el corpus no es suficiente y es muy difícil encontrar temas que puedan generar buenas analogías\n", "- ¿Qué problemas encontró al realizar este taller?\n", "Decidir los mejores parámetros para el modelo y poder definir cual era el mejor modelo" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualizar el modelo" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "from sklearn.decomposition import PCA\n", "import matplotlib.pyplot as plt\n", "import plotly.graph_objs as go\n", "from plotly.offline import iplot" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['congreso', 'noticia', 'algún', 'vuelta', 'estancia', 'murcia', 'varones', 'pues', 'decreto', 'haber', 'caso', 'hecho', 'próximo', 'niño', 'calle', 'mena', 'medida', 'organización', 'decidió', 'públicas']\n" ] } ], "source": [ "vocab = [e[0] for e in mi_modelo.wv.most_similar(\"ley\")]+[e[0] for e in mi_modelo.wv.most_similar(\"ministerio\")]\n", "\n", "print(vocab)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\USER\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: DeprecationWarning:\n", "\n", "Call to deprecated `__getitem__` (Method will be removed in 4.0.0, use self.wv.__getitem__() instead).\n", "\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
0123456789...190191192193194195196197198199
suceso0.0062120.0315110.0454810.101416-0.0316790.150899-0.059783-0.0142000.1077440.176405...0.050822-0.0175350.042748-0.073751-0.088236-0.076950-0.062377-0.055633-0.060737-0.058302
lugar0.0059500.0409470.0594030.136897-0.0408420.201386-0.075965-0.0156650.1382480.228637...0.065123-0.0189930.060566-0.094583-0.112451-0.098903-0.081829-0.071580-0.077870-0.076109
brasil0.0051650.0261230.0372620.089919-0.0266110.130936-0.052012-0.0131260.0924900.145507...0.043393-0.0121640.036452-0.062901-0.074967-0.062631-0.050171-0.049755-0.051648-0.048988
años0.0089730.0407070.0610440.140177-0.0410500.201412-0.080918-0.0142510.1433690.234809...0.066531-0.0228840.063267-0.096038-0.120391-0.097196-0.080598-0.076261-0.079407-0.077067
después0.0045880.0374370.0593420.144849-0.0448860.210980-0.083985-0.0154450.1507870.239436...0.070495-0.0246900.062590-0.098726-0.118127-0.101004-0.084490-0.078070-0.085354-0.076749
..................................................................
mercadona0.0015920.0292260.0418980.102322-0.0318410.150310-0.054796-0.0131880.1042300.167622...0.050685-0.0171190.044884-0.071129-0.086456-0.073510-0.060821-0.052663-0.058199-0.055017
marruecos0.0051810.0242680.0384440.091734-0.0272090.133286-0.050361-0.0096930.0928970.150116...0.046088-0.0148700.037095-0.065604-0.077990-0.062612-0.051981-0.048857-0.052151-0.049877
italia0.0038580.0301710.0425470.097440-0.0313470.146198-0.056130-0.0108630.1054780.166581...0.048054-0.0155120.045370-0.071881-0.082600-0.072842-0.061193-0.052945-0.057551-0.053230
usted0.0032970.0323440.0483600.108048-0.0344480.159390-0.064360-0.0158010.1128620.186113...0.054664-0.0198940.049417-0.078136-0.090361-0.079543-0.064764-0.060393-0.062716-0.057396
jordi0.0062170.0305900.0452200.112371-0.0365190.166078-0.065310-0.0161980.1180680.187892...0.055352-0.0172210.049916-0.078550-0.095642-0.080198-0.067379-0.059102-0.067260-0.058912
\n", "

936 rows × 200 columns

\n", "
" ], "text/plain": [ " 0 1 2 3 4 5 \\\n", "suceso 0.006212 0.031511 0.045481 0.101416 -0.031679 0.150899 \n", "lugar 0.005950 0.040947 0.059403 0.136897 -0.040842 0.201386 \n", "brasil 0.005165 0.026123 0.037262 0.089919 -0.026611 0.130936 \n", "años 0.008973 0.040707 0.061044 0.140177 -0.041050 0.201412 \n", "después 0.004588 0.037437 0.059342 0.144849 -0.044886 0.210980 \n", "... ... ... ... ... ... ... \n", "mercadona 0.001592 0.029226 0.041898 0.102322 -0.031841 0.150310 \n", "marruecos 0.005181 0.024268 0.038444 0.091734 -0.027209 0.133286 \n", "italia 0.003858 0.030171 0.042547 0.097440 -0.031347 0.146198 \n", "usted 0.003297 0.032344 0.048360 0.108048 -0.034448 0.159390 \n", "jordi 0.006217 0.030590 0.045220 0.112371 -0.036519 0.166078 \n", "\n", " 6 7 8 9 ... 190 191 \\\n", "suceso -0.059783 -0.014200 0.107744 0.176405 ... 0.050822 -0.017535 \n", "lugar -0.075965 -0.015665 0.138248 0.228637 ... 0.065123 -0.018993 \n", "brasil -0.052012 -0.013126 0.092490 0.145507 ... 0.043393 -0.012164 \n", "años -0.080918 -0.014251 0.143369 0.234809 ... 0.066531 -0.022884 \n", "después -0.083985 -0.015445 0.150787 0.239436 ... 0.070495 -0.024690 \n", "... ... ... ... ... ... ... ... \n", "mercadona -0.054796 -0.013188 0.104230 0.167622 ... 0.050685 -0.017119 \n", "marruecos -0.050361 -0.009693 0.092897 0.150116 ... 0.046088 -0.014870 \n", "italia -0.056130 -0.010863 0.105478 0.166581 ... 0.048054 -0.015512 \n", "usted -0.064360 -0.015801 0.112862 0.186113 ... 0.054664 -0.019894 \n", "jordi -0.065310 -0.016198 0.118068 0.187892 ... 0.055352 -0.017221 \n", "\n", " 192 193 194 195 196 197 \\\n", "suceso 0.042748 -0.073751 -0.088236 -0.076950 -0.062377 -0.055633 \n", "lugar 0.060566 -0.094583 -0.112451 -0.098903 -0.081829 -0.071580 \n", "brasil 0.036452 -0.062901 -0.074967 -0.062631 -0.050171 -0.049755 \n", "años 0.063267 -0.096038 -0.120391 -0.097196 -0.080598 -0.076261 \n", "después 0.062590 -0.098726 -0.118127 -0.101004 -0.084490 -0.078070 \n", "... ... ... ... ... ... ... \n", "mercadona 0.044884 -0.071129 -0.086456 -0.073510 -0.060821 -0.052663 \n", "marruecos 0.037095 -0.065604 -0.077990 -0.062612 -0.051981 -0.048857 \n", "italia 0.045370 -0.071881 -0.082600 -0.072842 -0.061193 -0.052945 \n", "usted 0.049417 -0.078136 -0.090361 -0.079543 -0.064764 -0.060393 \n", "jordi 0.049916 -0.078550 -0.095642 -0.080198 -0.067379 -0.059102 \n", "\n", " 198 199 \n", "suceso -0.060737 -0.058302 \n", "lugar -0.077870 -0.076109 \n", "brasil -0.051648 -0.048988 \n", "años -0.079407 -0.077067 \n", "después -0.085354 -0.076749 \n", "... ... ... \n", "mercadona -0.058199 -0.055017 \n", "marruecos -0.052151 -0.049877 \n", "italia -0.057551 -0.053230 \n", "usted -0.062716 -0.057396 \n", "jordi -0.067260 -0.058912 \n", "\n", "[936 rows x 200 columns]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X = mi_modelo[mi_modelo.wv.vocab]\n", "\n", "matrix = pd.DataFrame(X)\n", "\n", "matrix.index = mi_modelo.wv.vocab.keys()\n", " \n", "matrix" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
XYPalabra
00.1377830.002006suceso
1-0.1854690.002270lugar
20.297975-0.001699brasil
3-0.208962-0.002381años
4-0.250687-0.002270después
............
9310.167823-0.001028mercadona
9320.2730000.000120marruecos
9330.1750100.001343italia
9340.0751350.001296usted
9350.0550820.000091jordi
\n", "

936 rows × 3 columns

\n", "
" ], "text/plain": [ " X Y Palabra\n", "0 0.137783 0.002006 suceso\n", "1 -0.185469 0.002270 lugar\n", "2 0.297975 -0.001699 brasil\n", "3 -0.208962 -0.002381 años\n", "4 -0.250687 -0.002270 después\n", ".. ... ... ...\n", "931 0.167823 -0.001028 mercadona\n", "932 0.273000 0.000120 marruecos\n", "933 0.175010 0.001343 italia\n", "934 0.075135 0.001296 usted\n", "935 0.055082 0.000091 jordi\n", "\n", "[936 rows x 3 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca = PCA(n_components=2)\n", "result = pca.fit_transform(matrix)\n", "result = pd.DataFrame(result)\n", "result.columns = ['X', 'Y']\n", "result['Palabra'] = matrix.index.values\n", "result" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "linkText": "Export to plot.ly", "plotlyServerURL": "https://plot.ly", "showLink": false }, "data": [ { "mode": "markers", "text": [ "suceso", "lugar", "brasil", "años", "después", "veces", "parar", "según", "informe", "autoridades", "joven", "toda", "noche", "madrugada", "haciendo", "semana", "campaña", "electoral", "lunes", "primero", "electorales", "estudios", "científicos", "hecho", "hombres", "parecer", "aunque", "sucedido", "ciudad", "san", "josé", "mujer", "puso", "veneno", "matar", "darle", "quiso", "forma", "fiesta", "sevilla", "casi", "dos", "calles", "capital", "militar", "español", "nota", "manera", "morir", "viene", "produce", "carne", "caso", "mundo", "canciones", "amor", "generado", "hoy", "tras", "decisión", "gobierno", "navarra", "censurar", "serie", "colegios", "machistas", "tipo", "error", "aparece", "actividad", "cara", "contigo", "vivir", "espero", "siempre", "viernes", "sólo", "rafael", "director", "instituto", "apenas", "puede", "conocer", "metro", "londres", "ayuntamiento", "partir", "próximo", "mes", "anuncios", "aceite", "bien", "cambio", "dudado", "alguna", "últimas", "medidas", "inmigrantes", "vamos", "ayudar", "pedro", "sánchez", "padre", "ahí", "siguiente", "vida", "diferente", "madre", "así", "real", "motivo", "decreto", "ningún", "momento", "sino", "polémica", "prohibir", "oliva", "alcalde", "infantil", "educación", "ejecutivo", "lista", "centros", "programa", "skolae", "dentro", "fomentar", "igualdad", "sistema", "educativo", "decidido", "varias", "gran", "horas", "temas", "solo", "género", "redes", "sociales", "objetivo", "además", "medida", "dejado", "indiferente", "nadie", "iniciativa", "creado", "sido", "noticia", "debido", "estudiantes", "mucha", "considera", "secretario", "general", "vox", "ortega", "localidad", "alicante", "vecinos", "vuelta", "cruz", "caídos", "retirada", "pasado", "enero", "ley", "madrid", "alcaldía", "manuela", "carmena", "desahucios", "datos", "oficiales", "cada", "año", "policía", "municipal", "ello", "renta", "voto", "ilegales", "menos", "podemos", "acaban", "seguridad", "reino", "unido", "fin", "playas", "canarias", "resto", "españa", "terroristas", "plan", "hace", "administración", "tiempo", "algoritmo", "cuentas", "siguen", "dan", "cuenta", "grandes", "ahora", "martes", "diario", "musulmanes", "partido", "político", "llama", "unión", "europa", "presentado", "elecciones", "sale", "cabo", "ministra", "justicia", "mandato", "vez", "alguien", "medios", "líder", "primer", "ministro", "islámica", "japón", "noticias", "algún", "gratis", "nivel", "nacional", "escalofriante", "cifras", "fenómeno", "agresiones", "sexuales", "grupo", "dato", "origen", "detenidos", "violaciones", "primeras", "psoe", "congreso", "sueldo", "presos", "ganan", "favor", "jubilación", "republicana", "cataluña", "pensión", "euros", "mensaje", "urgente", "importante", "difusión", "vuelto", "pucherazo", "busca", "terrorista", "ataque", "francia", "atentado", "muertos", "escándalo", "tráfico", "bomba", "otegi", "pide", "natural", "cuerpo", "mas", "anuales", "pensiones", "banco", "pensionistas", "hora", "muere", "luego", "cáncer", "grande", "cristiano", "ronaldo", "sigue", "ministerio", "escuelas", "públicas", "peligro", "piso", "legal", "españoles", "colegio", "público", "primaria", "cristóbal", "lorca", "tres", "alumnos", "hablan", "mientras", "hacen", "árabe", "marroquí", "pérez", "van", "poder", "miles", "ciudadanos", "alto", "existe", "mínimo", "votos", "nulos", "valencia", "personas", "empresa", "soros", "acaba", "interior", "número", "igual", "correo", "islam", "cómo", "musulmana", "religión", "crece", "preguntas", "propuestas", "joseba", "asirón", "cultura", "pamplona", "digital", "profesor", "gente", "debe", "cabeza", "productos", "fraude", "nunca", "visto", "hacer", "recuento", "dar", "tribunal", "supremo", "palabras", "periodista", "consistorio", "paga", "haber", "presidente", "día", "cargo", "junio", "abril", "tan", "fútbol", "respeto", "sanidad", "vivienda", "dijo", "cadena", "comida", "pueblo", "hambre", "verdad", "medio", "venezuela", "personaje", "apu", "completo", "evitar", "confirmado", "frente", "bildu", "dueños", "juan", "carlos", "mayo", "resu", "ototo", "shokuryohin", "hermano", "comestible", "restaurante", "hechos", "humana", "encuentra", "tokio", "agentes", "guardia", "civil", "comunicado", "vehículo", "afirma", "ignacio", "todas", "feministas", "llevan", "propio", "menor", "podrá", "parlamento", "edad", "queremos", "ladrón", "pleno", "perro", "ser", "velocidad", "coche", "bajo", "sol", "decidió", "país", "finales", "prisión", "ojo", "ayer", "supo", "popular", "secreto", "dicho", "varones", "mujeres", "deja", "oficial", "muerte", "violencia", "casos", "cambios", "cualquier", "derechos", "humanos", "corte", "unidos", "ayuda", "millones", "ayudas", "realizado", "prestigiosa", "vienen", "aún", "ilegal", "tierra", "colau", "mejor", "debería", "dinero", "buenos", "maduro", "familia", "nombre", "manos", "jorge", "grupos", "asociaciones", "animal", "acabo", "ana", "dirección", "facebook", "artículo", "salir", "sabe", "roja", "alerta", "primera", "toma", "control", "mala", "pueden", "fuego", "ada", "catalán", "total", "vía", "criminal", "explica", "llegado", "barcelona", "cierto", "modo", "base", "lógica", "casa", "sexual", "propia", "historia", "causa", "navidad", "detenido", "seis", "menores", "marroquíes", "cuales", "septiembre", "acuerdo", "imagen", "cosas", "casas", "saber", "exclusiva", "nuevo", "recibir", "votar", "alemania", "iglesia", "pablo", "oro", "cuidado", "tomar", "considerado", "alta", "recibido", "hacienda", "ver", "parte", "corporación", "quiere", "claro", "pequeña", "persona", "amigos", "parece", "problema", "incluso", "dicen", "mariano", "rajoy", "catalanes", "centro", "musulmán", "aprobado", "tener", "aprobó", "servicios", "mañana", "tarde", "allí", "habitual", "plaza", "café", "agua", "video", "mena", "mar", "niños", "aquí", "saben", "menas", "llamada", "mínima", "padres", "arabia", "llevaba", "libertad", "políticos", "información", "perros", "comisión", "prevención", "orgullo", "refugiados", "audiencia", "misma", "asociación", "española", "celebración", "web", "dejar", "nueva", "sopas", "aditivos", "glutamato", "carmen", "zona", "varios", "local", "social", "fernández", "hizo", "prensa", "televisión", "animales", "diputado", "miércoles", "bomberos", "minutos", "gracias", "trabajo", "foto", "playa", "santa", "bueno", "llega", "antonio", "pues", "días", "deuda", "pública", "familiares", "hospital", "trabajar", "incendio", "última", "cobra", "salario", "jesús", "aulas", "clase", "curso", "senado", "hijo", "seguir", "mil", "franco", "murcia", "largo", "matrimonio", "marzo", "compañeros", "puente", "jiménez", "quedado", "ciega", "lesión", "ocular", "vista", "embargo", "barrio", "realidad", "carta", "farmacéutica", "pese", "región", "basura", "miembros", "llevar", "detención", "agresión", "grito", "podría", "propuesta", "abascal", "blue", "monday", "triste", "fórmula", "tercer", "chica", "construido", "cinco", "mundial", "ultras", "decenas", "feminista", "costumbre", "poner", "blanca", "donald", "trump", "pacientes", "quimioterapia", "punto", "servicio", "gasto", "manifestación", "quieren", "defensa", "próxima", "julio", "europeo", "enfermedades", "riesgo", "independencia", "presencia", "hija", "francisco", "dictador", "valle", "reforma", "universidad", "países", "derecho", "croacia", "rey", "felipe", "princesa", "vecino", "siendo", "república", "habla", "mossos", "per", "cuatro", "través", "papeletas", "fecha", "defender", "promover", "organización", "salud", "mano", "semanas", "lleva", "twitter", "niña", "embarazada", "blog", "periodistas", "población", "recientemente", "manadas", "meses", "calle", "sentencia", "condenado", "nueve", "cárcel", "jefa", "últimos", "comunidad", "muchas", "iba", "petición", "cientos", "pedir", "izquierda", "espera", "independentistas", "colectivo", "pareja", "montero", "iglesias", "hotel", "llamado", "dice", "hombre", "estadounidense", "común", "junto", "juez", "relación", "actual", "santiago", "internacional", "octubre", "gerona", "catalana", "ponen", "amarillos", "andalucía", "teresa", "rodríguez", "amazonas", "peor", "entrevista", "periódico", "católicos", "pedido", "europeas", "decir", "portugués", "dólares", "ramadán", "puesto", "publicada", "asegura", "publicado", "tal", "familias", "situación", "británico", "guerra", "reveló", "daily", "domingo", "bandera", "marca", "encontrado", "propietario", "apartamento", "porno", "pruebas", "hermanos", "mentira", "famosa", "amenaza", "nicolás", "lanzar", "erc", "hacia", "himno", "reúne", "denuncia", "cdr", "whatsapp", "respecto", "libro", "estudio", "hablar", "pasada", "anunció", "formación", "política", "niño", "odio", "imágenes", "ejerce", "posible", "president", "carles", "puigdemont", "anunciado", "retirar", "diputados", "ciudadano", "límite", "ésta", "prioridad", "memoria", "histórica", "aquellos", "estancia", "mayoría", "conocida", "razón", "juzgado", "muerto", "asi", "huelva", "defensor", "unas", "grave", "lejos", "papa", "islámico", "cristianos", "europea", "sexo", "convertido", "dio", "luz", "pensamiento", "dado", "paso", "eta", "laboral", "saudí", "jueves", "feminazis", "obtener", "viral", "constitución", "puedan", "racistas", "vídeo", "socialista", "radical", "acceso", "pesar", "judicial", "hijos", "deben", "mismo", "mal", "provincia", "sacar", "denunciado", "participar", "suecia", "condiciones", "señor", "jornada", "trabajadores", "primeros", "ocurrió", "buena", "supone", "extranjeros", "normal", "diferentes", "personal", "inmigración", "conocido", "agente", "trabajador", "gonzález", "duro", "amarillo", "policia", "uso", "climático", "entró", "islamista", "cartagena", "llegar", "reducción", "avión", "informa", "final", "pequeño", "jóvenes", "islamización", "victoria", "generales", "compra", "palestinos", "públicos", "comer", "sindic", "bilbao", "mayores", "orden", "revista", "els", "the", "tribuna", "pago", "nuevas", "laborales", "unidas", "importa", "nuevos", "mercadona", "marruecos", "italia", "usted", "jordi" ], "type": "scatter", "x": [ 0.13778305053710938, -0.18546949326992035, 0.29797470569610596, -0.2089615762233734, -0.2506873905658722, -0.03618890419602394, 0.21788479387760162, -0.23118236660957336, -0.014308382757008076, 0.30525505542755127, -0.21473361551761627, -0.1834176927804947, -0.2226327508687973, 0.06057894602417946, -0.14341726899147034, -0.2165740728378296, -0.024301979690790176, -0.035891346633434296, -0.31188708543777466, 0.12999649345874786, 0.124019555747509, 0.06252487748861313, 0.25592532753944397, -0.2032986879348755, -0.20371907949447632, -0.1049470379948616, -0.2275708019733429, 0.11286133527755737, -0.27098900079727173, -0.2505141794681549, 0.14175376296043396, -0.2111240029335022, 0.1450822949409485, 0.2263641655445099, 0.03638758510351181, 0.14432500302791595, 0.35900431871414185, -0.19785326719284058, -0.1211639866232872, -0.06537510454654694, -0.11985404044389725, -0.18722756206989288, -0.05804910883307457, -0.19076858460903168, 0.15538427233695984, -0.21704429388046265, 0.1707230657339096, -0.09857693314552307, 0.011047297157347202, 0.01454218477010727, 0.27659398317337036, -0.2474338710308075, -0.2009522169828415, -0.20363982021808624, -0.24258768558502197, 0.23476973176002502, 0.0023893346078693867, -0.20640556514263153, -0.19868479669094086, -0.1508679986000061, -0.17549709975719452, -0.20509807765483856, -0.10165592283010483, -0.07629021257162094, -0.11305531114339828, -0.12245751917362213, -0.08663912862539291, 0.22549892961978912, 0.02127217687666416, 0.2638901472091675, -0.022816231474280357, 0.2768613398075104, 0.1825404316186905, 0.2547462582588196, -0.18242521584033966, -0.20809899270534515, -0.20951974391937256, 0.11189810186624527, 0.024311896413564682, 0.0676523745059967, -0.05132022500038147, -0.21775498986244202, 0.22390711307525635, -0.12845520675182343, 0.08120249956846237, -0.18069757521152496, -0.21921317279338837, -0.1627340018749237, -0.24196189641952515, 0.08428085595369339, -0.030340662226080894, -0.22875918447971344, -0.11709938943386078, 0.030113762244582176, 0.007693192921578884, -0.21053320169448853, 0.03752133250236511, -0.20516592264175415, -0.0787806585431099, 0.05766371637582779, -0.14452040195465088, -0.16134653985500336, -0.09326524287462234, 0.04239536076784134, -0.025591561570763588, -0.20599906146526337, 0.08075038343667984, -0.20424097776412964, -0.20927831530570984, -0.19714850187301636, -0.09035641700029373, -0.08527732640504837, -0.06400502473115921, -0.17749182879924774, -0.16536593437194824, -0.21003715693950653, -0.12499336898326874, 0.09554466605186462, -0.036072466522455215, -0.1542360633611679, -0.12271956354379654, 0.15207023918628693, 0.26111459732055664, 0.258583664894104, -0.2379395067691803, -0.22276882827281952, -0.20300163328647614, -0.04001130908727646, -0.2281087189912796, -0.2672850489616394, -0.2450692355632782, -0.18575431406497955, -0.14447039365768433, -0.23599234223365784, -0.21953795850276947, 0.09592986106872559, -0.20974020659923553, -0.09009251743555069, -0.2353365570306778, -0.2350856512784958, -0.05911881849169731, -0.23391373455524445, -0.20579110085964203, -0.062293387949466705, 0.10285404324531555, -0.2233402281999588, 0.010314865969121456, 0.09960722923278809, -0.1873425841331482, -0.19583715498447418, -0.23769797384738922, -0.2256273776292801, -0.0782683938741684, -0.08504099398851395, 0.186544269323349, -0.19341222941875458, -0.22068628668785095, 0.2357853800058365, -0.08766420185565948, -0.1996159553527832, -0.10968431085348129, 0.030891461297869682, -0.1410418003797531, 0.11003990471363068, 0.26548343896865845, -0.22350230813026428, -0.2733392119407654, -0.2273358404636383, -0.19520172476768494, 0.031121090054512024, -0.09074072539806366, -0.18924160301685333, 0.09800328314304352, 0.005977259017527103, 0.1858271360397339, -0.20568852126598358, -0.3021986782550812, -0.20113308727741241, -0.04397228732705116, 0.03264131024479866, -0.0006588560063391924, -0.18118557333946228, -0.16324834525585175, -0.2054681032896042, -0.2091313600540161, -0.01646832935512066, -0.15052683651447296, 0.09708062559366226, 0.048817504197359085, -0.18968465924263, 0.26431673765182495, 0.4144945442676544, -0.25277674198150635, -0.16915839910507202, 0.25924497842788696, 0.15484444797039032, -0.2103710025548935, 0.19246822595596313, -0.27312782406806946, 0.20393477380275726, -0.02649550512433052, 0.2619550824165344, 0.11923067271709442, -0.12783655524253845, 0.18680362403392792, -0.1671721488237381, 0.07759036868810654, -0.13488967716693878, -0.19391010701656342, -0.19855248928070068, 0.0747726708650589, -0.08675239235162735, 0.014470632188022137, -0.14757457375526428, 0.03656166419386864, -0.20597116649150848, 0.19754216074943542, 0.14216279983520508, 0.06775691360235214, 0.09309705346822739, 0.16694526374340057, -0.2197875827550888, 0.0709068775177002, -0.17508722841739655, -0.15892793238162994, -0.2778298258781433, -0.030088212341070175, -0.12499594688415527, -0.11382359266281128, -0.05592012777924538, -0.16890403628349304, 0.5609845519065857, 0.09847227483987808, -0.2109796702861786, 0.04434319585561752, 0.04866524413228035, -0.07242987304925919, -0.02004336379468441, -0.04053092375397682, -0.2191447615623474, -0.010157492943108082, -0.13136623799800873, 0.11527034640312195, 0.14529184997081757, 0.022013546898961067, -0.20697982609272003, -0.18613848090171814, 0.19512231647968292, -0.0804477259516716, -0.0227163378149271, -0.18013878166675568, 0.12955421209335327, 0.260036438703537, -0.19329969584941864, 0.08935791999101639, -0.193632572889328, -0.045068949460983276, 0.25764942169189453, -0.13673411309719086, 0.29854816198349, 0.012672068551182747, 0.19309009611606598, -0.08410143852233887, -0.014603222720324993, 0.06311611086130142, 0.005965101066976786, -0.07250317186117172, -0.24380137026309967, 0.10760865360498428, 0.09073644876480103, 0.44661787152290344, 0.3973904848098755, 0.1859186440706253, -0.025331098586320877, -0.2619331479072571, 0.2826651930809021, 0.08007057756185532, -0.10831375420093536, 0.29825082421302795, 0.020870374515652657, -0.11830084025859833, 0.3183966875076294, -0.19325485825538635, 0.1116742193698883, 0.0594874806702137, 0.12659873068332672, 0.07501451671123505, 0.038223229348659515, -0.17583014070987701, 0.19152912497520447, -0.006606848910450935, -0.026583045721054077, -0.1396060734987259, -0.14780397713184357, -0.21569079160690308, -0.05339527502655983, -0.2402600198984146, -0.08004336804151535, -0.08655121922492981, -0.05193229392170906, -0.21746934950351715, -0.2142583280801773, -0.06739705055952072, -0.18375056982040405, -0.09948090463876724, 0.03050822578370571, -0.08985017985105515, 0.3576259911060333, -0.204088494181633, -0.08095721900463104, -0.2585006654262543, -0.20560020208358765, 0.100566565990448, -0.09262488037347794, 0.03880780562758446, -0.24031537771224976, -0.12540243566036224, -0.14879965782165527, -0.2611165940761566, -0.12237676233053207, 0.04026762396097183, 0.26942792534828186, 0.20979197323322296, -0.1060512512922287, 0.17707985639572144, -0.13932573795318604, -0.21264086663722992, -0.217544823884964, -0.22864171862602234, -0.2555694580078125, 0.07218526303768158, 0.015527754090726376, 0.04899526759982109, -0.027094997465610504, -0.02649678848683834, -0.13493168354034424, -0.2389138638973236, -0.17924869060516357, 0.0659588947892189, -0.18430441617965698, -0.15591470897197723, 0.1498320996761322, 0.03893575444817543, 0.10072946548461914, -0.08346486836671829, -0.08921194076538086, -0.19006071984767914, 0.1396486908197403, -0.17622306942939758, -0.122614786028862, 0.16062240302562714, -0.11561945825815201, 0.10017171502113342, 0.14870573580265045, 0.002180754905566573, -0.12613444030284882, -0.1694505661725998, -0.24988307058811188, 0.1293216347694397, -0.1712881624698639, -0.004918957129120827, -0.19021928310394287, 0.054793842136859894, 0.02315664291381836, -0.17172537744045258, -0.0425909087061882, 0.006899163126945496, 0.08335183560848236, -0.18846987187862396, -0.2261618822813034, 0.18584764003753662, 0.04990081861615181, -0.08568970113992691, -0.018863515928387642, 0.17924891412258148, 0.27562734484672546, -0.024952545762062073, 0.26648184657096863, -0.16525712609291077, -0.1852169781923294, -0.06570371985435486, 0.06152680516242981, -0.2289552241563797, -0.081058070063591, 0.1529465764760971, -0.17886868119239807, -0.19539904594421387, -0.15828675031661987, -0.12821491062641144, -0.006624442990869284, -0.1976078748703003, 0.01868465542793274, -0.22184261679649353, -0.11203432083129883, -0.17584645748138428, -0.1447327435016632, -0.21825627982616425, -0.23456157743930817, -0.15124408900737762, 0.0211675763130188, -0.13890202343463898, 0.059254053980112076, -0.23437468707561493, -0.11245062202215195, 0.3737754821777344, 0.06169392168521881, 0.11082100123167038, -0.03261714056134224, -0.1554679423570633, -0.21120187640190125, 0.020480995997786522, -0.0375092513859272, 0.16578440368175507, -0.13017983734607697, -0.20100194215774536, 0.48345881700515747, 0.19034330546855927, 0.08588673174381256, 0.00499973027035594, -0.1305105984210968, -0.18827800452709198, -0.09970247000455856, 0.13804569840431213, -0.07178881764411926, -0.1761808544397354, 0.02808254584670067, -0.18648865818977356, 0.11774031072854996, -0.2514447271823883, -0.011813297867774963, -0.2371687889099121, -0.025069724768400192, -0.21101738512516022, -0.19518962502479553, -0.09221236407756805, 0.021311786025762558, 0.14560921490192413, -0.20286516845226288, -0.1841871291399002, -0.051218487322330475, 0.13064716756343842, -0.17161427438259125, 0.07905261218547821, -0.20636044442653656, 0.10105348378419876, 0.00984167493879795, 0.22351205348968506, 0.25281763076782227, -0.020852047950029373, 0.019532928243279457, -0.03564566746354103, -0.18056923151016235, -0.23488004505634308, 0.3578362762928009, -0.1235664039850235, 0.029269151389598846, 0.05009918659925461, -0.18759679794311523, -0.12325149774551392, -0.09962356835603714, 0.028274640440940857, 0.09320686012506485, 0.0673115998506546, -0.0005849816952832043, 0.28905871510505676, 0.28218960762023926, 0.10514740645885468, -0.10748662054538727, 0.010745189152657986, 0.1512087732553482, 0.03975917398929596, -0.04722733795642853, 0.09460470080375671, -0.19020789861679077, 0.2869787812232971, 0.15018612146377563, 0.2994687855243683, -0.1340605914592743, -0.03509467840194702, 0.2439035177230835, -0.18091577291488647, -0.13630039989948273, 0.008592822588980198, -0.02321447804570198, -0.08780709654092789, -0.17830200493335724, -0.20452648401260376, -0.10302694886922836, 0.13448551297187805, 0.06792810559272766, 0.022986534982919693, -0.19052118062973022, -0.047802433371543884, 0.1194620281457901, -0.2399074286222458, 0.04043756425380707, -0.04672278091311455, -0.15894290804862976, -0.27812764048576355, -0.15494050085544586, -0.022409876808524132, -0.03532103821635246, 0.13545891642570496, -0.026100698858499527, -0.11169127374887466, 0.20564310252666473, 0.09341785311698914, 0.1702767312526703, 0.09279055148363113, -0.19585198163986206, 0.12030776590108871, -0.004679005593061447, 0.030019810423254967, -0.22916488349437714, -0.15608668327331543, 0.15647877752780914, 0.12660016119480133, 0.18439242243766785, 0.1506820023059845, 0.2920617163181305, 0.06800685077905655, 0.13461342453956604, -0.1912677139043808, -0.15875911712646484, 0.05710350349545479, -0.037655871361494064, -0.003973719663918018, 0.11886578053236008, -0.19047920405864716, -0.17280113697052002, -0.1850002259016037, -0.05637027323246002, 0.005469656083732843, -0.10517541319131851, -0.0533549003303051, -0.12133985757827759, -0.06352216005325317, -0.2011720985174179, 0.07887552678585052, -0.06239853426814079, -0.14440317451953888, 0.052120279520750046, 0.10678131133317947, -0.15917246043682098, -0.11623438447713852, 0.022863581776618958, 0.06276687234640121, 0.1034899353981018, 0.11484557390213013, -0.06855461746454239, -0.02017905004322529, 0.017026005312800407, 0.18247836828231812, -0.18179573118686676, -0.13736745715141296, 0.29843902587890625, -0.05225386098027229, 0.24963413178920746, 0.11742432415485382, -0.07292795926332474, -0.0450933463871479, 0.09587393701076508, 0.0686471238732338, -0.14317022264003754, -0.08895929902791977, 0.1240057498216629, 0.0578426830470562, 0.1155896782875061, 0.14218583703041077, 0.05846073478460312, 0.08870303630828857, -0.0844692662358284, 0.2282152622938156, -0.2114037722349167, 0.10442277789115906, 0.09064530581235886, 0.2168312519788742, -0.17156371474266052, 0.3751705586910248, 0.3541014492511749, 0.3100675046443939, 0.01705148257315159, 0.10096941143274307, -0.2068077176809311, 0.08393505215644836, -0.07502429187297821, 0.28150475025177, -0.106793113052845, 0.02423124574124813, -0.003940391819924116, 0.15681853890419006, 0.21784624457359314, 0.1243290901184082, -0.01920210011303425, 0.06263481825590134, -0.17649978399276733, -0.18561634421348572, -0.1847367286682129, 0.27933984994888306, 0.04672669991850853, 0.15646325051784515, 0.12544971704483032, 0.11201611906290054, -0.09800409525632858, -0.19806917011737823, 0.1627698838710785, -0.1721317619085312, 0.02430887147784233, 0.12440041452646255, 9.549431706545874e-05, -0.04219359904527664, -0.11357676237821579, 0.02151324972510338, 0.24010047316551208, 0.16850760579109192, 0.19048038125038147, -0.1358732283115387, 0.05844016745686531, 0.15015938878059387, -0.1060715764760971, 0.06616604328155518, 0.15969659388065338, -0.03567085415124893, -0.06670138984918594, -0.07126688957214355, 0.02423320896923542, -0.11963419616222382, 0.17526715993881226, -0.2691645324230194, 0.14393886923789978, -0.033487409353256226, 0.013920530676841736, 0.032382454723119736, 0.011428986676037312, 0.007739006541669369, -0.1369946002960205, -0.07590262591838837, -0.0783279612660408, -0.1462581604719162, 0.1676715761423111, -0.09729820489883423, 0.21090258657932281, 0.08682123571634293, -0.1963251829147339, 0.08678463846445084, 0.10183430463075638, -0.13682816922664642, 0.11144518852233887, -0.20019663870334625, -0.07648833096027374, 0.02164577879011631, -0.21705365180969238, -0.24984794855117798, -0.30765190720558167, -0.1686234474182129, -0.27002355456352234, 0.07980837672948837, 0.0380697026848793, -0.05210595205426216, -0.1261121779680252, -0.004609721712768078, 0.04102823883295059, -0.28538185358047485, 0.09528566151857376, -0.14379191398620605, 0.04085154831409454, 0.026905110105872154, -0.09996212273836136, 0.10754423588514328, -0.039914075285196304, 0.1726757436990738, -0.05095168575644493, 0.16221016645431519, 0.06585022062063217, 0.13575594127178192, 0.02391517348587513, 0.26384803652763367, 0.15325872600078583, -0.10546678304672241, 0.18453161418437958, 0.1281689703464508, 0.07244978100061417, 0.0388076975941658, -0.043029818683862686, -0.1882573813199997, 0.04101938381791115, 0.19255810976028442, -0.0720636397600174, -0.04194137826561928, 0.28521546721458435, -0.11185918748378754, 0.07489234954118729, 0.23485808074474335, 0.05481715500354767, 0.36077624559402466, 0.24518217146396637, -0.11908957362174988, -0.006743722595274448, -0.07816947996616364, 0.11438725888729095, 0.2119518220424652, -0.18594692647457123, -0.14132636785507202, 0.04751031845808029, -0.03516598790884018, -0.044029224663972855, 0.042636893689632416, -0.15005728602409363, -0.003113541752099991, 0.08371258527040482, 0.05154092237353325, -0.0153169771656394, -0.02526075951755047, 0.12855097651481628, 0.05820194631814957, 0.02045471966266632, 0.11134965717792511, 0.1792823225259781, 0.16671496629714966, 0.20426303148269653, -0.2573588788509369, -0.156322181224823, -0.03184983506798744, 0.0778278261423111, 0.057786956429481506, 0.0722598060965538, 0.13324400782585144, 0.09162189811468124, -0.1661974936723709, -0.0859987661242485, -0.04767116904258728, 0.16482725739479065, -0.12064039707183838, 0.030846070498228073, -0.049241889268159866, 0.017413878813385963, -0.14093922078609467, 0.11228229105472565, -0.11012183129787445, 0.14454157650470734, -0.14126239717006683, 0.2516162097454071, 0.2358006089925766, -0.1563900262117386, -0.2535509467124939, -0.08851960301399231, 0.11220921576023102, 0.3080005347728729, 0.18301576375961304, 0.16017276048660278, 0.08361927419900894, -0.02451298013329506, -0.11067654192447662, -0.01599005237221718, 0.10314439237117767, -0.038566041737794876, 0.026236416772007942, 0.23088179528713226, -0.13006258010864258, 0.033320892602205276, 0.04248695820569992, 0.34055382013320923, 0.013481341302394867, -0.11919425427913666, 0.14349152147769928, 0.16080953180789948, 0.2918345034122467, 0.20457325875759125, -0.042611561715602875, 0.2567959427833557, 0.05316043272614479, 0.12210655957460403, 0.1293143779039383, 0.2464035600423813, 0.0635412260890007, -0.17903035879135132, -0.15956345200538635, 0.06310620903968811, -0.08647195994853973, 0.07052620500326157, 0.01135488785803318, 0.054097920656204224, 0.037980809807777405, -0.09983835369348526, -0.005921561270952225, 0.22234570980072021, 0.04104723036289215, -0.11773879081010818, 0.19965523481369019, -0.00850694440305233, 0.2156812995672226, 0.30139434337615967, 0.234842449426651, 0.10213974118232727, 0.3525063395500183, 0.20775067806243896, 0.17409195005893707, 0.15425045788288116, -0.09692208468914032, 0.006066172383725643, -0.12068150192499161, 0.061340052634477615, -0.07603246718645096, 0.06050228700041771, 0.14293089509010315, 0.11112776398658752, -0.1675063520669937, 0.0024228186812251806, -0.09351830929517746, 0.287054181098938, -0.11964762210845947, 0.019920095801353455, -0.1722453087568283, 0.23651784658432007, -0.08798367530107498, 0.017842253670096397, -0.06235620006918907, 0.15661659836769104, 0.2442161738872528, 0.2207600325345993, 0.230910524725914, 0.2669384181499481, -0.0549774095416069, -0.02757459692656994, 0.06553955376148224, 0.019359948113560677, 0.1627417951822281, 0.0815419852733612, 0.10787391662597656, 0.13991200923919678, 0.012075449340045452, -0.11029287427663803, -0.18506143987178802, -0.08971147984266281, 0.06782667338848114, 0.042278751730918884, 0.12255969643592834, 0.022223317995667458, -0.017620349302887917, -0.13058432936668396, 0.20267610251903534, 0.160915344953537, -0.11024021357297897, 0.176843523979187, 0.024142824113368988, 0.11583634465932846, -0.02351284585893154, 0.05807045102119446, 0.05445139855146408, -0.13617686927318573, 0.018372882157564163, -0.17248369753360748, 0.027081158012151718, 0.10589172691106796, -0.13356083631515503, 0.009734378196299076, 0.1465430110692978, 0.1946062594652176, 0.0006418818957172334, -0.053617242723703384, 0.23564332723617554, 0.0436754934489727, 0.2953512370586395, 0.1733841896057129, -0.0643085241317749, 0.13457050919532776, 0.15922071039676666, 0.1991918534040451, 0.07829836755990982, 0.04075591638684273, -0.1318478137254715, -0.11842816323041916, -0.027129927650094032, -0.13130693137645721, 0.10664832592010498, 0.04188669100403786, 0.2568696439266205, -0.1378307193517685, 0.335403710603714, 0.19069501757621765, 0.05286300927400589, -0.0036961915902793407, -0.06384235620498657, 0.18626441061496735, 0.2408868819475174, 0.013303396292030811, 0.001814121613278985, 0.15634524822235107, -0.015067089349031448, 0.07423514872789383, 0.1874162256717682, -0.1338084489107132, 0.3224616050720215, 0.30078741908073425, 0.01584921032190323, -0.02697002701461315, 0.258060097694397, 0.43895959854125977, 0.007896012626588345, 0.27315884828567505, -0.014990434981882572, 0.21815989911556244, 0.06681103259325027, 0.19385923445224762, 0.22351081669330597, 0.45319628715515137, -0.14295417070388794, 0.3639911413192749, 0.07428079843521118, 0.10060860216617584, 0.19540615379810333, 0.2515632212162018, 0.17930161952972412, 0.12679627537727356, 0.30341973900794983, 0.056441254913806915, -0.0659053698182106, 0.046144384890794754, 0.1171543300151825, 0.4007549583911896, -0.007258682977408171, 0.4179838001728058, 0.3758992850780487, 0.36757004261016846, 0.044166795909404755, 0.22490808367729187, 0.38651347160339355, 0.22392651438713074, 0.21927373111248016, 0.13608242571353912, 0.1545756608247757, 0.1678231954574585, 0.27299970388412476, 0.17501048743724823, 0.07513513416051865, 0.05508207529783249 ], "y": [ 0.0020058434456586838, 0.0022699646651744843, -0.0016991054872050881, -0.0023813366424292326, -0.0022695278748869896, 0.0023561420384794474, -0.0005171240190975368, 0.017592014744877815, 0.00010357575956732035, -0.0002291453129146248, 0.0009112806292250752, 0.0017649508081376553, 0.0024931186344474554, -0.0013077287003397942, 0.001033600652590394, -0.0007569780573248863, -0.00024588138330727816, -0.0026137956883758307, 0.06755504012107849, 3.428419950068928e-05, -0.0007493618759326637, -0.00035826812381856143, -0.002947402186691761, -0.0017733043059706688, -0.006001964211463928, -0.0011406841222196817, -0.005550600588321686, 0.0015470427460968494, -0.008245298638939857, -0.0037578449118882418, 0.0011604997562244534, -0.0037311380729079247, -0.0005715734441764653, 0.001771987765096128, -0.001979845343157649, -0.0009830680210143328, -0.0006264389958232641, -0.0032280907034873962, 0.000321711617289111, 0.001586318132467568, 0.0005102774011902511, 0.002409846056252718, -0.0017604316817596555, -0.00535673787817359, -0.00015302241081371903, -0.005720753222703934, -0.0016226195730268955, -0.0020247751381248236, -0.0008661351166665554, 0.0009857582626864314, 0.0015510733937844634, -0.01060582883656025, -0.0038899509236216545, -0.0025087331887334585, 0.0021703606471419334, 0.0026271119713783264, -0.0025211337488144636, 0.016330555081367493, 0.0074399420991539955, 0.0013478629989549518, 0.006486385129392147, 0.0022772818338125944, 0.0010225182631984353, -0.0010229063918814063, -0.003054726868867874, 0.003192456439137459, -0.0035875437315553427, -0.0011592990485951304, -0.0019095968455076218, -0.0011303987121209502, 0.002164798555895686, 0.0037868195213377476, 0.001875008805654943, 0.0021150626707822084, -0.0010488091502338648, -0.002429987071081996, -0.004122626502066851, -0.0020082835108041763, -0.0001312066160608083, 0.0015503526665270329, 0.0021715944167226553, -0.0027606256771832705, 0.0015602927887812257, -0.0023793349973857403, -0.0008589436765760183, -0.0012296584900468588, 0.002673183102160692, 0.004686638712882996, 0.00322578102350235, -0.003521338105201721, -0.002350380877032876, -0.0071214041672647, -1.7325788576272316e-05, -0.0015921674203127623, -0.003100395668298006, 0.00018914253450930119, -0.00018274414469487965, -0.003255298128351569, -6.298910011537373e-05, -0.00029831682331860065, -0.00034787485492415726, -0.0022299012634903193, -0.0005456325015984476, 0.0005683995550498366, 0.0012732367031276226, 0.0003136158047709614, -0.0005656742723658681, 0.0005763137014582753, 0.0011515803635120392, -0.004054751247167587, -0.0034255357459187508, 0.0007042413926683366, -0.0006239297799766064, -0.00044543802505359054, -0.004193219821900129, -0.003454208606854081, -0.0022215591743588448, -0.0028218203224241734, -0.0027722797822207212, -0.0018556002760306, -0.002678988268598914, 0.0015685015823692083, 0.004771207459270954, 0.0004975860356353223, 0.005322003737092018, 0.004112828057259321, -0.00033831599284894764, 0.004025873262435198, 0.0017561506247147918, 0.003499886253848672, 0.004898964427411556, 0.002322105225175619, 0.0030143738258630037, -0.0026900048833340406, -0.004573690705001354, -0.0016456787707284093, -0.0027499254792928696, -0.0020675580017268658, -0.00860876776278019, -0.003236347809433937, -0.0022930880077183247, 0.0045897383242845535, 0.0012500182492658496, -0.0031718735117465258, -0.00010616664803819731, -0.000775643449742347, 0.0007038498879410326, 0.0012043504975736141, -0.0026788413524627686, 0.002025289461016655, -0.002613454358652234, -0.002993580186739564, -0.0036464049480855465, -0.0029636085964739323, -0.0017778192413970828, 0.0001344914926448837, -0.0014195682015269995, 0.0029157104436308146, -0.001967557705938816, 0.002370168687775731, -4.336560596129857e-05, -0.0012846242170780897, -0.001286615151911974, 0.002598290331661701, -0.0005635604029521346, 0.006861560977995396, 0.03758752718567848, 0.001076354063116014, 0.00031692133052274585, -0.003026486374437809, 0.0010575216729193926, 0.0005438051302917302, 0.0012827232712879777, 0.004921193700283766, 0.0017935822252184153, 4.658736725104973e-05, 0.07702165096998215, -0.0022108464036136866, 0.0029711511451750994, 0.0022590430453419685, 0.00020414807659108192, -0.0024410986807197332, 0.000919013749808073, 0.004913093987852335, -0.0026708501391112804, 0.002144718775525689, -3.817483502643881e-06, -0.002458908362314105, 0.0030161000322550535, -0.0045729102566838264, -0.0003431514778640121, -0.0004837523738387972, -0.0004108250141143799, -0.004751567263156176, -0.00158119504339993, -0.0003856061666738242, 0.00028384511824697256, -0.002585994079709053, 0.01324114017188549, -0.0001344580523436889, 0.003576017916202545, 0.0023174963425844908, -0.0022181509993970394, -0.004067807924002409, -0.0012956808786839247, -0.006181281991302967, 0.001198078622110188, -0.0004557109496090561, -0.0021641384810209274, 0.002458029892295599, -0.0001537123607704416, -0.00507859094068408, 9.397787653142586e-05, -0.004280099645256996, -0.0006055029225535691, 0.0004191733314655721, -0.00035611429484561086, -4.783902477356605e-05, 0.00147614860907197, 0.0005175599944777787, -0.0007787594222463667, -0.007074873894453049, -0.0009020391735248268, -0.002847452647984028, -0.0003955905558541417, -0.014025800861418247, -0.0016412283293902874, -0.0021501474548131227, -0.00268115708604455, 0.0017786342650651932, 0.000740261166356504, 0.0010811854153871536, -0.0011163577437400818, 0.0010197050869464874, -0.0014885759446769953, -0.0002565026225056499, 0.006147307343780994, 0.001159554347395897, 0.003496128134429455, -0.00406962214037776, -0.00110956362914294, -0.0014256370486691594, 0.0014144390588626266, 0.0007845695363357663, -0.001567266182973981, -0.002192197134718299, 0.0006577751482836902, 0.0008671736577525735, -0.003797924378886819, -0.0037054370623081923, -0.0038363044150173664, -0.0007387030636891723, 0.0010903453221544623, -0.0020576706156134605, 0.0011347007239237428, 0.002725989557802677, -0.002220888389274478, 0.0027429263573139906, -0.0014529230538755655, 0.0011339111952111125, -0.004036423284560442, -0.002056462923064828, 0.002692760434001684, -0.00036243771319277585, 0.0019236985826864839, 0.0002902015403378755, 0.001272914931178093, -0.00755276158452034, -0.0010335590923205018, 0.00296597252599895, 0.0009708091383799911, 0.0011796363396570086, 0.00023840564244892448, 0.0009892709786072373, -0.002666745102033019, 0.0018200785852968693, 0.002406517742201686, 0.004177472088485956, -0.0004956639022566378, 0.0005161808803677559, -0.0025654009077697992, -0.0001537440693937242, -0.0025552387814968824, 0.0034002582542598248, -0.0029035157058387995, 0.00018976886349264532, -0.0021721075754612684, 0.002078475197777152, -0.001920808106660843, -0.0016213787021115422, 4.263400478521362e-05, -0.004314074292778969, -0.0003478769795037806, -0.006757690571248531, 0.00022049149265512824, -0.003133391961455345, -0.004265949595719576, -0.003148821182549, -0.0001755178818712011, 0.0019545983523130417, -0.007210227195173502, -0.0032103313133120537, -0.0036153090186417103, -0.0047452147118747234, 8.51534423418343e-05, -0.0009030108922161162, -0.0005904302815906703, 0.0022638184018433094, -0.0037171090953052044, 0.0009092373657040298, -0.0045577650889754295, 0.000546111143194139, -0.00021857082901988178, -0.002706429921090603, -0.0013843701453879476, -0.006267947144806385, -0.0016817074501886964, 0.0004637396486941725, -0.001063042669557035, -0.0016711725620552897, 0.0004310766817070544, 0.0004510667931754142, 0.00016421554028056562, -0.0018360837129876018, 0.00022332119988277555, -0.0009192265570163727, -0.005892153363674879, -0.006508654449135065, -0.005055815447121859, -0.008309029042720795, -0.003478863975033164, -0.0009247784037142992, -0.0005132700898684561, -0.002802442293614149, -0.0005357012269087136, -0.0035013577435165644, -0.006085693836212158, -0.0032346961088478565, 0.0004588117590174079, -0.003942110110074282, 0.0014426379930227995, 0.00033555692061781883, -0.0017303427448496222, 0.0018973242258653045, 0.0002855488855857402, -0.0005837848875671625, -0.0028252811171114445, -0.0016865143552422523, 0.002976733725517988, -0.0017450862796977162, 0.0011454797349870205, -0.0009807865135371685, -0.002199081238359213, -0.0009327341103926301, 0.0028323689475655556, 0.0011667815269902349, -0.0006610894342884421, 0.0377497561275959, 0.0014853441389277577, 0.0006559502216987312, 0.0011755336308851838, 0.00016381044406443834, 0.0011667151702567935, -0.0015797244850546122, 0.006097397767007351, -0.0008814014727249742, -0.0007250177441164851, -0.0014824789250269532, -0.003045029006898403, -0.0030657630413770676, 0.0025188971776515245, -0.0011065019061788917, -0.002002994529902935, -0.0023021986708045006, 8.303399954456836e-05, -0.0005538590485230088, 0.00207166513428092, 0.0019906326197087765, 0.00020563283760566264, -0.002189447870478034, -0.0021265828981995583, -0.0015707891434431076, -0.001370451063849032, 0.0004546903946902603, 0.0008838828653097153, -0.0070669823326170444, -0.006946939043700695, -0.006567477248609066, -0.004125682637095451, -0.005261772312223911, -0.007579334545880556, -0.0011354071320965886, -0.008389410562813282, -0.0006189642008394003, -0.008103523403406143, -9.890298679238185e-05, -0.0023164646700024605, -0.0001711643417365849, -0.0014031168539077044, 0.0006339990068227053, -0.002060775877907872, 0.0019738790579140186, -0.0018147941445931792, -0.0034126886166632175, 0.0015314907068386674, -0.0009245288674719632, -3.467771193754743e-06, -0.002665010280907154, 0.00045253074495121837, -0.002065398031845689, 0.0031315346714109182, -0.00432826392352581, 0.000530972087290138, -0.001782399252988398, 0.002444377401843667, 0.0017430584412068129, -0.0007300878060050309, -7.926001126179472e-05, -0.0010703324805945158, -0.0006104732747189701, 0.0026891969610005617, 0.0004614290955942124, -0.0020039319060742855, -0.002375404816120863, -0.0031222421675920486, -0.003646977711468935, -0.0014888022560626268, -0.0008552718791179359, -0.005879445932805538, 0.0009065128397196531, -0.009629370644688606, 0.0018534231930971146, 0.00026880583027377725, -0.0007143954862840474, -0.0019391756504774094, -0.002531164325773716, 0.0011638231808319688, -0.005920549388974905, 3.872024899465032e-05, 0.0014244434423744678, 0.001113815582357347, -0.004192193504422903, 0.0006049908115528524, -0.0049674538895487785, -0.0024081645533442497, -0.0008856169297359884, 0.0014870226150378585, 0.00137538171838969, 0.003096046857535839, -0.003278179094195366, 0.0010724251624196768, -0.00043719130917452276, -0.0032589982729405165, -0.000638482510112226, -0.0028438065201044083, 0.00013077253242954612, -0.00010810436651809141, -0.0007126267882995307, 0.0006669607828371227, 0.0012680505169555545, 0.0019961167126893997, 8.387933485209942e-05, 0.002934632357209921, 0.0018943605246022344, 0.0011788858100771904, 0.0008030267781578004, 0.00038756910362280905, -0.002916316967457533, 0.0006516355206258595, 6.843856681371108e-05, -0.002254297025501728, -0.00027205346850678325, 0.0012881099246442318, -0.006692013703286648, 0.00037115480517968535, -0.0006656720070168376, 0.0003062927280552685, -0.0032514450140297413, -0.0005410716403275728, -0.001025480218231678, -0.0011432887986302376, -0.0010935894679278135, -0.0007993499748408794, -0.0015350470785051584, -0.003936130087822676, -0.004682705271989107, -0.005880123469978571, -0.0029497549403458834, -0.0009677631896920502, -0.0019249924225732684, -0.0024564615450799465, -0.001958974404260516, -0.0011664250632748008, 0.0015512026147916913, -0.012725039385259151, 0.0013267452595755458, 0.005991012789309025, 0.00018876075046136975, -0.006641231011599302, 0.001948106219060719, 0.00015394108777400106, -0.0031277830712497234, 0.001152408542111516, -0.0019798835273832083, -0.0012726366985589266, 0.0002968613407574594, -0.0019108644919469953, -0.0008720788755454123, 0.0022987108677625656, 0.009191338904201984, -0.0019445645157247782, 0.00019786448683589697, -0.0020829348359256983, 0.0009162882925011218, -0.001359929796308279, 0.0008288230746984482, 0.0011345004895702004, 0.010762616991996765, 0.003833769354969263, -0.00012381034321151674, -0.00012651590805035084, -0.003415691899135709, -0.0010813483968377113, -0.003204214619472623, 0.0009190276032313704, -0.0036828445736318827, -0.0020129159092903137, 0.0005512104253284633, -0.004809039644896984, -0.0007253500516526401, -4.040010389871895e-05, -0.0022340507712215185, 0.0016685158479958773, -0.0018967523938044906, 0.0013332770904526114, 0.0009812026983126998, -0.0005643952172249556, 9.601214696886018e-05, -0.0008331729331985116, -0.0008108829497359693, -0.0029367152601480484, -0.0009030092624016106, 0.003884631907567382, 0.0023850395809859037, 0.00137875706423074, -0.001621076837182045, -8.093169890344143e-05, 0.0007251092465594411, -0.0008038939558900893, -0.0010222963755950332, -0.00041766397771425545, 0.0005976739921607077, -0.000772300991229713, 0.0026134855579584837, -0.0019322693115100265, 0.001196509227156639, -0.001115002203732729, 0.0019006014335900545, -0.0017075977521017194, -0.0013729879865422845, -0.0029825749807059765, -0.0016589901642873883, -0.0009994028368964791, -0.0011000866070389748, -0.0007211836636997759, 0.00048649898963049054, -0.0001718597050057724, -0.0017441874369978905, 0.0014865017728880048, 0.000996749266050756, 0.00020740118634421378, 0.0007325145998038352, -0.0016030981205403805, -0.0026437616907060146, 0.00025626175920479, 0.0006838780245743692, 0.0024736004415899515, -0.0029674964025616646, 0.001203102176077664, 0.0014017950743436813, 0.002480058930814266, 6.557200686074793e-05, -0.0024146640207618475, 0.009644067846238613, -0.0006998710450716317, -0.0003217864141333848, 0.0019071550341323018, -0.0014855439076200128, -0.00016618121298961341, -0.0007642635609954596, 0.00012313196202740073, 0.0012481088051572442, 0.0018778153462335467, 0.0008003872353583574, -0.001218401244841516, -2.8125024982728064e-05, -0.0027264028321951628, -0.008193145506083965, -0.0007941849180497229, 0.00102138496004045, -0.0005715714651159942, -0.003157556988298893, -0.004549824167042971, -0.0027096353005617857, 0.007583268452435732, -0.0022804858162999153, -0.0032124915160238743, 0.0015220949426293373, 0.00011780699423979968, 0.00015619659097865224, -0.000937304284889251, 0.00032536115031689405, -0.002759951166808605, 0.0009357366361655295, 0.0015350644243881106, -0.0018024370074272156, 0.001164448680356145, -0.003074282081797719, 0.0006610629498027265, 0.00021671754075214267, 0.0008551300270482898, 0.00026643648743629456, -0.004149674437940121, -0.0005587608320638537, -0.000613341573625803, 0.0005921207484789193, -0.003459098283201456, 0.0025800589937716722, -0.005014629103243351, 0.00032863236265257, -0.0027156081050634384, -0.0010662144050002098, -0.00233278120867908, -0.0019455694127827883, -0.0012387667084112763, 0.006052402313798666, 8.91151066753082e-05, 0.0006679369253106415, -0.002725178375840187, 0.00020053594198543578, 0.00028513019788078964, 0.0045373160392045975, -0.0002238036395283416, -0.0023186607286334038, -0.0004114513867534697, -0.0017007424030452967, -0.0017344604711979628, 0.0024824433494359255, -0.0009246778208762407, -0.0025812331587076187, 0.0007818462909199297, 0.03601180389523506, 0.03772216662764549, 0.061000239104032516, 0.031890869140625, 0.04770965874195099, -0.0015197747852653265, -0.0027421959675848484, -0.0026133102364838123, 0.001192390569485724, -0.0018423827132210135, 0.0002984855091199279, -0.0144567945972085, -0.00205514975823462, -0.0019345623441040516, 0.0005296131712384522, 0.0007399896276183426, -0.0029621997382491827, -0.002524623181670904, 0.0004066078399773687, 0.002893354743719101, -0.00095972022973001, 0.002575852209702134, -0.001207134104333818, 0.000598246930167079, -0.00021856835519429296, 0.00124217732809484, 2.4953005777206272e-05, 0.0032226075418293476, 0.001375819556415081, 0.0010973851894959807, -0.0018335971981287003, 0.00032027653651311994, -0.0012197177857160568, -0.002951128175482154, 0.0009569107205606997, -0.0004011398123111576, 0.0008198755676858127, -0.0005735198501497507, 0.0017500955145806074, -0.00015993768465705216, 0.0028212578035891056, 5.056986992713064e-05, 0.0018081534653902054, -0.0017196818953379989, -0.000383705017156899, 0.002427326049655676, -0.0010819626040756702, -0.0006597458268515766, -0.0013842841144651175, -0.0014976973179727793, 0.0009341016411781311, -0.0022266816813498735, -0.000609815411735326, -0.001712998142465949, -0.0010882552014663815, -0.0012272702297195792, -0.0006573540740646422, -0.00010829658276634291, 0.0023036287166178226, 1.1864134421557537e-06, -0.003121024463325739, -0.0020576249808073044, -0.0019166429992765188, -0.002404489554464817, -0.0022850569803267717, 0.0006008907803334296, 0.0020941218826919794, 0.0025015585124492645, -0.0017596223624423146, -0.0004393149574752897, -0.004894936922937632, -0.00171528325881809, 0.00045720802154392004, -0.0007527561974711716, 0.0007479944033548236, -0.0012923080939799547, -0.00018029568309430033, -0.004382551182061434, -0.0010257747489959002, 0.0003307456208858639, -0.0008196733542717993, 0.0039451331831514835, -0.002234593965113163, -0.002136874943971634, 0.0022516543976962566, -0.0038345258217304945, -0.0007005877560004592, -0.0005938563263043761, 0.0009063436882570386, -0.0004090715665370226, 0.0023324755020439625, 0.0012607290409505367, -0.00345762656070292, -0.006282764486968517, -0.00042902445420622826, 0.0007788502844050527, 0.0019391145324334502, 0.0006904532783664763, 0.0004277457483112812, -0.0004611566837411374, -9.314538328908384e-05, -0.001251840847544372, 0.0010425399523228407, 0.0011968169128522277, -0.006080267485231161, -0.00022275379160419106, -0.0001959056535270065, -0.004731441847980022, 0.000250846438575536, -0.00013820151798427105, 0.001239262637682259, -0.002411851193755865, -9.572946146363392e-05, -0.0004704281745944172, 0.0015812953934073448, -0.0005239468300715089, 0.0007473381701856852, -0.003324601799249649, 0.0008153353119269013, 0.0005155949620530009, 0.002931325463578105, 0.001136590726673603, 0.003559654112905264, 0.00029406746034510434, -0.0026886360719799995, 0.011587563902139664, -0.00021259457571431994, -0.0009466327028349042, 0.01272718608379364, 0.001482222112827003, -0.0005187148344703019, -0.0006174045265652239, -0.0032544138375669718, 0.0023905704729259014, 0.0007966204429976642, 0.0011559848207980394, 0.0019484276417642832, 0.0007556325872428715, 0.0004510144062805921, -0.0013008483219891787, 0.001941453549079597, 0.002600868931040168, -0.002932080300524831, -0.0015546852955594659, 0.002361372811719775, 0.0013526245020329952, -0.0011865979759022593, -0.002439773641526699, -0.005137323401868343, 0.0007527739508077502, 0.0008832383900880814, 0.0007731553632766008, 0.001913360902108252, 0.001402348163537681, -0.00046293690684251487, -0.0009111179388128221, -0.0014487659791484475, -0.0012902014423161745, 0.0010209003230556846, -0.0017178981797769666, 0.0016239804681390524, -0.004763567354530096, -0.002002166584134102, -0.0017031296156346798, -0.0016317287227138877, -0.002108051674440503, 0.0004001323541160673, 0.0025719807017594576, 0.002267106669023633, 0.001961099449545145, 0.0026671455707401037, 0.0005944695440120995, -0.003192348638549447, 0.0022168036084622145, 0.002824152586981654, -0.00014998181723058224, 0.0018512096721678972, 0.0013344695325940847, 0.0007293180678971112, -0.0008862690883688629, -0.0001456085592508316, -0.0030316209886223078, -0.0016144562978297472, -0.0022860669996589422, -0.0019271377241238952, 0.0009623540681786835, -0.0014033226761966944, -0.0024536987766623497, -0.0012112836120650172, 0.0028307547327131033, 0.002943001687526703, 9.547331865178421e-05, 0.0017445581033825874, -0.0006236652843654156, 0.0008966263849288225, 0.000221181137021631, -4.88544610561803e-05, -0.0019904912915080786, -0.00285492860712111, 0.000881988788023591, -0.00435855146497488, -0.0007229098118841648, 2.3622700609848835e-05, 0.000629143847618252, 0.0008480791002511978, -9.794446668820456e-05, -0.00010731450311141089, -0.001580599695444107, -0.0015994575805962086, 0.002045603934675455, 0.0008461044635623693, 0.002014539670199156, 0.003125137649476528, -0.0019706508610397577, 4.3080330215161666e-05, 0.00034546112874522805, 0.0023561068810522556, -0.00131521699950099, -0.0006120778853073716, 0.0003298529773019254, 0.001664322568103671, -1.9646016880869865e-05, -0.0016244027065113187, 0.001986547838896513, -0.0009989088866859674, -0.00027871495694853365, -0.001529751461930573, -0.0003561618214007467, -0.002384377410635352, -0.00236110994592309, 0.000815715582575649, -0.002429890912026167, 0.0019567415583878756, 0.0013867339584976435, -0.0013945110840722919, -0.0001393397687934339, 0.003038825700059533, -0.0036793099716305733, -0.0019496064633131027, 0.0023017332423478365, 0.006924561224877834, 0.0016434682765975595, 0.001962460344657302, 0.0011478676460683346, 0.004539919551461935, -0.0028299344703555107, -0.00042346917325630784, -0.0024150991812348366, 0.0010698523838073015, 0.0025464254431426525, 0.00014822790399193764, 0.0010959198698401451, 0.0005439948290586472, 8.389421964238863e-06, 0.002512231469154358, -0.0004955577896907926, 0.00034043859341181815, -0.00435108644887805, 8.30351491458714e-05, -0.0005578065174631774, -0.0008883419795893133, 0.0023059023078531027, -0.0006620553322136402, 0.000657105294521898, -0.0001737655547913164, -0.0027044150047004223, -0.00289345090277493, 0.002905860310420394, -0.0009843159932643175, 0.0004863292269874364, 0.002639658050611615, -0.0010351439705118537, 0.003473894204944372, 0.00045628633233718574, 0.0015398013638332486, 0.0034975865855813026, 0.0013667959719896317, -0.001731040538288653, -0.002069493057206273, 0.00018768700829241425, -0.001028185011819005, 0.0001198179234052077, 0.001343332463875413, 0.0012957121944054961, 9.081134339794517e-05 ] } ], "layout": { "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "PCA mi modelo" } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "trace = go.Scatter(x=result['X'].values,\n", " y=result['Y'].values,\n", " text=result['Palabra'].values,\n", " mode='markers') \n", " \n", "layout = go.Layout(title=\"PCA mi modelo\")\n", " \n", "fig = go.Figure(data=trace, layout=layout)\n", "\n", "iplot(fig)" ] } ], "metadata": { "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }