{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "import sys\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from wordcloud import WordCloud\n", "from nltk.stem import WordNetLemmatizer\n", "from sklearn.feature_extraction.text import CountVectorizer, TfidfVectorizer\n", "%matplotlib inline\n", "# Load the \"autoreload\" extension\n", "%load_ext autoreload \n", "# always reload modules marked with \"%aimport\"\n", "%autoreload 1 \n", "\n", "# add the 'src' directory as one where we can import modules\n", "src_dir = os.path.join(os.getcwd(), os.pardir, 'src')\n", "sys.path.append(src_dir)\n", "\n", "# import my method from the source code\n", "%aimport data.read_data\n", "from data.read_data import read_data" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "train, test = read_data(test=True)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(60000, 6)\n" ] }, { "data": { "text/html": [ "
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IDreview_contentreview_titlereview_starsproductTarget
00En appelant un acheteur pour demander si l'écr...La Police s'inscrit en acheteur privé sur Pric...52fbb619e3606f9b7c213e858a109cda771aa2c47ce50d5...0
11Alors, là, on a affaire au plus grand Navet ja...Chef D'Oeuvre Absolu en vue...57b56d9d378d9e999d293f301ac43d044cd7b4786d09afb...1
22Effet garanti sur la terrase. Ils donnent immé...Effet garanti sur la terrase. Ils donnent immé...37b37bf5dcb2fafd9229897910318a7dfa11a04ca36893c...0
33tres bon rapport qualite prix tre pratique en ...bon produit477d2dbd504b933ab3aaf7cb0cd81c22f7c3549012f4f88...1
44Ordinateur de bureau trés bien pour quelqu'un ...Apple Power MAC G43f574512e7d2dd1dd73c7f8f804bf16f14c932c5651a01b...1
\n", "
" ], "text/plain": [ " ID review_content \\\n", "0 0 En appelant un acheteur pour demander si l'écr... \n", "1 1 Alors, là, on a affaire au plus grand Navet ja... \n", "2 2 Effet garanti sur la terrase. Ils donnent immé... \n", "3 3 tres bon rapport qualite prix tre pratique en ... \n", "4 4 Ordinateur de bureau trés bien pour quelqu'un ... \n", "\n", " review_title review_stars \\\n", "0 La Police s'inscrit en acheteur privé sur Pric... 5 \n", "1 Chef D'Oeuvre Absolu en vue... 5 \n", "2 Effet garanti sur la terrase. Ils donnent immé... 3 \n", "3 bon produit 4 \n", "4 Apple Power MAC G4 3 \n", "\n", " product Target \n", "0 2fbb619e3606f9b7c213e858a109cda771aa2c47ce50d5... 0 \n", "1 7b56d9d378d9e999d293f301ac43d044cd7b4786d09afb... 1 \n", "2 7b37bf5dcb2fafd9229897910318a7dfa11a04ca36893c... 0 \n", "3 77d2dbd504b933ab3aaf7cb0cd81c22f7c3549012f4f88... 1 \n", "4 f574512e7d2dd1dd73c7f8f804bf16f14c932c5651a01b... 1 " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(train.shape)\n", "train.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Number of target classes" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axr = plt.subplots(1,2, figsize=(14,5))\n", "sns.countplot(train['Target'], ax=axr[0])\n", "train.groupby(['Target', 'review_stars']).size().unstack('Target').plot(kind='bar', stacked=True, ax=axr[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Not imbalanced classes\n", "* All classes of review starts have positive and negative samples" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Duplicates" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.countplot(y=train['product'], order=train['product'].value_counts()[:20].index)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Appear only one 40068, More than one time 19932'" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\"Appear only one {}, More than one time {}\".format((train.groupby('product').size() == 1).sum(),\n", " (train.duplicated('product', keep=False).sum()))" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'Number of products')" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "train[train['Target'] == 0].groupby('product').size().plot(kind='hist', logy=True, bins=100, figsize=(10,5), alpha=0.5,\n", " label='0. Mean product reviews : {:.2f}'.format(train[train['Target'] == 0].groupby('product').size().mean()))\n", "train[train['Target'] == 1].groupby('product').size().plot(kind='hist', logy=True, bins=100, figsize=(10,5), alpha=0.5,\n", " label='1. Mean product reviews : {:.2f}'.format(train[train['Target'] == 1].groupby('product').size().mean()))\n", "plt.legend(title='Target')\n", "plt.xlabel('Product reviews per product')\n", "plt.ylabel('Number of products')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Size of posts" ] }, { "cell_type": "code", "execution_count": 161, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 161, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axr = plt.subplots(1,2, figsize=(14,5))\n", "sns.distplot(np.log(train[train['Target'] == 0]['review_content'].apply(lambda x: len(x.split()))), label='Negative', ax=axr[0])\n", "sns.distplot(np.log(train[train['Target'] == 1]['review_content'].apply(lambda x: len(x.split()))), label='Positive', ax=axr[0])\n", "axr[0].legend()\n", "\n", "sns.distplot(np.log(train[train['Target'] == 0]['review_title'].dropna().apply(lambda x: len(x.split() if x else np.NaN))), label='Negative', ax=axr[1])\n", "sns.distplot(np.log(train[train['Target'] == 1]['review_title'].dropna().apply(lambda x: len(x.split() if x else np.NaN))), label='Positive', ax=axr[1])\n", "axr[1].legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Large review post tend to be more positive" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Words title" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(14,4))\n", "plt.title('Uncleaned words from rewiews')\n", "sns.countplot(train['review_title'].str.split(expand=True).unstack(),\n", " order=train['review_title'].str.split(expand=True).unstack().value_counts()[:20].index)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": true }, "outputs": [], "source": [ "with open('../data/external/fr-stopwords.txt') as fp:\n", " stopwords = fp.read().splitlines()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": true }, "outputs": [], "source": [ "positive = train[train['Target'] == 1]['review_title'].dropna().values\n", "negative = train[train['Target'] == 0]['review_title'].dropna().values" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-0.5, 399.5, 199.5, -0.5)" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# The wordcloud of Cthulhu/squidy thing for HP Lovecraft\n", "fig, axr = plt.subplots(1,2, figsize=(16,13))\n", "wcP = WordCloud(background_color=\"white\", max_words=10000,\n", " stopwords=stopwords, max_font_size= 40)\n", "wcN = WordCloud(background_color=\"black\", max_words=10000,\n", " stopwords=stopwords, max_font_size= 40)\n", "wcP.generate(\" \".join(positive))\n", "wcN.generate(\" \".join(negative))\n", "#plt.title(\"HP Lovecraft (Cthulhu-Squidy)\", fontsize=20)\n", "axr[0].set_title('Positive')\n", "axr[1].set_title('Negative')\n", "axr[0].imshow(wcP.recolor( colormap= 'viridis' , random_state=17), alpha=0.98)\n", "axr[1].imshow(wcN.recolor( colormap= 'Pastel1_r' , random_state=17), alpha=0.98)\n", "axr[0].axis('off'); axr[1].axis('off')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Words content" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "ERROR:root:Internal Python error in the inspect module.\n", "Below is the traceback from this internal error.\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Traceback (most recent call last):\n", " File \"/home/cris/.virtualenvs/cdiscount/lib/python3.6/site-packages/IPython/core/interactiveshell.py\", line 2910, in run_code\n", " exec(code_obj, self.user_global_ns, self.user_ns)\n", " File \"\", line 4, in \n", " order=train['review_content'].str.split(expand=True).unstack().value_counts()[:20].index)\n", " File \"/home/cris/.virtualenvs/cdiscount/lib/python3.6/site-packages/seaborn/categorical.py\", line 3359, in countplot\n", " errcolor, errwidth, capsize, dodge)\n", " File \"/home/cris/.virtualenvs/cdiscount/lib/python3.6/site-packages/seaborn/categorical.py\", line 1596, in __init__\n", " order, hue_order, units)\n", " File \"/home/cris/.virtualenvs/cdiscount/lib/python3.6/site-packages/seaborn/categorical.py\", line 203, in establish_variables\n", " group_names)\n", " File \"/home/cris/.virtualenvs/cdiscount/lib/python3.6/site-packages/seaborn/categorical.py\", line 249, in _group_longform\n", " g_vals = np.asarray(grouped_vals.get_group(g))\n", " File \"/home/cris/.virtualenvs/cdiscount/lib/python3.6/site-packages/pandas/core/groupby.py\", line 763, in get_group\n", " inds = self._get_index(name)\n", " File \"/home/cris/.virtualenvs/cdiscount/lib/python3.6/site-packages/pandas/core/groupby.py\", line 609, in _get_index\n", " return self._get_indices([name])[0]\n", " File \"/home/cris/.virtualenvs/cdiscount/lib/python3.6/site-packages/pandas/core/groupby.py\", line 576, in _get_indices\n", " if len(self.indices) > 0:\n", " File \"/home/cris/.virtualenvs/cdiscount/lib/python3.6/site-packages/pandas/core/groupby.py\", line 555, in indices\n", " return self.grouper.indices\n", " File \"pandas/_libs/properties.pyx\", line 38, in pandas._libs.properties.cache_readonly.__get__\n", " File \"/home/cris/.virtualenvs/cdiscount/lib/python3.6/site-packages/pandas/core/groupby.py\", line 1980, in indices\n", " return self.groupings[0].indices\n", " File \"pandas/_libs/properties.pyx\", line 38, in pandas._libs.properties.cache_readonly.__get__\n", " File \"/home/cris/.virtualenvs/cdiscount/lib/python3.6/site-packages/pandas/core/groupby.py\", line 2744, in indices\n", " values = _ensure_categorical(self.grouper)\n", " File \"/home/cris/.virtualenvs/cdiscount/lib/python3.6/site-packages/pandas/core/dtypes/common.py\", line 81, in _ensure_categorical\n", " arr = Categorical(arr)\n", " File \"/home/cris/.virtualenvs/cdiscount/lib/python3.6/site-packages/pandas/core/categorical.py\", line 330, in __init__\n", " codes, categories = factorize(values, sort=True)\n", " File \"/home/cris/.virtualenvs/cdiscount/lib/python3.6/site-packages/pandas/core/algorithms.py\", line 479, in factorize\n", " assume_unique=True)\n", " File \"/home/cris/.virtualenvs/cdiscount/lib/python3.6/site-packages/pandas/core/sorting.py\", line 477, in safe_sort\n", " mask = (labels < -len(values)) | (labels >= len(values)) | \\\n", "KeyboardInterrupt\n", "\n", "During handling of the above exception, another exception occurred:\n", "\n", "Traceback (most recent call last):\n", " File \"/home/cris/.virtualenvs/cdiscount/lib/python3.6/site-packages/IPython/core/interactiveshell.py\", line 1828, in showtraceback\n", " stb = value._render_traceback_()\n", "AttributeError: 'KeyboardInterrupt' object has no attribute '_render_traceback_'\n", "\n", "During handling of the above exception, another exception occurred:\n", "\n", "Traceback (most recent call last):\n", " File \"/home/cris/.virtualenvs/cdiscount/lib/python3.6/site-packages/IPython/core/ultratb.py\", line 1090, in get_records\n", " return _fixed_getinnerframes(etb, number_of_lines_of_context, tb_offset)\n", " File \"/home/cris/.virtualenvs/cdiscount/lib/python3.6/site-packages/IPython/core/ultratb.py\", line 311, in wrapped\n", " return f(*args, **kwargs)\n", " File \"/home/cris/.virtualenvs/cdiscount/lib/python3.6/site-packages/IPython/core/ultratb.py\", line 345, in _fixed_getinnerframes\n", " records = fix_frame_records_filenames(inspect.getinnerframes(etb, context))\n", " File \"/usr/lib64/python3.6/inspect.py\", line 1483, in getinnerframes\n", " frameinfo = (tb.tb_frame,) + getframeinfo(tb, context)\n", " File \"/usr/lib64/python3.6/inspect.py\", line 1445, in getframeinfo\n", " lines, lnum = findsource(frame)\n", " File \"/home/cris/.virtualenvs/cdiscount/lib/python3.6/site-packages/IPython/core/ultratb.py\", line 177, in findsource\n", " lines = linecache.getlines(file, globals_dict)\n", " File \"/home/cris/.virtualenvs/cdiscount/lib/python3.6/linecache.py\", line 47, in getlines\n", " return updatecache(filename, module_globals)\n", " File \"/home/cris/.virtualenvs/cdiscount/lib/python3.6/linecache.py\", line 137, in updatecache\n", " lines = fp.readlines()\n", " File \"/home/cris/.virtualenvs/cdiscount/lib/python3.6/codecs.py\", line 318, in decode\n", " def decode(self, input, final=False):\n", "KeyboardInterrupt\n" ] }, { "ename": "KeyboardInterrupt", "evalue": "", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m" ] }, { "data": { "image/png": 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IOgAAwHAEHQAAYDiCDgAAMBxBBwAAGI6gAwAADEfQAQAAhiPoAAAAwxF0AACA4Qg6AADAcAQdAABgOIIOAAAwHEEHAAAYjqADAAAMR9ABAACGI+gAAADDEXQAAIDhCDoAAMBwBB0AAGA4gg4AADAcQQcAABiOoAMAAAxH0AEAAIYj6AAAAMMRdAAAgOEIOgAAwHAEHQAAYDiCDgAAMJylgk5VnV5V11fV7qp6xUHaPb+quqp2bFyJAAAAh2bNoFNVRyS5KMkZSbYnObeqtq/S7ugkL0ly9UYXCQAAcCiWGdE5Lcnu7r6hu+9McmmSs1dp97NJXpvkCxtYHwAAwCFbJugcn+TGhfk987J/UlVPSXJid7/7YBuqqvOraldV7dq3b98hFwsAALCMe30zgqp6QJLXJXnpWm27++Lu3tHdO7Zt23Zvdw0AALCqZYLO3iQnLsyfMC/b7+gkT0jy/qr6ZJKnJdnphgQAAMDhskzQuSbJKVV1clUdleScJDv3r+zu27v72O4+qbtPSnJVkrO6e9emVAwAALCGNYNOd9+d5IIkVyb5RJLLuvvaqrqwqs7a7AIBAAAO1ZHLNOruK5JcsWLZqw7Q9jn3viwAAID1u9c3IwAAALivEXQAAIDhCDoAAMBwBB0AAGA4gg4AADAcQQcAABiOoAMAAAxH0AEAAIYj6AAAAMMRdAAAgOEIOgAAwHAEHQAAYDiCDgAAMBxBBwAAGI6gAwAADEfQAQAAhiPoAAAAwxF0AACA4Qg6AADAcAQdAABgOIIOAAAwHEEHAAAYjqADAAAMR9ABAACGI+gAAADDEXQAAIDhCDoAAMBwBB0AAGA4gg4AADAcQQcAABiOoAMAAAxH0AEAAIYj6AAAAMMRdAAAgOEsFXSq6vSqur6qdlfVK1ZZ/+NVdV1Vfayq/rCqHr3xpQIAACxnzaBTVUckuSjJGUm2Jzm3qravaPaRJDu6+4lJLk/yixtdKAAAwLKWGdE5Lcnu7r6hu+9McmmSsxcbdPf7uvvz8+xVSU7Y2DIBAACWt0zQOT7JjQvze+ZlB3JekvestqKqzq+qXVW1a9++fctXCQAAcAg29GYEVfWCJDuS/NJq67v74u7e0d07tm3btpG7BgAA+CdHLtFmb5ITF+ZPmJfdQ1U9L8lPJ3l2d9+xMeUBAAAcumVGdK5JckpVnVxVRyU5J8nOxQZV9eQkb05yVnffsvFlAgAALG/NoNPddye5IMmVST6R5LLuvraqLqyqs+Zmv5TkYUneWVUfraqdB9gcAADAplvm1LV09xVJrlix7FUL08/b4LoAAADWbUNvRgAAAHBfIOgAAADDEXQAAIDhCDoAAMBwBB0AAGA4gg4AADAcQQcAABiOoAMAAAxH0AEAAIYj6AAAAMMRdAAAgOEIOgAAwHAEHQAAYDiCDgAAMBxBBwAAGI6gAwAADEfQAQAAhiPoAAAAwxF0AACA4Qg6AADAcAQdAABgOIIOAAAwHEEHAAAYjqADAAAMR9ABAACGI+gAAADDEXQAAIDhCDoAAMBwBB0AAGA4gg4AADAcQQcAABiOoAMAAAxH0AEAAIYj6AAAAMMRdAAAgOEsFXSq6vSqur6qdlfVK1ZZ/6Cqese8/uqqOmmjCwUAAFjWmkGnqo5IclGSM5JsT3JuVW1f0ey8JLd192OSvD7Jaze6UAAAgGUtM6JzWpLd3X1Dd9+Z5NIkZ69oc3aS35ynL0/y3KqqjSsTAABgeUcu0eb4JDcuzO9J8s0HatPdd1fV7Um+JslnFhtV1flJzp9n76iqj6+naFiHY7OiP8Im0+fYSvobW0l/Yyt943pfuEzQ2TDdfXGSi5OkqnZ1946t3D9fufQ3tpo+x1bS39hK+htbqap2rfe1y5y6tjfJiQvzJ8zLVm1TVUcmOSbJrestCgAA4N5YJuhck+SUqjq5qo5Kck6SnSva7Ezy/fP0dyV5b3f3xpUJAACwvDVPXZuvubkgyZVJjkjytu6+tqouTLKru3cmeWuS366q3Uk+mykMreXie1E3HCr9ja2mz7GV9De2kv7GVlp3fysDLwAAwGiWemAoAADA/YmgAwAADGfTg05VnV5V11fV7qp6xSrrH1RV75jXX11VJ212TYxrif7241V1XVV9rKr+sKoefTjqZAxr9beFds+vqq4qt2Nl3Zbpb1X13fPfuGur6ne3ukbGssT/qY+qqvdV1Ufm/1fPPBx1cv9XVW+rqlsO9IzNmvzq3Bc/VlVPWWa7mxp0quqIJBclOSPJ9iTnVtX2Fc3OS3Jbdz8myeuTvHYza2JcS/a3jyTZ0d1PTHJ5kl/c2ioZxZL9LVV1dJKXJLl6aytkJMv0t6o6JclPJXlGdz8+yY9ueaEMY8m/ca9Mcll3PznTjajetLVVMpBLkpx+kPVnJDll/nd+kl9bZqObPaJzWpLd3X1Dd9+Z5NIkZ69oc3aS35ynL0/y3KqqTa6LMa3Z37r7fd39+Xn2qkzPhYL1WObvW5L8bKYfcL6wlcUxnGX624uTXNTdtyVJd9+yxTUylmX6XCd5+Dx9TJKbtrA+BtLdH8x05+YDOTvJb/XkqiSPqKqvX2u7mx10jk9y48L8nnnZqm26++4ktyf5mk2uizEt098WnZfkPZtaESNbs7/NQ+sndve7t7IwhrTM37dTk5xaVX9cVVdV1cF+HYW1LNPnXpPkBVW1J8kVSX54a0rjK9ChfsdLssRzdGBEVfWCJDuSPPtw18KYquoBSV6X5IWHuRS+chyZ6bSO52Qarf5gVX1Td//tYa2KkZ2b5JLu/pWqenqmZyo+obu/dLgLg2TzR3T2JjlxYf6EedmqbarqyExDn7ducl2MaZn+lqp6XpKfTnJWd9+xRbUxnrX629FJnpDk/VX1ySRPS7LTDQlYp2X+vu1JsrO77+ruv0ryF5mCD6zHMn3uvCSXJUl3/2mSByc5dkuq4yvNUt/xVtrsoHNNklOq6uSqOirThWo7V7TZmeT75+nvSvLe9hRT1mfN/lZVT07y5kwhx/nr3BsH7W/dfXt3H9vdJ3X3SZmuCTuru3cdnnK5n1vm/9N3ZRrNSVUdm+lUthu2skiGskyf+3SS5yZJVT0uU9DZt6VV8pViZ5Lvm+++9rQkt3f3zWu9aFNPXevuu6vqgiRXJjkiydu6+9qqujDJru7emeStmYY6d2e6COmczayJcS3Z334pycOSvHO+58Wnu/usw1Y091tL9jfYEEv2tyuTfGtVXZfki0le3t3OkGBdluxzL03ylqr6sUw3JnihH6tZj6p6e6Yfao6dr/l6dZIHJkl3/3qma8DOTLI7yeeTvGip7eqPAADAaDb9gaEAAABbTdABAACGI+gAAADDEXQAAIDhCDoAAMBwBB0AAGA4gg4AADCc/w/WMIyz0+bCZwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(14,4))\n", "plt.title('Uncleaned words from rewiews')\n", "sns.countplot(train['review_content'].str.split(expand=True).unstack(),\n", " order=train['review_content'].str.split(expand=True).unstack().value_counts()[:20].index)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-0.5, 399.5, 199.5, -0.5)" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "positive = train[train['Target'] == 1]['review_content'].dropna().values\n", "negative = train[train['Target'] == 0]['review_content'].dropna().values\n", "\n", "# The wordcloud of Cthulhu/squidy thing for HP Lovecraft\n", "fig, axr = plt.subplots(1,2, figsize=(16,13))\n", "wcP = WordCloud(background_color=\"white\", max_words=10000,\n", " stopwords=stopwords, max_font_size= 40)\n", "wcN = WordCloud(background_color=\"black\", max_words=10000,\n", " stopwords=stopwords, max_font_size= 40)\n", "wcP.generate(\" \".join(positive))\n", "wcN.generate(\" \".join(negative))\n", "#plt.title(\"HP Lovecraft (Cthulhu-Squidy)\", fontsize=20)\n", "axr[0].set_title('Positive')\n", "axr[1].set_title('Negative')\n", "axr[0].imshow(wcP.recolor( colormap= 'viridis' , random_state=17), alpha=0.98)\n", "axr[1].imshow(wcN.recolor( colormap= 'Pastel1_r' , random_state=17), alpha=0.98)\n", "axr[0].axis('off'); axr[1].axis('off')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lemma" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[nltk_data] Downloading package wordnet to /home/cris/nltk_data...\n", "[nltk_data] Package wordnet is already up-to-date!\n" ] }, { "data": { "text/plain": [ "True" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import nltk\n", "nltk.download('wordnet')" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": true }, "outputs": [], "source": [ "lemm = WordNetLemmatizer()\n", "class LemmaCountVectorizer(CountVectorizer):\n", " def build_analyzer(self):\n", " analyzer = super(LemmaCountVectorizer, self).build_analyzer()\n", " return lambda doc: (lemm.lemmatize(w) for w in analyzer(doc))" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def get_lemmas(text):\n", " tf_vectorizer = LemmaCountVectorizer(max_df=0.95, \n", " min_df=2,\n", " stop_words=stopwords,\n", " decode_error='ignore')\n", " tf = tf_vectorizer.fit_transform(text)\n", " feature_names = tf_vectorizer.get_feature_names()\n", " count_vec = np.asarray(tf.sum(axis=0)).ravel()\n", " zipped = list(zip(feature_names, count_vec))\n", " x,y = (list(x) for x in zip(*sorted(zipped, key=lambda x: x[1], reverse=True)))\n", " return x,y\n", " " ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Storing the entire training text in a list\n", "text_pos = list(train[train['Target'] == 1]['review_content'].dropna().values)\n", "text_neg = list(train[train['Target'] == 0]['review_content'].dropna().values)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "x_pos, y_pos = get_lemmas(text_pos)\n", "x_neg, y_neg = get_lemmas(text_neg)" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axr = plt.subplots(2,figsize=(15,5))\n", "axr[0].set_title('Cleaned words from rewiews')\n", "sns.barplot(x=x_pos[0:20], y=y_pos[0:20], ax=axr[0], label='Positive')\n", "axr[0].legend()\n", "sns.barplot(x=x_neg[0:20], y=y_neg[0:20], ax=axr[1], label='Negative')\n", "axr[1].legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Tfidf" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def get_tfidf(text):\n", " vectorizer = TfidfVectorizer(min_df=10, max_features=10000, ngram_range=(1, 2))\n", " vz = vectorizer.fit_transform(list(text))\n", " tfidf = dict(zip(vectorizer.get_feature_names(), vectorizer.idf_))\n", " tfidf = pd.DataFrame(columns=['tfidf']).from_dict(dict(tfidf), orient='index')\n", " tfidf.columns = ['tfidf']\n", " return tfidf" ] }, { "cell_type": "code", "execution_count": 91, "metadata": { "collapsed": true }, "outputs": [], "source": [ "vectorizer = TfidfVectorizer(min_df=10, max_features=10000, ngram_range=(1, 2))\n", "vz = vectorizer.fit_transform(list(text))" ] }, { "cell_type": "code", "execution_count": 135, "metadata": { "collapsed": true }, "outputs": [], "source": [ "tfidf = dict(zip(vectorizer.get_feature_names(), vectorizer.idf_))\n", "tfidf = pd.DataFrame(columns=['tfidf']).from_dict(dict(tfidf), orient='index')\n", "tfidf.columns = ['tfidf']" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "collapsed": true }, "outputs": [], "source": [ "tfidf_pos = get_tfidf(text_pos)\n", "tfidf_neg = get_tfidf(text_neg)" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 103, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axr = plt.subplots(2,figsize=(19,5))\n", "axr[0].set_title('Tfidf from review content')\n", "df = tfidf_pos.sort_values(by='tfidf', ascending=False).head(15)\n", "sns.barplot(x=df.index, y=df.tfidf, ax=axr[0], label='Positive')\n", "axr[0].set_ylim(8,9.5)\n", "axr[0].legend()\n", "df = tfidf_neg.sort_values(by='tfidf', ascending=False).head(15)\n", "sns.barplot(x=df.index, y=df.tfidf, ax=axr[1], label='Negative')\n", "axr[1].set_ylim(8,9.5)\n", "axr[1].legend()" ] }, { "cell_type": "code", "execution_count": 110, "metadata": { "collapsed": true }, "outputs": [], "source": [ "train['review_title'].dropna().str.split().apply(lambda x: [item for item in x if item not in stopwords])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Missing values" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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1q2C7AN8GDqEXqJaMUs/jwD8DX0vye8DPRmm3b5IlSe6gFxpfPmTbRVW1ri0vBc5J8gFgdhuPJEmSJE2qyb7P68n2OcBVVXXCCG0uBN4HPAoMVtXaYdsDnF9Vnxqh7w3AKcBqeuHtPcAC4CMjFVNVzyR5Nb0weGw77u+M0PQ84Oiquj3JycChI4yJqjoryfeAo+iF1DdV1d0jHVuSJEmSJspUPbVyGXBQkhcDJNk2yV5t23XAfOA0hk2rbK4Bjk2yU+u7Q5Ld2rYl9KY3LgZuAw4Dnqqqx0cqIsl2wPZVdTnwIWD/tmktMPT+tlnAj5M8l94VuREl2bOq7qiqzwO3AC9dzzmQJEmSpAkxJUGuqtYAJwMXJFkJ3EgLPW2a4iLgze3z8L6rgE8DP2h9rwJ2bpuX0JtWubjt52Hg+vWUMgtY1PZzPb379KAXID/WHliyJ/DvgJvoTZ1c3xW2M5Pc2fb3C+D76zsPkiRJkjQRUlX9rmHGGBgYqMHBwX6XIUkzWpJbq2qg33VsjnyfkqT+G+v71Gb7B8ElSZIkSSObtn/UOsmlwO7DVn+iqq7sRz2SJEmSNFGmbZCrqmP6XYMkSZIkTQanVkqSJElSxxjkJEmSJKljDHKSJEmS1DEGOUmSJEnqGIOcJEmSJHWMQU6SJEmSOsYgJ0mSJEkdY5CTJEmSpI4xyEmSJElSxxjkJEmSJKljDHKSJEmS1DEGOUmSJkiSy5PMnoT9nplkm+HHaR9nDFk/N8mdE318SdLmxyAnSdII0rNR75NVdVRVPTYJ5ZwJ/DLIDTnObOCMUXtJkqYtg5wkSU27orU6yTeAO4F3JbkxyfIkFyXZLsmRSS4a0ufQJIva8oNJdmzL70xyc5IVSc5NskWS45Kc07Z/MMkDbXmPJEtHqekDwG8D1ya5dthxzgL2bMc4e1i/LZKcneSWJCuT/OEo+z89yWCSwTVr1ozvBEqSpoxBTpKkX/US4CvA64FTgSOqaj4wCHwYuBp4TZJtW/vjgQuH7iDJy9r6g6pqHrAOOBFYAhzcmh0MPJLkhW158UjFVNUXgb8HDquqw4Zt/iRwf1XNq6qPDdt2KvB4VR0AHACclmT3Efa/sKoGqmpgzpw56zsvkqTNyJb9LkCSpM3MQ1W1LMlbgX2ApUkAngfcWFXPJLkCeFuSi4G3AB8fto/DgVcBt7S+WwM/raqftKt6s4BdgG8Dh9ALcpdM8DjeCOyX5Nj29fb0QuqPJvg4kqQ+MMhJkvSrnmyfA1xVVSeM0OZC4H3Ao8BgVa0dtj3A+VX1qRH63gCcAqymd4XuPcAC4CMTUPvwGt5fVVdO8H4lSZsBp1ZKkjSyZcBBSV4MkGTbJHu1bdcB84HTGDatsrkGODbJTq3vDkl2a9uWAB+lN5XyNuAw4Kmqenw9tawFZm3EeoArgT9O8txWw15DpoNKkjrOICdJ0giqag1wMnBBkpXAjcBL27Z1wCLgze3z8L6rgE8DP2h9rwJ2bpuX0JtWubjt52Hg+g2UsxC44tmHnQw5ziP0pn7eOfxhJ8BfA6uA5e1PEpyLM3EkadpIVfW7hhljYGCgBgcH+12GJM1oSW6tqoF+17E58n1KkvpvrO9TXpGTJEmSpI5xioUkSZuJJJcCw/9EwCd8YIkkaTiDnCRJm4mqOqbfNUiSusGplZIkSZLUMV6Rm0I/fOSHvOL8V/S7DEnqrDtOuqPfJUiStFnwipwkSZIkdYxBTpIkSZI6xiAnSZIkSR1jkJMkSZKkjjHISZIkSVLHGOQkSZIkqWMMcpIkSZLUMQY5SZIkSeqYTgW5JJcnmT0J+z0zyTbDj9M+zhiyfm6SOyf6+JIkSZK0MfoW5NKzUcevqqOq6rFJKOdM4JdBbshxZgNnjNpLkiRJkvpgSoNcu6K1Osk3gDuBdyW5McnyJBcl2S7JkUkuGtLn0CSL2vKDSXZsy+9McnOSFUnOTbJFkuOSnNO2fzDJA215jyRLR6npA8BvA9cmuXbYcc4C9mzHOHtYvy2SnJ3kliQrk/zhRJ8vSZIkSRpJP67IvQT4CvB64FTgiKqaDwwCHwauBl6TZNvW/njgwqE7SPKytv6gqpoHrANOBJYAB7dmBwOPJHlhW148UjFV9UXg74HDquqwYZs/CdxfVfOq6mPDtp0KPF5VBwAHAKcl2X34/pOcnmQwyeC6tevWd14kSZIkaUy27MMxH6qqZUneCuwDLE0C8Dzgxqp6JskVwNuSXAy8Bfj4sH0cDrwKuKX13Rr4aVX9pF3VmwXsAnwbOIRekLtkgsfxRmC/JMe2r7enF1J/NLRRVS0EFgJsvfvWNcE1SJIkSZqB+hHknmyfA1xVVSeM0OZC4H3Ao8BgVa0dtj3A+VX1qRH63gCcAqymd4XuPcAC4CMTUPvwGt5fVVdO8H4lSZIkab36+dTKZcBBSV4MkGTbJHu1bdcB84HTGDatsrkGODbJTq3vDkl2a9uWAB+lN5XyNuAw4Kmqenw9tawFZm3EeoArgT9O8txWw15DpoNKkiRJ0qTpW5CrqjXAycAFSVYCNwIvbdvWAYuAN7fPw/uuAj4N/KD1vQrYuW1eQm9a5eK2n4eB6zdQzkLgimcfdjLkOI/Qm/p55/CHnQB/DawClrc/SXAu/bnCKUmSJGmGSZW3bU2VrXfful78mRf3uwxJ6qw7Trpj3PtIcmtVDUxAOdPOwMBADQ4O9rsMSZrRxvo+1ak/CC5JkiRJmmFTAZNcCgz/EwGf8IElkiRJkrpkRgW5qjqm3zVIkiRJ0ng5tVKSJEmSOsYgJ0mSJEkdM6OmVvbby1/wcgZP8mlgkiRJksbHK3KSJEmS1DEGOUmSJEnqGIOcJEmSJHWMQU6SJEmSOsYgJ0mSJEkdY5CTJEmSpI4xyEmSJElSxxjkJEmSJKljDHKSJEmS1DEGOUmSJEnqGIOcJEmSJHWMQU6SJEmSOsYgJ0mSJEkdY5CTJEmSpI4xyEmSJElSxxjkJEmSJKljDHKSJEmS1DEGOUnSjJbk8iSz+13HaJL823H2PzrJPhNVjyRp82CQkyRNG1XFv/zLv2xsn6Oq6rFJKmkijCvIAUcDBjlJmmYMcpKkTnvwwQfZe++9efe7382+++7LN7/5TRYsWMD8+fM57rjjeOKJJ7jiiis47rjjftknyaFJFrXlB5Ps2JbfmeTmJCuSnJtkiyTHJTmnbf9gkgfa8h5Jlo5WV5IDktyQ5Pa2z1lJtkry9SR3JLktyWGt7clJLklyRZJ7k3yhrT8L2LrV863Ramzrn0jyn9rxliX5zSSvBd4OnN3a7zlCnacnGUwyuGbNmol4SSRJU8AgJ0nqvHvvvZczzjiD6667jq997WtcffXVLF++nIGBAc455xyOOOIIbrrpJp588slnuxwPXDh0H0le1tYfVFXzgHXAicAS4ODW7GDgkSQvbMuLR6onyfOA7wAfrKr9gSOAnwPvBaqqXgGcAJyfZKvWbV47/iuA45PsUlWfBH5eVfOq6sT11AiwLbCsHW8xcFpV3QBcBnys7eP+4bVW1cKqGqiqgTlz5ozldEuSNgNb9rsASZLGa7fdduPAAw9k0aJFrFq1ioMOOgiAp59+mgULFrDlllty5JFH8t3vfvfZLm8BPj5sN4cDrwJuSQKwNfDTqvpJku2SzAJ2Ab4NHEIvyF0ySkl7Az+uqlsAquqfAJK8DvhSW3d3koeAvVqfa6rq8dZuFbAb8PBYamzbngYWteVbgTes75xJkrrNICdJ6rxtt90W6N0j94Y3vIELLrjg19q84x3v4Mtf/jLA/wMMVtXaYU0CnF9VnxrhEDcApwCr6V2hew+wAPjIRI0BeGrI8jpGfo9eX42/qKraQH9J0jTh1EpJ0rRx4IEHsnTpUu677z4AnnzySe655x4AXv/617N8+XKAHRk2rbK5Bjg2yU4ASXZIslvbtgT4KL0pi7cBhwFPPXsFbQSrgZ2THND2NSvJlm0/J7Z1ewG7trbr84skzx1DjaNZC8zaQBtJUscY5CRJ08acOXM477zzOOGEE9hvv/1YsGABd999NwBbbLEFb33rWwG251+nIP5SVa0CPg38IMlK4Cpg57Z5Cb1plYurah29KY/Xj1ZHVT1N7162LyW5ve1rK+ArwHOS3EHvHrqTq+qp0fbTLARWJvnWBmoczYXAx9rDVX7tYSeSpG7Kv87C0GQbGBiowcHBfpchSTNakluraqDfdWyOfJ+SpP4b6/uUV+QkSZIkqWO8EVqSpHFIcimw+7DVn6iqK/tRjyRpZjDISZI0DlV1TL9rkCTNPE6tlCRJkqSOmfQgl+TyJLMn+zibKsm/HWf/o5PsM1H1SJIkSdKGbFSQS89G9amqo6rqsY0ra0qNK8gBRwMGOUmSJElTZoOhLMncJKuTfAO4E3hXkhuTLE9yUZLtkhyZ5KIhfQ5NsqgtP5hkx7b8ziQ3J1mR5NwkWyQ5Lsk5bfsHkzzQlvdIsnQ9dR2Q5IYkt7d9zkqyVZKvJ7mj/b2cw1rbk5NckuSKJPcm+UJbfxawdavnW6PV2NY/keQ/teMtS/KbSV4LvB04u7X37/NIkiRJmnRjvbr2Enp/xPT1wKnAEVU1HxgEPgxcDbwmybat/fH0/gDpLyV5WVt/UFXNA9YBJ9L7I6sHt2YHA48keWFbXjxSMUmeR+8PqX6wqvYHjgB+DrwXqKp6BXACcH6SrVq3ee34rwCOT7JLVX0S+HlVzauqE9dTI8C2wLJ2vMXAaVV1A3AZ8LG2j/tHqPX0JINJBtesWbPekyxJkiRJYzHWp1Y+VFXLkryV3jTCpUkAngfcWFXPJLkCeFuSi4G3AB8fto/DgVcBt7S+WwM/raqftKt6s4BdgG8Dh9ALcpeMUs/ewI+r6haAqvongCSvA77U1t2d5CFgr9bnmqp6vLVbBewGPDyWGtu2p4FFbflW4A3rP2U9VbUQWAi9P7Q6lj6SJEmStD5jDXJPts8BrqqqE0ZocyHwPuBRYLCq1g7bHuD8qvrUCH1vAE4BVtO7QvceYAHwkTHWNxZPDVlex8hjX1+Nv6iqZ4PYaP0lSZIkadJt7FMrlwEHJXkxQJJtkzx7xes6YD5wGsOmVTbXAMcm2an13SHJbm3bEuCj9KYs3gYcBjz17BW0EawGdk5yQNvXrCRbtv2c2NbtBeza2q7PL5I8dww1jmYtMGsDbSRJkiRpwmzsEyjXACcDFyRZCdwIvLRtW0dv6uGb+dcpiEP7rgI+Dfyg9b0K2LltXkJvWuXitp+HgevXU8fT9O5l+1KS29u+tqJ3H99zktxB7x66k6vqqdH20ywEVib51gZqHM2FwMfaw1V82IkkSZKkSZd/nS2oyTYwMFCDg4P9LkOSZrQkt1bVQL/r2Bz5PiVJ/TfW96lJ/4PgkiRJkqSJtdk/sCPJpcDuw1Z/oqqu7Ec9kiRJktRvm32Qq6pj+l2DJEmSJG1OnFopSZIkSR1jkJMkSZKkjjHISZIkSVLHGOQkSZIkqWMMcpIkSZLUMQY5SZIkSeoYg5wkSZIkdYxBTpIkSZI6xiAnSZIkSR1jkJMkSZKkjjHISZIkSVLHGOQkSZIkqWMMcpIkSZLUMQY5SZIkSeoYg5wkSZIkdYxBTpIkSZI6xiAnSZIkSR1jkJMkSZKkjjHISZIkSVLHGOQkSZIkqWMMcpIkSZLUMQY5SZIkSeoYg5wkSZIkdYxBTpIkSZI6xiAnSZIkSR1jkJMkSZKkjjHISZIkSVLHGOQkSZIkqWMMcpIkTQNJnmif5yb5eZLbktyV5OYkJ/e5PEnSBNuy3wVIkqQJd39VvRIgyR7AJUlSVV/vc12SpAniFTlJkqaxqnoA+DDwgX7XIkmaOAY5SZKmv+XAS/tdhCRp4hjkJEma/jLqhuT0JINJBtesWTOVNUmSxsEgN0beRC5J6rBXAneNtKGqFlbVQFUNzJkzZ4rLkiRtKh92smm8iVyS1AlJ5gJ/Bnypv5VIkiaSQW6cquqBJB8G/gtgkJMkbQ72THIbsBWwFvhiVZ3X35IkSRPJIDcxRr2JPMnpwOkAu+6661TWJEmaQapqu/b5QWDr/lYjSZps3iM3MUa9idx7DyRJkiRNNIPcxBj1JnJJkiRJmmgGuXHyJnJJkiT6C8l5AAAH+0lEQVRJU8175DaNN5FLkiRJ6huD3Bh5E7kkSZKkzYVTKyVJkiSpYwxykiRJktQxBjlJkiRJ6hiDnCRJkiR1jEFOkiRJkjrGICdJkiRJHWOQkyRJkqSOMchJkiRJUscY5CRJkiSpYwxykiRJktQxBjlJkiRJ6hiDnCRJkiR1jEFOkiRJkjrGICdJkiRJHWOQkyRJkqSOMchJkiRJUscY5CRJkiSpY1JV/a5hxkiyFljd7zom0Y7AP/S7iEk03ccH03+Mjq/7JmKMu1XVnIkoZrpJsgZ4qN91jMNM+DewITP9HMz08YPnYDqMf0zvUwa5KZRksKoG+l3HZHF83Tfdx+j4um8mjFGbzu8Pz8FMHz94DmbS+J1aKUmSJEkdY5CTJEmSpI4xyE2thf0uYJI5vu6b7mN0fN03E8aoTef3h+dgpo8fPAczZvzeIydJkiRJHeMVOUmSJEnqGIOcJEmSJHWMQW6CJTkyyeok9yX55AjbfyPJd9r2m5LMnfoqx2cMYzw5yZokK9rHH/Sjzk2R5L8l+WmSO0fZniRfbGNfmWT+VNc4XmMY46FJHh/y+v3pVNc4Hkl2SXJtklVJfpjkgyO06ezrOMbxdf013CrJzUlub2P8DyO06fzPUm2aJDskuSrJve3z80dpd1Jrc2+Sk0bYftloPwc3d+M5B0m2SfK9JHe3f19nTW31m248v2Ml+VRbvzrJm6ay7omyqeNP8oYktya5o33+namufaKM9/fsJLsmeSLJR6eq5klVVX5M0AewBXA/sAfwPOB2YJ9hbc4AvtqW3wF8p991T8IYTwa+3O9aN3F8hwDzgTtH2X4U8H0gwIHATf2ueRLGeCiwqN91jmN8OwPz2/Is4J4Rvkc7+zqOcXxdfw0DbNeWnwvcBBw4rE2nf5b6Ma7vjy8An2zLnwQ+P0KbHYAH2ufnt+XnD9n+e8C3R/s5uLl/jOccANsAh7U2zwOWAG/u95jGMOZN/h0L2Ke1/w1g97afLfo9pikc/yuB327L+wJ/1+/xTPU5GLL9YuAi4KP9Hs9EfHhFbmK9Grivqh6oqqeBC4HfHdbmd4Hz2/LFwOFJMoU1jtdYxthZVbUYeHQ9TX4X+Eb1LANmJ9l5aqqbGGMYY6dV1Y+ranlbXgvcBbxwWLPOvo5jHF+ntdflifblc9vH8Cdzdf1nqTbd0Nf+fODoEdq8Cbiqqh6tqn8ErgKOBEiyHfBh4HNTUOtk2eRzUFU/q6prAdr7+HLgRVNQ83iN53es3wUurKqnqupHwH1tf12yyeOvqtuq6u/b+h8CWyf5jSmpemKN6/fsJEcDP6J3DqYFg9zEeiHw8JCv/w+//gvWL9tU1TPA48ALpqS6iTGWMQL8fpuydnGSXaamtCkx1vF33YI2re37SV7e72I2VZtS8Up6V3SGmhav43rGBx1/DZNskWQF8FN6v4yO+hp29GepNt1vVtWP2/JPgN8coc36/o3/R+C/AD+btAon33jPAQBJZgNvA66ZjCIn2Hh+x5oOP/Mn6nfM3weWV9VTk1TnZNrkc9D+A+cTwK9N1e+yLftdgKal7wIXVNVTSf6Q3v+MdHY+9gy0HNitqp5IchTwP4CX9LmmjdZ+aP8NcGZV/VO/65loGxhf51/DqloHzGu/aF6aZN+q6uT9TNp4Sa4GfmuETX8y9IuqqiRj/jtKSeYBe1bVhzb3+yon6xwM2f+WwAXAF6vqgU2rUl3S/lPv88Ab+11LH3wG+K/tfbHftUwYg9zE+jtg6NWnF7V1I7X5P+2H6PbAI1NT3oTY4Birauh4/preXP7pYiyvcacNDQVVdXmSryTZsar+oZ91bYwkz6UXcr5VVZeM0KTTr+OGxjcdXsNnVdVjSa6lNy1uaJDr+s9SrUdVHTHatiT/N8nOVfXjNiX6pyM0+zt694o+60XA/wIWAANJHqT3O9BOSf5XVR3KZmYSz8GzFgL3VtWfT0C5U2E8v2N1+md+M67fMZO8CLgUeHdV3T/55U6K8ZyD1wDHJvkCMBv4lyT/XFVfnvyyJ49TKyfWLcBLkuye5Hn0brK8bFiby4Bnn551LPA/q6pLf5V9g2Mcdq/R2+ndwzNdXAa8Oz0HAo8Pmd4yLST5rSHzyV9N7+dEZ35BbrV/Dbirqs4ZpVlnX8exjG8avIZz2pU4kmwNvAG4e1izrv8s1aYb+tqfBPztCG2uBN6Y5PnpPdHxjcCVVfWXVfXbVTUXeB1wz+YY4sZgk88BQJLP0fsF98wpqHWijOd3rMuAd7QnGu5Ob4bCzVNU90TZ5PG3n6ffo/eAnKVTVvHE2+RzUFUHV9Xc9m//z4H/3PUQB/jUyon+oPc0vHvoPVXnT9q6zwJvb8tb0Xtazn30fojs0e+aJ2GM/y+9G0lvB64FXtrvmjdibBcAPwZ+QW/u9anAHwF/1LYH+Is29juAgX7XPAljfN+Q128Z8Np+17yR43sdvQdjrARWtI+jpsvrOMbxdf013A+4rY3xTuBP2/pp9bPUj03+/ngBvXu67gWuBnZo6weAvx7S7j3t++M+4JQR9jOX7j61cpPPAb2rGEXvP1mf/RnyB/0e0xjHvcm/Y9Gbkno/sJoOPKVzIscPfBp4csjrvQLYqd/jmervgSH7+AzT5KmVaQOSJEmSJHWEUyslSZIkqWMMcpIkSZLUMQY5SZIkSeoYg5wkSZIkdYxBTpIkSZI6xiAnSZIkSR1jkJMkSZKkjvn/ATxuXdkZ0o3xAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axr = plt.subplots(1,2,figsize=(14,5))\n", "train.apply(lambda col: col.isnull().sum(), axis=0).plot(kind='barh', ax=axr[0])\n", "test.apply(lambda col: col.isnull().sum(), axis=0).plot(kind='barh', ax=axr[1])" ] } ], "metadata": { "kernelspec": { "display_name": "cdiscount kernel", "language": "python", "name": "cdiscount" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }