{"cells":[{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"2f0c49d2-7743-47c6-9343-307e70f02197","_kg_hide-input":false,"_uuid":"fc80252584ecff71f8facc69d234477ef64196ae","id":"OPHrQ9-Fj0Qh","outputId":"e8831b82-331b-4dae-d60a-4be00e51ba9f"},"outputs":[{"name":"stderr","output_type":"stream","text":["/opt/conda/lib/python3.6/site-packages/nltk/twitter/__init__.py:20: UserWarning: The twython library has not been installed. Some functionality from the twitter package will not be available.\n","  warnings.warn(\"The twython library has not been installed. \"\n"]}],"source":["# General\n","import numpy as np\n","import pandas as pd\n","import nltk\n","import random\n","import os\n","from os import path\n","from PIL import Image\n","\n","# Visualization\n","import matplotlib as mpl\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","%matplotlib inline\n","from subprocess import check_output\n","from wordcloud import WordCloud, STOPWORDS\n","\n","# Set Plot Theme\n","sns.set_palette([\n","    \"#30a2da\",\n","    \"#fc4f30\",\n","    \"#e5ae38\",\n","    \"#6d904f\",\n","    \"#8b8b8b\",\n","])\n","# Alternate # plt.style.use('fivethirtyeight')\n","\n","# Pre-Processing\n","import string\n","from nltk.tokenize import RegexpTokenizer\n","from nltk.corpus import stopwords\n","import re\n","from nltk.stem import PorterStemmer\n","\n","# Modeling\n","import statsmodels.api as sm\n","from nltk.sentiment.vader import SentimentIntensityAnalyzer\n","from nltk.sentiment.util import *\n","from nltk.util import ngrams\n","from collections import Counter\n","from gensim.models import word2vec\n","\n","# Warnings\n","import warnings\n","warnings.filterwarnings('ignore')"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"0d880fce-581d-4b80-a989-ad32ac77e156","_kg_hide-input":false,"_uuid":"fd77c886672d174285917b7d4a62d06e7665fe82","id":"xBVGQEnhj0Qi","outputId":"7d3f4301-7b40-4419-ce51-a6222c4c8ce0"},"outputs":[{"name":"stdout","output_type":"stream","text":["Missing Values: 2966\n","Dataframe Dimension: 22628 Rows, 10 Columns\n"]}],"source":["# Read and Peak at Data\n","df = pd.read_csv(\"../input/Womens Clothing E-Commerce Reviews.csv\")\n","df.drop(df.columns[0],inplace=True, axis=1)\n","\n","# Delete missing observations for following variables\n","for x in [\"Division Name\",\"Department Name\",\"Class Name\",\"Review Text\"]:\n","    df = df[df[x].notnull()]\n","\n","# Extracting Missing Count and Unique Count by Column\n","unique_count = []\n","for x in df.columns:\n","    unique_count.append([x,len(df[x].unique()),df[x].isnull().sum()])\n","\n","# Missing Values\n","print(\"Missing Values: {}\".format(df.isnull().sum().sum()))\n","\n","# Data Dimensions\n","print(\"Dataframe Dimension: {} Rows, {} Columns\".format(*df.shape))\n","\n","# Create New Variables:\n","# Word Length\n","df[\"Word Count\"] = df['Review Text'].str.split().apply(len)\n","# Character Length\n","df[\"Character Count\"] = df['Review Text'].apply(len)\n","# Boolean for Positive and Negative Reviews\n","df[\"Label\"] = 0\n","df.loc[df.Rating >= 3,[\"Label\"]] = 1"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"6efe31e6-d8e6-43c6-b34e-6e24ea55d585","_uuid":"9c3ebc526c1d984c1a9b4bc084e67cdd9a106688","id":"gqIfPp3Rj0Qi","outputId":"fb9f959b-f469-4f8b-8d3b-c10e3081b9cd"},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Clothing ID</th>\n","      <th>Age</th>\n","      <th>Title</th>\n","      <th>Review Text</th>\n","      <th>Rating</th>\n","      <th>Recommended IND</th>\n","      <th>Positive Feedback Count</th>\n","      <th>Division Name</th>\n","      <th>Department Name</th>\n","      <th>Class Name</th>\n","      <th>Word Count</th>\n","      <th>Character Count</th>\n","      <th>Label</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>11443</th>\n","      <td>1072</td>\n","      <td>33</td>\n","      <td>Wanted to love!</td>\n","      <td>The quality and fabric are fabulous but it's j...</td>\n","      <td>2</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>General</td>\n","      <td>Dresses</td>\n","      <td>Dresses</td>\n","      <td>24</td>\n","      <td>137</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>10370</th>\n","      <td>1072</td>\n","      <td>25</td>\n","      <td>NaN</td>\n","      <td>I'm not normally one to spend $89.99 on a dres...</td>\n","      <td>5</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>General</td>\n","      <td>Dresses</td>\n","      <td>Dresses</td>\n","      <td>94</td>\n","      <td>502</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>2089</th>\n","      <td>862</td>\n","      <td>37</td>\n","      <td>Good summer tank</td>\n","      <td>This will be a great summer staple.  good fit ...</td>\n","      <td>5</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>General</td>\n","      <td>Tops</td>\n","      <td>Knits</td>\n","      <td>19</td>\n","      <td>102</td>\n","      <td>1</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["       Clothing ID  Age  ...  Character Count Label\n","11443         1072   33  ...              137     0\n","10370         1072   25  ...              502     1\n","2089           862   37  ...              102     1\n","\n","[3 rows x 13 columns]"]},"execution_count":3,"metadata":{},"output_type":"execute_result"}],"source":["df.sample(3)"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"9f5b6a4b-b9fc-4a88-a22b-e454993eb33a","_kg_hide-input":false,"_uuid":"a00a3a07b54d2ea8447da4e54eb5f0e4a0539c57","id":"Mq0Iqa3nj0Qi","outputId":"dad8843a-4c1c-4b4a-fd91-334301ad5ac5"},"outputs":[{"name":"stdout","output_type":"stream","text":["Dataframe Dimension: 22628 Rows, 13 Columns\n"]},{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th>Column</th>\n","      <th>Clothing ID</th>\n","      <th>Age</th>\n","      <th>Title</th>\n","      <th>Review Text</th>\n","      <th>Rating</th>\n","      <th>Recommended IND</th>\n","      <th>Positive Feedback Count</th>\n","      <th>Division Name</th>\n","      <th>Department Name</th>\n","      <th>Class Name</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Unique</th>\n","      <td>1172</td>\n","      <td>77</td>\n","      <td>13984</td>\n","      <td>22621</td>\n","      <td>5</td>\n","      <td>2</td>\n","      <td>82</td>\n","      <td>3</td>\n","      <td>6</td>\n","      <td>20</td>\n","    </tr>\n","    <tr>\n","      <th>Missing</th>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>2966</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["Column   Clothing ID  Age     ...      Department Name  Class Name\n","Unique          1172   77     ...                    6          20\n","Missing            0    0     ...                    0           0\n","\n","[2 rows x 10 columns]"]},"execution_count":4,"metadata":{},"output_type":"execute_result"}],"source":["print(\"Dataframe Dimension: {} Rows, {} Columns\".format(*df.shape))\n","pd.DataFrame(unique_count, columns=[\"Column\",\"Unique\",\"Missing\"]).set_index(\"Column\").T"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"eda94704-4beb-4e81-9eeb-22e15414e081","_kg_hide-input":false,"_uuid":"bf9ece7eca7f7a8c0d309640f815ec83a800a6a1","id":"yi2Ku2v6j0Qi","outputId":"5e030dbe-4423-44da-d403-bdb578862b7e"},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>mean</th>\n","      <th>std</th>\n","      <th>min</th>\n","      <th>25%</th>\n","      <th>50%</th>\n","      <th>75%</th>\n","      <th>max</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Clothing ID</th>\n","      <td>919.695908</td>\n","      <td>201.683804</td>\n","      <td>1.0</td>\n","      <td>861.0</td>\n","      <td>936.0</td>\n","      <td>1078.0</td>\n","      <td>1205.0</td>\n","    </tr>\n","    <tr>\n","      <th>Age</th>\n","      <td>43.282880</td>\n","      <td>12.328176</td>\n","      <td>18.0</td>\n","      <td>34.0</td>\n","      <td>41.0</td>\n","      <td>52.0</td>\n","      <td>99.0</td>\n","    </tr>\n","    <tr>\n","      <th>Rating</th>\n","      <td>4.183092</td>\n","      <td>1.115911</td>\n","      <td>1.0</td>\n","      <td>4.0</td>\n","      <td>5.0</td>\n","      <td>5.0</td>\n","      <td>5.0</td>\n","    </tr>\n","    <tr>\n","      <th>Recommended IND</th>\n","      <td>0.818764</td>\n","      <td>0.385222</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","    </tr>\n","    <tr>\n","      <th>Positive Feedback Count</th>\n","      <td>2.631784</td>\n","      <td>5.787520</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>3.0</td>\n","      <td>122.0</td>\n","    </tr>\n","    <tr>\n","      <th>Word Count</th>\n","      <td>60.211950</td>\n","      <td>28.533053</td>\n","      <td>2.0</td>\n","      <td>36.0</td>\n","      <td>59.0</td>\n","      <td>88.0</td>\n","      <td>115.0</td>\n","    </tr>\n","    <tr>\n","      <th>Character Count</th>\n","      <td>308.761534</td>\n","      <td>143.934126</td>\n","      <td>9.0</td>\n","      <td>186.0</td>\n","      <td>302.0</td>\n","      <td>459.0</td>\n","      <td>508.0</td>\n","    </tr>\n","    <tr>\n","      <th>Label</th>\n","      <td>0.895263</td>\n","      <td>0.306222</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                               mean         std   ...       75%     max\n","Clothing ID              919.695908  201.683804   ...    1078.0  1205.0\n","Age                       43.282880   12.328176   ...      52.0    99.0\n","Rating                     4.183092    1.115911   ...       5.0     5.0\n","Recommended IND            0.818764    0.385222   ...       1.0     1.0\n","Positive Feedback Count    2.631784    5.787520   ...       3.0   122.0\n","Word Count                60.211950   28.533053   ...      88.0   115.0\n","Character Count          308.761534  143.934126   ...     459.0   508.0\n","Label                      0.895263    0.306222   ...       1.0     1.0\n","\n","[8 rows x 7 columns]"]},"execution_count":5,"metadata":{},"output_type":"execute_result"}],"source":["df.describe().T.drop(\"count\",axis=1)"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"986daab5-f964-4e47-a438-8f97fc907bb8","_kg_hide-input":false,"_uuid":"0e3f766a098340fe143edc910038b7cfe8ccf22e","id":"ptBGZEmVj0Qi","outputId":"f327ff1e-a8af-47e6-982d-583a6f571801"},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>unique</th>\n","      <th>top</th>\n","      <th>freq</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Title</th>\n","      <td>13983</td>\n","      <td>Love it!</td>\n","      <td>136</td>\n","    </tr>\n","    <tr>\n","      <th>Division Name</th>\n","      <td>3</td>\n","      <td>General</td>\n","      <td>13365</td>\n","    </tr>\n","    <tr>\n","      <th>Department Name</th>\n","      <td>6</td>\n","      <td>Tops</td>\n","      <td>10048</td>\n","    </tr>\n","    <tr>\n","      <th>Class Name</th>\n","      <td>20</td>\n","      <td>Dresses</td>\n","      <td>6145</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                unique       top   freq\n","Title            13983  Love it!    136\n","Division Name        3   General  13365\n","Department Name      6      Tops  10048\n","Class Name          20   Dresses   6145"]},"execution_count":6,"metadata":{},"output_type":"execute_result"}],"source":["df[[\"Title\", \"Division Name\",\"Department Name\",\"Class Name\"]].describe(include=[\"O\"]).T.drop(\"count\",axis=1)"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"3e3d14b6-8b3a-4fcd-af51-5cd3c375aa0a","_kg_hide-input":false,"_uuid":"22aef077013a9644c8df8ed1626f9e9d42205eb2","scrolled":true,"id":"Kr5WGatlj0Qi","outputId":"5e504928-92b6-47ab-d525-5826a0005c7d"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 864x288 with 3 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Continous Distributions\n","f, ax = plt.subplots(1,3,figsize=(12,4), sharey=False)\n","sns.distplot(df.Age, ax=ax[0])\n","ax[0].set_title(\"Age Distribution\")\n","ax[0].set_ylabel(\"Density\")\n","sns.distplot(df[\"Positive Feedback Count\"], ax=ax[1])\n","ax[1].set_title(\"Positive Feedback Count Distribution\")\n","sns.distplot(np.log10((df[\"Positive Feedback Count\"][df[\"Positive Feedback Count\"].notnull()]+1)), ax=ax[2])\n","ax[2].set_title(\"Positive Feedback Count Distribution\\n[Log 10]\")\n","ax[2].set_xlabel(\"Log Positive Feedback Count\")\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"cde36ba1-40c6-4743-ad4f-932ee646e0d0","_kg_hide-input":false,"_uuid":"2cc1294a3d0495b640f553f535e3b7c46d7ba3f0","id":"Rj4eJhIzj0Qi","outputId":"322459d8-f273-478c-fdb9-3e7416ef76be"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["78.0% of Positive Feedback belongs to the top 20% of Reviews\n","\n","Gini Coefficient: 0.76\n"]}],"source":["# Percentage Accumulation from \"Most Wealthy\"\n","def percentage_accumulation(series, percentage):\n","    return (series.sort_values(ascending=False)\n","            [:round(series.shape[0]*(percentage/100))]\n","     .sum()/series\n","     .sum()*100)\n","\n","# Gini Coefficient- Inequality Score\n","# Source: https://planspace.org/2013/06/21/how-to-calculate-gini-coefficient-from-raw-data-in-python/\n","def gini(list_of_values):\n","    sorted_list = sorted(list_of_values)\n","    height, area = 0, 0\n","    for value in sorted_list:\n","        height += value\n","        area += height - value / 2.\n","    fair_area = height * len(list_of_values) / 2.\n","    return (fair_area - area) / fair_area\n","\n","# Cumulative Percentage of Positive Feedback assigned Percent of Reviewers (from most wealthy)\n","inequality = []\n","for x in list(range(100)):\n","    inequality.append(percentage_accumulation(df[\"Positive Feedback Count\"], x))\n","\n","# Generic Matplotlib Plot\n","plt.plot(inequality)\n","plt.title(\"Percentage of Positive Feedback by Percentage of Reviews\")\n","plt.xlabel(\"Review Percentile starting with Feedback\")\n","plt.ylabel(\"Percent of Positive Feedback Received\")\n","plt.axvline(x=20, c = \"r\")\n","plt.axvline(x=53, c = \"g\")\n","plt.axhline(y=78, c = \"y\")\n","plt.axhline(y=100, c = \"b\", alpha=.3)\n","plt.show()\n","\n","# 80-20 Rule Confirmation\n","print(\"{}% of Positive Feedback belongs to the top 20% of Reviews\".format(\n","    round(percentage_accumulation(df[\"Positive Feedback Count\"], 20))))\n","\n","# Gini\n","print(\"\\nGini Coefficient: {}\".format(round(gini(df[\"Positive Feedback Count\"]),2)))"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"c6312a75-d17a-40b3-be23-47dd2afa4d3c","_kg_hide-input":false,"_uuid":"c63da785d449bcb8b3c72daa5110920fe03e468c","id":"MEg5FUsSj0Qj","outputId":"03f46cb4-662f-4c0f-e90c-3cd2033e2433"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["47.0% of Positive Feedback belongs to the top 20% of Reviews\n","\n","Gini Coefficient: 0.38\n"]}],"source":["# Cumulative Percentage of Positive Feedback assigned Percent of Reviewers (from most wealthy)\n","top_20 = df[\"Positive Feedback Count\"].sort_values(ascending=False)[:round(df.shape[0]*(20/100))]\n","\n","inequality = []\n","for x in list(range(100)):\n","    inequality.append(percentage_accumulation(top_20, x))\n","\n","# Generic Matplotlib Plot\n","plt.plot(inequality)\n","plt.title(\"Percentage of Positive Feedback by Percentage of Reviews\")\n","plt.xlabel(\"Review Percentile starting with Feedback\")\n","plt.ylabel(\"Percent of Positive Feedback Received\")\n","plt.axvline(x=20, c = \"r\")\n","plt.axhline(y=47, c = \"r\")\n","plt.axhline(y=100, c = \"b\", alpha=.3)\n","\n","plt.show()\n","\n","# 80-20 Rule Confirmation\n","print(\"{}% of Positive Feedback belongs to the top 20% of Reviews\".format(\n","    round(percentage_accumulation(top_20, 20))))\n","\n","# Gini\n","print(\"\\nGini Coefficient: {}\".format(round(gini(top_20),2)))"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"8a9a94fd-6390-4847-b1f2-116a3119d3b5","_kg_hide-input":false,"_uuid":"0341d3e73a9a5c07ed9238ea4574c86ce4a0e34e","id":"JWfIQ-doj0Qj","outputId":"aec0199d-5f73-4cc1-8feb-56a5adc18386"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 1008x288 with 2 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["row_plots = [\"Division Name\",\"Department Name\"]\n","f, axes = plt.subplots(1,len(row_plots), figsize=(14,4), sharex=False)\n","\n","for i,x in enumerate(row_plots):\n","    sns.countplot(y=x, data=df,order=df[x].value_counts().index, ax=axes[i])\n","    axes[i].set_title(\"Count of Categories in {}\".format(x))\n","    axes[i].set_xlabel(\"\")\n","    axes[i].set_xlabel(\"Frequency Count\")\n","axes[0].set_ylabel(\"Category\")\n","axes[1].set_ylabel(\"\")\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"ddec58fb-1cad-4cd3-a5ba-a009890e2c2c","_kg_hide-input":false,"_uuid":"41ce13cd7c9aafc99120322c9dabc0d2c4d744ee","id":"pPm8iFymj0Qj","outputId":"494d357d-78b6-46e7-dced-131049062045"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 1008x504 with 2 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Dataframe Dimension: 22628 Rows\n"]},{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>mean</th>\n","      <th>std</th>\n","      <th>min</th>\n","      <th>25%</th>\n","      <th>50%</th>\n","      <th>75%</th>\n","      <th>max</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Clothing ID</th>\n","      <td>1015.4848</td>\n","      <td>103.396022</td>\n","      <td>862.0</td>\n","      <td>862.0</td>\n","      <td>1078.0</td>\n","      <td>1094.0</td>\n","      <td>1094.0</td>\n","    </tr>\n","    <tr>\n","      <th>Age</th>\n","      <td>42.7248</td>\n","      <td>12.150429</td>\n","      <td>18.0</td>\n","      <td>34.0</td>\n","      <td>41.0</td>\n","      <td>51.0</td>\n","      <td>99.0</td>\n","    </tr>\n","    <tr>\n","      <th>Rating</th>\n","      <td>4.1892</td>\n","      <td>1.104306</td>\n","      <td>1.0</td>\n","      <td>4.0</td>\n","      <td>5.0</td>\n","      <td>5.0</td>\n","      <td>5.0</td>\n","    </tr>\n","    <tr>\n","      <th>Recommended IND</th>\n","      <td>0.8184</td>\n","      <td>0.385592</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","    </tr>\n","    <tr>\n","      <th>Positive Feedback Count</th>\n","      <td>2.8624</td>\n","      <td>6.773021</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>3.0</td>\n","      <td>98.0</td>\n","    </tr>\n","    <tr>\n","      <th>Word Count</th>\n","      <td>60.5912</td>\n","      <td>28.731486</td>\n","      <td>2.0</td>\n","      <td>36.0</td>\n","      <td>60.0</td>\n","      <td>89.0</td>\n","      <td>115.0</td>\n","    </tr>\n","    <tr>\n","      <th>Character Count</th>\n","      <td>310.8604</td>\n","      <td>144.836158</td>\n","      <td>16.0</td>\n","      <td>189.0</td>\n","      <td>305.0</td>\n","      <td>469.0</td>\n","      <td>504.0</td>\n","    </tr>\n","    <tr>\n","      <th>Label</th>\n","      <td>0.9024</td>\n","      <td>0.296832</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                              mean         std   ...       75%     max\n","Clothing ID              1015.4848  103.396022   ...    1094.0  1094.0\n","Age                        42.7248   12.150429   ...      51.0    99.0\n","Rating                      4.1892    1.104306   ...       5.0     5.0\n","Recommended IND             0.8184    0.385592   ...       1.0     1.0\n","Positive Feedback Count     2.8624    6.773021   ...       3.0    98.0\n","Word Count                 60.5912   28.731486   ...      89.0   115.0\n","Character Count           310.8604  144.836158   ...     469.0   504.0\n","Label                       0.9024    0.296832   ...       1.0     1.0\n","\n","[8 rows x 7 columns]"]},"execution_count":11,"metadata":{},"output_type":"execute_result"}],"source":["# Clothing ID Category\n","f, axes = plt.subplots(1,2, figsize=[14,7])\n","num = 30\n","sns.countplot(y=\"Clothing ID\", data = df[df[\"Clothing ID\"].isin(df[\"Clothing ID\"].value_counts()[:num].index)],\n","              order= df[\"Clothing ID\"].value_counts()[:num].index, ax=axes[0])\n","axes[0].set_title(\"Frequency Count of Clothing ID\\nTop 30\")\n","axes[0].set_xlabel(\"Count\")\n","\n","sns.countplot(y=\"Clothing ID\", data = df[df[\"Clothing ID\"].isin(df[\"Clothing ID\"].value_counts()[num:60].index)],\n","              order= df[\"Clothing ID\"].value_counts()[num:60].index, ax=axes[1])\n","axes[1].set_title(\"Frequency Count of Clothing ID\\nTop 30 to 60\")\n","axes[1].set_ylabel(\"\")\n","axes[1].set_xlabel(\"Count\")\n","plt.show()\n","\n","print(\"Dataframe Dimension: {} Rows\".format(df.shape[0]))\n","df[df[\"Clothing ID\"].isin([1078, 862,1094])].describe().T.drop(\"count\",axis=1)"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"378bb954-943b-4577-9c7d-906984ff5c11","_uuid":"5474f0e3484dcaa1dcf1fc356156559fb54cb372","id":"Y07Jdc4lj0Qj","outputId":"524a014a-cab2-4b55-9b42-4b02d2cff1bb"},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>unique</th>\n","      <th>top</th>\n","      <th>freq</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Title</th>\n","      <td>1815</td>\n","      <td>Beautiful dress</td>\n","      <td>21</td>\n","    </tr>\n","    <tr>\n","      <th>Division Name</th>\n","      <td>2</td>\n","      <td>General</td>\n","      <td>1524</td>\n","    </tr>\n","    <tr>\n","      <th>Department Name</th>\n","      <td>2</td>\n","      <td>Dresses</td>\n","      <td>1722</td>\n","    </tr>\n","    <tr>\n","      <th>Class Name</th>\n","      <td>2</td>\n","      <td>Dresses</td>\n","      <td>1722</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                unique              top  freq\n","Title             1815  Beautiful dress    21\n","Division Name        2          General  1524\n","Department Name      2          Dresses  1722\n","Class Name           2          Dresses  1722"]},"execution_count":12,"metadata":{},"output_type":"execute_result"}],"source":["df.loc[df[\"Clothing ID\"].isin([1078, 862,1094]),\n","       [\"Title\", \"Division Name\",\"Department Name\",\"Class Name\"]].describe(include=[\"O\"]).T.drop(\"count\",axis=1)"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"d7a19fc2-8e5d-4506-ae3a-103dd3e38117","_kg_hide-input":false,"_uuid":"7aebdf06831cbe7f9c0db12c188a352eea940d2a","id":"DbZ_T8I4j0Qj","outputId":"e51a266b-00fd-40bf-a4e1-4978655c8e98"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 648x360 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Class Name\n","plt.subplots(figsize=(9,5))\n","sns.countplot(y=\"Class Name\", data=df,order=df[\"Class Name\"].value_counts().index)\n","plt.title(\"Frequency Count of Class Name\")\n","plt.xlabel(\"Count\")\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"eb1e71d0-fbb0-4039-9e84-758d10e58ae6","_kg_hide-input":false,"_uuid":"5d79a0144b70893f360b6d1f6c9f6913c461f844","scrolled":false,"id":"kQiJrvYLj0Qj","outputId":"a6aad5a9-029c-4f56-b922-c3ba1395d388"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 1008x288 with 3 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["#cat_dtypes = [x for x,y,z in unique_count if y < 10 and x not in [\"Division Name\",\"Department Name\"]]\n","cat_dtypes = [\"Rating\",\"Recommended IND\",\"Label\"]\n","increment = 0\n","f, axes = plt.subplots(1,len(cat_dtypes), figsize=(14,4), sharex=False)\n","\n","for i in range(len(cat_dtypes)):\n","    sns.countplot(x=cat_dtypes[increment], data=df,order=df[cat_dtypes[increment]].value_counts().index, ax=axes[i])\n","    axes[i].set_title(\"Frequency Distribution for\\n{}\".format(cat_dtypes[increment]))\n","    axes[i].set_ylabel(\"Occurrence\")\n","    axes[i].set_xlabel(\"{}\".format(cat_dtypes[increment]))\n","    increment += 1\n","axes[1].set_ylabel(\"\")\n","axes[2].set_ylabel(\"\")\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"8d6fd507-fe6c-48ca-857d-edbfae1c7b32","_kg_hide-input":false,"_uuid":"bed30c62b6a02247cdbe4e7fb60b90527643a1a7","id":"-1OvaN7pj0Qj","outputId":"cc41f913-fd3e-483f-8d16-071edb7dc178"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 1224x576 with 8 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Correlation Coefficient of Word Cound and Character Count: 0.99\n","\n","Total Word Count is: 1362476\n","Total Character Count is: 6986656\n"]},{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>count</th>\n","      <th>mean</th>\n","      <th>std</th>\n","      <th>min</th>\n","      <th>25%</th>\n","      <th>50%</th>\n","      <th>75%</th>\n","      <th>max</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Word Count</th>\n","      <td>22628.0</td>\n","      <td>60.211950</td>\n","      <td>28.533053</td>\n","      <td>2.0</td>\n","      <td>36.0</td>\n","      <td>59.0</td>\n","      <td>88.0</td>\n","      <td>115.0</td>\n","    </tr>\n","    <tr>\n","      <th>Character Count</th>\n","      <td>22628.0</td>\n","      <td>308.761534</td>\n","      <td>143.934126</td>\n","      <td>9.0</td>\n","      <td>186.0</td>\n","      <td>302.0</td>\n","      <td>459.0</td>\n","      <td>508.0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                   count        mean         std  ...      50%    75%    max\n","Word Count       22628.0   60.211950   28.533053  ...     59.0   88.0  115.0\n","Character Count  22628.0  308.761534  143.934126  ...    302.0  459.0  508.0\n","\n","[2 rows x 8 columns]"]},"execution_count":15,"metadata":{},"output_type":"execute_result"}],"source":["f, axes = plt.subplots(2,4, figsize=(17,8), sharex=False)\n","for ii, xvar in enumerate(['Word Count', \"Character Count\"]):\n","    for i,y in enumerate([\"Rating\",\"Department Name\",\"Recommended IND\"]):\n","        for x in set(df[y][df[y].notnull()]):\n","            sns.kdeplot(df[xvar][df[y]==x], label=x, shade=False, ax=axes[ii,i])\n","        if ii is 0:\n","            axes[ii,i].set_title('{} Distribution (X)\\nby {}'.format(xvar, y))\n","        else:\n","            axes[ii,i].set_title('For {} (X)'.format(xvar))\n","    axes[ii,0].set_ylabel('Occurrence Density')\n","    axes[ii,i].set_xlabel('')\n","    # Plot 4\n","    sns.kdeplot(df[xvar],shade=True,ax=axes[ii,3])\n","    axes[ii,3].set_xlabel(\"\")\n","    if ii is 0:\n","        axes[ii,3].set_title('{} Distribution (X)\\n'.format(xvar))\n","    else:\n","        axes[ii,3].set_title('For {} (X)'.format(xvar))\n","    axes[ii,3].legend_.remove()\n","plt.show()\n","\n","print(\"Correlation Coefficient of Word Cound and Character Count: {}\".format(\n","    round(df[\"Word Count\"].corr(df[\"Character Count\"]), 2)))\n","\n","print(\"\\nTotal Word Count is: {}\".format(df[\"Word Count\"].sum()))\n","print(\"Total Character Count is: {}\".format(df[\"Character Count\"].sum()))\n","df[[\"Word Count\",\"Character Count\"]].describe().T"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"b4769440-693f-431c-964b-b34a4eb15761","_kg_hide-input":false,"_uuid":"9dc39083d7f91771f86bd464fbee704950427167","id":"UOW-mgWpj0Qj","outputId":"42cd5717-983b-4d96-ae4b-80b8f895173f"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 1152x288 with 4 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Heatmaps of Percentage Pivot Table\n","f, ax = plt.subplots(1,2,figsize=(16, 4), sharey=True)\n","sns.heatmap(pd.crosstab(df['Division Name'], df[\"Department Name\"]),\n","            annot=True, linewidths=.5, ax = ax[0],fmt='g', cmap=\"Greens\",\n","                cbar_kws={'label': 'Count'})\n","ax[0].set_title('Division Name Count by Department Name - Crosstab\\nHeatmap Overall Count Distribution')\n","\n","sns.heatmap(pd.crosstab(df['Division Name'], df[\"Department Name\"], normalize=True).mul(100).round(0),\n","            annot=True, linewidths=.5, ax=ax[1],fmt='g', cmap=\"Greens\",\n","                cbar_kws={'label': 'Percentage %'})\n","ax[1].set_title('Division Name Count by Department Name - Crosstab\\nHeatmap Overall Percentage Distribution')\n","ax[1].set_ylabel('')\n","plt.tight_layout(pad=0)\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"fa9bca5b-a8cb-41c3-bfdd-fd32a640f2da","_kg_hide-input":false,"_uuid":"154806b91c08d07f58bec23ec6d854e0b76e6a64","id":"Jz6IwQBEj0Qk","outputId":"0566b1a3-0109-4d4c-e28f-2a324769c7cb"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 1152x288 with 4 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Heatmaps of Percentage Pivot Table\n","f, ax = plt.subplots(1,2,figsize=(16, 4), sharey=True)\n","sns.heatmap(pd.crosstab(df['Division Name'], df[\"Department Name\"], normalize='columns').mul(100).round(0),\n","            annot=True, linewidths=.5, ax=ax[0],fmt='g', cmap=\"Greens\",\n","                cbar_kws={'label': 'Percentage %'})\n","ax[0].set_title('Division Name Count by Department Name - Crosstab\\nHeatmap % Distribution by Columns')\n","\n","sns.heatmap(pd.crosstab(df['Division Name'], df[\"Department Name\"], normalize='index').mul(100).round(0),\n","            annot=True, linewidths=.5, ax=ax[1],fmt='g', cmap=\"Greens\",\n","                cbar_kws={'label': 'Percentage %'})\n","ax[1].set_title('Division Name Count by Department Name - Crosstab\\nHeatmap % Distribution by Index')\n","ax[1].set_ylabel('')\n","plt.tight_layout(pad=0)\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"af88a046-3292-4396-ac7c-37ae3253637b","_kg_hide-input":false,"_uuid":"87a3601fe8987562dc83548b4a0543cbf5698104","id":"W4pJPx06j0Qk","outputId":"74c33efe-6020-4866-aad5-f0bf421a987c"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 720x504 with 4 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Heatmaps of Percentage Pivot Table\n","f, ax = plt.subplots(1,2,figsize=(10, 7), sharey=True)\n","fsize = 13\n","sns.heatmap(pd.crosstab(df['Class Name'], df[\"Department Name\"]),\n","            annot=True, linewidths=.5, ax = ax[0],fmt='g', cmap=\"Blues\",\n","                cbar_kws={'label': 'Count'})\n","ax[0].set_title('Class Name Count by Department Name - Crosstab\\nHeatmap Overall Count Distribution')\n","\n","sns.heatmap(pd.crosstab(df['Class Name'], df[\"Department Name\"], normalize=True).mul(100).round(0),\n","            annot=True, linewidths=.5, ax=ax[1],fmt='g', cmap=\"Blues\",\n","                cbar_kws={'label': 'Percentage %'})\n","ax[1].set_title('Class Name Count by Department Name - Crosstab\\nHeatmap Overall Percentage Distribution')\n","ax[1].set_ylabel('')\n","plt.tight_layout(pad=0)\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"3752c46e-9811-455a-b613-2eb88ed71d9a","_kg_hide-input":false,"_uuid":"b5d3ba1f05ed6a02c1fae0bdf351568880f1f4c9","id":"PT9eclaBj0Qk","outputId":"07576dea-5a0c-4d09-b255-89b0dd4ac1b4"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 720x504 with 3 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Heatmaps of Percentage Pivot Table\n","f, ax = plt.subplots(1,2,figsize=(10, 7), sharey=True)\n","fsize = 13\n","sns.heatmap(pd.crosstab(df['Class Name'], df[\"Department Name\"], normalize = 'columns').mul(100).round(0)\n","            ,annot=True, fmt=\"g\", linewidths=.5, ax=ax[0],cbar=False,cmap=\"Blues\")\n","ax[0].set_title('Class Name Count by Count - Crosstab\\nHeatmap % Distribution by Column', fontsize = fsize)\n","ax[1] = sns.heatmap(pd.crosstab(df['Class Name'], df[\"Department Name\"], normalize = 'index').mul(100).round(0)\n","            ,annot=True, fmt=\"2g\", linewidths=.5, ax=ax[1],cmap=\"Blues\",\n","                cbar_kws={'label': 'Percentage %'})\n","ax[1].set_title('Class Name Count by Count - Crosstab\\nHeatmap % Distribution by Index', fontsize = fsize)\n","ax[1].set_ylabel('')\n","plt.tight_layout(pad=0)\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"2698ee04-085c-4306-b9b0-af1ac79a17cd","_kg_hide-input":false,"_uuid":"a9bd660409d86825b131e0942f4cee700c35d5c2","id":"DfoyRp3Hj0Qk","outputId":"ddfb79b7-e6eb-487a-b440-a76aceaffc1b"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 720x504 with 4 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\n","text/plain":["<Figure size 720x504 with 3 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Heatmaps of Percentage Pivot Table\n","f, ax = plt.subplots(1,2,figsize=(10, 7), sharey=True)\n","fsize = 13\n","sns.heatmap(pd.crosstab(df['Class Name'], df[\"Division Name\"]),\n","            annot=True, linewidths=.5, ax = ax[0],fmt='g', cmap=\"Reds\",\n","                cbar_kws={'label': 'Count'})\n","ax[0].set_title('Class Name Count by Division Name - Crosstab\\nHeatmap Overall Count Distribution')\n","\n","sns.heatmap(pd.crosstab(df['Class Name'], df[\"Division Name\"], normalize=True).mul(100).round(0),\n","            annot=True, linewidths=.5, ax=ax[1],fmt='g', cmap=\"Reds\",\n","                cbar_kws={'label': 'Percentage %'})\n","ax[1].set_title('Class Name Count by Division Name - Crosstab\\nHeatmap Overall Percentage Distribution')\n","ax[1].set_ylabel('')\n","plt.tight_layout(pad=0)\n","plt.show()\n","\n","# Heatmaps of Percentage Pivot Table\n","f, ax = plt.subplots(1,2,figsize=(10, 7), sharey=True)\n","fsize = 13\n","sns.heatmap(pd.crosstab(df['Class Name'], df[\"Division Name\"], normalize = 'columns').mul(100).round(0)\n","            ,annot=True, fmt=\"g\", linewidths=.5, ax=ax[0],cbar=False,cmap=\"Reds\")\n","ax[0].set_title('Class Name Count by Count - Crosstab\\nHeatmap % Distribution by Column', fontsize = fsize)\n","ax[1] = sns.heatmap(pd.crosstab(df['Class Name'], df[\"Division Name\"], normalize = 'index').mul(100).round(0)\n","            ,annot=True, fmt=\"2g\", linewidths=.5, ax=ax[1],cmap=\"Reds\",\n","                cbar_kws={'label': 'Percentage %'})\n","ax[1].set_title('Class Name Count by Count - Crosstab\\nHeatmap % Distribution by Index', fontsize = fsize)\n","ax[1].set_ylabel('')\n","plt.tight_layout(pad=0)\n","\n","# MANUAL NORMALIZE with Applied Lambda on Pandas DataFrame\n","# ctab = pd.crosstab(df['Class Name'], df[\"Rating\"]).apply(lambda r: r/r.sum(), axis=1).mul(100)"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"22ee8aef-73d1-40b3-8dfc-634e658e6e24","_kg_hide-input":false,"_uuid":"666889115139e1056c3641a822e372d46be89217","scrolled":false,"id":"_2wcdWTWj0Qn","outputId":"41fe9299-376f-4d07-fdc4-343ba5685cf8"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 1224x288 with 4 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["f, axes = plt.subplots(1,4, figsize=(17,4), sharex=False)\n","xvar = 'Positive Feedback Count'\n","plotdf = np.log10(df['Positive Feedback Count'])\n","for i,y in enumerate([\"Rating\",\"Department Name\",\"Recommended IND\"]):\n","    for x in set(df[y][df[y].notnull()]):\n","        sns.kdeplot(plotdf[df[y]==x], label=x, shade=True, ax=axes[i])\n","    axes[i].set_xlabel(\"{}\\nLog 10\".format(xvar))\n","    axes[i].set_label('Occurrence Density')\n","    axes[i].set_title('{} Distribution\\nby {}'.format(xvar, y))\n","axes[0].set_ylabel('Occurrence Density')\n","# Plot 4\n","sns.kdeplot(plotdf,shade=True,ax=axes[3])\n","axes[3].set_xlabel(\"{}\\nLog 10\".format(xvar))\n","axes[3].set_title('{} Distribution\\n'.format(xvar))\n","axes[3].legend_.remove()\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"643404c5-c65f-4f9f-a6b5-7b281b4b4ebd","_kg_hide-input":false,"_uuid":"4e6d685b9f9641eb89d32b1d90899a6834416661","id":"m_qdteAfj0Qn","outputId":"ca1e40bf-48cc-4f62-91c8-7a4549dba233"},"outputs":[{"name":"stdout","output_type":"stream","text":["Recommended is 0\n","75.0% of Positive Feedback belongs to the top 20% of Reviews with Recommeded = 0\n","Gini Coefficient: 0.73\n","\n","Recommended is 1\n","78.0% of Positive Feedback belongs to the top 20% of Reviews with Recommeded = 1\n","Gini Coefficient: 0.76\n","\n"]}],"source":["# Checking inequality difference:\n","for rec in [0,1]:\n","    temp = df[\"Positive Feedback Count\"][df[\"Recommended IND\"] == rec]\n","\n","    print(\"Recommended is {}\".format(rec))\n","    # 80-20 Rule Confirmation\n","    print(\"{}% of Positive Feedback belongs to the top 20% of Reviews with Recommeded = {}\".format(\n","        round(percentage_accumulation(temp, 20)),rec))\n","    # Gini\n","    print(\"Gini Coefficient: {}\\n\".format(round(gini(temp),2)))"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"dbd0240f-cb64-45c7-b57d-81339a4a463a","_kg_hide-input":false,"_uuid":"f1b4b4d09a7dd68792dc0a8f5c809d840d99908c","id":"iqqZWT3Aj0Qn","outputId":"9318c02b-dbca-4eb4-aa3b-86ed155a29c8"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 1296x288 with 3 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["f, axes = plt.subplots(1,3, figsize=(18,4), sharex=False)\n","for x in set(df[\"Class Name\"][df[\"Class Name\"].notnull()]):\n","    sns.kdeplot(df['Positive Feedback Count'][df[\"Class Name\"]==x]\n","                ,label=x, shade=False, ax=axes[0])\n","\n","axes[0].legend_.remove()\n","axes[0].set_xlabel('{}'.format(xvar))\n","axes[0].set_title('{} Distribution by {}\\n All Data'.format(xvar, \"Class Name\"))\n","\n","min_value = 15\n","for x in set(df[\"Class Name\"][df[\"Class Name\"].notnull()]):\n","    sns.kdeplot(df['Positive Feedback Count'][(df[\"Class Name\"]==x) &\n","                                              (df[\"Positive Feedback Count\"] < min_value)]\n","                ,label=x, shade=False, ax=axes[1])\n","\n","axes[1].legend_.remove()\n","axes[1].set_xlabel('{}'.format(xvar))\n","axes[1].set_title('{} Distribution by {}\\n Values under {}'.format(xvar, \"Class Name\", min_value))\n","\n","for x in set(df[\"Class Name\"][df[\"Class Name\"].notnull()]):\n","    sns.kdeplot(np.log10(df['Positive Feedback Count']+1)[df[\"Class Name\"]==x]\n","                ,label=x, shade=False, ax=axes[2])\n","\n","axes[2].legend_.remove()\n","axes[2].set_xlabel('Log 10 - {}'.format(xvar))\n","axes[2].set_title('{} Distribution by {}\\nAll Data in Log10'.format(xvar, \"Class Name\"))\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"71367009-67c9-492e-9945-4f9ef7b3ad93","_kg_hide-input":false,"_uuid":"5268e9cd16816952d74027f97c07abe11d787bfd","id":"ICdV1ZTPj0Qn","outputId":"410366a3-84de-4d03-c1eb-1082065ee438"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 1152x288 with 4 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["f, axes = plt.subplots(1,4, figsize=(16,4), sharex=False)\n","xvar = \"Age\"\n","plotdf = df[\"Age\"]\n","for i,y in enumerate([\"Rating\",\"Department Name\",\"Recommended IND\"]):\n","    for x in set(df[y][df[y].notnull()]):\n","        sns.kdeplot(plotdf[df[y]==x], label=x, shade=False, ax=axes[i])\n","    axes[i].set_xlabel(\"{}\".format(xvar))\n","    axes[i].set_label('Occurrence Density')\n","    axes[i].set_title('{} Distribution by {}'.format(xvar, y))\n","\n","for x in set(df[\"Class Name\"][df[\"Class Name\"].notnull()]):\n","    sns.kdeplot(plotdf[df[\"Class Name\"]==x], label=x, shade=False, ax=axes[3])\n","\n","axes[3].legend_.remove()\n","axes[3].set_xlabel('{}'.format(xvar))\n","axes[0].set_ylabel('Occurrence Density')\n","axes[3].set_title('{} Distribution by {}'.format(xvar, \"Class Name\"))\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"fc58e277-22db-4d8e-a16e-e3a23f870d3e","_kg_hide-input":false,"_uuid":"f1671b607334c33286e214f7c2cd286a5947c14b","id":"fO8TGIBdj0Qn","outputId":"e907e2df-bed4-4259-a9f7-97e837d24f5b"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 432x432 with 3 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Normalization is futile here.. But here is a minmax standardization, and a z-score normalization function.\n","def minmaxscaler(df):\n","    return (df-df.min())/(df.max()-df.min())\n","def zscorenomalize(df):\n","    return (df - df.mean())/df.std()\n","\n","g = sns.jointplot(x= df[\"Positive Feedback Count\"], y=df[\"Age\"], kind='reg', color='g')\n","g.fig.suptitle(\"Scatter Plot for Age and Positive Feedback Count\")\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"81b87aac-a901-4a59-b798-16c212773e0b","_kg_hide-input":false,"_uuid":"a5236dc34f3151fca8020fa1b6e76e466b7a5388","id":"T5Z9YpKpj0Qo"},"outputs":[],"source":["def percentstandardize_barplot(x,y,hue, data, ax=None, order= None):\n","    \"\"\"\n","    Standardize by percentage the data using pandas functions, then plot using Seaborn.\n","    Function arguments are and extention of Seaborns'.\n","    \"\"\"\n","    sns.barplot(x= x, y=y, hue=hue, ax=ax, order=order,\n","    data=(data[[x, hue]]\n","     .reset_index(drop=True)\n","     .groupby([x])[hue]\n","     .value_counts(normalize=True)\n","     .rename('Percentage').mul(100)\n","     .reset_index()\n","     .sort_values(hue)))\n","    plt.title(\"Percentage Frequency of {} by {}\".format(hue,x))\n","    plt.ylabel(\"Percentage %\")"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"b226004a-1467-4ec6-bb1b-35afe7102d66","_kg_hide-input":false,"_uuid":"b82b64cd669816ef90a814071e66bd35bd8e2f9a","id":"sq3bw1sDj0Qo","outputId":"51d620c5-323a-4e01-e066-5270c32fed81"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 2 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["huevar = \"Recommended IND\"\n","f, axes = plt.subplots(1,2,figsize=(12,5))\n","percentstandardize_barplot(x=\"Department Name\",y=\"Percentage\", hue=huevar,data=df, ax=axes[0])\n","axes[0].set_title(\"Percentage Frequency of {}\\nby Department Name\".format(huevar))\n","axes[0].set_ylabel(\"Percentage %\")\n","percentstandardize_barplot(x=\"Division Name\",y=\"Percentage\", hue=huevar,data=df, ax=axes[1])\n","axes[1].set_title(\"Percentage Frequency of {}\\nby Division Name\".format(huevar))\n","axes[1].set_ylabel(\"\")\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"f1e2b150-452a-4f9a-a488-2558724d72c8","_kg_hide-input":false,"_uuid":"1de73ae67115b2b0cca02266abb2acaf1b022154","id":"hMos6H_uj0Qo","outputId":"3fe3df92-1be9-4dcc-9690-8ad8f0fefe84"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 2 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["xvar = [\"Department Name\",\"Division Name\"]\n","huevar = \"Rating\"\n","f, axes = plt.subplots(1,2,figsize=(12,5))\n","percentstandardize_barplot(x=xvar[0],y=\"Percentage\", hue=huevar,data=df, ax=axes[0])\n","axes[0].set_title(\"Percentage Frequency of {}\\nby {}\".format(huevar, xvar[0]))\n","axes[0].set_ylabel(\"Percentage %\")\n","percentstandardize_barplot(x=xvar[1],y=\"Percentage\", hue=\"Rating\",data=df, ax=axes[1])\n","axes[1].set_title(\"Percentage Frequency of {}\\nby {}\".format(huevar, xvar[1]))\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"856e1b4b-258a-4c23-8009-cdd1bdd6943c","_kg_hide-input":false,"_uuid":"cb245a70c7c7c603667a5cc77f2751ca8409f0a9","id":"11IXYjNwj0Qo","outputId":"013d7e12-6dcf-44ac-9e3e-864a336fa6fe"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 675.975x576 with 4 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Cuttoff Variable\n","df[\"Cutoff\"] = df[\"Positive Feedback Count\"] >= 40 # Temporary variable for facetgrid\n","# Facet Grid Plot\n","g = sns.FacetGrid(df, row = \"Cutoff\", col=\"Recommended IND\",\n","                  hue=\"Rating\", size=4, aspect=1.1, sharey=False, sharex=False)\n","g.map(sns.distplot, \"Positive Feedback Count\", hist=False)\n","g.add_legend()\n","g.axes[0,0].set_ylabel('Density')\n","g.axes[1,0].set_ylabel('Density')\n","plt.subplots_adjust(top=0.90)\n","g.fig.suptitle('Positive Feedback Count by Recommended (Column) and Rating (Color) and Cutoff (Feedback >40 is True)')\n","\n","# Give cutoff line to each plot.\n","for x in [0,1]:\n","    for y in [0,1]:\n","        g.axes[x,y].axvline(x=40, c=\"r\")\n","\n","plt.show()\n","del df[\"Cutoff\"]"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"f3d2e059-7d8a-4c8b-aea5-f546dafd1971","_kg_hide-input":false,"_uuid":"906d8dd4ce833c198ff81b02c98b7d060633d59f","scrolled":false,"id":"oE--qdm8j0Qo","outputId":"ea2f6745-c277-4e06-b2f0-767cd91944c0"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 2 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["huevar = \"Rating\"\n","f, axes = plt.subplots(1,2,figsize=(12,5))\n","sns.countplot(x=\"Rating\", hue=\"Recommended IND\",data=df, ax=axes[0])\n","axes[0].set_title(\"Occurrence of {}\\nby {}\".format(huevar, \"Recommended IND\"))\n","axes[0].set_ylabel(\"Count\")\n","percentstandardize_barplot(x=\"Rating\",y=\"Percentage\", hue=\"Recommended IND\",data=df, ax=axes[1])\n","axes[1].set_title(\"Percentage Normalized Occurrence of {}\\nby {}\".format(huevar, \"Recommended IND\"))\n","axes[1].set_ylabel(\"% Percentage by Rating\")\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"0984f298-c6eb-4bcd-84df-c9b562f6212c","_kg_hide-input":false,"_uuid":"056221b7042ed93b006021573910d3dd7e69f6c2","id":"kTEKQ8Kkj0Qo","outputId":"7b715b79-411a-434f-91df-76f831c35c87"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 3 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["f, axes = plt.subplots(1,3,figsize=(12,5))\n","rot = 30\n","df.pivot_table('Rating',\n","               columns=['Recommended IND']).plot.bar(ax=axes[0],rot=rot)\n","axes[0].set_title(\"Average Rating by\\nRecommended IND\")\n","df.pivot_table('Rating', index='Division Name',\n","               columns=['Recommended IND']).plot.bar(ax=axes[1], rot=rot)\n","axes[1].set_title(\"Average Rating by Divison Name\\nand Recommended IND\")\n","df.pivot_table('Rating', index='Department Name',\n","               columns=['Recommended IND']).plot.bar(ax=axes[2], rot=rot)\n","axes[0].set_ylabel(\"Rating\")\n","axes[2].set_title(\"Average Rating by Department Name\\nand Recommended IND\")\n","f.tight_layout()\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"d230a677-35a0-4084-9522-b924580a1bf7","_kg_hide-input":false,"_uuid":"c0842f7574c7de6a983e691c0a4f401c540d92d1","id":"mrPgD_Uqj0Qo","outputId":"076d57f4-1039-4267-db7e-6cdb0a09d9af"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 648x432 with 2 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["temp = (df.groupby('Clothing ID')[[\"Rating\",\"Recommended IND\", \"Age\"]]\n","        .aggregate(['count','mean']))\n","temp.columns = [\"Count\",\"Rating Mean\",\"Recommended IND Count\",\n","                \"Recommended Mean\",\"Age Count\",\"Age Mean\"]\n","temp.drop([\"Recommended IND Count\",\"Age Count\"], axis=1, inplace =True)\n","\n","# Plot Correlation Matrix\n","f, ax = plt.subplots(figsize=[9,6])\n","ax = sns.heatmap(temp.corr()\n","    , annot=True, fmt=\".2f\",cbar_kws={'label': 'Correlation Coefficient'})\n","ax.set_title(\"Correlation Matrix for Mean and Count for\\nRating,Recommended, and Age\\nGrouped by Clothing ID\")\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"2f08b13b-ad16-4fd0-9e8e-c410b594f4df","_kg_hide-input":false,"_uuid":"1abd813f84d0f23b69518d170b6725c71ef41e94","id":"U8mtPZytj0Qo","outputId":"85f86f8d-aac3-47f8-ef20-3ff0bd5a4a37"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 432x432 with 3 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["g = sns.jointplot(x= \"Recommended Mean\",y='Rating Mean',data=temp,\n","                  kind='reg', color='b')\n","plt.subplots_adjust(top=0.999)\n","g.fig.suptitle(\"Rating Mean and Recommended Mean\\nGrouped by Clothing ID\")\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"61adcef5-fbfe-4b19-9be9-06202945fd98","_kg_hide-input":false,"_uuid":"8c3fa7e4532f916c580af8b3b8a59b7874e08a55","id":"75bavCwTj0Qo","outputId":"bc014e77-b0af-471a-f74e-0d94b154510f"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 504x360 with 2 Axes>"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Count</th>\n","      <th>Rating Mean</th>\n","      <th>Recommended Mean</th>\n","      <th>Age Mean</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>count</th>\n","      <td>204.000000</td>\n","      <td>204.000000</td>\n","      <td>204.000000</td>\n","      <td>204.000000</td>\n","    </tr>\n","    <tr>\n","      <th>mean</th>\n","      <td>2.308824</td>\n","      <td>2.763338</td>\n","      <td>0.316315</td>\n","      <td>41.883954</td>\n","    </tr>\n","    <tr>\n","      <th>std</th>\n","      <td>2.798261</td>\n","      <td>0.819220</td>\n","      <td>0.351723</td>\n","      <td>10.858979</td>\n","    </tr>\n","    <tr>\n","      <th>min</th>\n","      <td>1.000000</td>\n","      <td>1.000000</td>\n","      <td>0.000000</td>\n","      <td>20.000000</td>\n","    </tr>\n","    <tr>\n","      <th>25%</th>\n","      <td>1.000000</td>\n","      <td>2.136364</td>\n","      <td>0.000000</td>\n","      <td>34.687500</td>\n","    </tr>\n","    <tr>\n","      <th>50%</th>\n","      <td>1.000000</td>\n","      <td>3.000000</td>\n","      <td>0.250000</td>\n","      <td>41.142857</td>\n","    </tr>\n","    <tr>\n","      <th>75%</th>\n","      <td>2.000000</td>\n","      <td>3.000000</td>\n","      <td>0.500000</td>\n","      <td>47.000000</td>\n","    </tr>\n","    <tr>\n","      <th>max</th>\n","      <td>24.000000</td>\n","      <td>5.000000</td>\n","      <td>1.000000</td>\n","      <td>74.000000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["            Count  Rating Mean  Recommended Mean    Age Mean\n","count  204.000000   204.000000        204.000000  204.000000\n","mean     2.308824     2.763338          0.316315   41.883954\n","std      2.798261     0.819220          0.351723   10.858979\n","min      1.000000     1.000000          0.000000   20.000000\n","25%      1.000000     2.136364          0.000000   34.687500\n","50%      1.000000     3.000000          0.250000   41.142857\n","75%      2.000000     3.000000          0.500000   47.000000\n","max     24.000000     5.000000          1.000000   74.000000"]},"execution_count":34,"metadata":{},"output_type":"execute_result"}],"source":["plt.figure(figsize=(7,5))\n","plt.scatter(temp[\"Recommended Mean\"],temp[\"Rating Mean\"],\n","            alpha = .8, c =temp[\"Count\"], cmap = 'seismic')\n","cbar = plt.colorbar() # Color bar. Vive la France!\n","cbar.set_label('Count', rotation=90)\n","plt.xlabel(\"Average Recommended IND\")\n","plt.ylabel(\"Average Rating\")\n","plt.title(\"Clothing Piece Frequency (Color) on\\nRating and Recommended Mean Scatter\")\n","\n","# Vertical and Horizontal Lines\n","l = plt.axhline(y=3.3)\n","l = plt.axvline(x=.55)\n","\n","# Text\n","plt.text(.15, 1, \"Lower\\nQuadrant\", ha='left',wrap=True,fontsize=17)\n","plt.show()\n","\n","# Descriptives for LOW QUADRANT\n","temp[(temp[\"Rating Mean\"] < 3.3) | (temp[\"Recommended Mean\"] <= .55)].describe()"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"1b4b3cb2-3041-492d-9009-1de00e9386d8","_kg_hide-input":false,"_uuid":"9504163cd4fda31d225f99b5b519acfb4f378704","scrolled":true,"id":"JdWg3WQoj0Qo","outputId":"30034952-00aa-4e95-db4a-7a46e6383255"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 648x432 with 2 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Class Categories:\n"," ['Intimates' 'Dresses' 'Pants' 'Blouses' 'Knits' 'Outerwear' 'Lounge'\n"," 'Sweaters' 'Skirts' 'Fine gauge' 'Sleep' 'Jackets' 'Swim' 'Trend' 'Jeans'\n"," 'Legwear' 'Shorts' 'Layering' 'Casual bottoms' 'Chemises']\n"]}],"source":["key = \"Class Name\"\n","temp = (df.groupby(key)[[\"Rating\",\"Recommended IND\", \"Age\"]]\n","        .aggregate(['count','mean']))\n","temp.columns = [\"Count\",\"Rating Mean\",\"Recommended Likelihood Count\",\n","                \"Recommended Likelihood\",\"Age Count\",\"Age Mean\"]\n","temp.drop([\"Recommended Likelihood Count\",\"Age Count\"], axis=1, inplace =True)\n","\n","# Plot Correlation Matrix\n","f, ax = plt.subplots(figsize=[9,6])\n","ax = sns.heatmap(temp.corr()\n","    , annot=True, fmt=\".2f\",cbar_kws={'label': 'Correlation Coefficient'})\n","ax.set_title(\"Correlation Coefficient for Mean and Count for\\nRating, Recommended Likelihood, and Age\\nGrouped by {}\".format(key))\n","plt.show()\n","print(\"Class Categories:\\n\",df[\"Class Name\"].unique())"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"13781607-515e-48bf-9ad9-f328cafc8baa","_kg_hide-input":false,"_uuid":"b73f64dc9e47e936d42b35438868261754552e6e","id":"mP18DEiJj0Qp","outputId":"97b29ecb-6962-4278-be34-97bc182ccf29"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 432x432 with 3 Axes>"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Count</th>\n","      <th>Rating Mean</th>\n","      <th>Recommended Likelihood</th>\n","      <th>Age Mean</th>\n","      <th>resid</th>\n","    </tr>\n","    <tr>\n","      <th>Class Name</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Casual bottoms</th>\n","      <td>1</td>\n","      <td>4.0</td>\n","      <td>1.0</td>\n","      <td>26.0</td>\n","      <td>-0.007388</td>\n","    </tr>\n","    <tr>\n","      <th>Chemises</th>\n","      <td>1</td>\n","      <td>4.0</td>\n","      <td>1.0</td>\n","      <td>38.0</td>\n","      <td>0.114893</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                Count  Rating Mean    ...     Age Mean     resid\n","Class Name                            ...                       \n","Casual bottoms      1          4.0    ...         26.0 -0.007388\n","Chemises            1          4.0    ...         38.0  0.114893\n","\n","[2 rows x 5 columns]"]},"execution_count":36,"metadata":{},"output_type":"execute_result"}],"source":["# Simple Linear Regression Model\n","model_fit = sm.OLS(temp[\"Recommended Likelihood\"],\n","               sm.add_constant(temp[\"Age Mean\"])).fit()\n","temp['resid'] = model_fit.resid\n","\n","# Plot\n","g = sns.jointplot(y=\"Recommended Likelihood\",x='Age Mean',data=temp,\n","                  kind='reg', color='b')\n","plt.subplots_adjust(top=0.999)\n","g.fig.suptitle(\"Age Mean and Recommended Likelihood\\nGrouped by Clothing Class\")\n","plt.ylim(.7, 1.01)\n","\n","# Annotate Outliers\n","head = temp.sort_values(by=['resid'], ascending=[False]).head(2)\n","tail = temp.sort_values(by=['resid'], ascending=[False]).tail(2)\n","\n","def ann(row):\n","    ind = row[0]\n","    r = row[1]\n","    plt.gca().annotate(ind, xy=( r[\"Age Mean\"], r[\"Recommended Likelihood\"]),\n","            xytext=(2,2) , textcoords =\"offset points\", )\n","\n","for row in head.iterrows():\n","    ann(row)\n","for row in tail.iterrows():\n","    ann(row)\n","\n","plt.show()\n","del head, tail\n","\n","temp[temp[\"Recommended Likelihood\"] > .95]"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"f8b97ebb-085d-4388-9fc3-493b13a1bc46","_kg_hide-input":false,"_uuid":"628d1f6222dc25f26e7887edc75d6cf650892765","id":"wge9rrNJj0Qp","outputId":"20a52ee2-2e6b-4ac6-e508-5822725232e2"},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Title</th>\n","      <th>Review Text</th>\n","      <th>Rating</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>5570</th>\n","      <td>Great t</td>\n","      <td>I love this t-shirt because it has the combination of elegance and relazation to a \"t\".\\r\\nit's soft, pretty and covers my wide bottom well.</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>537</th>\n","      <td>Perfect balance of classy and sexy</td>\n","      <td>I love this top! not sure if i would picked it up in the store; i received it as a gift from my husband. kudos to him as it was a great choice. i love that the sheerness and lace make me feel a little sexy but the long sleeves and camisole offer the modesty i tend to crave. really beautiful and can be worn either with jeans or a dressier skinny pant for a night out. hd in paris never fails to please with their aesthetic and quality.</td>\n","      <td>5</td>\n","    </tr>\n","    <tr>\n","      <th>3196</th>\n","      <td>Sweater fits beautifully</td>\n","      <td>I bought the sweater in nude, and it fits perfectly. it is so much better than a standard cardigan- it has beautiful details. its drapes so well across your body, and it longer in the front than the back which makes it hang beautifully. i wear this to work, but would definitely wear this on the weekends for more casual outfits- its very versatile.</td>\n","      <td>5</td>\n","    </tr>\n","    <tr>\n","      <th>16891</th>\n","      <td>Beautiful coat but thin fabric</td>\n","      <td>This coat looks great, but the fabric is thin--only partly wool. the snaps also don&amp;amp;amp;#39;t stay shut very well; i&amp;amp;amp;#39;ll probably add a hook-and-eye closure for security. despite its flaws, it looks good enough that it&amp;amp;amp;#39;s a keeper (when purchased on-sale).</td>\n","      <td>4</td>\n","    </tr>\n","    <tr>\n","      <th>19704</th>\n","      <td>Stunning</td>\n","      <td>This skirt is absolutely beautiful and is a gorgeous vintage red which is more pigmented than i'm used to in my closet, but that's not necessarily a good thing or a bad thing. it runs a little large in the waist. also, the skirt comes up higher on the torso than pictured. mine comes up to slightly above my waistline and ends at about mid thigh. however, i love this skirt and its timeless design assures me it will stay in my wardrobe for years to come.</td>\n","      <td>5</td>\n","    </tr>\n","    <tr>\n","      <th>16561</th>\n","      <td>Nice top</td>\n","      <td>No complaints about this top. i like that it's very soft and the length is good as a tunic. would recommend.</td>\n","      <td>4</td>\n","    </tr>\n","    <tr>\n","      <th>14091</th>\n","      <td>Cute and unique</td>\n","      <td>I was so happy to discover that my size (00 petite) had suddenly become available again online--probably someone's return. and i wasn't disappointed when i tried the tunic on--it fit great (unlike other recent online purchases from retailer.) love the plaid and the style. the cut should flatter many body types. definitely worth the money!\\r\\n\\r\\nplease, retailer, expand your inventory in petite sizes. the cute stuff sells out so quickly.</td>\n","      <td>5</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                                    Title  ...   Rating\n","5570                              Great t  ...        1\n","537    Perfect balance of classy and sexy  ...        5\n","3196             Sweater fits beautifully  ...        5\n","16891      Beautiful coat but thin fabric  ...        4\n","19704                            Stunning  ...        5\n","16561                            Nice top  ...        4\n","14091                     Cute and unique  ...        5\n","\n","[7 rows x 3 columns]"]},"execution_count":37,"metadata":{},"output_type":"execute_result"}],"source":["pd.set_option('max_colwidth', 500)\n","df[[\"Title\",\"Review Text\", \"Rating\"]].sample(7)"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"71d898cd-7ff9-4a8f-a870-585abac562b3","_kg_hide-input":true,"_uuid":"7956a4919260382fe89e5edf3581120461f40f92","id":"0nYv4Uupj0Qp"},"outputs":[],"source":["from nltk.stem.lancaster import LancasterStemmer\n","from nltk.stem.porter import PorterStemmer\n","#ps = LancasterStemmer()\n","ps = PorterStemmer()\n","\n","tokenizer = RegexpTokenizer(r'\\w+')\n","stop_words = set(stopwords.words('english'))\n","\n","def preprocessing(data):\n","    txt = data.str.lower().str.cat(sep=' ') #1\n","    words = tokenizer.tokenize(txt) #2\n","    words = [w for w in words if not w in stop_words] #3\n","    #words = [ps.stem(w) for w in words] #4\n","    return words"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"b324b3b7-b5a1-4318-b865-8561dcef7eb4","_kg_hide-input":false,"_uuid":"511582fe0c6f4973577427487f495d0c4b98758f","id":"QTecMb9cj0Qp"},"outputs":[],"source":["# Pre-Processing\n","SIA = SentimentIntensityAnalyzer()\n","df[\"Review Text\"]= df[\"Review Text\"].astype(str)\n","\n","# Applying Model, Variable Creation\n","df['Polarity Score']=df[\"Review Text\"].apply(lambda x:SIA.polarity_scores(x)['compound'])\n","df['Neutral Score']=df[\"Review Text\"].apply(lambda x:SIA.polarity_scores(x)['neu'])\n","df['Negative Score']=df[\"Review Text\"].apply(lambda x:SIA.polarity_scores(x)['neg'])\n","df['Positive Score']=df[\"Review Text\"].apply(lambda x:SIA.polarity_scores(x)['pos'])\n","\n","# Converting 0 to 1 Decimal Score to a Categorical Variable\n","df['Sentiment']=''\n","df.loc[df['Polarity Score']>0,'Sentiment']='Positive'\n","df.loc[df['Polarity Score']==0,'Sentiment']='Neutral'\n","df.loc[df['Polarity Score']<0,'Sentiment']='Negative'"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"2d1ebd44-54c1-40de-80db-ef4a25474ec2","_kg_hide-input":false,"_uuid":"0add25aa325ae7e50e2acbf0db1758947b22df8b","id":"XQ2OV5Y9j0Qp","outputId":"f149f118-083a-42ec-c945-5ee33ce2a142"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 2 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["huevar = \"Recommended IND\"\n","xvar = \"Sentiment\"\n","f, axes = plt.subplots(1,2,figsize=(12,5))\n","sns.countplot(x=xvar, hue=huevar,data=df, ax=axes[0], order=[\"Negative\",\"Neutral\",\"Positive\"])\n","axes[0].set_title(\"Occurence of {}\\nby {}\".format(xvar, huevar))\n","axes[0].set_ylabel(\"Count\")\n","percentstandardize_barplot(x=xvar,y=\"Percentage\", hue=huevar,data=df, ax=axes[1])\n","axes[1].set_title(\"Percentage Normalized Occurence of {}\\nby {}\".format(xvar, huevar))\n","axes[1].set_ylabel(\"% Percentage by {}\".format(huevar))\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"067a0768-f426-40cf-8dc1-2c9c83b74acd","_kg_hide-input":false,"_uuid":"bb3262b3ae1411dfc8eb11834856f01a81627109","scrolled":false,"id":"oMghVyNLj0Qp","outputId":"2b4661cf-a170-49ad-c531-283740cdc9ac"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 648x648 with 4 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["f, axes = plt.subplots(2,2, figsize=[9,9])\n","sns.countplot(x=\"Sentiment\", data=df, ax=axes[0,0], order=[\"Negative\",\"Neutral\",\"Positive\"])\n","axes[0,0].set_xlabel(\"Sentiment\")\n","axes[0,0].set_ylabel(\"Count\")\n","axes[0,0].set_title(\"Overall Sentiment Occurrence\")\n","\n","sns.countplot(x=\"Rating\", data=df, ax=axes[0,1])\n","axes[0,1].set_xlabel(\"Rating\")\n","axes[0,1].set_ylabel(\"\")\n","axes[0,1].set_title(\"Overall Raiting Occurrence\")\n","\n","percentstandardize_barplot(x=\"Rating\",y=\"Percentage\",hue=\"Sentiment\",data=df, ax=axes[1,0])\n","axes[1,0].set_xlabel(\"Rating\")\n","axes[1,0].set_ylabel(\"Percentage %\")\n","axes[1,0].set_title(\"Standardized Percentage Raiting Frequency\\nby Sentiment\")\n","\n","percentstandardize_barplot(x=\"Sentiment\",y=\"Percentage\",hue=\"Rating\",data=df, ax=axes[1,1])\n","axes[1,1].set_ylabel(\"Occurrence Frequency\")\n","axes[1,1].set_title(\"Standardized Percentage Sentiment Frequency\\nby Raiting\")\n","axes[1,1].set_xlabel(\"Sentiment\")\n","axes[1,1].set_ylabel(\"\")\n","\n","f.suptitle(\"Distribution of Sentiment Score and Rating for Customer Reviews\", fontsize=14)\n","f.tight_layout()\n","f.subplots_adjust(top=0.92)\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"3360fac4-1b46-45f4-904a-a5e8b88c05af","_kg_hide-input":false,"_uuid":"bdd1392854d456ea1dcf8d3989a5d444be5a33a1","id":"XUql9qxlj0Qp","outputId":"ecf5a3a7-527d-4971-ef63-2931f6260a93"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 720x720 with 4 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Tweakable Variables (Note to Change Order Arguement if Xvar is changed)\n","xvar = \"Sentiment\"\n","huevar = \"Department Name\"\n","rowvar = \"Recommended IND\"\n","\n","# Plot\n","f, axes = plt.subplots(2,2,figsize=(10,10), sharex=False,sharey=False)\n","for i,x in enumerate(set(df[rowvar][df[rowvar].notnull()])):\n","    percentstandardize_barplot(x=xvar,y=\"Percentage\", hue=huevar,data=df[df[rowvar] == x],\n","                 ax=axes[i,0], order=[\"Negative\",\"Neutral\",\"Positive\"])\n","    percentstandardize_barplot(x=xvar,y=\"Percentage\", hue=\"Rating\",data=df[df[rowvar] == x],\n","                 ax=axes[i,1], order=[\"Negative\",\"Neutral\",\"Positive\"])\n","\n","# Plot Aesthetics\n","axes[1,0].legend_.remove()\n","axes[1,1].legend_.remove()\n","axes[0,1].set_ylabel(\"\")\n","axes[1,1].set_ylabel(\"\")\n","axes[0,0].set_xlabel(\"\")\n","axes[0,1].set_xlabel(\"\")\n","axes[0,0].set_ylabel(\"Recommended = FALSE\\nPercentage %\")\n","axes[1,0].set_ylabel(\"Recommended = TRUE\\nPercentage %\")\n","axes[1,1].set_title(\"\")\n","\n","# Common title and ylabel\n","f.text(0.0, 0.5, 'Subplot Rows\\nSliced by Recommended', va='center', rotation='vertical', fontsize=12)\n","f.suptitle(\"Review Sentiment by Department Name and Raiting\\nSubplot Rows Slice Data by Recommended\", fontsize=16)\n","f.tight_layout()\n","f.subplots_adjust(top=0.93)\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"4eb75615-acb0-4d07-afa9-c17b5826fc41","_kg_hide-input":false,"_uuid":"3372d2895c90787d25ad81b7f0ab58c3760a1d3c","id":"v0ufULumj0Qp","outputId":"7d5e37bd-0536-4664-b9ec-23c7956a35b6"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 648x432 with 2 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sSkWEtMfjFv3jyzatWq3F8YDme+mhEZ/CUJh4HjjwdefTX39xouCxYMdll2dalgPvlk6cdDCCkGngu3zhszxqw6eLCYYyk1nv92WmKWbOZ4OqGPxYD164s3nmwweIQQ4qbCjJFcoIgNh3RV70tBS4sGi7hh8AghIxeuiZG8CIf9ed9SBY8QQoIBLTGSEyIa7HHccf68fymCRwghwWEEi5iveWKBxRigsRG49Vb/xtDaStEihIx4aInly6hRfo+AEEKUEWyJUcTypbmZ9RAJIeUBRYzkRCjEkHZCSPlAESM5MXEiQ9oJIeUDRYx4RgQ4cADYtAnYv5+lnggh/kMRI54xRosBz5ihuVmsWUgI8RsmO5OcCIU0sGOohpesNE8IKQUUMZITbtM9U4AHK80TQkoFRYzkRDyuDTSBzAEey5aplVZfr+toQ1lthBAyHAYG/B6BL1DE8uWtt7S3WKaahaw0TwgpJalFwUcIFLF8GRgA3nkHuPLK9OWfWGmeEFJKenr8HoEvUMTyZdQodRPef3/6dS5WmieElBJaYsQzxui6WG1t5nUuVponhJSSEWqJsYp9vhijlTuyrXOx0jwhpFTQEiM5MX060NSUfZ2LeWKEkFIxQi0xili+NDZqdOLWrcC6dYNFinlihJBSQkuMeEYE2LED2LcPGDcOmDp1sEgxT4wQUkooYsQT4TBw4onA3LkqYO3twOuvq6j19zsixTwxQkgpGaHuRAZ25Mvq1XrlEw4DVVWaN7Z7t5M139Ki1ll9vfMa5okRQooFLTHiiZkz1eLq6NAw+1DiIwyF1G3Y16ePmSdGCCklI9QSo4jlil3fElERi8VUpGIxfb6mRrfMEyOElJLeXr9H4At0J+bK1q3qPrSiJaL3a2o05H72bOdY5okRQkoFRYx4IhpVC6y6Wu/HYpozVl1NdyEhxD9GqIjRnZgP8bgGcFRV6VrYjh10FxJC/ENkxIoYLbF8iURUwGIxTWZ+8km/R0QIGalQxEjOVCU+unjciUgkhBA/GMEiRndivhija2ADA8Dhw6yNSAjxjxEsYrTE8qWvT4UsFNLeYrt2AddcA0yYoKLW0gLMnw88/bRW72hp0aAPrpkRQgqNCNDZ6fcofIGWWL5YAQuHgUmTNFJx3z5g0yZdI9u4EbjlFt2yADAhpJiEw8CePX6PwhcoYvliE5zHjdPHW7aokPX0qCXW3q4i197OAsCEkOISDgPvvOP3KHzBVxETkQtE5A0R2SQiSzIc8xERWScia0XkJ6Ue45Ds2aMJ0PG4PhYB3n5bxSwcTg76YAFgQkgxsCJmjN8jKTm+rYmJSBjAHQDOB7AdwEoRedQYs851zGwAXwBwjjHmoIhM8Ge0WYhGkx/b3LFYzKnkYWEBYEJIMbAXzO3tQHOz36MpKX5aYmcA2GSM2WyM6QfwEICLUo65DsAdxpiDAGCMKV+nr4hu4/Hk+01NLABMCCku4bBuR6BL0U8Rmwpgm+vx9sQ+N3MAzBGRP4rICyJyQboTichCEVklIqv27t1bpOFmIBRyIhSrq1WwolFg9Gjgppu0liILABNCCox73mu3yxYUsbKjCsBsAPMBXAbgbhEZZCsbY5YbY+YZY+aNHz++tCOMx/XW3e20Zhk7Vusp3nefHnPHHVrRgwJGCCkQ7nmvqaFBd+7e7e+gfMCTiInIuSJydeL+eBFpKcB77wBwpOvxtMQ+N9sBPGqMGTDGbAGwASpq5UkspsnP/f16Y2g9IaQU0J2YGRH5NwD/FxpgAQDVAH5UgPdeCWC2iLSISATApQAeTTnml1ArDCIyDupe3FyA9y4uHR3qUmRoPSGkFNicVYpYWj4M4EIAXQBgjNkJYPRw39gYEwWwCMDvAKwH8LAxZq2ILBWRCxOH/Q7AfhFZB+ApAIuNMfuH+95FJxrVvLH2dn3M0HpCSLFpbByRIuYlxL7fGGNExACAiNQX6s2NMY8BeCxl382u+wbA5xK3YBGLab7Y9Okads/QekJIMRmhIubFEntYRO4C0Cwi1wF4AsDdxR1WhSAC7NzJ0HpCSPEZoSI2pCVmjPlPETkfwGEAxwC42Rjz+6KPrBIwRiMWGVpPCCk2jY26jDHCyCpiiaoaTxhj3geAwpUrxgC1tX6PghAyEhg9Wsvg2VSfEULWv9QYEwMQF5GmEo2nshgY0BqK11zDEHtCSHFpbNSgskOH/B5JSfES2NEJ4DUR+T0SEYoAYIy5oWijqiQGBvTqaMkSuhQJIcVjdCJofM8ezVEdIXgRsV8kbiQbIk7hX/sYUJeiMcD69f6NjRBS+VgR270bOPZYf8dSQoZ0nBpj7gfwIICXE7efJPYRN7a/mEXEuQHJz3mlrQ1YsEC7Qi9YkOySzPYcIWTk0dio2xFWespLxY75ADZC26Z8D8AGEfmrIo8reFixssTjjhUGOGVhvNLWpuWqdu0aXL4q23OEkJGJFbER1uHZizvxGwD+2hjzBgCIyByoZXZaMQdWEVgBEwGOOy631y5bpuWq6hO55XZry1dleo7rboSMTOrrdUljhOWKeYnDrLYCBgDGmA3Q+onEK8YAhw/nZilt2aLlqtzY8lXZniOEjExCIV0Xo4gNYpWIfF9E5idudwNYVeyBBYJQSMXD9hHLRHW1mvi5uPxaWrS9ixvbGTrbc4SQkUtjoy4vjCC8iNgnAawDcEPiti6xj4weDUyYoGH02aiq0vyNXKrZL16s5aq6ugZ3hs72HCFk5HLEEcDm8m/0UUi8iFgVgG8bYy42xlwM4DsAcoxSqFDa29UCmjYt+3HxOFBTk5vLr7UVuPJKdQ2sWaPbK6/U/a2tWspq8mRgxw59rrNTBbIUwR2MjCSkPJkyBdi4Eejt9XskJcOLiP0BwCjX41HQIsAEUDfh9u3Zj4nFgIkTc3P5tbUB998PTJoEnHSSbu+/3xGM1la1vOrr9blp00oTpcjISELKl+nTdb5ZNXJWfLyIWK0xptM+SNyvy3I8ScUYvTLKxeXnjk7M1Fwz0zFLlhTPUvIyLkKIPxxzjP4uH3/c75GUDC8i1iUip9oHInIagJ7iDamCCIWchOfOzqGr2bvddM8/76y1tbcDGzaor/v55x1RShelODAArFtXPEuJkZGElC91dert+f3IqdfuRcQ+C+BnIvKsiDwH4KfQjsxkKOJx3YZCQ/uo3W66cFittjff1PWwrVv1sS1tZUUpXZTirl3FtZQYGUlIeTN3LvDSSyOmELCXslMrARwLjUj8JwDHGWNeLvbAKopU8UnHsmUqVG+9peJlQ/YHBjSy0VYAmTLFEaVMUYqTJyefu5CWEiMjCSlvjjtO54unnvJ7JCUho4iJyOkiMgkAjDEDAE4F8BUA3xCRkVMiebjY0lNu8UnH2rUaJJLJYovHddG2qckRJXeU4sGDup07V/PS3BTSUkr3nmz6SUj5MGuWRkN/61t+j6QkZCs7dReA8wAgUSvxVgCfBnAKgOUALin66CqFceNUfIzR9aoFC3RtqaVFLZjWVrVmLLahnbXGamr0flOirZtblGzIvcW6JQEVu+7uwltKqe9JCCkfwmFgzhzgjTeGPrYCyOZODBtjDiTufxTAcmPMI8aYmwAcXfyhVRD79mlwxp49uk0XdGGFSmRw4eB4XBOmvbjvcrWUmPNFSOUxa5ZWsz940O+RFJ2sIiYi1lL7PwCedD3npXAwsYgAO3eqmI0blz7oYu5czSVzi1l1tT4eOxY4+mjv7rvWVuDJJzWa8cknswsYc74IqTxmzdLtSy/5O44SkE3EHgTwjIj8ChpS/ywAiMjRANpLMLbKwRi1phobtUyVG7u+tXixCtqMGcBRRwG1tfq6o48G7rsPePXVoUUpV5jzRUhlMmOG/qZffNHvkRSdjCJmjPkKgM8D+AGAc435S4XbEHRtjHghEtGrorPOAo4/PnN4utsNGI8DZ54JPPqoilex1p+Y80VIZTJqlM4lzz/v90iKTla3oDHmhTT7NhRvOBVIf7+66b75TX2cLeii1AETLS06NtuPDGDOFyGVwqxZaonZ5YkKxUuyMxkunZ3AypXJ1tbmzcCmTWoNXX45sHRp6cfFnC9CKpeWFl1H37jR75EUFYpYqbjtNuf+1q2aTR+Nqni0twP/7/8BH/94+kjBYkUQMueLkMrFBne8MMihVlF4ijIUkRkAZhtjnhCRUQCqjDEdxR1ahSCiVaVtZ+dFiwavOdmQ+h//WN2M0aiG4199NXD99Vq9PhJJjiAslNgw54uQymTSJM0t/eMfgSuu8Hs0RWNIS0xErgPwc2jyMwBMA/DLYg6qYrDFfwFNYLbRgNm6QPf0aKmpnh5g717gP/5DXXw7dgCvv67b/n5GEBJCshMK6fr2L37h90iKihd34qcAnAPgMAAYYzYCmJD1FUSxofWABk9s2TJ0F2g38biuU+3Zo8JlCwPv2aOVPwghJBvHHaf5qRXc7dmLiPUZY/5SEymRAJ3FlCCDENG8jcZG4O23hz7WbcFZwmHdF0401e7rK85YCSGVw3HH6faJyu1j7EXEnhGRfwUwSkTOB/AzAL8u7rAqDGOAjg7nfmqB3tRj3Vt731p0tpp9TU1xxkoIqRwmTgTGjKno/mJeRGwJgL0AXgPwjwAeA/ClYg6qItm+XYM7ZszQOohuRHSftcBsXkc4rG7IiRNV+KJR3U6cqDfWPCSEZEMEOPZY4A9/0ACzCsSLiH0IwAPGmL83xlxijLnbVb2DeCUWU8Hp63Mq1odCKkoNDRpJVF2t5aaqqnQ7fjzwL/+iwSBTpwInnKDbgQFg2zZNZNyxQ7fXXEMhI4QMZu5cTaFZtcrvkRQFLyL2twA2iMgPReSDrqLAJBfice0p9s47zhVRPK6C1NCgNRXHjNFyU9Om6fbee4Gbbx6cy1VXp+7JeFyFLx7XxdslS/z9GwFWxSek3Dj+eL0Qfughv0dSFMSLUSUi1QBaoS1ZzgXwe2PMJ4o8tryYN2+eWZXPFUcpyrLU1qp78NAhFbJQSF2GtbVqYU2erAV+h2LUKHU52iAPQM8noqH5fmHz4CKR5LJaTKAmJB88T0rzZswwq774xcwHtLVpHcW33grKerrnv91TxY5EZ+c2AA8BeBnqYiS5Eo2qO7GlRSf66mp1Hfb0VEa5J1bFJ6Q8WbRI+4vdfbffIyk4XpKdW0XkBwA2Avg7AN8HMKnI46pMRFTEmpqA6dN1go9G1Z3o1Vppa1MLrq9Pxc+9DYf9dd+xKj4h5cmmTcDs2cCXvuSvt6YIeLHEroBW6DjGGHOVMeYxY0y0yOOqTAYGnEK7jY3qQjzySOAnP/EuYFdf7aypGaP3rWtxzBh/m1q2tGRuNUMI8Q8R4MILtU7rXXcNfXyAGFLEjDGXGWN+aYwpeHatiFwgIm+IyCYRyRiVICJ/JyJGROYVegwlJxrV4I4339RtZ6e627wIz5IlwIEDej8ScfaLqIBMnOiv+27xYl3vW78eWLNGt4cOBd9NSkglMGcOcMwxwNe+phfSFUJGEROR5xLbDhE57Lp1iMjh4b6xiIQB3AENGJkL4DIRmZvmuNEAPgOgclqU9vRodGFDg0Yi2qK+QwnZhg1OMIjNK7M0NenWb/edDRSyY2M2BiHlw4UXatm6733P75EUjGydnc9NbEcbYxpdt9HGmMYCvPcZADYZYzYnylo9BOCiNMfdAuDrAHoL8J7lQV+fhsXv3OmtqK8NW+/t1eOsOzFdRKWf7rtly9SledxxwIkn6nbMmOAFdjBNgFQqRx8NvP/9wNe/7lQRCjheAjt+6GVfHkwFsM31eHtin/t9TgVwpDHmN0OMcaGIrBKRVXv37i3A0EpEPK6C1NGhFT2efnpwc0wbtr5rl4biG6NC1t+fbOUcOuR/U8tKCOxwf97u1jcUMlJmJM17nZ3eX/iudwH79wP/8A/FG1wJ8RLYcbz7QSLZ+bTiDCfpfUIAvgng80Mda4xZboyZZ4yZN378+GIPrbC4S8EYA9xyS3JzzMsv18XYHTucCvjG6NoaoK7F6mrN/4hE/M3JqoTADqYJkICQNO81NHh/YUuLekp+/3udWwJOtjWxL4hIB4CT3OthAHYD+FUB3nsHgCNdj6cl9llGAzgBwNMishXAuwE8WhHBHdmIxTRa0ZaUOnRIr5p6ezVJMeT6l4VCWunjxBPVTXDEEckCVmy3WOr5589XS7Cry4nCDFr+WyXAGSaFAAAgAElEQVRYk4QMxYUX6gXmt77l90iGTbY1sa8ZY0YDWJayHnaEMeYLBXjvlQBmi0iLiEQAXArgUdf7txtjxhljZhpjZgJ4AcCFxpjKLABmsV2ebUkpSzSqN1vNHtD7e/fq1VTqRFtst1i6899/P3DllcklsoJWraMSrElChmL6dOCUU4BvftOJeA4o2SyxYxN3fyYip6behvvGiVyzRQB+B2A9gIeNMWtFZKmIXDjc8weeUMq/xpj0DTWjUW14t2aNCocVqWK7xTKd/+mntXTW5s26DZKAAWo1Bt2aJMQLF16oKT433eT3SIZFxtqJIrLcGLNQRJ5K87Qxxiwo7tDyo6xrJ+ZCKORYZV6oqtJK+JGIWkNf+5paajU1mj/W1KTnOniwMF1eW1rUAnN/boU8v5+0talIb92qFtjixcETY1IJFK52YiYeekgvPFeuBE4reqhDLnj+2zNWpDfGLExs31eIEZEccbsNvRCNavRib68KmBXB/n7tJj19ugpdodxiLS3qQqyvd/ZVituttZWiRUYGF14IrF4NfOxj2qollwCRMsFLiP3fJxKOISJfEpFfiMi7ij80kjNvvaWBINGotn2xzTVFNCdtuG4xdyDH/v1qddHtRkhwqasDrr0W2LhR17gDiJcQ+5uMMR0ici6A8wDcA+C/ijsskhcDA5pIXVvrFBm2/cbi8eEFWaQGcvT3qzhGItmDOJg4TEh5c8wxui52//3AAw/4PZqc8dLg0iYy/Q2A5caY34jIvxdxTGQ4hMNAc7Peb2rSW1eXisxwXGTuQA7A2R5xBPDqq+lf4+4v5o6QDFrEIiGVzk036drY9dcDZ5wBHHvskC8pF7xYYjtE5C5oQ8zHRKTG4+tIIfESeBIKAV/4glpk69cDr72m24MHvbv5li7VUlFVVbq1FUTyyZ9i4jAhweCee/TCUgR43/uAb3/b7xF5xosYfQQaBv9+Y8whAGMBcOGjlKSG22fCVrZPLb7rNfJy6VKtGNLdrefq7tbHS5fmlz+Vj/DR/UiIP4wZAyxcqAWC77039+Ayn/DSiqUbwJsA3i8iiwBMMMY8XvSRkWTq6hyLJh3hsAZ0fO1rakUddxxw0km6bW72Zv3cdpsKpq2QX1Wlj2+7Lb/8qVyFj3ULCfGXY44BPvIRzTv98pf9Ho0nvEQnfgbAjwFMSNx+JCKfLvbASIJwWPsAnXGGJiZefvlgIQuF9KrJJkQfOpT8vNeySR0d+n6Alr+yVfPt+W6/PbdqHLkKH92PhYeWLcmV+fOBs89WL8wjj/g9miHx4qe6FsCZxpibjTE3Q2sYXlfcYZG/MGGCI0JtbcATTyQ3xAQcsz8UUvFJbT+eav2km9ja2lQ4enr0eNsuxp7Xht/mUo2jtTU34WPdwsJCy5bkg4heLLe0AJddpuvsZYwXERM4EYpI3C+z8hYVirVG9uxREbjoImD3bhWYVIxRAQuHHasnnfWTbmK75hrg6qs1ND8dTU35W0StrYOFL5N1wLqFhYWWLcmX6mqNVGxqAu64QzvRlyleROw+AC+KyJdF5MvQQrz3FHVURDEG2LRJe401NKSvnWgRcfqThUL6utWrgTfeUOFbtswpp5Q6sR0+rC7DVAsO0HP19uoYVqxQ0Vm6NH8XVTbrgHULCwstWzIcGhuBT39a55ULLtBi42WIl8CObwK4GsCBxO1qY0zw6/cHje3bsz/vrrFoK97b/V1dwHPPaYmZ554bLIZ9fXqLxQavt1VXq7j19wOjRmlm/y236DYfF1U26yBX9yPJDi1bMlwmTQI+9Smdf2z7ljIjWxX7WhH5rIjcDuB0AN8zxnzHGPNK6YZHCsbAgLoaYzGtpWib4bW3JzfmTMVW5gD0C93ertZZe3t+LqqhrIN07keSH7RsSSE46ijgxz/WHoeXX559vvCBbJbY/QDmAXgNQCuA/yzJiEjxCIedwsA7d6oLMdW1lFo13xithD99uvrH+/r0PH19eo4//Qn485+BZ55xEqOzQeugdNCyJYVi3z4Nvf/Vr4DzzvPeXaMEZBOxucaYjxtj7gJwCYC/KtGYSLGIx9UlOGOG3t+xQ0UtXTJ1KKT5ZSedpALT1KT7a2r0SswYdSXaqzJjnMTobNA6KC3latky9D94LFgAnH++lqf66lf9Hs1fyCZif1k4STSwJEEgW3WP3l4Vja1bNRKxpkb3p0ugDoWAG28Ebr01WXSamlQA7ZqbrZIfiTiJ0dkotXXAybL8YOh/cLn4YuDMM4EvfQm4806/RwMge1PMGIAu+xDAKADdifvGGNNYkhHmSMU0xRwOIkOb+0ccoSJij00tMTNtGjB7tl69pzaJnD8f+Ld/0+NCIQ3+sKH9AwPZoyhLibsAcV2dui37++lS85sFCwb3orNFqp980r9xlR/Fb4qZD7EY8NhjwG9+o2tll11WjHcpSFPMcGHGQkpKVZUKiohaWl1djtVkCYWcgA0bkeiut1hVpUnW7mCL1En/tttUFKpcX6FYrLya6mWqvG8jIYk/bNmiFpgbhv4Hh3AYePhhDbu/4gpddvDx98Rq9EFjKIsxElEhGjdOgy9SLTKbT9bTo+tj7mAPEceiWrNGLTVbzSPVJXfjjY5b0RjdxuO6P1eK5fJjnlR5wuCe4PPDH6prcfJkLcLw2c/6NhSKWNAYyk0Yj6sFduhQ+lBY+3pj9AoqHHasKZssDaiwNTRoJY9rrhm8fnH66dqDqK5O3Yd1dfr45ptz+3uKuT4y3MmS62nFgcE9lcGoUcANN6jX5o471L3oAxSxSiMaBSZO1CCObIEbsZiGyNtu0KnPxWKaC3bwoFb0SJecfPPN+vzAgG6HErB0olDM0kjDmSwZfFA8GPpfOTQ2Ap/7HDBlCvDhDwP//d8lHwJFrNIwRgWsqkotrbo6p6WKGxtan8myi8W0qn1/v1ovNjkayM8ll0kU1q4tnstvOJNlIcSVllxmyjX0n+ROQ4MuI5x2GvD3fw889FBJ354iVmkYoy1bvvAFtcr6+9VSsgEbNTW6nTVrcMBHNrZscYTMuuRymaQziYIVSTdul599j0mTtGnfxIm5CUK+k+Vw19NoyZGRRF0d8PjjwDnnAB/7GHD//SV7a4pYpWH7ip1+ugZv2HB3d/DFjBlO8rJXYjEtKrx+vVo18+d7m6StCK1YofXXUi26mprMLj8rBBs3AgcOqLgdOqSPiy0Iw11PG8qSo5VGKo0HH1RL7JhjgKuuAj7+cWD58qK/LUWsUhBxXIYdHcAHP6iCEY87Flh1td76+oANG/J7n95eff0jjwztbnNbI6NGqTi56zZ2dwNz52Z2+VkhaG93AlBE9HGxW4oMN/ggmyVHK41UKpGIFgw+4QTNIXvmmaK/JUWsUnAnLMfjycnL0agKz8CACsf27Sp0+VBdrRP6+vVDu9vc1sikSc7+d95JFoVMPceef177GHV2Omt3oZD+LcUOlR9u8EE2S459vkglU10NfPKTwIknqnX2058W9e0qT8TWrtVFxieeUKuBFA6bR2Y7SA/lbnNbI01NWkQ4EtH/SzZRsJaKDT4RUcGLxZwUglLkFQ0n+CCbJcf8NVLpVFUBCxdqBfx/+Aett1gkKk/EenuBb31LC1WOHasTz3e/q+s5JDMi6vKz9614uIlEnPvh8NDutlRrpKlJy1m95z3ZRcFaKlOm6LltArbte9bXp2tj5ZxXlM2SY7IvGQlEInoxOmsWcOml6oEpApUnYpMmAaeeqhNwTw/w299qQt7s2fphXn898Otfq4uKOFiRsPdTayna+og2Ifq449JP0oATTfjii7r2tn69io7XdSVrqVjrzV3ayq6NlVEriIxksuSY7EtGCqNGAR/9qAZmLVgweF4pAJUnYlOnAi+/DOzerQuLH/uYlmACdHK8807tUDp2rH6oy5YBr73m75jLhdQvmFsobHHfUEg/z1tvHTxJA8nRhNGoU5/xrbf0yszLupLbUmlqUtGKRIDRo4FTTlEBHTNm8BpSUCL+mOxLRhJTp2ovsvXrgbvuKvjpM1axDyppq9jH48ArrwC/+51WX37hhbLrThoIRFRUbrwxfXUOW518xw5H8GIxFaCpU71VKW9rA5YsAdat09dNnqwCGAo5jTkBFdWDB1VA7etYsZ5UFuVZxT4fjAG+8x39La9Zo16x7Hj+2yvPEktHKKTZ5P/6r8BzzwH792uI+Cc+oZNrpREOqwWabl1rOIiom/D++9NbOVu2qHh1dqprsrdXLyC8RhNaIerv11w2wLHgJkxIzm1LXUNixB8h5YuIBnhUV2suWQGD7kaGiKXS1KQVmO++G9i2TSMaK4VwWL8oO3dqYERtre63fb8stv1KtiaaqcTj2cWhsVHzwAC98nK7IL0ELriFqLlZ3YZHH623SCT7GhIj/ggpb8aOBS6/HFi9Gnj/+wt22pEpYm5ENOG2UrCW15YtTjUM93PuvmH5kk0cbHkrtwVoTG4BHanv1dEx9BoSI/6CS1DWMsnwOflkFbAVK7SdSwGgiFUa0aia6m+/rYnCdu0vHlchcYtXbW2ydTYU4USf1EzicPiwugFra518MtugM9eADot9r6FytkoV8ccJt7CwesnI46KLNFr8n/4JeP31YZ+OIlapDBXK6g668LJuFgppuGw2cWhpUVGcM0evuE45Rb+sZ53lLbhiOEJUiog/TriFh2uZI49wGLjuOo02vuSS/KsHJaCIjWSmT9eq8Nlci5GIk2zc3a0Ji1demV4chmsNDVeIit3egxNu4eFa5sikqUlbtmzcqII2jOUNithIJR7XiWKoSib9/XpsKKSW1qRJwPe+p5ZWqkstXxFyu+iWLVPRK8c+U14nXLocvcO1zJHLhg1aqPynP1WPRp4V7yliIw2369BLPzEbwWiMCsvWrcC+fSp+6Vxq6RKgs03oQXLReZlw29qAa67RaiU7duj2mmvK8+8pB1i9ZGRzwQUaRf3TnyYHoeWAryImIheIyBsisklElqR5/nMisk5E1ojIH0Rkhh/jrChyNduN0bUzGzLf26uPe3rUtbhjhwaRXH558kTd1qbW2oUX6kQeDqcXqCB1UPYy4S5ZoiIfj+v6YDyuj5cM+noTgNVLRjrhsJal2r8feOmlvE7hW8UOEQkD2ADgfADbAawEcJkxZp3rmPcBeNEY0y0inwQw3xjz0WznTVuxw9uAcn8N0c+tulon9SOPdOonLlqkIheL6THxuFMH0V25o6VFLbDUkHx3NY5slLpSR1ubCuzWrWqB2VYyllGjnKLFFvsZ9PQUfjykkqmcih3ZMEYrAI0ZA/z5z3av57+9auhDisYZADYZYzYDgIg8BOAiAH8RMWPMU67jXwDw8ZKOkAyNzQGLRFS0Lr5YQ+wbGtRdaUPsAa1nOXt28hpSS4taaPX1zr58OygDznbZsuKIWGsrrQRCComIVlT67W/1Qs920/CIn+7EqQC2uR5vT+zLxLUA0vqJRGShiKwSkVV79+4t4BCJZ/r79QvY26sV6995x6l6DzjNLFMFavFitbrWr9dCzOvX6+NCdFDORrFckHPmOJX+rSs2Htf95QYDUAJN0rwX9K4ctu3Sm2/m/NJABHaIyMcBzAOQdqHEGLPcGDPPGDNv/PjxpR1cpWPrL7qrfWTCGKeRZTSqotbXp1u7aLt1qxb3dU+aqVVEcnHt5hPdVsxgkltv1XOGwypg4bA+vvXW4Z+7kAQpoIakJWnea2jwezjDY+xY3W7fnvNL/RSxHQCOdD2eltiXhIicB+CLAC40xvSVaGwEUDGpqdGJOBJJDgqxQuMWHBFd83LXY7SRjdGo1lGsr9eiy3bSXLLEqZN40km6bW72HtiRT3RbMfK9rFVz/fWae3f00fp3nnkmcN995eeCZM4bKSfs3FKV+wqXnyK2EsBsEWkRkQiASwE86j5ARN4F4C6ogO3xYYwkHlcfdUuLiozbdZf6hauu1n3uaiGplUM6OrQ8lZ00N2wYXrJrPtFthU6wTbVq+vu1kv8dd3jPdSu1a49JxqScsA15c1wPA3wUMWNMFMAiAL8DsB7Aw8aYtSKyVEQuTBy2DEADgJ+JyJ9E5NEMpyNuChVpabs99/erQNx6K/Dzn6ulYb9sqVGF6bpCu92FIhrgATiT6HCTXXOt1FHoBNvhWjV+uPaYZEzKiV27dJvH2rGva2LGmMeMMXOMMUcZY76S2HezMebRxP3zjDETjTGnJG4XZj8jATC8CvXp6OtTN93Klc7EbMPma2u1ioddBxsYSH5t6lqaDfAAdNKcM6fwya5DWTWFTrAdrlXjh2uPScbFgcEy+fHWWzqP5BHTEIjADlIGdHYCt9yiV0xTpzq5UFOm6ONZs9Q6q6pSt6KtYg8ki2ospvvXr3dKXp11lkYzrlmTvTajF7xYNYVOsB2uVeOHay/Xz4CT89AwWCY/olGtZp/n748iRrwTjTrWQjSqYmRdg01NwLHH6mR47rm6dQeDVFVpkAjgRCrOmAEcOKCFQHt69Lz9/cCddzo//Fwnz2XL9Bw7dugPY8cOfbxkSfJ5gMIVCx6uVeOXa8+rG5aTszcYLJMfr7+uv/8Pfzivl1PESG6sX6/CYwWqzxUwaifexYudjs422TkeB445RoVuzhyNQhTRDtSxmJ7HHrdvH/CpT3krW5XKunUqrAMDKpwDA/oea9cWbxIermVX7q49Ts7eYLBM7hijv8MjjqAlRkpEd7f+WONxtcZEVCh27dL969ap1WOtrVBI180mTNDAkMOH9Yfd3q41F91BIAMDzuMtW9TdaPOttm3T9xtq8rRiaF2ZNsTfmORJuL9f6z0Wyj3mtmoWL9Yxej13udcP5OTsDQbL5M6f/qTfo1tuySu8HqCIkXzp7lbBGRjQeme7d2uTu/HjtUfQ4cM6Gafmftkf+u7d6aMoBwac6vo9Pc7am41qHGryjER0666YYaMiLe3teq6uLrXMNm7UclmTJg1f0PJ1vRW7F9pw4OTsjXK3qMuNw4eBH/9Ym+dee23ep6GIkeERj+sPNRZTN+Abb6j4xGI6Ie/bp6JUU6NX9PaH3tvrVAMBdGstJjf9/c76W7qyVakcf7xafZGI07m6psZZjwMcAa2t1R/Snj36d3R1Dd/VWImut5E+OXtdly13i7qc6O8H7r5b54of/ci5+MwDihjJj5oaYMUK4CtfUTGwYuQOsTdGXYZvv63raBMmqMh85StqUfX362vdRYIt1dXOFzsaVZGpqhp68ly8WF83dSpwwgm6bW4GGhudSdhWk5840RE0e+7hik4lut68Ts6VGMGYq2VdzhZ1uWC7TGzcCFxxhc4Jw4AiRvKjrw/4wx+AG27QSStTgrVtq7Jtm7odTz9dgzYmTNDWC1OmAOPGJddNtK1ZRJwAklhMSzkNdWWbbsK97z7g3nudfQ0N+v5NTfp3hEIqksaoj/7PfwaeeQZYujT3z6XcXG9Ll+rnXFWl23z+JmDoyblSIxgr0bL2kwMHgNtu00o9V12lZdmGiZ+tWEjQ+cpXVACqqx0hyMbhw3oD9Mtsowc7OnRisK/v6NBopc5OdTs2NQE/+UnuV7Vu16S7hYqdcLu69H2ty9I9fmN0sRnQXkdeWbxYzw0k9zfzw/W2dKn+DaGQ/p3d3fn9TV4odUucUrFli1Oc1hJ0y9oPFi7U392//qteOD78MHDJJQU5NS0xkj92ol+7NrMlZptVRiIqWm5XWzSqQRa2dYkVMmNU7CZMUEvtrruA+fO9VSLJNdm5vt6JYASSLcBQSK8ac6Gc1kVuu80pvtzbq1tjcv+bvFCJblSg/CzrINLbC3zmM8AHPqDu/ZdfLpiAARQxYsm13mIopMITjToWVSYmT3ZEoqVFc8WOPFLXqizRqFpG9pzWgvn4xzXCcds27TW0Y4dacb29zmvdazGXX+6sbWVz/1j32DvvAL/4RbKIRSK6ThcOqzWYK5lcb6VeMzp8ODk607plrTVcSCp1sh/pQS3DZe1a9Qh897t6MfnCCwXvrUd3Ikm2RLxiXW/u8lKpfcFCIWD6dHUH2gKfNTX62upqvUWjKmYDAyoY3d3O67dvB776Va3gcc45wHveo+/3s5/pc9OmaXWQn/9czzt2rIpcV5cGjDQ16XncFkFbmwrali068S5erCLT3Kzv7c5VicV0/awQWAsxEkm2EItppVkXb2oEaKgI167l5EYtJNayXrZMv0M2mT/ILtJS0Nmpv9MXXtDUleeeA84+uyhvJabQxWJ9Zt68eWbVqlW5v7BQld+DRiikAmAj9tzYSQ9wko7d+wB19+3bp/ftutKoUTqBhULAiSfqhHbwoL62udmZ5Pr6gMsu01Dbjg59fTis4zntNBWadO6oSESjDaur9b3HjtXgEBF9TX+/nuOYY/T4ri61Bu1Ea12cdqK9/XYtbmzXj+zfGo8DN91UmPWjBQtUuOxakXtcTz45/POno7lZ3bWpNDVp9+1CYy8QONkXCs+T0rwZM8yqL36xmGPxhjHAqlXAT3+q3+8LLlA34qc+leuZPP/ttMRGMlaQRJyJ2+637kLLxIm63b3b2T9unE7CHR0qBpFIcri6MWoZzZ0LfPOb+prUSQ4A7rnHWYuygSKXXQa8973qRlyxQq/knn7ayUuzwgno/VBIk62POELFoqdHXY59fWrlffaz2YMPrJDcdpteRTY0ADfeWLgAiGIHCKSzME89VYsqHzrkdJlublb3bDFwB8+QkcXCheoduf564Ne/1ijk73+/eN81F7TELCPVEgOcfCxbKsotaO5jGhr0yt5Wom9sVFfBwEByCalwWLcTJjgWVm+vioxbGNradA3r8GFHxEaNUkth1izgkUdUUOy43vc+FbjOTr256zZabCdqY1Q0pk3TagDvfa9aQ2PH6tjtzaYAbN5c2M80lWJaYm5XpdvCvPJK4P7701ueFJsgEAxLzLqs/+VfdC7493/XQA47D+SH57+dgR1Ev4TTpzsReW4Bs+IejWpAhdta6+hQcYrHtbRUba3jnpw+XY9tb9fJMxLR47/8Zc1XOvlk4OqrVcBsdKIVuz17tPLHuHFqsc2cqfdnzNAfxqRJmjM2Z44KqRUkwKnq0dMD7N+vY3r7bbV4pk5V4YhGdTLv69P3nzbNEUqgOAEYxQwQyJTL9PTT5RMpSSqTgwfVe/FP/wTMm6cV6T/3ueEKWE7QErOMZEsMUAvImOSoP+turK4eHH1oS0aNHq1fZEAnfZuoDGjisF1Hs+ewgQW1tfrYrj1Zq8i6I+vqnPNa2trUt27buljL4sMf1kr3W7bo5F1drU32Ur/b48apuDU0qJD29+vt5pvVUquqAp5/HvjSl/T89fWFtV6KsWbU1qZ1H2Mx/UwnTlRLtlQWppfxpQukIV4ob0vstde0kEA0CtxxB3DNNYWcR7kmRnKkt1cnQYv7y+gOobduP2NUfNzh2i0tjsvMuh0BPdb9elsB33aDtscATp6Yu9ahpbVVfyxWCGbMUDfa2WerZeNOVj5wAPjf/wWefVZv+/c762hdXbq219gInH++WnY2n+q739Vx2XU9W4Px618f/uRb6DUj60a0FwDWrTt9uo7f7/B2PyIy7ftSOItHLAb88pfA44+rF2PhwmEV8B0utMQsI90SsxZQPK6uABtdWFWVLEKpuAXOTlr9/U5PL3tudx5WKOTUTuzv13PYfKZQSN1es2fntlZkjFpNnZ2Oy9ASj2spqWef1SCRV14ZvOY3YYK+54sv6uOaGg0SGT3aSb5esUIt1ro6veXZOqJg2HW2aFTFy36HrcvVT9ehXe/s7NTPzFqIxY7IzLQ+GEw3anlZYgsXaqDVpZfqBeI//qO6EkeNKsa70RIjOWItESs2Y8eqCFn3m50MUnFXn7Y5NZdfro/dLkT3+0yc6ETmVVfrfiuWEyfqOXNdK7JrQTZworfXCQDp7wf27gX++Eed9E85BTjjDLXOnn1W9+3ZozdLLKZ/+/jxOtapU/VvGRhwrM/qakfQRo0qvajZiEcRtb5279Z1vnjcfwGzZb3sd8BaiI2Nxa3iUanlr8qB//kfDRbq7wcefFDFrAxgYAdxsGITi6k7zgZo/OQnOlGnWqu2ugXgBENcf70KyBFHZH4fW5F+9Gjd2vyy+nq1hrxOwJkCMNraNDfl9NPVT/+jH2mdx3371Bo4eFDDgM87D3jqKeCxx/TvdF9RWnfp7t3O+tovf5kc2j8woG7TXbt07WnrVhXCjo7Bll4xcFfJaGrSQJdZs4CzzvJ3wrZCUlvrrHeGQvpZFruKR6WWv/KTWEwjhf/2b7XSzurVZSNgAC0x4sadN2aM5hc98IA+Z6PqrNvRrsPU1Axe+9i5U8s5pTs/oJNZR4daOrW1OhlXV+sV3vz5Oglef3369Qy73rFunQrIuHHqCrTrLe6wcrsOs2yZHmer5dsw/Xvu0YCOo47SH2pLiz6/b58KnXVJxuPASy/pDdDWEe95j95OPtmxJq171CYS19Q47sdRowofsVWuVTKshThxolpgNiWjp6f443Ovy1oqofyVX+zbp7+TzZs1AvG225LXzssArolZRvqaGJC+Ev3HPqYtV2zjSEttrYrC7Nn62D1xrFuXuQKIFau6Oidy0Yb49/bqj2bmzPTrGW6x3L7dcW/a0lZdXSqekyYlT2Jr1iRX8ABUrA4cAF59VQXt4ovV5ei2xnp61Fr80IfU7fjCC4PrAzY0aGDJueeqqE2ZkvnzralxBK2urjDln8qxSoY7J8520e7t1cf5dCPIBa6JFQa7Pv25z+lvdPnyUltfnv92ipiFIpYdW+cQcCywqVN1crj++uTQ+tde0617Dc39+VprzjbDHBhQIbORiUcf7dQ9dAcCLFigjfTa29WSsyWiamvVlWaMitLJJye/3xtv6CR68snOvtQAg8ceSw7ft1aDDb+3f8/q1U6AyIYNgz+no45yrLTTT08fZWmprc1IyFgAABr+SURBVE221IpR09BNqaL2/BaSchT2/PBHxA4eVBf8669rgYH77tNI4NJCEcsZithg3PlhqVaaCPCb3+jkkFqNYsMGDTBIjWq0bspJk5xkX3uMO3qxutqxrtz5TpMmqfVkoyeN0VtVlQpUJkts9+7sFp7FPclPn67ukzPPTI50dLN7t5bDevZZDRpJrQ5fW6uvt6I2Y0bm75lIsqVWaFErtbBUjpD4SWlFLB7XBPlf/Uq9JN/4hl7YFfviKj0UsZypJBFzr21Zd50b29sr1TXmxlaZt8e4Px+7rmQtrdQJcs8eR0yiUccVWV+v0X61tU5YuDsB2gpSOKznnzMn2WIaM8apNB+LOUIWDqtbM1uppSuv1B9oPpNqX59afu4SWKlEo2qBWivt9dcHJ1sfeaQjaGeemSy0qYgMttSG8x31owAxGS6lE7Ft29T62rpVa51efjngb0FhiljOBF3EJk7USX7zZv1bbP5VdbVTiaO6OnkdKlsnZluDMJPQ1dXpJGhJvfKePz+9aLgFb2BAx2uMTtLNzRr2bsd31FHJ1sLEiRo0YXPNolG9iajLz/0exbICbOkoW3IrEwcOqHVmLbX9+5Ofr67WSv1W1ObMyf4dtKJmQ/pra3P7zqZWUwHKp6oHyUTxRayvT0Pnn3hCL3A+8hF1g4toXph/UMRyJugi9thjOnE//7xO8M3NTnV3d+h8ba33Ro/pCgFbhmrnkW39xS0yBw9qcIStkt/ertGN8biGilsx3LJF38+6Evv6VGibmnJPjC4UtpFnah+0VOJxYP16R9BWr06fbG0F7eyznTXBTNhiydZKG0rUaIkFkeKImBWn3/1OXeZbtwKf+IRWpUnttOAfFLGcCbKIuYv2plo6u3bppD93LvB3f6chsh0deqzNhUrFuiNtKL2tpuF2UbprJqaSy/pLtmMBLRJsK+HbIJApU3TSL6fIs3jcEbTUElipdHToxYYtiWUbhlpCIV3js6J2wglDr0vYepTWUqupSf5O+x1sQfKhOCJ2+eXAP/8zcNddGrG7fDnwV3+V7xiLBUUsZ4IsYhMmaJCBJZs7LdWttGuXWj6AWjkTJqhIWFdTd7cTTGFrHtrOzL/6VfoJMNer/kzjPflktWBssqx9/5oatdzKNWDAXQKrszN74rMxwJtvOlbaSy8NXncbM8bpbH3uuZraMBSh0GBLjcEWQaPwIrZ5s3ZC37wZ+PzntRFsmeV9JaCI5UyQRaylxSmMm819Z11ybvcdoEIBaDsVixUdQMPa9+3TNSDbQDMSyVyfr1DrL7ayvjtJ2K7ppctDKxdSXak33KAi1NmZuQalpadHhcxaaekqTWRKts6GrVdphS1b6D8pFworYs8+q3l606dr8FP5WV9uKGI5E0QRsxaKiEa+pYvIe+QRTT6ORLRu3YED+lxNjVagrq5WYTNGr/jTufQWLdJow9Tk5Kqq9NZVodZfgihiQ7nt+vqyN/VMZds2J+LxxRczJ1tbKy1bsrWbcDi5mLG7BiYpFwojYrEY8PDDurY8d64GHDU3F2iIRYMiljNBEjG7LlVbq1/QgQGNbkuXG2XXtOJxPc5WqrdrNvX12pH19NMzu5py7VlVqPWXk09WAbZrc9adOHeuJjWXI7kI+MCAI2heRNkmW69Yoe7HN94YfMzRRztW2rx53i2ucDjZUqOolQPDF7HrrtOgjXvv1eob//EfJW1YOQwoYjkTJBEDdJJx54CdeGL6KhW2nYrtwOw+JhLx3rajUOtcXmlrA5YsAdaudQJKamrUmrz33vJdy8nXlRqLOaH72SId3RQy2TqVqqpkS82Ly5IUmuGL2I4dwNKlwE036TY4UMRyJkgiVlPjRA+OHq2WUX9/+nqBNqLPVtAAHEuupkYnz1mzhnb1lTK6LVuE5a23lq+AAYVxpcbjyYEh2SIdLe5k62ef1fvDSbZOxXbbttYaRa0UDE/E3nxTLa+rr9YivkGa4yhiARcxdxNJwMn1ssL1nvckWzjAYIHZulWj2GprtTKGjSq057fuokhE86y8BF2UKrotyDlNhRZ7Y9TVaAUtUwmsVNydrZ97LrmFDJB7snUq1dXl1SC0MhmeiN15p/723347twuW8oAiljPlImLhsArEm286+6zlFA7rLd36SbqKGbb80sCAVn23gQS2tJMx2QM0/CLo1SWKKfapzT694O5s/eyz2tk6VQxzTbZOxe8GoZVJ/iLW2am5YEuWAF/9ajHGVmw8/+38ppULEyc6Ye8dHXrl1NOjk4MNaojH9Yo5Ha2tgydKd7DG2WersNloxXBYhauqqjx6ULkJek+odP+LQlFb67TBsSWwhgoMCYXUFTt3rraU7+jQtjJW1Hbu1PqWjzyit3ySrW2D0PZ2fRyJJFtqwQgmqBw6O/XCb88eTWa2+FtKqij4KmIicgGAbwMIA/i+MebWlOdrADwA4DQA+wF81BiztdTjLDhWlEIhXdN68MH0lSzc1SqqqjQs9tZb058zHekm05tvTrYUJk8uv6TXcm32WG5EInobM0bXNq2FNlRgyOjRwPnn680YtW5tGP/KlfpZv/KK3r7znfySrW2DULeouS01ilpxsVb6CIgy9U3ERCQM4A4A5wPYDmCliDxqjFnnOuxaAAeNMUeLyKUAvg7go6UfbYGxa1PxuP7IP/AB5zkrcNaVFg6rRXLqqekTmFevdsocNTYCN96oQuUmNfl2yhSdoDo61EW3cqUe5z7GXbOwsVGfP3x48HPF6EvV2qprSPm65ErVN6ucCIfVBdjUlBwY0tWVvWKIiBZaPuoo4KqrnGTrhx7SNbXeXv2O/M//6A3IL9k6Xddrt6j50+6jcrFLByMgqd1PS+wMAJuMMZsBQEQeAnARALeIXQTgy4n7Pwdwu4iIqbSFPDdW4OyfaIxORPPnJwvYokXJ7htARemWW/S+FTJ3oMHYsRq1+NRTTtWN7m4NvR09WkPtx47VCh3PPquPa2q0oocxGqLtfm7CBHX7LVpU+CjFfF1yqX9vscZXzoRCmgTd0JB7YIjtbL1hg17shEIqYl1deq6+Pk17WLsW+K//yj/Zuq9Pb7b+ZqkbhFY6tsNEeZaUKih+flOmAtjmerw9sS/tMcaYKIB2AEeUZHTlQiymP+jbbnP2LVumk7S9qrVVO2xfrnTH1tfrMfY1NvfKJj8fPuwc096u52lvV5+6zTXbsyf5ORF9TSSi71MOpP695Ta+UiOiwjBhgqZSzJih4p7tCv2ee5w1rZoavWCZMgU46STgBz/Q5NljjtFjOzuBxx/XPKT3vQ/4m79Rl/cf/+itIonFWnw7dmhQ09tva0Sl15w5ksyf/qQCNm2a3yMpOhUR2CEiCwEsBIDp06f7PJoiEA4nt0/ZskUnIrebyIpYpmMt9jXuicGG71v6+vQ8dhIKh/X87sfuCaquLn2NPz9I/XuB8hqf39TU6G3cuMwVQ7ZvHxydWFurVu1ZZ+lt8WJNtrYh/DbZetMmvd13X/7J1rb/XW+vpgoUukFohTBo3rNBGzt3amTiZZdpZ+YKx08R2wHgSNfjaYl96Y7ZLiJVAJqgAR5JGGOWA1gOaIh9UUbrJ7GYum0sNnrP3e/LWlaZjrWRfvY17knAhvBbamqcfl2ArmXY5Ggg+TmgvCIHgx7ZWEqqqzVoIzUwZNo0YO9ex7UIqKBMTXGUTJwIXHKJ3qJRdVXbCiKvvaaveeYZvQH5J1tbl2hPT7Ko5dsgtEJIO+9FoypesZiWkxsB+OlOXAlgtoi0iEgEwKUAHk055lEAVybuXwLgyYpeD0uHbYFy443OvsWLVVhsEc943BGxTMfaNQ37Gmu5RaPqHmxsdI6xwQFNTeqGsjULJ0xIfs6u15VT5GDq31tu4ytXbGDI1KnqGozHnSovPT36GV57bebXV1Vp8NENNwA/+5kGhXzjG8CHPuREM27bplXUP/lJFbErrgDuvltz2HL5Wdsx7d+v59y0Sa3HAwd0/wibIpK4+WaNMr3rLuDYY/0eTUnwNdlZRD4A4FvQEPt7jTFfEZGlAFYZYx4VkVoAPwTwLgAHAFxqA0EykXeysw4ov9cNdU57ReuuQD5qlF6ppn7+qdGJTU3ZIw5ziU60kX5TpgC/+Y1edTc06GtSCwDbCMStWzXoA9DAkdTnyrEvFftmDR93hOf06Zpf9u53e68Y4sadbL1iha7XpEu2PvdcJ9l6OFXWUxuEBje4wXuy87x5ZtXSpbomed11yblhwYQVOwghRSCfiiGp2GTrFSuyd7Y+91zteXX88cPLK0vXIDQYeBexk082q7ZvV5ft888nu4KDCUWMEFJk+vsdQevtze8cNtnatpdJ19m6udmx0rwmW2cjOA1CvYvY+PFm1aFDuhZZGW5EihghpIREo8mRjvnOK146W8+d6wSInHLK8Cvql2+DUO8iJmJW3XAD8O1vF3M8pYQiRgjxiXg8uQSWl1YymbCdrZ99Vl2QqZ2t6+udZOv3vMd7snU2bINQa635J2q5idjOnVpGrjKgiBFCygBjknujZSuBNRS2s7UNENmwYfAxRx3lCNrppxfGVehfg1DvIlZXZ1alCnywoYgRQsoQdwmsgYHhnctLZ+szznBEbebMwkQgl65BaG5rYnv3FmscfkARI4SUOX19jqDlUqIqHe7O1itWAK+/Pnhdbto0R9De/e7CNYq0vdSstVa4XmreRWzqVLNqR2qtiEBDESOEBIhMJbDyxXa2tlGP+1MK/VRXa3K2FbVjjilcnmjhGoR6F7FZs8yqIDSM9Q5FjBASUGIxp9mnrbwyHGyytRW01asHr825k63POSf3ztbZsL3UrKXmPectt2Tnypr3KGKEkAogl95oXuno0ITg555TYSt2snUqNTXJydeZz00R83IgRYwQEghy7Y3m9ZxvvukEiJQi2TqVzA1CKWJeDqSIEUICSSFKYKXS06Odzm2ASCmSrVOxbWfGj6eIeTmQIkYICTyFKIGVjm3bHLdjumTrhgbtr1bIZGvLnDkUMS8HUsQIIRVFNOoEhhSyM3R/P/DKK07h4jfeGHxMIZOtKWLeDqSIEUIqlng8OdJxOCWwUtm9W5OsV6zQcP729uTnh5tsTRHzhJ+dnQkhpLiEQtoPb/TowpbAArSz9cUX6y0W02RrG8a/Zo26NVes0BtQvGTrEQ4tMULIyKSQJbBSscnWNupx377k56urgdNOc0RtzpzBVhotMW8HUsQIISOeYgWGAE6ytRW01avTd7a2gnb22ZpsTRHzdiBFjBBCXBSqN1omOjuTO1vv3Jn8vE22Xr2aIuYBrokRQoibqipNcG5uLnwJLEDD8s87T2+2s7XtmWaTrV95ZfjvM0KgiBFCSCbCYaCxUW/GJAtaIUpgiWhY/lFHAVddldzZmniCIkYIIV4QUSuqoUEfuyMdC1ECC9BKHe99r96IJyhihBCSD7be4YQJhe2NRnKCIkYIIcOlpkZvRxxR+N5oJCsUMUIIKSTV1cCYMXqLxRxBK2QJLPIXKGKEEFIswmHN+WpqKm4JrBEMRYwQQkpBagmsQvdGG6FQxAghpNSIJAeGFKM32giBIkYIIX5TW6u3ceOcEljEE6GhDyGEEFIyIhFg7Fi/RxEYKGKEEEICC0WMEEJIYKGIEUIICSwUMUIIIYGFIkYIISSwUMQIIYQEFooYIYSQwEIRI4QQElgoYoQQQgILRYwQQkhg8UXERGSsiPxeRDYmtmPSHHOKiDwvImtFZI2IfNSPsRJCCClf/LLElgD4gzFmNoA/JB6n0g3gCmPM8QAuAPAtEWku4RgJIYSUOX6J2EUA7k/cvx/Ah1IPMMZsMMZsTNzfCWAPgPElGyEhhJCyx69WLBONMbsS998BMDHbwSJyBoAIgDczPL8QwMLEw04ReWOY4xsHYN8wz1FqOObSELQxB228AMds+a0x5oJMT6bMe2sBnFDg9w8EYowpzolFngAwKc1TXwRwvzGm2XXsQWPMoHWxxHOTATwN4EpjzAvFGGua91xljJlXivcqFBxzaQjamIM2XoBjJrlRNEvMGHNepudEZLeITDbG7EqI1J4MxzUC+A2AL5ZKwAghhAQHv9bEHgVwZeL+lQB+lXqAiEQA/DeAB4wxPy/h2AghhAQEv0TsVgDni8hGAOclHkNE5onI9xPHfATAXwG4SkT+lLidUqLxLS/R+xQSjrk0BG3MQRsvwDGTHCjamhghhBBSbFixgxBCSGChiBFCCAksFLEUROQCEXlDRDaJSLpKIr4jIkeKyFMisi5Rluszif1DlvPyExEJi8grIvI/icctIvJi4rP+aSKYp2wQkWYR+bmI/FlE1ovIWQH4jG9MfCdeF5EHRaS23D5nEblXRPaIyOuufWk/V1G+kxj7GhE5tUzGuyzxvVgjIv/triYkIl9IjPcNEXl/qcc70qCIuRCRMIA7ALQCmAvgMhGZ6++o0hIF8HljzFwA7wbwqcQ4vZTz8pPPAFjvevx1ALcZY44GcBDAtb6MKjPfhiacHgvgZOjYy/YzFpGpAG4AMM8YcwKAMIBLUX6f8w+gpeTcZPpcWwHMTtwWArizRGN08wMMHu/vAZxgjDkJwAYAXwCAxO/wUgC2XN73EvMKKRIUsWTOALDJGLPZGNMP4CFoiayywhizyxizOnG/Azq5ToWHcl5+ISLTAPwNgO8nHguABQBs+kS5jbcJGh17DwAYY/qNMYdQxp9xgioAo0SkCkAdgF0os8/ZGLMCwIGU3Zk+14ugaTYmkSvanMgtLRnpxmuMedwYE008fAHAtMT9iwA8ZIzpM8ZsAbAJOq+QIkERS2YqgG2ux9sT+8oWEZkJ4F0AXkSO5bxKzLcA/AuAeOLxEQAOuSaCcvusWwDsBXBfwgX6fRGpRxl/xsaYHQD+E8DbUPFqB/AyyvtztmT6XIPwm7wGQFvifhDGW1FQxAKMiDQAeATAZ40xh93PGc2dKIv8CRH5IIA9xpiX/R5LDlQBOBXAncaYdwHoQorrsJw+YwBIrCNdBBXgKQDqMdgNVvaU2+eaDRH5ItS9/2O/xzJSoYglswPAka7H0xL7yg4RqYYK2I+NMb9I7N5tXS3Zynn5wDkALhSRrVAX7QLoelNzwu0FlN9nvR3AdmPMi4nHP4eKWrl+xoAWDthijNlrjBkA8AvoZ1/On7Ml0+datr9JEbkKwAcBfMw4CbdlO95KhSKWzEoAsxPRXBHoAu2jPo9pEIn1pHsArDfGfNP11JDlvPzAGPMFY8w0Y8xM6Gf6pDHmYwCeAnDJ/2/v3EKsKqM4/vuTMXmZJAsf6sUuJnQdyEYJrUAxHSuSopGg6GKYoCRhEBrekkythx4CjSHMSpOgiyTecXJSUVPH0aTMQSmIegqp1Ly0evi+jdvtnpmjHjtn1/rB5pz59ndZe3HOrPku81+xWtXYC2BmvwA/SRoQi4YB+6lSH0d+BAZL6hE/I4nNVevnFB35dQXwVDylOBg4klp2rBiSRhKWxx82s6OpWyuAsZJqJF1POJCyvRI2/m8wM79SF9BAOG3UThAerrhNOTYOISy3tAGt8Wog7DNtAH4A1gN9Km1rju33A1/G9zcQvuAHgU+Amkrbl7G1Dvgm+vlz4Kpq9zEwC/gO2Ad8ANRUm5+BZYQ9u5OEGe9zHfkVEOHEcDuwl3DyshrsPUjY+0q+fwtT9adFe78HRlX6M/Ffv1x2ynEcxyksvpzoOI7jFBYPYo7jOE5h8SDmOI7jFBYPYo7jOE5h8SDmOI7jFBYPYs5FI+l0zLy9T9InknpcQB9NidiypKmZe1vKbGdy9StDnzMlTYnvmyUNLEOfhyVd00WdXpIWSWqXtDOOPehix86MUSepoZx9Ok658SDmlINjZlZnQTn9BPDC+XZgZuPMbH/8cWrm3j1lsBHO2Jlch8vUbyVoIojS9jezu4BngE4D3wVQR/j/Q8epWjyIOeWmBbgJQNJLcXa2T9LkWNZT0kpJe2J5YyxvljRQ0hsEFfZWSR/Fe3/E148ljU4GkrRY0mMKecoWSNoR8zuNL9XYztpKejlVPitVPk3SAUlfAwMyXT6ZmpXWx/r1krZGIeEtiQpIHPvNWLdN0qSMbd0lrZL0fKb8RmAQ8KqZ/Q1gZofMbGUnfu+ns/NhTZE0M+X7eZK2x+caGhVrZgON8XkaS/Wp4/ybdOu6iuOURtTnGwWslpTMDgYRVBe2SfqKoB7xs5mNjm16p/sws1ckTTSzupwhlgOPAyvjL9lhwASCgsIRM7tbUg2wWdJaC6kw0nSX1BrfHzKzMR215UwOq/po/wpJ9xKEgMcSZindgF0EpfiEHmZWF+u+B9xGUNAYamanJA0HXgceJeTH6gfUxXt9Uv30IuhMLjGzJZnnuBVoNbPTWQd14vffcvyZppuZ1cflwxlmNlzSdIJCxsQu2jpOxfAg5pSDdHBoIeg6TgA+M7M/ASR9CgwFVgNvSZpHkJ9qOY9xVgFvx2AzEthkZsckjQDukJToA/YmBKBsEDuWExw7ajsiXrtjea9YXhuf62h8rqy25jIIOagkXamQ8bcWeF9Sf4Jc2OWx7nCCXNGp2Cads+oLYL6Zna86+hDy/d6VBmgiIr2TEFgdpxB4EHPKwTnBQVJuRTM7oJBivgGYI2mDmc0uZRAzOy6pGXgAaCTMVCDMOCaZ2ZoLsD23rUJa+blmtihTPrkrM3N+fg3YaGZj4mGS5hLs2gyMlLTUztWG+xa4U9JlebOxDjjF2dsHV2Tu/xVfT+O/F5wC4XtizqWiBXhEQVG9JzAGaJF0LXDUzD4EFhDSm2Q5qZBqJo/lhOWyZFYHsAaYkLSRdHMcsxQ6arsGeFYhZxuSrpPUF9gUn6u7pFrgoUx/yR7fEMIy5RHC7C5Jx/F0qu46YHxchiWznDidsAT4TtZgM2snCBPPUvxrIe55jaYDvwO/An0lXR1nsg+W4JvfCbNIx6laPIg5lwQz2wUsJqinbwOazGw3cDuwPS4/zgDm5DR/F2hLDnZkWAvcB6w3sxOxrImQcmRXPLywiNJnE7ltzWwtsBTYKmkvIZ9YbXyu5cAewvLmjkx/xyXtBhYS9tsA5gNzY3nariZC+pQ2SXuAJzJ9vUhYqp2fY/c4Qvbjg9HuxYTEo7l+t5BfbHYsX0fYp+uKjcAtfrDDqWZcxd5xHMcpLD4TcxzHcQqLBzHHcRynsHgQcxzHcQqLBzHHcRynsHgQcxzHcQqLBzHHcRynsHgQcxzHcQrLPzUYXk7yNPKGAAAAAElFTkSuQmCC\n","text/plain":["<Figure size 432x432 with 3 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Plot Correlation Matrix\n","f, ax = plt.subplots(figsize=[9,6])\n","ax = sns.heatmap(df.corr(), annot=True,\n","                 fmt=\".2f\",cbar_kws={'label': 'Correlation Coefficient'})\n","ax.set_title(\"Correlation Matrix for All Variables\")\n","plt.show()\n","\n","# Sentiment Positivity Score by Positive Feedback Count\n","ax = sns.jointplot(x= df[\"Positive Feedback Count\"], y=df[\"Positive Score\"], kind='reg', color='r')\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"ee137296-5f5a-4de1-95a6-d8397e907cf3","_kg_hide-input":false,"_uuid":"847d72eb4ea3828149d3dbc7d8f1910be93742b6","id":"avnQK0xRj0Qp"},"outputs":[],"source":["stopwords = set(STOPWORDS)\n","size = (10,7)\n","\n","def cloud(text, title, stopwords=stopwords, size=size):\n","    \"\"\"\n","    Function to plot WordCloud\n","    Includes:\n","    \"\"\"\n","    # Setting figure parameters\n","    mpl.rcParams['figure.figsize']=(10.0,10.0)\n","    mpl.rcParams['font.size']=12\n","    mpl.rcParams['savefig.dpi']=100\n","    mpl.rcParams['figure.subplot.bottom']=.1\n","\n","    # Processing Text\n","    # Redundant when combined with my Preprocessing function\n","    wordcloud = WordCloud(width=1600, height=800,\n","                          background_color='black',\n","                          stopwords=stopwords,\n","                         ).generate(str(text))\n","\n","    # Output Visualization\n","    fig = plt.figure(figsize=size, dpi=80, facecolor='k',edgecolor='k')\n","    plt.imshow(wordcloud,interpolation='bilinear')\n","    plt.axis('off')\n","    plt.title(title, fontsize=50,color='y')\n","    plt.tight_layout(pad=0)\n","    plt.show()\n","\n","# Frequency Calculation [One-Gram]\n","def wordfreqviz(text, x):\n","    word_dist = nltk.FreqDist(text)\n","    top_N = x\n","    rslt = pd.DataFrame(word_dist.most_common(top_N),\n","                    columns=['Word', 'Frequency']).set_index('Word')\n","    matplotlib.style.use('ggplot')\n","    rslt.plot.bar(rot=0)\n","\n","def wordfreq(text, x):\n","    word_dist = nltk.FreqDist(text)\n","    top_N = x\n","    rslt = pd.DataFrame(word_dist.most_common(top_N),\n","                    columns=['Word', 'Frequency']).set_index('Word')\n","    return rslt"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"0bfccdac-c106-4851-94d8-e07942261262","_kg_hide-input":false,"_uuid":"f98a173e2fea565b32022547503506e36190e502","id":"M7Bb7_taj0Qq","outputId":"cde5e6b7-d19b-491e-8553-b08a756ed727"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 560x320 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Modify Stopwords to Exclude Class types, suchs as \"dress\"\n","new_stop = set(STOPWORDS)\n","new_stop.update([x.lower() for x in list(df[\"Class Name\"][df[\"Class Name\"].notnull()].unique())]\n","                + [\"dress\", \"petite\"])\n","\n","# Cloud\n","cloud(text= df.Title[df.Title.notnull()].astype(str).values,\n","      title=\"Titles\",\n","      stopwords= new_stop,\n","      size = (7,4))"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"5709dc2b-0b11-4dd7-b234-746c2d53a25f","_kg_hide-input":false,"_uuid":"ef185e0c44cba05e99951d6faaa6bbb0c9e472f1","scrolled":false,"id":"lkPzBcl-j0Qq","outputId":"4c83c30a-9a97-496d-c756-3b7c7869d049"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure 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\n","text/plain":["<Figure 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\n","text/plain":["<Figure size 800x560 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Highly Raited\n","title =\"Highly Rated Comments\"\n","temp = df['Review Text'][df.Rating.astype(int) >= 3]\n","\n","# Modify Stopwords to Exclude Class types, suchs as \"dress\"\n","new_stop = set(STOPWORDS)\n","new_stop.update([x.lower() for x in list(df[\"Class Name\"][df[\"Class Name\"].notnull()].unique())]\n","                + [\"dress\", \"petite\"])\n","\n","# Cloud\n","cloud(text= temp.values, title=title,stopwords= new_stop)\n","\n","# Bar Chart\n","wordfreq(preprocessing(temp),20).plot.bar(rot=45, legend=False,figsize=(15,5), color='g',\n","                          title= title)\n","plt.ylabel(\"Occurrence Count\")\n","plt.xlabel(\"Most Frequent Words\")\n","plt.show()\n","\n","# Low Raited\n","title =\"Most Frequent Words in Low Rated Comments\"\n","temp = df['Review Text'][df.Rating.astype(int) < 3]\n","\n","# Modify Stopwords to Exclude Class types, suchs as \"dress\"\n","new_stop = set(STOPWORDS)\n","new_stop.update([x.lower() for x in list(df[\"Class Name\"][df[\"Class Name\"].notnull()].unique())]\n","                + [\"dress\", \"petite\", \"skirt\",\"shirt\"])\n","\n","# Cloud\n","cloud(temp.values, title= title, stopwords = new_stop)"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"e8ccc16d-3f4d-4fce-bd3c-5f448de43181","_kg_hide-input":false,"_uuid":"a0ae53600c6754580bed17ee96bb52a1fd0867b0","id":"v1hyVlQHj0Qq","outputId":"da166fea-77e3-4222-822c-15efe48e8287"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure 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\n","text/plain":["<Figure 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\n","text/plain":["<Figure size 800x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["department_set = df[\"Department Name\"][df[\"Department Name\"].notnull()].unique()\n","division_set = df[\"Division Name\"][df[\"Division Name\"].notnull()].unique()\n","def cloud_by_category(data, category, subclass):\n","    \"\"\"\n","    Function to create a wordcloud by class and subclass\n","    Category signifies the column variable\n","    Subclass refers to the specific value within the categorical variable\n","    \"\"\"\n","    new_stop = set(STOPWORDS)\n","    new_stop.update([x.lower() for x in list(data[\"Class Name\"][data[\"Class Name\"].notnull()].unique())]\n","                   + [x.lower() for x in list(data[\"Department Name\"][data[\"Department Name\"].notnull()].unique())]\n","                   + [\"dress\", \"petite\", \"jacket\",\"top\"])\n","\n","    # Cloud\n","    cloud(text= data[\"Review Text\"][data[category]== subclass],\n","          title=\"{}\".format(subclass),\n","          stopwords= new_stop,\n","          size = (10,6))\n","\n","# Plot\n","cloud_by_category(df, \"Division Name\", division_set[0])\n","cloud_by_category(df, \"Division Name\", division_set[1])\n","cloud_by_category(df, \"Division Name\", division_set[2])"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"bf011d6a-764e-432b-bc38-6a6e5454ebec","_kg_hide-input":false,"_uuid":"851ec99d523834284730798fc599a80a8e8d1d26","id":"4udVUnm8j0Qq"},"outputs":[],"source":["## Helper Functions\n","from nltk.util import ngrams\n","from collections import Counter\n","def get_ngrams(text, n):\n","    n_grams = ngrams((text), n)\n","    return [ ' '.join(grams) for grams in n_grams]\n","\n","def gramfreq(text,n,num):\n","    # Extracting bigrams\n","    result = get_ngrams(text,n)\n","    # Counting bigrams\n","    result_count = Counter(result)\n","    # Converting to the result to a data frame\n","    df = pd.DataFrame.from_dict(result_count, orient='index')\n","    df = df.rename(columns={'index':'words', 0:'frequency'}) # Renaming index column name\n","    return df.sort_values([\"frequency\"],ascending=[0])[:num]\n","\n","def gram_table(data, gram, length):\n","    out = pd.DataFrame(index=None)\n","    for i in gram:\n","        table = pd.DataFrame(gramfreq(preprocessing(data),i,length).reset_index())\n","        table.columns = [\"{}-Gram\".format(i),\"Occurrence\"]\n","        out = pd.concat([out, table], axis=1)\n","    return out"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"88db0b6d-b3b6-408e-a365-6d625118e19c","_kg_hide-input":false,"_uuid":"c782606f4408e77d3d4770a41f420ae8b8e1d541","id":"9FnLQ9Gmj0Qq","outputId":"67734d1f-e269-4334-8abe-01a327fad301"},"outputs":[{"name":"stdout","output_type":"stream","text":["Non-Recommended Items\n"]},{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>1-Gram</th>\n","      <th>Occurrence</th>\n","      <th>2-Gram</th>\n","      <th>Occurrence</th>\n","      <th>3-Gram</th>\n","      <th>Occurrence</th>\n","      <th>4-Gram</th>\n","      <th>Occurrence</th>\n","      <th>5-Gram</th>\n","      <th>Occurrence</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>dress</td>\n","      <td>1976</td>\n","      <td>wanted love</td>\n","      <td>243</td>\n","      <td>really wanted love</td>\n","      <td>70</td>\n","      <td>really wanted love dress</td>\n","      <td>15</td>\n","      <td>reference 5 7 125 lb</td>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>like</td>\n","      <td>1780</td>\n","      <td>going back</td>\n","      <td>215</td>\n","      <td>wanted love dress</td>\n","      <td>65</td>\n","      <td>looked like maternity top</td>\n","      <td>10</td>\n","      <td>going back wanted love dress</td>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>top</td>\n","      <td>1572</td>\n","      <td>looked like</td>\n","      <td>187</td>\n","      <td>really wanted like</td>\n","      <td>40</td>\n","      <td>really wanted like dress</td>\n","      <td>9</td>\n","      <td>reference measurements 38 30 40</td>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>would</td>\n","      <td>1348</td>\n","      <td>looks like</td>\n","      <td>153</td>\n","      <td>made look like</td>\n","      <td>29</td>\n","      <td>really wanted like top</td>\n","      <td>9</td>\n","      <td>photos reference measurements 38 30</td>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>fit</td>\n","      <td>1327</td>\n","      <td>really wanted</td>\n","      <td>151</td>\n","      <td>wanted love top</td>\n","      <td>28</td>\n","      <td>5 4 120 lbs</td>\n","      <td>8</td>\n","      <td>medium photos reference measurements 38</td>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>fabric</td>\n","      <td>1245</td>\n","      <td>made look</td>\n","      <td>135</td>\n","      <td>fit true size</td>\n","      <td>28</td>\n","      <td>really wanted love top</td>\n","      <td>7</td>\n","      <td>wearing medium photos reference measurements</td>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>size</td>\n","      <td>1209</td>\n","      <td>look like</td>\n","      <td>126</td>\n","      <td>ordered usual size</td>\n","      <td>25</td>\n","      <td>5 7 140 lbs</td>\n","      <td>6</td>\n","      <td>back really wanted like dress</td>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>back</td>\n","      <td>1039</td>\n","      <td>5 4</td>\n","      <td>113</td>\n","      <td>way much fabric</td>\n","      <td>25</td>\n","      <td>measurements 38 30 40</td>\n","      <td>6</td>\n","      <td>arm holes also cut low</td>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>look</td>\n","      <td>965</td>\n","      <td>felt like</td>\n","      <td>109</td>\n","      <td>sadly going back</td>\n","      <td>24</td>\n","      <td>going back really wanted</td>\n","      <td>6</td>\n","      <td>wanted top work looks cute</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>love</td>\n","      <td>928</td>\n","      <td>true size</td>\n","      <td>104</td>\n","      <td>like maternity top</td>\n","      <td>23</td>\n","      <td>would look better someone</td>\n","      <td>5</td>\n","      <td>sides much shorter front back</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>small</td>\n","      <td>910</td>\n","      <td>usually wear</td>\n","      <td>103</td>\n","      <td>usually wear size</td>\n","      <td>23</td>\n","      <td>ordered usual size small</td>\n","      <td>5</td>\n","      <td>115 lbs ordered xs petite</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>11</th>\n","      <td>5</td>\n","      <td>871</td>\n","      <td>love dress</td>\n","      <td>95</td>\n","      <td>one going back</td>\n","      <td>20</td>\n","      <td>wanted love dress much</td>\n","      <td>5</td>\n","      <td>would expect retailer shirt also</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>12</th>\n","      <td>really</td>\n","      <td>869</td>\n","      <td>much fabric</td>\n","      <td>89</td>\n","      <td>first time wore</td>\n","      <td>18</td>\n","      <td>really wanted love shirt</td>\n","      <td>5</td>\n","      <td>perhaps would look better someone</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>13</th>\n","      <td>ordered</td>\n","      <td>825</td>\n","      <td>5 5</td>\n","      <td>88</td>\n","      <td>would look good</td>\n","      <td>16</td>\n","      <td>looks like maternity top</td>\n","      <td>5</td>\n","      <td>reference 5 2 24 waist</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>14</th>\n","      <td>wear</td>\n","      <td>756</td>\n","      <td>fit well</td>\n","      <td>81</td>\n","      <td>looked like wearing</td>\n","      <td>16</td>\n","      <td>back really wanted like</td>\n","      <td>5</td>\n","      <td>petite reference 5 2 24</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>15</th>\n","      <td>material</td>\n","      <td>736</td>\n","      <td>size small</td>\n","      <td>80</td>\n","      <td>looks great model</td>\n","      <td>15</td>\n","      <td>5 5 122 lbs</td>\n","      <td>4</td>\n","      <td>5 4 really wanted like</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>16</th>\n","      <td>much</td>\n","      <td>721</td>\n","      <td>thought would</td>\n","      <td>80</td>\n","      <td>looked like maternity</td>\n","      <td>15</td>\n","      <td>made look like pregnant</td>\n","      <td>4</td>\n","      <td>returning item wanted love dress</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>17</th>\n","      <td>color</td>\n","      <td>717</td>\n","      <td>5 7</td>\n","      <td>79</td>\n","      <td>looks nothing like</td>\n","      <td>14</td>\n","      <td>maybe would look better</td>\n","      <td>4</td>\n","      <td>would look good someone tall</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>18</th>\n","      <td>shirt</td>\n","      <td>687</td>\n","      <td>5 2</td>\n","      <td>79</td>\n","      <td>excited get dress</td>\n","      <td>14</td>\n","      <td>really looking forward wearing</td>\n","      <td>4</td>\n","      <td>going back really wanted like</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>19</th>\n","      <td>one</td>\n","      <td>647</td>\n","      <td>well made</td>\n","      <td>76</td>\n","      <td>wanted like top</td>\n","      <td>14</td>\n","      <td>5 7 115 lbs</td>\n","      <td>4</td>\n","      <td>6 ft tall 160 lb</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>20</th>\n","      <td>way</td>\n","      <td>645</td>\n","      <td>5 8</td>\n","      <td>75</td>\n","      <td>felt like wearing</td>\n","      <td>14</td>\n","      <td>5 8 140 lbs</td>\n","      <td>4</td>\n","      <td>short waisted 5 3 fe</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>21</th>\n","      <td>also</td>\n","      <td>643</td>\n","      <td>5 3</td>\n","      <td>73</td>\n","      <td>really looking forward</td>\n","      <td>13</td>\n","      <td>online ordered right away</td>\n","      <td>4</td>\n","      <td>much fabric felt like wearing</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>22</th>\n","      <td>looks</td>\n","      <td>622</td>\n","      <td>ordered small</td>\n","      <td>71</td>\n","      <td>make look like</td>\n","      <td>13</td>\n","      <td>like another reviewer said</td>\n","      <td>4</td>\n","      <td>6 fit technically ill fitting</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>23</th>\n","      <td>even</td>\n","      <td>602</td>\n","      <td>would look</td>\n","      <td>71</td>\n","      <td>would look better</td>\n","      <td>13</td>\n","      <td>going back wanted love</td>\n","      <td>4</td>\n","      <td>fan lately though finding material</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>24</th>\n","      <td>looked</td>\n","      <td>589</td>\n","      <td>runs small</td>\n","      <td>70</td>\n","      <td>reference 5 5</td>\n","      <td>13</td>\n","      <td>back wanted love dress</td>\n","      <td>4</td>\n","      <td>jeans fan lately though finding</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>25</th>\n","      <td>quality</td>\n","      <td>559</td>\n","      <td>runs large</td>\n","      <td>69</td>\n","      <td>high hopes dress</td>\n","      <td>13</td>\n","      <td>wear size 8 10</td>\n","      <td>4</td>\n","      <td>ag jeans fan lately though</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>26</th>\n","      <td>cute</td>\n","      <td>538</td>\n","      <td>arm holes</td>\n","      <td>68</td>\n","      <td>wanted love sweater</td>\n","      <td>13</td>\n","      <td>5 7 130 lbs</td>\n","      <td>4</td>\n","      <td>time ag jeans fan lately</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>27</th>\n","      <td>large</td>\n","      <td>538</td>\n","      <td>reference 5</td>\n","      <td>67</td>\n","      <td>would fit better</td>\n","      <td>12</td>\n","      <td>5 4 110 lbs</td>\n","      <td>4</td>\n","      <td>long time ag jeans fan</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>28</th>\n","      <td>great</td>\n","      <td>530</td>\n","      <td>5 6</td>\n","      <td>66</td>\n","      <td>high hopes top</td>\n","      <td>12</td>\n","      <td>5 7 135 lbs</td>\n","      <td>4</td>\n","      <td>small 6 fit technically ill</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>29</th>\n","      <td>made</td>\n","      <td>524</td>\n","      <td>usual size</td>\n","      <td>65</td>\n","      <td>5 4 120</td>\n","      <td>12</td>\n","      <td>top wanted love dress</td>\n","      <td>4</td>\n","      <td>fit technically ill fitting dress</td>\n","      <td>2</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["      1-Gram     ...      Occurrence\n","0      dress     ...               3\n","1       like     ...               3\n","2        top     ...               3\n","3      would     ...               3\n","4        fit     ...               3\n","5     fabric     ...               3\n","6       size     ...               3\n","7       back     ...               3\n","8       look     ...               2\n","9       love     ...               2\n","10     small     ...               2\n","11         5     ...               2\n","12    really     ...               2\n","13   ordered     ...               2\n","14      wear     ...               2\n","15  material     ...               2\n","16      much     ...               2\n","17     color     ...               2\n","18     shirt     ...               2\n","19       one     ...               2\n","20       way     ...               2\n","21      also     ...               2\n","22     looks     ...               2\n","23      even     ...               2\n","24    looked     ...               2\n","25   quality     ...               2\n","26      cute     ...               2\n","27     large     ...               2\n","28     great     ...               2\n","29      made     ...               2\n","\n","[30 rows x 10 columns]"]},"execution_count":49,"metadata":{},"output_type":"execute_result"}],"source":["print(\"Non-Recommended Items\")\n","gram_table(data= df['Review Text'][df[\"Recommended IND\"].astype(int) == 0], gram=[1,2,3,4,5], length=30)"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"6035454c-1184-4f68-87fc-45f992f13b8f","_kg_hide-input":false,"_uuid":"d23c1d5cffddc2d64ce930ae47494f3450611bd6","id":"2fYShSwxj0Qq","outputId":"ce606a28-d81f-4c10-f630-88d4b0ac9697"},"outputs":[{"name":"stdout","output_type":"stream","text":["Recommended Items\n"]},{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>1-Gram</th>\n","      <th>Occurrence</th>\n","      <th>2-Gram</th>\n","      <th>Occurrence</th>\n","      <th>3-Gram</th>\n","      <th>Occurrence</th>\n","      <th>4-Gram</th>\n","      <th>Occurrence</th>\n","      <th>5-Gram</th>\n","      <th>Occurrence</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>dress</td>\n","      <td>8591</td>\n","      <td>true size</td>\n","      <td>1243</td>\n","      <td>fits true size</td>\n","      <td>264</td>\n","      <td>compliments every time wear</td>\n","      <td>46</td>\n","      <td>34b 26 waist 36 hips</td>\n","      <td>27</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>love</td>\n","      <td>8017</td>\n","      <td>love dress</td>\n","      <td>657</td>\n","      <td>fit true size</td>\n","      <td>192</td>\n","      <td>26 waist 36 hips</td>\n","      <td>32</td>\n","      <td>get compliments every time wear</td>\n","      <td>21</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>size</td>\n","      <td>7561</td>\n","      <td>5 4</td>\n","      <td>622</td>\n","      <td>received many compliments</td>\n","      <td>163</td>\n","      <td>34b 26 waist 36</td>\n","      <td>28</td>\n","      <td>5 2 currently 33 25</td>\n","      <td>17</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>fit</td>\n","      <td>5995</td>\n","      <td>usually wear</td>\n","      <td>588</td>\n","      <td>runs true size</td>\n","      <td>143</td>\n","      <td>looks great skinny jeans</td>\n","      <td>25</td>\n","      <td>115 lbs 30 dd 26</td>\n","      <td>15</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>top</td>\n","      <td>5846</td>\n","      <td>looks great</td>\n","      <td>574</td>\n","      <td>love love love</td>\n","      <td>138</td>\n","      <td>get compliments every time</td>\n","      <td>23</td>\n","      <td>2 currently 33 25 37</td>\n","      <td>13</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>wear</td>\n","      <td>5678</td>\n","      <td>fit perfectly</td>\n","      <td>553</td>\n","      <td>usually wear size</td>\n","      <td>107</td>\n","      <td>love love love dress</td>\n","      <td>22</td>\n","      <td>115 lbs 30dd 26 5</td>\n","      <td>13</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>great</td>\n","      <td>5584</td>\n","      <td>well made</td>\n","      <td>531</td>\n","      <td>every time wear</td>\n","      <td>81</td>\n","      <td>115 lbs 30 dd</td>\n","      <td>22</td>\n","      <td>lbs 30 dd 26 5</td>\n","      <td>13</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>like</td>\n","      <td>5368</td>\n","      <td>love top</td>\n","      <td>524</td>\n","      <td>ordered usual size</td>\n","      <td>79</td>\n","      <td>usually wear size 4</td>\n","      <td>21</td>\n","      <td>30 dd 26 5 waist</td>\n","      <td>12</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>5</td>\n","      <td>4678</td>\n","      <td>5 3</td>\n","      <td>488</td>\n","      <td>small fit perfectly</td>\n","      <td>72</td>\n","      <td>5 4 120 lbs</td>\n","      <td>20</td>\n","      <td>5 1 5 115 lbs</td>\n","      <td>12</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>color</td>\n","      <td>3887</td>\n","      <td>fits perfectly</td>\n","      <td>480</td>\n","      <td>got many compliments</td>\n","      <td>70</td>\n","      <td>5 5 135lbs 34c</td>\n","      <td>18</td>\n","      <td>lbs 30dd 26 5 waist</td>\n","      <td>12</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>small</td>\n","      <td>3816</td>\n","      <td>5 5</td>\n","      <td>444</td>\n","      <td>looks great jeans</td>\n","      <td>69</td>\n","      <td>dress fits true size</td>\n","      <td>18</td>\n","      <td>5 tall 145 lbs 38</td>\n","      <td>12</td>\n","    </tr>\n","    <tr>\n","      <th>11</th>\n","      <td>would</td>\n","      <td>3760</td>\n","      <td>love love</td>\n","      <td>417</td>\n","      <td>small fits perfectly</td>\n","      <td>65</td>\n","      <td>5 4 125 lbs</td>\n","      <td>18</td>\n","      <td>5 5 tall 145 lbs</td>\n","      <td>12</td>\n","    </tr>\n","    <tr>\n","      <th>12</th>\n","      <td>perfect</td>\n","      <td>3572</td>\n","      <td>usual size</td>\n","      <td>411</td>\n","      <td>usually wear small</td>\n","      <td>64</td>\n","      <td>2 currently 33 25</td>\n","      <td>17</td>\n","      <td>5 2 34b 26 waist</td>\n","      <td>12</td>\n","    </tr>\n","    <tr>\n","      <th>13</th>\n","      <td>fabric</td>\n","      <td>3552</td>\n","      <td>5 2</td>\n","      <td>409</td>\n","      <td>fits like glove</td>\n","      <td>64</td>\n","      <td>5 2 currently 33</td>\n","      <td>17</td>\n","      <td>2 34b 26 waist 36</td>\n","      <td>12</td>\n","    </tr>\n","    <tr>\n","      <th>14</th>\n","      <td>little</td>\n","      <td>3410</td>\n","      <td>size small</td>\n","      <td>408</td>\n","      <td>fit like glove</td>\n","      <td>64</td>\n","      <td>30dd 26 5 waist</td>\n","      <td>15</td>\n","      <td>1 5 5 tall 145</td>\n","      <td>10</td>\n","    </tr>\n","    <tr>\n","      <th>15</th>\n","      <td>look</td>\n","      <td>3074</td>\n","      <td>5 7</td>\n","      <td>378</td>\n","      <td>normally wear size</td>\n","      <td>59</td>\n","      <td>compliments first time wore</td>\n","      <td>15</td>\n","      <td>looks great skinny jeans leggings</td>\n","      <td>9</td>\n","    </tr>\n","    <tr>\n","      <th>16</th>\n","      <td>flattering</td>\n","      <td>3065</td>\n","      <td>5 6</td>\n","      <td>377</td>\n","      <td>would definitely recommend</td>\n","      <td>57</td>\n","      <td>115 lbs 30dd 26</td>\n","      <td>15</td>\n","      <td>145 lbs 38 32 40</td>\n","      <td>8</td>\n","    </tr>\n","    <tr>\n","      <th>17</th>\n","      <td>really</td>\n","      <td>3055</td>\n","      <td>many compliments</td>\n","      <td>362</td>\n","      <td>true size 5</td>\n","      <td>57</td>\n","      <td>5 4 135 lbs</td>\n","      <td>15</td>\n","      <td>many compliments every time wear</td>\n","      <td>8</td>\n","    </tr>\n","    <tr>\n","      <th>18</th>\n","      <td>soft</td>\n","      <td>3041</td>\n","      <td>highly recommend</td>\n","      <td>361</td>\n","      <td>usually wear medium</td>\n","      <td>56</td>\n","      <td>5 3 120 lbs</td>\n","      <td>15</td>\n","      <td>would say runs true size</td>\n","      <td>8</td>\n","    </tr>\n","    <tr>\n","      <th>19</th>\n","      <td>ordered</td>\n","      <td>3025</td>\n","      <td>size 4</td>\n","      <td>340</td>\n","      <td>runs little big</td>\n","      <td>55</td>\n","      <td>lbs 30 dd 26</td>\n","      <td>15</td>\n","      <td>tall 145 lbs 38 32</td>\n","      <td>8</td>\n","    </tr>\n","    <tr>\n","      <th>20</th>\n","      <td>one</td>\n","      <td>2989</td>\n","      <td>super cute</td>\n","      <td>325</td>\n","      <td>local retailer store</td>\n","      <td>53</td>\n","      <td>love love love top</td>\n","      <td>14</td>\n","      <td>26 5 waist 115 lbs</td>\n","      <td>7</td>\n","    </tr>\n","    <tr>\n","      <th>21</th>\n","      <td>well</td>\n","      <td>2934</td>\n","      <td>size 6</td>\n","      <td>322</td>\n","      <td>usual size small</td>\n","      <td>53</td>\n","      <td>usually wear size 6</td>\n","      <td>14</td>\n","      <td>5 5 135lbs 34c curvy</td>\n","      <td>7</td>\n","    </tr>\n","    <tr>\n","      <th>22</th>\n","      <td>comfortable</td>\n","      <td>2886</td>\n","      <td>skinny jeans</td>\n","      <td>319</td>\n","      <td>compliments every time</td>\n","      <td>53</td>\n","      <td>30 dd 26 5</td>\n","      <td>14</td>\n","      <td>receive compliments every time wear</td>\n","      <td>7</td>\n","    </tr>\n","    <tr>\n","      <th>23</th>\n","      <td>fits</td>\n","      <td>2685</td>\n","      <td>fabric soft</td>\n","      <td>315</td>\n","      <td>wish came colors</td>\n","      <td>52</td>\n","      <td>usually wear small medium</td>\n","      <td>14</td>\n","      <td>fyi 36c broad shoulders back</td>\n","      <td>7</td>\n","    </tr>\n","    <tr>\n","      <th>24</th>\n","      <td>bought</td>\n","      <td>2684</td>\n","      <td>fit great</td>\n","      <td>314</td>\n","      <td>run true size</td>\n","      <td>52</td>\n","      <td>top fits true size</td>\n","      <td>14</td>\n","      <td>5 135lbs 34c curvy muscular</td>\n","      <td>7</td>\n","    </tr>\n","    <tr>\n","      <th>25</th>\n","      <td>nice</td>\n","      <td>2609</td>\n","      <td>super soft</td>\n","      <td>313</td>\n","      <td>first time wore</td>\n","      <td>51</td>\n","      <td>3 4 length sleeves</td>\n","      <td>14</td>\n","      <td>waist 36 hips hem falls</td>\n","      <td>7</td>\n","    </tr>\n","    <tr>\n","      <th>26</th>\n","      <td>bit</td>\n","      <td>2557</td>\n","      <td>soft comfortable</td>\n","      <td>312</td>\n","      <td>runs little large</td>\n","      <td>50</td>\n","      <td>ordered usual size small</td>\n","      <td>14</td>\n","      <td>135lbs 34c curvy muscular frame</td>\n","      <td>7</td>\n","    </tr>\n","    <tr>\n","      <th>27</th>\n","      <td>cute</td>\n","      <td>2504</td>\n","      <td>5 8</td>\n","      <td>309</td>\n","      <td>great skinny jeans</td>\n","      <td>49</td>\n","      <td>say enough good things</td>\n","      <td>14</td>\n","      <td>26 waist 36 hips hem</td>\n","      <td>7</td>\n","    </tr>\n","    <tr>\n","      <th>28</th>\n","      <td>beautiful</td>\n","      <td>2495</td>\n","      <td>absolutely love</td>\n","      <td>307</td>\n","      <td>looking forward wearing</td>\n","      <td>49</td>\n","      <td>currently 33 25 37</td>\n","      <td>13</td>\n","      <td>5ft2in 34b 26 waist 36</td>\n","      <td>6</td>\n","    </tr>\n","    <tr>\n","      <th>29</th>\n","      <td>length</td>\n","      <td>2342</td>\n","      <td>wear size</td>\n","      <td>298</td>\n","      <td>worth every penny</td>\n","      <td>48</td>\n","      <td>great skinny jeans leggings</td>\n","      <td>13</td>\n","      <td>many compliments first time wore</td>\n","      <td>6</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["         1-Gram     ...      Occurrence\n","0         dress     ...              27\n","1          love     ...              21\n","2          size     ...              17\n","3           fit     ...              15\n","4           top     ...              13\n","5          wear     ...              13\n","6         great     ...              13\n","7          like     ...              12\n","8             5     ...              12\n","9         color     ...              12\n","10        small     ...              12\n","11        would     ...              12\n","12      perfect     ...              12\n","13       fabric     ...              12\n","14       little     ...              10\n","15         look     ...               9\n","16   flattering     ...               8\n","17       really     ...               8\n","18         soft     ...               8\n","19      ordered     ...               8\n","20          one     ...               7\n","21         well     ...               7\n","22  comfortable     ...               7\n","23         fits     ...               7\n","24       bought     ...               7\n","25         nice     ...               7\n","26          bit     ...               7\n","27         cute     ...               7\n","28    beautiful     ...               6\n","29       length     ...               6\n","\n","[30 rows x 10 columns]"]},"execution_count":50,"metadata":{},"output_type":"execute_result"}],"source":["print(\"Recommended Items\")\n","gram_table(data= df['Review Text'][df[\"Recommended IND\"].astype(int) == 1], gram=[1,2,3,4,5], length=30)"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"c68e8b80-c659-4cee-93ea-a1325447df87","_kg_hide-input":false,"_uuid":"efa39c38ec0de149b4b822b412721edf1b32a471","scrolled":true,"id":"pBx-LhyLj0Qq","outputId":"2ae45c57-2dbc-4c5e-c893-94da801babf8"},"outputs":[{"name":"stdout","output_type":"stream","text":["Number of words columns (One Hot Encoding): 14034\n"]}],"source":["df['tokenized'] = df[\"Review Text\"].astype(str).str.lower() # Turn into lower case text\n","df['tokenized'] = df.apply(lambda row: tokenizer.tokenize(row['tokenized']), axis=1) # Apply tokenize to each row\n","df['tokenized'] = df['tokenized'].apply(lambda x: [w for w in x if not w in stop_words]) # Remove stopwords from each row\n","df['tokenized'] = df['tokenized'].apply(lambda x: [ps.stem(w) for w in x]) # Apply stemming to each row\n","all_words = nltk.FreqDist(preprocessing(df['Review Text'])) # Calculate word occurrence from whole block of text\n","\n","vocab_count = 200\n","word_features= list(all_words.keys())[:vocab_count] # 2000 most recurring unique words\n","print(\"Number of words columns (One Hot Encoding): {}\".format(len(all_words)))"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"ee1303c6-f185-4270-9e07-dcb292d0c874","_kg_hide-input":false,"_uuid":"9464791b5d129af5c04738c6daac3673396c6fa5","id":"C_rYywU9j0Qq"},"outputs":[],"source":["# Tuple\n","labtext= list(zip(df.tokenized, (df[\"Recommended IND\"])))\n","\n","# Function to create model features\n","# for each review, records which unique words out of the whole text body are present\n","def find_features(document):\n","    words = set(document)\n","    features = {}\n","    for w in word_features:\n","        features[w] = (w in words)\n","\n","    return features\n","# Apply function to data\n","featuresets = [(find_features(text), LABEL) for (text, LABEL) in labtext]\n","len(featuresets)\n","\n","# Train/Test\n","training_set = featuresets[:15000]\n","testing_set = featuresets[15000:]"]},{"cell_type":"code","execution_count":null,"metadata":{"_cell_guid":"e1b13027-0d84-4024-b15b-d6517ea2b0eb","_kg_hide-input":false,"_uuid":"37e3aecdff3a9d7a4bd56c4c6af851ef96b0fa0e","scrolled":true,"id":"mr9-yCELj0Qq","outputId":"0374f594-7c73-41db-8378-94cf203604c7"},"outputs":[{"name":"stdout","output_type":"stream","text":["Classifier accuracy percent: 82.48557944415312\n","Most Informative Features\n","                   cheap = True                0 : 1      =     12.3 : 1.0\n","                    glad = True                1 : 0      =      5.4 : 1.0\n","                  bummer = True                0 : 1      =      5.0 : 1.0\n","                     net = True                0 : 1      =      4.6 : 1.0\n","                    idea = True                0 : 1      =      4.4 : 1.0\n","                  pencil = True                1 : 0      =      4.3 : 1.0\n","                 perfect = True                1 : 0      =      3.8 : 1.0\n","                charcoal = True                1 : 0      =      3.7 : 1.0\n","                 shimmer = True                1 : 0      =      3.7 : 1.0\n","                     fun = True                1 : 0      =      3.4 : 1.0\n","                   later = True                1 : 0      =      3.0 : 1.0\n","                    sooo = True                0 : 1      =      2.6 : 1.0\n","                     ton = True                1 : 0      =      2.5 : 1.0\n","                      bc = True                0 : 1      =      2.5 : 1.0\n","                    pair = True                1 : 0      =      2.5 : 1.0\n","                    half = True                0 : 1      =      2.4 : 1.0\n","                   major = True                0 : 1      =      2.3 : 1.0\n","                cardigan = True                1 : 0      =      2.3 : 1.0\n","                   great = True                1 : 0      =      2.3 : 1.0\n","                stranger = True                1 : 0      =      2.2 : 1.0\n","                    true = True                1 : 0      =      2.2 : 1.0\n","                    sold = True                1 : 0      =      2.1 : 1.0\n","                   light = True                1 : 0      =      2.1 : 1.0\n","                  bought = True                1 : 0      =      2.0 : 1.0\n","                    pale = True                1 : 0      =      2.0 : 1.0\n","                   layer = True                1 : 0      =      1.9 : 1.0\n","                      ok = True                0 : 1      =      1.9 : 1.0\n","                    snug = True                1 : 0      =      1.9 : 1.0\n","                 garment = True                0 : 1      =      1.9 : 1.0\n","                    sewn = True                0 : 1      =      1.9 : 1.0\n","                    pick = True                1 : 0      =      1.8 : 1.0\n","                 regular = True                1 : 0      =      1.7 : 1.0\n","                     bit = True                1 : 0      =      1.7 : 1.0\n","                  zipper = True                0 : 1      =      1.7 : 1.0\n","                  medium = True                1 : 0      =      1.7 : 1.0\n","                    knee = True                1 : 0      =      1.7 : 1.0\n","                  design = True                0 : 1      =      1.6 : 1.0\n","                    find = True                1 : 0      =      1.6 : 1.0\n","                    midi = True                1 : 0      =      1.6 : 1.0\n","                   would = True                0 : 1      =      1.6 : 1.0\n","None\n"]}],"source":["# Posterior = prior_occurrence * likelihood / evidence\n","classifier = nltk.NaiveBayesClassifier.train(training_set)\n","\n","# Output\n","print(\"Classifier accuracy percent:\",(nltk.classify.accuracy(classifier, testing_set))*100)\n","print(classifier.show_most_informative_features(40))"]},{"cell_type":"code","execution_count":null,"metadata":{"_uuid":"cd5d0351567a9e0c1b518e12d86ac98a4743040b","id":"HF4Q8YMAj0Qq"},"outputs":[],"source":["from sklearn.feature_extraction.text import CountVectorizer, TfidfVectorizer\n","from sklearn.pipeline import FeatureUnion\n","from scipy.sparse import hstack, csr_matrix\n","from sklearn.model_selection import train_test_split\n","from sklearn import metrics\n","import scikitplot as skplt\n","import eli5"]},{"cell_type":"code","execution_count":null,"metadata":{"_uuid":"09ab2d594ddecf555f50cfc1c3ba382b51760b8b","id":"9gLlNwRjj0Qr"},"outputs":[],"source":["vect = TfidfVectorizer()\n","vect.fit(df[\"Review Text\"])\n","X = vect.transform(df[\"Review Text\"])"]},{"cell_type":"code","execution_count":null,"metadata":{"_uuid":"99ea5c098f6a83dc17fb7785d8199e0f24eeb47e","id":"3mb89ppej0Qr"},"outputs":[],"source":["y = df[\"Recommended IND\"].copy()\n","\n","X_train, X_valid, y_train, y_valid = train_test_split(\n","    X, y, test_size=0.20, random_state=23, stratify=y)"]},{"cell_type":"code","execution_count":null,"metadata":{"_uuid":"5af9cc101c48f87c28051dd919d908abfa0913e4","id":"Oab_bZrMj0Qr","outputId":"8424bb83-2ec7-4136-b0ee-8c7b19d54819"},"outputs":[{"name":"stdout","output_type":"stream","text":["Train Set Accuracy: 0.9129377969285162\n","Train Set ROC: 0.8889105042166693\n","\n","Validation Set Accuracy: 0.8915156871409633\n","Validation Set ROC: 0.8423407868220376\n"]}],"source":["from sklearn.linear_model import LogisticRegression\n","model = LogisticRegression()\n","model.fit(X_train, y_train)\n","print(\"Train Set Accuracy: {}\".format(metrics.accuracy_score(model.predict(X_train), y_train)))\n","print(\"Train Set ROC: {}\\n\".format(metrics.roc_auc_score(model.predict(X_train), y_train)))\n","\n","print(\"Validation Set Accuracy: {}\".format(metrics.accuracy_score(model.predict(X_valid), y_valid)))\n","print(\"Validation Set ROC: {}\".format(metrics.roc_auc_score(model.predict(X_valid), y_valid)))"]},{"cell_type":"code","execution_count":null,"metadata":{"_uuid":"e97fac7b316a5c034314a3bd26b18eb5ab56a5ff","id":"2aSKSaTQj0Qr","outputId":"67d13c7f-67e4-4a8a-bcf9-c76627043e8c"},"outputs":[{"name":"stdout","output_type":"stream","text":["              precision    recall  f1-score   support\n","\n","           0       0.56      0.78      0.65       597\n","           1       0.96      0.91      0.94      3929\n","\n","   micro avg       0.89      0.89      0.89      4526\n","   macro avg       0.76      0.84      0.79      4526\n","weighted avg       0.91      0.89      0.90      4526\n","\n"]}],"source":["print(metrics.classification_report(model.predict(X_valid), y_valid))"]},{"cell_type":"code","execution_count":null,"metadata":{"_uuid":"d906a3e08acc5246d662e6b278835b20fafd8c2d","id":"rA3om5Fnj0Qr","outputId":"315a8b14-463a-4382-b7ff-c7ddf17e6128"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 720x720 with 2 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Confusion Matrix\n","skplt.metrics.plot_confusion_matrix(model.predict(X_valid), y_valid, normalize=True)\n","plt.show()"]},{"cell_type":"markdown","metadata":{"_uuid":"66fd45ba7a62a3d799cc6122d162a5a767b36ab5","id":"uLX40bGRj0Qr"},"source":["## ELI5"]},{"cell_type":"code","execution_count":null,"metadata":{"_uuid":"e29872c6674dd3ad7be42894064194b19c47b0ce","id":"yAubNkftj0Qr","outputId":"5021c33b-4a9a-46cc-e2dc-922bf2920660"},"outputs":[{"data":{"text/html":["\n","    <style>\n","    table.eli5-weights tr:hover {\n","        filter: brightness(85%);\n","    }\n","</style>\n","\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","        \n","\n","    \n","\n","        \n","            \n","                \n","                \n","    \n","        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n","            <b>\n","    \n","        y=Recommended\n","    \n","</b>\n","\n","top features\n","        </p>\n","    \n","    <table class=\"eli5-weights\"\n","           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; margin-bottom: 2em;\">\n","        <thead>\n","        <tr style=\"border: none;\">\n","            \n","                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n","                    Weight<sup>?</sup>\n","                </th>\n","            \n","            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n","            \n","        </tr>\n","        </thead>\n","        <tbody>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +5.662\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        love\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 81.21%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +5.179\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        perfect\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 82.62%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +4.634\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        great\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 82.90%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +4.528\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        little\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 83.85%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +4.170\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        comfortable\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 84.89%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +3.794\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        with\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 85.74%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +3.491\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        soft\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 86.23%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +3.322\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        compliments\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 86.40%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +3.262\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        fits\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 87.61%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +2.855\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        bit\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 87.70%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +2.828\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        unique\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 87.71%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +2.824\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        perfectly\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 88.49%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +2.572\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        comfy\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 88.51%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +2.564\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        happy\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 88.64%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +2.525\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        jeans\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 88.90%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +2.441\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        size\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 89.06%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +2.392\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        glad\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 89.14%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +2.367\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        slightly\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 89.25%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +2.333\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        feminine\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 89.31%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +2.313\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        nicely\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 89.63%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +2.214\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        amazing\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 89.89%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +2.137\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        easy\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 89.90%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +2.135\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        fun\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 89.92%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +2.127\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        bought\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 90.00%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +2.102\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        gorgeous\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 90.12%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +2.066\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        recommend\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 90.14%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +2.060\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        flattering\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 90.19%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +2.046\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        lovely\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 90.32%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +2.008\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        casual\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 90.39%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.987\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        justice\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 90.52%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.950\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        beautifully\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 90.52%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.949\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        saw\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 90.55%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.939\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        order\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 90.57%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.934\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        nice\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 90.63%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.916\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        stunning\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 90.71%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.894\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        my\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 90.79%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.870\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        beautiful\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 90.80%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.868\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        sold\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 90.88%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.843\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        fall\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 90.91%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.836\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        or\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 90.95%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.824\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        petite\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 91.01%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.807\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        versatile\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 91.02%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.803\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        enough\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 91.06%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.792\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        well\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 91.11%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.778\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        medium\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 91.38%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.701\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        buy\n","    </td>\n","    \n","</tr>\n","        \n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 91.38%); border: none;\">\n","                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n","                    <i>&hellip; 8665 more positive &hellip;</i>\n","                </td>\n","            </tr>\n","        \n","\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 91.39%); border: none;\">\n","                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n","                    <i>&hellip; 4150 more negative &hellip;</i>\n","                </td>\n","            </tr>\n","        \n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 91.39%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -1.699\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        much\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 91.31%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -1.720\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        horrible\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 91.30%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -1.724\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        shapeless\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 91.29%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -1.726\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        lay\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 91.22%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -1.747\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        washed\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 91.15%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -1.768\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        felt\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 91.12%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -1.776\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        imagine\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 91.02%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -1.804\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        sadly\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 91.02%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -1.805\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        awkward\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 90.90%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -1.838\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        disappointment\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 90.88%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -1.845\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        no\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 90.75%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -1.881\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        terrible\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 90.69%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -1.899\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        itchy\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 90.55%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -1.941\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        model\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 90.40%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -1.984\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        unless\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 90.39%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -1.986\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        tent\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 90.38%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -1.989\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        didn\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 90.26%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -2.025\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        couldn\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 90.03%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -2.096\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        going\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 89.96%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -2.117\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        disappointing\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 89.82%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -2.157\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        however\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 89.81%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -2.161\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        sack\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 89.80%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -2.163\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        material\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 89.78%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -2.169\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        idea\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 89.66%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -2.206\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        strange\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 89.66%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -2.206\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        nothing\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 89.57%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -2.234\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        fabric\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 89.53%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -2.246\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        shame\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 89.48%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -2.262\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        hopes\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 89.40%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -2.287\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        unfortunately\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 89.30%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -2.318\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        completely\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 89.02%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -2.405\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        thin\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 88.88%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -2.448\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        awful\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 88.81%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -2.471\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        were\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 88.78%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -2.478\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        would\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 88.73%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -2.495\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        return\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 88.62%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -2.530\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        odd\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 88.31%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -2.629\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        even\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 88.17%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -2.673\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        maternity\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 88.13%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -2.688\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        way\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 87.86%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -2.776\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        excited\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 87.22%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -2.985\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        poor\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 86.81%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -3.123\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        bad\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 86.61%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -3.193\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        back\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 86.45%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -3.247\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        looked\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 86.18%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -3.340\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        unflattering\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 85.62%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -3.533\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        huge\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 85.52%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -3.570\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        not\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 84.20%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -4.043\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        returned\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 84.17%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -4.055\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        was\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 83.69%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -4.231\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        cheap\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 83.49%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -4.306\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        returning\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 82.81%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -4.559\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        wanted\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 81.40%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -5.103\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        disappointed\n","    </td>\n","    \n","</tr>\n","        \n","\n","        </tbody>\n","    </table>\n","\n","            \n","        \n","\n","        \n","\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","\n"],"text/plain":["<IPython.core.display.HTML object>"]},"execution_count":60,"metadata":{},"output_type":"execute_result"}],"source":["target_names = [\"Not Recommended\",\"Recommended\"]\n","eli5.show_weights(model, vec=vect, top=100,\n","                  target_names=target_names)"]},{"cell_type":"code","execution_count":null,"metadata":{"_uuid":"2dee41a529c13bf2ec71ad3aeb676973011c8828","scrolled":false,"id":"intBmkR3j0Qr","outputId":"e7d4f0ba-95bb-4c8c-fe18-4dec11ca6c88"},"outputs":[{"name":"stdout","output_type":"stream","text":["Real Label: 1\n"]},{"data":{"text/html":["\n","    <style>\n","    table.eli5-weights tr:hover {\n","        filter: brightness(85%);\n","    }\n","</style>\n","\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","        \n","\n","    \n","\n","        \n","\n","        \n","    \n","        \n","        \n","    \n","        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n","            <b>\n","    \n","        y=Recommended\n","    \n","</b>\n","\n","    \n","    (probability <b>0.987</b>, score <b>4.325</b>)\n","\n","top features\n","        </p>\n","    \n","    <table class=\"eli5-weights\"\n","           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; margin-bottom: 2em;\">\n","        <thead>\n","        <tr style=\"border: none;\">\n","            \n","                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n","                    Contribution<sup>?</sup>\n","                </th>\n","            \n","            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n","            \n","        </tr>\n","        </thead>\n","        <tbody>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +3.266\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        Highlighted in text (sum)\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 90.90%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.060\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        &lt;BIAS&gt;\n","    </td>\n","    \n","</tr>\n","        \n","        \n","\n","        \n","        \n","\n","        </tbody>\n","    </table>\n","\n","    \n","\n","\n","\n","    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n","        <span style=\"background-color: hsl(120, 100.00%, 65.87%); opacity: 0.96\" title=\"0.363\">love</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.66%); opacity: 0.81\" title=\"-0.026\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 70.72%); opacity: 0.93\" title=\"-0.291\">way</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.53%); opacity: 0.81\" title=\"0.014\">these</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.99%); opacity: 0.81\" title=\"-0.030\">pants</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.03%); opacity: 0.80\" title=\"0.002\">fit</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 65.87%); opacity: 0.96\" title=\"0.363\">love</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.66%); opacity: 0.81\" title=\"-0.026\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 81.86%); opacity: 0.86\" title=\"0.147\">length</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 65.87%); opacity: 0.96\" title=\"0.363\">love</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.66%); opacity: 0.81\" title=\"-0.026\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 80.83%); opacity: 0.87\" title=\"-0.159\">cut</span><span style=\"opacity: 0.80\">! </span><span style=\"background-color: hsl(0, 100.00%, 93.39%); opacity: 0.82\" title=\"-0.035\">just</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.66%); opacity: 0.81\" title=\"-0.026\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.84%); opacity: 0.84\" title=\"0.083\">right</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.72%); opacity: 0.82\" title=\"0.048\">amount</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.47%); opacity: 0.83\" title=\"-0.077\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 78.67%); opacity: 0.88\" title=\"0.185\">flare</span><span style=\"opacity: 0.80\">... </span><span style=\"background-color: hsl(120, 100.00%, 96.58%); opacity: 0.81\" title=\"0.014\">normally</span><span style=\"opacity: 0.80\"> i </span><span style=\"background-color: hsl(120, 100.00%, 87.02%); opacity: 0.84\" title=\"0.091\">am</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 89.90%); opacity: 0.83\" title=\"0.064\">28</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.45%); opacity: 0.86\" title=\"0.140\">or</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 81.95%); opacity: 0.86\" title=\"0.146\">29</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.97%); opacity: 0.82\" title=\"0.038\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.41%); opacity: 0.81\" title=\"-0.027\">citizens</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 72.82%); opacity: 0.92\" title=\"0.262\">jeans</span><span style=\"opacity: 0.80\">. i </span><span style=\"background-color: hsl(0, 100.00%, 90.83%); opacity: 0.82\" title=\"-0.055\">considered</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.66%); opacity: 0.81\" title=\"-0.026\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.32%); opacity: 0.82\" title=\"0.043\">27</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.97%); opacity: 0.82\" title=\"0.038\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.29%); opacity: 0.81\" title=\"0.028\">them</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(0, 100.00%, 91.03%); opacity: 0.82\" title=\"-0.054\">but</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.66%); opacity: 0.81\" title=\"-0.026\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.43%); opacity: 0.80\" title=\"0.009\">legs</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 71.93%); opacity: 0.92\" title=\"-0.274\">were</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 71.89%); opacity: 0.92\" title=\"0.275\">bit</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.26%); opacity: 0.81\" title=\"0.028\">tight</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 89.90%); opacity: 0.83\" title=\"0.064\">28</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 73.45%); opacity: 0.91\" title=\"-0.253\">was</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.39%); opacity: 0.82\" title=\"-0.035\">just</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.36%); opacity: 0.86\" title=\"0.141\">about</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.455\">perfect</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 93.29%); opacity: 0.82\" title=\"0.035\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.66%); opacity: 0.81\" title=\"-0.026\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.69%); opacity: 0.85\" title=\"0.105\">best</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.34%); opacity: 0.82\" title=\"-0.051\">part</span><span style=\"opacity: 0.80\">....</span><span style=\"background-color: hsl(120, 100.00%, 97.38%); opacity: 0.80\" title=\"0.009\">they</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.15%); opacity: 0.82\" title=\"0.037\">are</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.45%); opacity: 0.83\" title=\"0.077\">finally</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.33%); opacity: 0.80\" title=\"0.001\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.18%); opacity: 0.86\" title=\"0.143\">sale</span><span style=\"opacity: 0.80\">. i </span><span style=\"background-color: hsl(0, 100.00%, 87.88%); opacity: 0.84\" title=\"-0.083\">look</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.45%); opacity: 0.82\" title=\"0.042\">forward</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.67%); opacity: 0.81\" title=\"0.013\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.58%); opacity: 0.82\" title=\"0.049\">wearing</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.29%); opacity: 0.81\" title=\"0.028\">them</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 76.16%); opacity: 0.90\" title=\"0.217\">with</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.66%); opacity: 0.86\" title=\"0.138\">flats</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.45%); opacity: 0.86\" title=\"0.140\">or</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.52%); opacity: 0.88\" title=\"0.175\">heels</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.29%); opacity: 0.82\" title=\"0.035\">and</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 75.23%); opacity: 0.90\" title=\"0.229\">simple</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.84%); opacity: 0.83\" title=\"0.064\">white</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.18%); opacity: 0.83\" title=\"-0.070\">shirt</span><span style=\"opacity: 0.80\">!</span>\n","    </p>\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","\n"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Real Label: 1\n"]},{"data":{"text/html":["\n","    <style>\n","    table.eli5-weights tr:hover {\n","        filter: brightness(85%);\n","    }\n","</style>\n","\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","        \n","\n","    \n","\n","        \n","\n","        \n","    \n","        \n","        \n","    \n","        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n","            <b>\n","    \n","        y=Recommended\n","    \n","</b>\n","\n","    \n","    (probability <b>0.990</b>, score <b>4.578</b>)\n","\n","top features\n","        </p>\n","    \n","    <table class=\"eli5-weights\"\n","           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; margin-bottom: 2em;\">\n","        <thead>\n","        <tr style=\"border: none;\">\n","            \n","                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n","                    Contribution<sup>?</sup>\n","                </th>\n","            \n","            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n","            \n","        </tr>\n","        </thead>\n","        <tbody>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +3.518\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        Highlighted in text (sum)\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 91.37%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.060\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        &lt;BIAS&gt;\n","    </td>\n","    \n","</tr>\n","        \n","        \n","\n","        \n","        \n","\n","        </tbody>\n","    </table>\n","\n","    \n","\n","\n","\n","    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n","        <span style=\"background-color: hsl(0, 100.00%, 92.95%); opacity: 0.82\" title=\"-0.031\">this</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.89%); opacity: 0.81\" title=\"0.025\">dress</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.05%); opacity: 0.84\" title=\"0.066\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 68.21%); opacity: 0.94\" title=\"0.266\">gorgeous</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 93.98%); opacity: 0.81\" title=\"0.025\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.05%); opacity: 0.84\" title=\"0.066\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.22%); opacity: 0.84\" title=\"0.080\">better</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.77%); opacity: 0.82\" title=\"0.039\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.50%); opacity: 0.81\" title=\"0.022\">person</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.30%); opacity: 0.81\" title=\"0.012\">than</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.59%); opacity: 0.83\" title=\"-0.061\">online</span><span style=\"opacity: 0.80\">. i </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.369\">love</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.74%); opacity: 0.81\" title=\"-0.026\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 73.84%); opacity: 0.91\" title=\"0.201\">detail</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.49%); opacity: 0.84\" title=\"-0.078\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.74%); opacity: 0.81\" title=\"-0.026\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.34%); opacity: 0.83\" title=\"-0.056\">pleats</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.14%); opacity: 0.82\" title=\"0.036\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.74%); opacity: 0.81\" title=\"-0.026\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.88%); opacity: 0.82\" title=\"0.031\">waist</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 93.98%); opacity: 0.81\" title=\"0.025\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.05%); opacity: 0.84\" title=\"0.066\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 76.89%); opacity: 0.89\" title=\"0.169\">light</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.24%); opacity: 0.86\" title=\"0.116\">weight</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.14%); opacity: 0.82\" title=\"0.036\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 62.99%); opacity: 0.98\" title=\"0.330\">perfectly</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.48%); opacity: 0.81\" title=\"-0.022\">lines</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.14%); opacity: 0.82\" title=\"0.036\">and</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 75.94%); opacity: 0.90\" title=\"0.178\">beautiful</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.89%); opacity: 0.81\" title=\"0.025\">dress</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.67%); opacity: 0.83\" title=\"0.046\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.36%); opacity: 0.81\" title=\"0.022\">twirling</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 72.06%); opacity: 0.92\" title=\"0.221\">with</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 99.35%); opacity: 0.80\" title=\"0.001\">martini</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.77%); opacity: 0.82\" title=\"0.039\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 82.25%); opacity: 0.86\" title=\"-0.116\">hand</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 91.77%); opacity: 0.82\" title=\"0.039\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.87%); opacity: 0.81\" title=\"0.020\">fact</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 81.87%); opacity: 0.86\" title=\"0.119\">my</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.14%); opacity: 0.81\" title=\"0.013\">sister</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.50%); opacity: 0.83\" title=\"-0.055\">tried</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.10%); opacity: 0.81\" title=\"0.013\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.42%); opacity: 0.84\" title=\"0.079\">steal</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.98%); opacity: 0.81\" title=\"0.025\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.25%); opacity: 0.82\" title=\"-0.035\">from</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.75%); opacity: 0.84\" title=\"0.068\">during</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 90.52%); opacity: 0.83\" title=\"0.047\">recent</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.78%); opacity: 0.82\" title=\"0.032\">trip</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.10%); opacity: 0.81\" title=\"0.013\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.84%); opacity: 0.82\" title=\"0.045\">europe</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 93.98%); opacity: 0.81\" title=\"0.025\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.05%); opacity: 0.84\" title=\"0.066\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.94%); opacity: 0.83\" title=\"0.051\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.60%); opacity: 0.86\" title=\"0.112\">adorable</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.14%); opacity: 0.82\" title=\"0.036\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 75.35%); opacity: 0.90\" title=\"0.185\">flattering</span><span style=\"opacity: 0.80\"> - </span><span style=\"background-color: hsl(120, 100.00%, 69.14%); opacity: 0.94\" title=\"0.255\">highly</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 68.56%); opacity: 0.94\" title=\"0.262\">recommend</span><span style=\"opacity: 0.80\">!</span>\n","    </p>\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","\n"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Real Label: 1\n"]},{"data":{"text/html":["\n","    <style>\n","    table.eli5-weights tr:hover {\n","        filter: brightness(85%);\n","    }\n","</style>\n","\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","        \n","\n","    \n","\n","        \n","\n","        \n","    \n","        \n","        \n","    \n","        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n","            <b>\n","    \n","        y=Recommended\n","    \n","</b>\n","\n","    \n","    (probability <b>0.939</b>, score <b>2.727</b>)\n","\n","top features\n","        </p>\n","    \n","    <table class=\"eli5-weights\"\n","           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; margin-bottom: 2em;\">\n","        <thead>\n","        <tr style=\"border: none;\">\n","            \n","                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n","                    Contribution<sup>?</sup>\n","                </th>\n","            \n","            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n","            \n","        </tr>\n","        </thead>\n","        <tbody>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.668\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        Highlighted in text (sum)\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 85.44%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.060\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        &lt;BIAS&gt;\n","    </td>\n","    \n","</tr>\n","        \n","        \n","\n","        \n","        \n","\n","        </tbody>\n","    </table>\n","\n","    \n","\n","\n","\n","    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n","        <span style=\"background-color: hsl(120, 100.00%, 65.87%); opacity: 0.96\" title=\"0.446\">love</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.99%); opacity: 0.81\" title=\"-0.037\">this</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.06%); opacity: 0.81\" title=\"-0.037\">top</span><span style=\"opacity: 0.80\">! i </span><span style=\"background-color: hsl(0, 100.00%, 73.45%); opacity: 0.91\" title=\"-0.312\">was</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 72.74%); opacity: 0.92\" title=\"0.324\">worried</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.86%); opacity: 0.81\" title=\"0.030\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 77.61%); opacity: 0.89\" title=\"-0.244\">would</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.64%); opacity: 0.83\" title=\"0.081\">plunge</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.85%); opacity: 0.82\" title=\"-0.048\">too</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.34%); opacity: 0.83\" title=\"0.085\">deep</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 96.69%); opacity: 0.81\" title=\"0.016\">especially</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.05%); opacity: 0.82\" title=\"0.066\">because</span><span style=\"opacity: 0.80\"> i&#x27;m </span><span style=\"background-color: hsl(120, 100.00%, 93.96%); opacity: 0.81\" title=\"0.038\">quite</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 82.67%); opacity: 0.86\" title=\"-0.169\">flat</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.27%); opacity: 0.81\" title=\"0.035\">chested</span><span style=\"opacity: 0.80\"> - </span><span style=\"background-color: hsl(0, 100.00%, 91.03%); opacity: 0.82\" title=\"-0.066\">but</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.86%); opacity: 0.81\" title=\"0.030\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.81%); opacity: 0.83\" title=\"0.079\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.560\">perfect</span><span style=\"opacity: 0.80\">. i </span><span style=\"background-color: hsl(120, 100.00%, 80.35%); opacity: 0.87\" title=\"0.203\">think</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.86%); opacity: 0.81\" title=\"0.030\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 77.61%); opacity: 0.89\" title=\"-0.244\">would</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.88%); opacity: 0.84\" title=\"-0.102\">look</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 72.87%); opacity: 0.91\" title=\"0.321\">gorgeous</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.33%); opacity: 0.80\" title=\"0.002\">on</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 97.76%); opacity: 0.80\" title=\"0.009\">volumptuous</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.00%); opacity: 0.83\" title=\"-0.077\">woman</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.85%); opacity: 0.82\" title=\"-0.048\">too</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 91.42%); opacity: 0.82\" title=\"0.062\">that</span><span style=\"opacity: 0.80\">&#x27;s </span><span style=\"background-color: hsl(0, 100.00%, 94.66%); opacity: 0.81\" title=\"-0.032\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.58%); opacity: 0.84\" title=\"0.105\">beauty</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.47%); opacity: 0.83\" title=\"-0.095\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.86%); opacity: 0.81\" title=\"0.030\">it</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 93.29%); opacity: 0.82\" title=\"0.044\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.66%); opacity: 0.81\" title=\"-0.032\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.72%); opacity: 0.80\" title=\"0.009\">color</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.81%); opacity: 0.83\" title=\"0.079\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.53%); opacity: 0.85\" title=\"0.144\">my</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.03%); opacity: 0.81\" title=\"0.028\">absolute</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.09%); opacity: 0.88\" title=\"0.222\">favorite</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.84%); opacity: 0.84\" title=\"0.102\">right</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.75%); opacity: 0.81\" title=\"0.031\">now</span><span style=\"opacity: 0.80\"> ... :)</span>\n","    </p>\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","\n"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Real Label: 1\n"]},{"data":{"text/html":["\n","    <style>\n","    table.eli5-weights tr:hover {\n","        filter: brightness(85%);\n","    }\n","</style>\n","\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","        \n","\n","    \n","\n","        \n","\n","        \n","    \n","        \n","        \n","    \n","        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n","            <b>\n","    \n","        y=Recommended\n","    \n","</b>\n","\n","    \n","    (probability <b>0.964</b>, score <b>3.284</b>)\n","\n","top features\n","        </p>\n","    \n","    <table class=\"eli5-weights\"\n","           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; margin-bottom: 2em;\">\n","        <thead>\n","        <tr style=\"border: none;\">\n","            \n","                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n","                    Contribution<sup>?</sup>\n","                </th>\n","            \n","            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n","            \n","        </tr>\n","        </thead>\n","        <tbody>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +2.224\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        Highlighted in text (sum)\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 88.10%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.060\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        &lt;BIAS&gt;\n","    </td>\n","    \n","</tr>\n","        \n","        \n","\n","        \n","        \n","\n","        </tbody>\n","    </table>\n","\n","    \n","\n","\n","\n","    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n","        <span style=\"background-color: hsl(0, 100.00%, 92.73%); opacity: 0.82\" title=\"-0.071\">this</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.67%); opacity: 0.84\" title=\"0.151\">is</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.810\">great</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.85%); opacity: 0.87\" title=\"0.283\">piece</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(0, 100.00%, 97.41%); opacity: 0.80\" title=\"-0.016\">you</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.69%); opacity: 0.88\" title=\"0.308\">can</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.33%); opacity: 0.82\" title=\"0.077\">do</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 74.51%); opacity: 0.91\" title=\"0.426\">many</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.34%); opacity: 0.82\" title=\"0.076\">things</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 71.17%); opacity: 0.93\" title=\"0.507\">with</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.79%); opacity: 0.81\" title=\"0.057\">it</span><span style=\"opacity: 0.80\">. i </span><span style=\"background-color: hsl(0, 100.00%, 88.32%); opacity: 0.83\" title=\"-0.140\">wore</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.79%); opacity: 0.81\" title=\"0.057\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.97%); opacity: 0.81\" title=\"0.030\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 79.33%); opacity: 0.88\" title=\"-0.315\">work</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.89%); opacity: 0.82\" title=\"0.083\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.95%); opacity: 0.82\" title=\"-0.097\">church</span><span style=\"opacity: 0.80\"> :)</span>\n","    </p>\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","\n"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Real Label: 1\n"]},{"data":{"text/html":["\n","    <style>\n","    table.eli5-weights tr:hover {\n","        filter: brightness(85%);\n","    }\n","</style>\n","\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","        \n","\n","    \n","\n","        \n","\n","        \n","    \n","        \n","        \n","    \n","        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n","            <b>\n","    \n","        y=Recommended\n","    \n","</b>\n","\n","    \n","    (probability <b>0.976</b>, score <b>3.704</b>)\n","\n","top features\n","        </p>\n","    \n","    <table class=\"eli5-weights\"\n","           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; margin-bottom: 2em;\">\n","        <thead>\n","        <tr style=\"border: none;\">\n","            \n","                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n","                    Contribution<sup>?</sup>\n","                </th>\n","            \n","            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n","            \n","        </tr>\n","        </thead>\n","        <tbody>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +2.645\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        Highlighted in text (sum)\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 89.46%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.060\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        &lt;BIAS&gt;\n","    </td>\n","    \n","</tr>\n","        \n","        \n","\n","        \n","        \n","\n","        </tbody>\n","    </table>\n","\n","    \n","\n","\n","\n","    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n","        <span style=\"opacity: 0.80\">i&#x27;m </span><span style=\"background-color: hsl(120, 100.00%, 87.30%); opacity: 0.84\" title=\"0.094\">so</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 64.77%); opacity: 0.97\" title=\"0.403\">glad</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.17%); opacity: 0.81\" title=\"-0.031\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.30%); opacity: 0.81\" title=\"0.023\">other</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.40%); opacity: 0.80\" title=\"-0.010\">reviews</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 69.38%); opacity: 0.94\" title=\"-0.330\">were</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.30%); opacity: 0.84\" title=\"0.094\">so</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.96%); opacity: 0.84\" title=\"0.087\">good</span><span style=\"opacity: 0.80\">. i </span><span style=\"background-color: hsl(0, 100.00%, 67.46%); opacity: 0.95\" title=\"-0.360\">couldn</span><span style=\"opacity: 0.80\">&#x27;t </span><span style=\"background-color: hsl(120, 100.00%, 94.73%); opacity: 0.81\" title=\"0.027\">agree</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.62%); opacity: 0.85\" title=\"0.123\">more</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 93.44%); opacity: 0.82\" title=\"-0.037\">this</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.52%); opacity: 0.81\" title=\"-0.036\">top</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.88%); opacity: 0.83\" title=\"0.078\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.83%); opacity: 0.80\" title=\"0.003\">very</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 78.73%); opacity: 0.88\" title=\"0.196\">well</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 79.74%); opacity: 0.88\" title=\"-0.183\">made</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 90.32%); opacity: 0.83\" title=\"0.064\">lined</span><span style=\"opacity: 0.80\">. i&#x27;m 5&#x27;5&quot;, </span><span style=\"background-color: hsl(120, 100.00%, 72.74%); opacity: 0.92\" title=\"0.280\">32</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.97%); opacity: 0.87\" title=\"0.167\">dd</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.68%); opacity: 0.82\" title=\"0.043\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.21%); opacity: 0.88\" title=\"0.190\">got</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.17%); opacity: 0.81\" title=\"-0.031\">the</span><span style=\"opacity: 0.80\"> 6. i&#x27;</span><span style=\"background-color: hsl(120, 100.00%, 94.65%); opacity: 0.81\" title=\"0.027\">ll</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.94%); opacity: 0.81\" title=\"0.018\">have</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.37%); opacity: 0.81\" title=\"0.016\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.59%); opacity: 0.81\" title=\"0.035\">take</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.34%); opacity: 0.85\" title=\"0.127\">up</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.17%); opacity: 0.81\" title=\"-0.031\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.28%); opacity: 0.82\" title=\"0.046\">shoulders</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 69.34%); opacity: 0.94\" title=\"0.331\">bit</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.12%); opacity: 0.82\" title=\"0.056\">since</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.17%); opacity: 0.81\" title=\"-0.031\">the</span><span style=\"opacity: 0.80\"> v </span><span style=\"background-color: hsl(0, 100.00%, 86.13%); opacity: 0.84\" title=\"-0.107\">falls</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.484\">little</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.55%); opacity: 0.81\" title=\"0.028\">low</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.27%); opacity: 0.80\" title=\"0.002\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.26%); opacity: 0.80\" title=\"0.006\">me</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 80.73%); opacity: 0.87\" title=\"-0.170\">what</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 81.68%); opacity: 0.87\" title=\"0.158\">can</span><span style=\"opacity: 0.80\"> i </span><span style=\"background-color: hsl(120, 100.00%, 83.20%); opacity: 0.86\" title=\"0.140\">say</span><span style=\"opacity: 0.80\">, i&#x27;m </span><span style=\"background-color: hsl(120, 100.00%, 88.78%); opacity: 0.83\" title=\"0.079\">modest</span><span style=\"opacity: 0.80\">. :) i </span><span style=\"background-color: hsl(120, 100.00%, 76.93%); opacity: 0.89\" title=\"0.220\">wish</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.14%); opacity: 0.80\" title=\"0.011\">they</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 79.74%); opacity: 0.88\" title=\"-0.183\">made</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.62%); opacity: 0.85\" title=\"0.123\">more</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.90%); opacity: 0.87\" title=\"0.181\">colors</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 93.44%); opacity: 0.82\" title=\"-0.037\">this</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.52%); opacity: 0.81\" title=\"-0.036\">top</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.88%); opacity: 0.83\" title=\"0.078\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 77.08%); opacity: 0.89\" title=\"0.218\">awesome</span><span style=\"opacity: 0.80\">.</span>\n","    </p>\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","\n"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Real Label: 0\n"]},{"data":{"text/html":["\n","    <style>\n","    table.eli5-weights tr:hover {\n","        filter: brightness(85%);\n","    }\n","</style>\n","\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","        \n","\n","    \n","\n","        \n","\n","        \n","    \n","        \n","        \n","    \n","        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n","            <b>\n","    \n","        y=Recommended\n","    \n","</b>\n","\n","    \n","    (probability <b>0.589</b>, score <b>0.359</b>)\n","\n","top features\n","        </p>\n","    \n","    <table class=\"eli5-weights\"\n","           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; margin-bottom: 2em;\">\n","        <thead>\n","        <tr style=\"border: none;\">\n","            \n","                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n","                    Contribution<sup>?</sup>\n","                </th>\n","            \n","            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n","            \n","        </tr>\n","        </thead>\n","        <tbody>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.060\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        &lt;BIAS&gt;\n","    </td>\n","    \n","</tr>\n","        \n","        \n","\n","        \n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 85.03%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -0.700\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        Highlighted in text (sum)\n","    </td>\n","    \n","</tr>\n","        \n","\n","        </tbody>\n","    </table>\n","\n","    \n","\n","\n","\n","    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n","        <span style=\"background-color: hsl(120, 100.00%, 93.32%); opacity: 0.82\" title=\"0.037\">per</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.19%); opacity: 0.81\" title=\"-0.030\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.31%); opacity: 0.81\" title=\"0.022\">other</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.40%); opacity: 0.80\" title=\"-0.009\">reviews</span><span style=\"opacity: 0.80\"> i </span><span style=\"background-color: hsl(120, 100.00%, 93.66%); opacity: 0.81\" title=\"0.034\">sized</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.38%); opacity: 0.85\" title=\"0.123\">up</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.70%); opacity: 0.82\" title=\"0.042\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.27%); opacity: 0.88\" title=\"0.185\">got</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.19%); opacity: 0.81\" title=\"-0.030\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 76.63%); opacity: 0.89\" title=\"0.219\">medium</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 94.41%); opacity: 0.81\" title=\"0.028\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 71.12%); opacity: 0.93\" title=\"-0.296\">was</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 81.28%); opacity: 0.87\" title=\"0.159\">still</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.76%); opacity: 0.81\" title=\"0.033\">tight</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.91%); opacity: 0.81\" title=\"0.012\">around</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.19%); opacity: 0.81\" title=\"-0.030\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.79%); opacity: 0.86\" title=\"0.141\">girls</span><span style=\"opacity: 0.80\"> (</span><span style=\"background-color: hsl(120, 100.00%, 92.70%); opacity: 0.82\" title=\"0.042\">and</span><span style=\"opacity: 0.80\"> i&#x27;m </span><span style=\"background-color: hsl(0, 100.00%, 73.00%); opacity: 0.91\" title=\"-0.269\">not</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.66%); opacity: 0.83\" title=\"0.059\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 78.79%); opacity: 0.88\" title=\"0.191\">well</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.86%); opacity: 0.81\" title=\"-0.025\">endowed</span><span style=\"opacity: 0.80\">), </span><span style=\"background-color: hsl(0, 100.00%, 90.25%); opacity: 0.83\" title=\"-0.063\">but</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.22%); opacity: 0.82\" title=\"-0.046\">too</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.61%); opacity: 0.80\" title=\"0.004\">big</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.36%); opacity: 0.82\" title=\"0.044\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.19%); opacity: 0.81\" title=\"-0.030\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.66%); opacity: 0.81\" title=\"-0.034\">armholes</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 94.19%); opacity: 0.81\" title=\"-0.030\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 77.05%); opacity: 0.89\" title=\"-0.213\">fabric</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.91%); opacity: 0.83\" title=\"0.075\">is</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 95.89%); opacity: 0.81\" title=\"0.018\">kind</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.45%); opacity: 0.84\" title=\"-0.090\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 67.34%); opacity: 0.95\" title=\"-0.353\">thin</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.50%); opacity: 0.88\" title=\"0.182\">tee</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.23%); opacity: 0.83\" title=\"-0.082\">shirt</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 74.78%); opacity: 0.90\" title=\"-0.244\">material</span><span style=\"opacity: 0.80\">. i </span><span style=\"background-color: hsl(120, 100.00%, 90.15%); opacity: 0.83\" title=\"0.064\">kept</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.41%); opacity: 0.81\" title=\"0.028\">it</span><span style=\"opacity: 0.80\"> (</span><span style=\"background-color: hsl(120, 100.00%, 90.26%); opacity: 0.83\" title=\"0.063\">because</span><span style=\"opacity: 0.80\"> i&#x27;m </span><span style=\"background-color: hsl(0, 100.00%, 98.81%); opacity: 0.80\" title=\"-0.003\">lazy</span><span style=\"opacity: 0.80\">) </span><span style=\"background-color: hsl(0, 100.00%, 90.25%); opacity: 0.83\" title=\"-0.063\">but</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 73.00%); opacity: 0.91\" title=\"-0.269\">not</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.03%); opacity: 0.85\" title=\"0.116\">sure</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.95%); opacity: 0.87\" title=\"0.164\">how</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 78.58%); opacity: 0.88\" title=\"-0.193\">much</span><span style=\"opacity: 0.80\"> i&#x27;</span><span style=\"background-color: hsl(120, 100.00%, 94.66%); opacity: 0.81\" title=\"0.027\">ll</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.41%); opacity: 0.86\" title=\"0.134\">wear</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.41%); opacity: 0.81\" title=\"0.028\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.41%); opacity: 0.83\" title=\"-0.071\">given</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.19%); opacity: 0.81\" title=\"-0.030\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 60.00%); opacity: 1.00\" title=\"-0.472\">strange</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.95%); opacity: 0.80\" title=\"0.003\">fit</span><span style=\"opacity: 0.80\">.</span>\n","    </p>\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","\n"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Real Label: 1\n"]},{"data":{"text/html":["\n","    <style>\n","    table.eli5-weights tr:hover {\n","        filter: brightness(85%);\n","    }\n","</style>\n","\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","        \n","\n","    \n","\n","        \n","\n","        \n","    \n","        \n","        \n","    \n","        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n","            <b>\n","    \n","        y=Recommended\n","    \n","</b>\n","\n","    \n","    (probability <b>0.974</b>, score <b>3.627</b>)\n","\n","top features\n","        </p>\n","    \n","    <table class=\"eli5-weights\"\n","           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; margin-bottom: 2em;\">\n","        <thead>\n","        <tr style=\"border: none;\">\n","            \n","                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n","                    Contribution<sup>?</sup>\n","                </th>\n","            \n","            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n","            \n","        </tr>\n","        </thead>\n","        <tbody>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +2.567\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        Highlighted in text (sum)\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 89.24%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.060\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        &lt;BIAS&gt;\n","    </td>\n","    \n","</tr>\n","        \n","        \n","\n","        \n","        \n","\n","        </tbody>\n","    </table>\n","\n","    \n","\n","\n","\n","    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n","        <span style=\"opacity: 0.80\">i </span><span style=\"background-color: hsl(120, 100.00%, 67.76%); opacity: 0.95\" title=\"0.177\">bought</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.39%); opacity: 0.82\" title=\"-0.022\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.38%); opacity: 0.82\" title=\"0.023\">umbrella</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 81.86%); opacity: 0.86\" title=\"0.078\">print</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.00%); opacity: 0.83\" title=\"0.033\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.39%); opacity: 0.82\" title=\"-0.022\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 68.80%); opacity: 0.94\" title=\"0.169\">petite</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 74.19%); opacity: 0.91\" title=\"0.129\">length</span><span style=\"opacity: 0.80\">. i&#x27;m </span><span style=\"background-color: hsl(120, 100.00%, 62.24%); opacity: 0.98\" title=\"0.222\">pleased</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 66.07%); opacity: 0.96\" title=\"0.190\">with</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.39%); opacity: 0.82\" title=\"-0.022\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.53%); opacity: 0.85\" title=\"0.056\">whimsical</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 81.86%); opacity: 0.86\" title=\"0.078\">print</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.46%); opacity: 0.83\" title=\"0.031\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.20%); opacity: 0.85\" title=\"0.058\">crisp</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 73.77%); opacity: 0.91\" title=\"0.132\">colors</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 92.39%); opacity: 0.82\" title=\"-0.022\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.62%); opacity: 0.80\" title=\"0.002\">fit</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.49%); opacity: 0.85\" title=\"0.057\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.60%); opacity: 0.83\" title=\"-0.030\">just</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.70%); opacity: 0.86\" title=\"0.073\">right</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.67%); opacity: 0.83\" title=\"0.040\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.72%); opacity: 0.80\" title=\"0.004\">me</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(0, 100.00%, 92.48%); opacity: 0.82\" title=\"-0.022\">although</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.39%); opacity: 0.82\" title=\"-0.022\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.72%); opacity: 0.82\" title=\"0.021\">style</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.91%); opacity: 0.82\" title=\"0.025\">runs</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.241\">bit</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 67.55%); opacity: 0.95\" title=\"-0.179\">wide</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.39%); opacity: 0.81\" title=\"-0.011\">at</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.39%); opacity: 0.82\" title=\"-0.022\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.35%); opacity: 0.82\" title=\"0.027\">waist</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 92.69%); opacity: 0.82\" title=\"0.021\">it</span><span style=\"opacity: 0.80\">&#x27;s a </span><span style=\"background-color: hsl(120, 100.00%, 62.46%); opacity: 0.98\" title=\"0.220\">casual</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.02%); opacity: 0.84\" title=\"0.048\">loose</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.62%); opacity: 0.80\" title=\"0.002\">fit</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 79.93%); opacity: 0.87\" title=\"0.090\">more</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 81.01%); opacity: 0.87\" title=\"0.083\">fitted</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.05%); opacity: 0.80\" title=\"0.001\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.55%); opacity: 0.82\" title=\"-0.026\">top</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.39%); opacity: 0.81\" title=\"-0.011\">at</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.39%); opacity: 0.82\" title=\"-0.022\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.46%); opacity: 0.83\" title=\"-0.036\">bust</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 89.93%); opacity: 0.83\" title=\"0.034\">shoulders</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.46%); opacity: 0.83\" title=\"0.031\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.78%); opacity: 0.83\" title=\"0.039\">sleeves</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 90.46%); opacity: 0.83\" title=\"0.031\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.13%); opacity: 0.80\" title=\"-0.006\">flaring</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.29%); opacity: 0.83\" title=\"-0.042\">out</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.67%); opacity: 0.82\" title=\"-0.030\">below</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.39%); opacity: 0.82\" title=\"-0.022\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.35%); opacity: 0.82\" title=\"0.027\">waist</span><span style=\"opacity: 0.80\">. i </span><span style=\"background-color: hsl(0, 100.00%, 68.14%); opacity: 0.94\" title=\"-0.174\">would</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 78.30%); opacity: 0.88\" title=\"0.100\">wear</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.69%); opacity: 0.82\" title=\"0.021\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.86%); opacity: 0.81\" title=\"0.006\">untucked</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.76%); opacity: 0.81\" title=\"-0.017\">over</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 61.33%); opacity: 0.99\" title=\"0.229\">jeans</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 75.03%); opacity: 0.90\" title=\"0.123\">or</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(0, 100.00%, 80.21%); opacity: 0.87\" title=\"-0.088\">narrow</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.09%); opacity: 0.83\" title=\"0.033\">skirt</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 92.39%); opacity: 0.82\" title=\"-0.022\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 76.65%); opacity: 0.89\" title=\"0.112\">only</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.97%); opacity: 0.83\" title=\"0.033\">thing</span><span style=\"opacity: 0.80\"> i&#x27;m </span><span style=\"background-color: hsl(0, 100.00%, 64.68%); opacity: 0.97\" title=\"-0.201\">not</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.36%); opacity: 0.83\" title=\"-0.041\">crazy</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 74.90%); opacity: 0.90\" title=\"0.124\">about</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.49%); opacity: 0.85\" title=\"0.057\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.39%); opacity: 0.82\" title=\"-0.022\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.56%); opacity: 0.81\" title=\"0.018\">rayon</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 69.99%); opacity: 0.93\" title=\"-0.160\">fabric</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 74.91%); opacity: 0.90\" title=\"0.124\">though</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.69%); opacity: 0.82\" title=\"0.021\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.49%); opacity: 0.85\" title=\"0.057\">is</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 79.26%); opacity: 0.88\" title=\"0.094\">substantial</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 78.44%); opacity: 0.88\" title=\"0.100\">weight</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.46%); opacity: 0.83\" title=\"0.031\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.92%); opacity: 0.84\" title=\"0.049\">machine</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.76%); opacity: 0.84\" title=\"0.044\">washable</span><span style=\"opacity: 0.80\">.</span>\n","    </p>\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","\n"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Real Label: 0\n"]},{"data":{"text/html":["\n","    <style>\n","    table.eli5-weights tr:hover {\n","        filter: brightness(85%);\n","    }\n","</style>\n","\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","        \n","\n","    \n","\n","        \n","\n","        \n","    \n","        \n","        \n","    \n","        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n","            <b>\n","    \n","        y=Not Recommended\n","    \n","</b>\n","\n","    \n","    (probability <b>0.626</b>, score <b>-0.515</b>)\n","\n","top features\n","        </p>\n","    \n","    <table class=\"eli5-weights\"\n","           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; margin-bottom: 2em;\">\n","        <thead>\n","        <tr style=\"border: none;\">\n","            \n","                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n","                    Contribution<sup>?</sup>\n","                </th>\n","            \n","            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n","            \n","        </tr>\n","        </thead>\n","        <tbody>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.574\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        Highlighted in text (sum)\n","    </td>\n","    \n","</tr>\n","        \n","        \n","\n","        \n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 84.84%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -1.060\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        &lt;BIAS&gt;\n","    </td>\n","    \n","</tr>\n","        \n","\n","        </tbody>\n","    </table>\n","\n","    \n","\n","\n","\n","    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n","        <span style=\"background-color: hsl(120, 100.00%, 90.31%); opacity: 0.83\" title=\"0.041\">this</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.59%); opacity: 0.82\" title=\"-0.033\">dress</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 83.57%); opacity: 0.86\" title=\"-0.086\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.28%); opacity: 0.80\" title=\"-0.003\">very</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.47%); opacity: 0.85\" title=\"-0.080\">pretty</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.33%); opacity: 0.83\" title=\"0.047\">colorwise</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 85.55%); opacity: 0.85\" title=\"0.072\">but</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.39%); opacity: 0.82\" title=\"0.034\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.44%); opacity: 0.80\" title=\"-0.003\">fit</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.03%); opacity: 0.85\" title=\"0.083\">did</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.307\">not</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 72.45%); opacity: 0.92\" title=\"0.181\">work</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.17%); opacity: 0.84\" title=\"-0.061\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.42%); opacity: 0.80\" title=\"-0.006\">me</span><span style=\"opacity: 0.80\">. i </span><span style=\"background-color: hsl(120, 100.00%, 75.18%); opacity: 0.90\" title=\"0.155\">could</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 77.02%); opacity: 0.89\" title=\"0.139\">see</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.31%); opacity: 0.83\" title=\"0.041\">this</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 63.82%); opacity: 0.97\" title=\"0.266\">working</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.92%); opacity: 0.80\" title=\"-0.002\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 74.50%); opacity: 0.91\" title=\"-0.162\">girls</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 61.58%); opacity: 0.99\" title=\"-0.290\">with</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 77.59%); opacity: 0.89\" title=\"0.134\">narrow</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.84%); opacity: 0.84\" title=\"0.063\">hips</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 85.55%); opacity: 0.85\" title=\"0.072\">but</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.72%); opacity: 0.82\" title=\"-0.032\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 61.32%); opacity: 0.99\" title=\"0.293\">didn</span><span style=\"opacity: 0.80\">&#x27;t </span><span style=\"background-color: hsl(120, 100.00%, 86.91%); opacity: 0.84\" title=\"0.062\">flatter</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 75.07%); opacity: 0.90\" title=\"-0.156\">my</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 77.59%); opacity: 0.89\" title=\"0.134\">narrow</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.20%); opacity: 0.83\" title=\"-0.041\">waist</span><span style=\"opacity: 0.80\">/</span><span style=\"background-color: hsl(120, 100.00%, 63.25%); opacity: 0.98\" title=\"0.272\">wide</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.98%); opacity: 0.83\" title=\"0.049\">hip</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.82%); opacity: 0.85\" title=\"0.084\">frame</span><span style=\"opacity: 0.80\">.</span>\n","    </p>\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","\n"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Real Label: 1\n"]},{"data":{"text/html":["\n","    <style>\n","    table.eli5-weights tr:hover {\n","        filter: brightness(85%);\n","    }\n","</style>\n","\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","        \n","\n","    \n","\n","        \n","\n","        \n","    \n","        \n","        \n","    \n","        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n","            <b>\n","    \n","        y=Recommended\n","    \n","</b>\n","\n","    \n","    (probability <b>0.978</b>, score <b>3.804</b>)\n","\n","top features\n","        </p>\n","    \n","    <table class=\"eli5-weights\"\n","           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; margin-bottom: 2em;\">\n","        <thead>\n","        <tr style=\"border: none;\">\n","            \n","                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n","                    Contribution<sup>?</sup>\n","                </th>\n","            \n","            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n","            \n","        </tr>\n","        </thead>\n","        <tbody>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +2.745\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        Highlighted in text (sum)\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 89.73%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.060\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        &lt;BIAS&gt;\n","    </td>\n","    \n","</tr>\n","        \n","        \n","\n","        \n","        \n","\n","        </tbody>\n","    </table>\n","\n","    \n","\n","\n","\n","    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n","        <span style=\"background-color: hsl(0, 100.00%, 92.95%); opacity: 0.82\" title=\"-0.024\">this</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.41%); opacity: 0.83\" title=\"-0.043\">seems</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.50%); opacity: 0.84\" title=\"-0.061\">like</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 70.97%); opacity: 0.93\" title=\"0.183\">simple</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.07%); opacity: 0.83\" title=\"0.040\">tank</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(0, 100.00%, 89.49%); opacity: 0.83\" title=\"-0.043\">but</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.74%); opacity: 0.81\" title=\"-0.020\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 73.91%); opacity: 0.91\" title=\"-0.157\">shape</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.49%); opacity: 0.84\" title=\"-0.061\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.98%); opacity: 0.81\" title=\"0.019\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.05%); opacity: 0.84\" title=\"0.052\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.84%); opacity: 0.88\" title=\"0.109\">super</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 75.35%); opacity: 0.90\" title=\"0.145\">flattering</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 93.98%); opacity: 0.81\" title=\"0.019\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.57%); opacity: 0.81\" title=\"0.012\">kind</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.49%); opacity: 0.84\" title=\"-0.061\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.06%); opacity: 0.80\" title=\"0.001\">soles</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.77%); opacity: 0.82\" title=\"0.030\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.21%); opacity: 0.81\" title=\"-0.010\">at</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.74%); opacity: 0.81\" title=\"-0.020\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 72.74%); opacity: 0.92\" title=\"-0.167\">seam</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 92.14%); opacity: 0.82\" title=\"0.028\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.74%); opacity: 0.81\" title=\"-0.020\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.70%); opacity: 0.82\" title=\"0.031\">shoulders</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.97%); opacity: 0.82\" title=\"0.029\">are</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.26%); opacity: 0.82\" title=\"-0.028\">just</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.60%); opacity: 0.86\" title=\"0.088\">adorable</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.14%); opacity: 0.82\" title=\"0.028\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 71.01%); opacity: 0.93\" title=\"0.183\">sexy</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.21%); opacity: 0.81\" title=\"-0.010\">at</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.74%); opacity: 0.81\" title=\"-0.020\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.47%); opacity: 0.84\" title=\"-0.062\">same</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.71%); opacity: 0.82\" title=\"-0.031\">time</span><span style=\"opacity: 0.80\">. i </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.290\">love</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.74%); opacity: 0.81\" title=\"-0.020\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 73.84%); opacity: 0.91\" title=\"0.158\">detail</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.77%); opacity: 0.82\" title=\"0.030\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.74%); opacity: 0.81\" title=\"-0.020\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.69%); opacity: 0.86\" title=\"0.088\">straps</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 92.38%); opacity: 0.82\" title=\"0.027\">coloring</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.05%); opacity: 0.84\" title=\"0.052\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.30%); opacity: 0.84\" title=\"0.063\">neutral</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 72.67%); opacity: 0.92\" title=\"0.168\">enough</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 88.42%); opacity: 0.83\" title=\"0.049\">adn</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.74%); opacity: 0.81\" title=\"-0.020\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 75.28%); opacity: 0.90\" title=\"-0.146\">fabric</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.05%); opacity: 0.84\" title=\"0.052\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.75%); opacity: 0.80\" title=\"0.002\">very</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 63.89%); opacity: 0.97\" title=\"0.250\">soft</span><span style=\"opacity: 0.80\">... i </span><span style=\"background-color: hsl(120, 100.00%, 84.79%); opacity: 0.85\" title=\"0.073\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 62.16%); opacity: 0.98\" title=\"0.268\">glad</span><span style=\"opacity: 0.80\"> i </span><span style=\"background-color: hsl(120, 100.00%, 86.46%); opacity: 0.84\" title=\"0.062\">finally</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.50%); opacity: 0.83\" title=\"-0.043\">tried</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.98%); opacity: 0.81\" title=\"0.019\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.22%); opacity: 0.80\" title=\"0.001\">on</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 80.44%); opacity: 0.87\" title=\"0.104\">jsut</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 71.88%); opacity: 0.92\" title=\"-0.175\">didn</span><span style=\"opacity: 0.80\">&#x27;t </span><span style=\"background-color: hsl(120, 100.00%, 91.37%); opacity: 0.82\" title=\"0.032\">want</span><span style=\"opacity: 0.80\"> t </span><span style=\"background-color: hsl(120, 100.00%, 91.97%); opacity: 0.82\" title=\"0.029\">pay</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 81.77%); opacity: 0.87\" title=\"0.094\">full</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 81.35%); opacity: 0.87\" title=\"-0.097\">price</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(0, 100.00%, 89.49%); opacity: 0.83\" title=\"-0.043\">but</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 82.71%); opacity: 0.86\" title=\"-0.087\">broke</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.71%); opacity: 0.86\" title=\"0.087\">down</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.35%); opacity: 0.82\" title=\"0.033\">as</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.49%); opacity: 0.85\" title=\"-0.068\">sizes</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.97%); opacity: 0.82\" title=\"0.029\">are</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.44%); opacity: 0.84\" title=\"0.055\">selling</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.36%); opacity: 0.83\" title=\"-0.038\">out</span><span style=\"opacity: 0.80\"> (</span><span style=\"background-color: hsl(0, 100.00%, 91.89%); opacity: 0.82\" title=\"-0.030\">smaller</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.49%); opacity: 0.85\" title=\"-0.068\">sizes</span><span style=\"opacity: 0.80\">, i </span><span style=\"background-color: hsl(120, 100.00%, 84.79%); opacity: 0.85\" title=\"0.073\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.10%); opacity: 0.82\" title=\"0.029\">usually</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 76.74%); opacity: 0.89\" title=\"0.134\">xs</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 74.31%); opacity: 0.91\" title=\"0.154\">petite</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.14%); opacity: 0.82\" title=\"0.028\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.94%); opacity: 0.83\" title=\"0.040\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.05%); opacity: 0.84\" title=\"0.052\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.53%); opacity: 0.83\" title=\"0.043\">gone</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 86.35%); opacity: 0.84\" title=\"0.062\">so</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.05%); opacity: 0.84\" title=\"0.052\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.37%); opacity: 0.85\" title=\"0.076\">xxs</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 86.35%); opacity: 0.84\" title=\"0.062\">so</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.25%); opacity: 0.82\" title=\"0.033\">went</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 72.06%); opacity: 0.92\" title=\"0.173\">with</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 76.74%); opacity: 0.89\" title=\"0.134\">xs</span><span style=\"opacity: 0.80\">). i </span><span style=\"background-color: hsl(120, 100.00%, 84.79%); opacity: 0.85\" title=\"0.073\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 77.94%); opacity: 0.89\" title=\"0.124\">115</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.15%); opacity: 0.80\" title=\"0.007\">lbs</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.14%); opacity: 0.82\" title=\"0.028\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.83%); opacity: 0.83\" title=\"0.047\">30dd</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.67%); opacity: 0.83\" title=\"0.036\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 77.38%); opacity: 0.89\" title=\"-0.128\">reference</span><span style=\"opacity: 0.80\">...</span>\n","    </p>\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","\n"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Real Label: 0\n"]},{"data":{"text/html":["\n","    <style>\n","    table.eli5-weights tr:hover {\n","        filter: brightness(85%);\n","    }\n","</style>\n","\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","        \n","\n","    \n","\n","        \n","\n","        \n","    \n","        \n","        \n","    \n","        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n","            <b>\n","    \n","        y=Recommended\n","    \n","</b>\n","\n","    \n","    (probability <b>0.609</b>, score <b>0.445</b>)\n","\n","top features\n","        </p>\n","    \n","    <table class=\"eli5-weights\"\n","           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; margin-bottom: 2em;\">\n","        <thead>\n","        <tr style=\"border: none;\">\n","            \n","                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n","                    Contribution<sup>?</sup>\n","                </th>\n","            \n","            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n","            \n","        </tr>\n","        </thead>\n","        <tbody>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.060\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        &lt;BIAS&gt;\n","    </td>\n","    \n","</tr>\n","        \n","        \n","\n","        \n","        \n","            <tr style=\"background-color: hsl(0, 100.00%, 86.34%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        -0.614\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        Highlighted in text (sum)\n","    </td>\n","    \n","</tr>\n","        \n","\n","        </tbody>\n","    </table>\n","\n","    \n","\n","\n","\n","    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n","        <span style=\"background-color: hsl(0, 100.00%, 95.52%); opacity: 0.81\" title=\"-0.044\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.63%); opacity: 0.81\" title=\"0.043\">dress</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.45%); opacity: 0.82\" title=\"0.111\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.65%); opacity: 0.86\" title=\"0.282\">well</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.42%); opacity: 0.85\" title=\"-0.263\">made</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.01%); opacity: 0.87\" title=\"0.375\">with</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 72.26%); opacity: 0.92\" title=\"0.599\">great</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 80.56%); opacity: 0.87\" title=\"-0.361\">material</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 95.69%); opacity: 0.81\" title=\"0.042\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.45%); opacity: 0.82\" title=\"0.111\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 83.11%); opacity: 0.86\" title=\"-0.295\">extremely</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.41%); opacity: 0.83\" title=\"0.172\">long</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.38%); opacity: 0.81\" title=\"0.061\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 71.59%); opacity: 0.92\" title=\"-0.620\">unless</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.20%); opacity: 0.80\" title=\"-0.012\">you</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.25%); opacity: 0.81\" title=\"0.063\">are</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.88%); opacity: 0.84\" title=\"-0.206\">tall</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.69%); opacity: 0.81\" title=\"0.042\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 81.23%); opacity: 0.87\" title=\"-0.343\">would</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.83%); opacity: 0.82\" title=\"-0.123\">overpower</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.32%); opacity: 0.86\" title=\"0.315\">many</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 81.62%); opacity: 0.87\" title=\"0.333\">petite</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.76%); opacity: 0.81\" title=\"0.071\">women</span><span style=\"opacity: 0.80\">. i </span><span style=\"background-color: hsl(0, 100.00%, 60.00%); opacity: 1.00\" title=\"-1.011\">returned</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.69%); opacity: 0.81\" title=\"0.042\">it</span><span style=\"opacity: 0.80\">.</span>\n","    </p>\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","\n"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Real Label: 1\n"]},{"data":{"text/html":["\n","    <style>\n","    table.eli5-weights tr:hover {\n","        filter: brightness(85%);\n","    }\n","</style>\n","\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","        \n","\n","    \n","\n","        \n","\n","        \n","    \n","        \n","        \n","    \n","        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n","            <b>\n","    \n","        y=Recommended\n","    \n","</b>\n","\n","    \n","    (probability <b>0.907</b>, score <b>2.276</b>)\n","\n","top features\n","        </p>\n","    \n","    <table class=\"eli5-weights\"\n","           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; margin-bottom: 2em;\">\n","        <thead>\n","        <tr style=\"border: none;\">\n","            \n","                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n","                    Contribution<sup>?</sup>\n","                </th>\n","            \n","            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n","            \n","        </tr>\n","        </thead>\n","        <tbody>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.216\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        Highlighted in text (sum)\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 81.84%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.060\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        &lt;BIAS&gt;\n","    </td>\n","    \n","</tr>\n","        \n","        \n","\n","        \n","        \n","\n","        </tbody>\n","    </table>\n","\n","    \n","\n","\n","\n","    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n","        <span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.536\">love</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.74%); opacity: 0.81\" title=\"-0.038\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 72.88%); opacity: 0.91\" title=\"0.308\">subtle</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.42%); opacity: 0.81\" title=\"0.017\">pattern</span><span style=\"opacity: 0.80\">, i </span><span style=\"background-color: hsl(120, 100.00%, 76.97%); opacity: 0.89\" title=\"0.244\">think</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.98%); opacity: 0.81\" title=\"0.036\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.66%); opacity: 0.86\" title=\"0.149\">will</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.29%); opacity: 0.82\" title=\"-0.042\">be</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 61.23%); opacity: 0.99\" title=\"0.513\">great</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.67%); opacity: 0.83\" title=\"0.067\">for</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 84.41%); opacity: 0.85\" title=\"0.139\">number</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.49%); opacity: 0.84\" title=\"-0.114\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.51%); opacity: 0.84\" title=\"0.102\">occasions</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 93.74%); opacity: 0.81\" title=\"-0.038\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.87%); opacity: 0.80\" title=\"0.003\">fit</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.05%); opacity: 0.84\" title=\"0.095\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.75%); opacity: 0.80\" title=\"0.004\">very</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 75.35%); opacity: 0.90\" title=\"0.269\">flattering</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 70.91%); opacity: 0.93\" title=\"-0.340\">not</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.61%); opacity: 0.83\" title=\"0.078\">lined</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(0, 100.00%, 89.49%); opacity: 0.83\" title=\"-0.079\">but</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.33%); opacity: 0.83\" title=\"-0.070\">high</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 79.53%); opacity: 0.88\" title=\"-0.206\">quality</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.02%); opacity: 0.82\" title=\"0.054\">heavyweight</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 75.28%); opacity: 0.90\" title=\"-0.270\">fabric</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.62%); opacity: 0.86\" title=\"0.163\">does</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 70.91%); opacity: 0.93\" title=\"-0.340\">not</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.64%); opacity: 0.85\" title=\"-0.137\">seem</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.10%); opacity: 0.81\" title=\"0.019\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.51%); opacity: 0.81\" title=\"-0.031\">make</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.98%); opacity: 0.81\" title=\"0.036\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.55%); opacity: 0.83\" title=\"0.090\">necessary</span><span style=\"opacity: 0.80\">.</span>\n","    </p>\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","\n"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Real Label: 1\n"]},{"data":{"text/html":["\n","    <style>\n","    table.eli5-weights tr:hover {\n","        filter: brightness(85%);\n","    }\n","</style>\n","\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","        \n","\n","    \n","\n","        \n","\n","        \n","    \n","        \n","        \n","    \n","        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n","            <b>\n","    \n","        y=Recommended\n","    \n","</b>\n","\n","    \n","    (probability <b>0.986</b>, score <b>4.240</b>)\n","\n","top features\n","        </p>\n","    \n","    <table class=\"eli5-weights\"\n","           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; margin-bottom: 2em;\">\n","        <thead>\n","        <tr style=\"border: none;\">\n","            \n","                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n","                    Contribution<sup>?</sup>\n","                </th>\n","            \n","            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n","            \n","        </tr>\n","        </thead>\n","        <tbody>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +3.180\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        Highlighted in text (sum)\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 90.73%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.060\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        &lt;BIAS&gt;\n","    </td>\n","    \n","</tr>\n","        \n","        \n","\n","        \n","        \n","\n","        </tbody>\n","    </table>\n","\n","    \n","\n","\n","\n","    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n","        <span style=\"background-color: hsl(120, 100.00%, 85.58%); opacity: 0.85\" title=\"0.168\">so</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.720\">glad</span><span style=\"opacity: 0.80\"> i </span><span style=\"background-color: hsl(120, 100.00%, 71.94%); opacity: 0.92\" title=\"0.434\">bought</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.55%); opacity: 0.82\" title=\"-0.065\">this</span><span style=\"opacity: 0.80\">!! </span><span style=\"background-color: hsl(120, 100.00%, 95.10%); opacity: 0.81\" title=\"0.036\">its</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 74.57%); opacity: 0.90\" title=\"0.377\">beautiful</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.69%); opacity: 0.82\" title=\"0.076\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 81.64%); opacity: 0.87\" title=\"0.237\">being</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.17%); opacity: 0.80\" title=\"0.003\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 77.93%); opacity: 0.89\" title=\"0.308\">sale</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 76.99%); opacity: 0.89\" title=\"-0.327\">made</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.64%); opacity: 0.81\" title=\"0.052\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 65.39%); opacity: 0.96\" title=\"-0.586\">even</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.44%); opacity: 0.85\" title=\"0.170\">better</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 86.32%); opacity: 0.84\" title=\"0.155\">good</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 78.36%); opacity: 0.88\" title=\"-0.299\">quality</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.69%); opacity: 0.82\" title=\"0.076\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 66.75%); opacity: 0.95\" title=\"0.553\">versatile</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 67.38%); opacity: 0.95\" title=\"0.538\">highly</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 66.77%); opacity: 0.95\" title=\"0.553\">recommend</span><span style=\"opacity: 0.80\">.</span>\n","    </p>\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","\n"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Real Label: 1\n"]},{"data":{"text/html":["\n","    <style>\n","    table.eli5-weights tr:hover {\n","        filter: brightness(85%);\n","    }\n","</style>\n","\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","        \n","\n","    \n","\n","        \n","\n","        \n","    \n","        \n","        \n","    \n","        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n","            <b>\n","    \n","        y=Recommended\n","    \n","</b>\n","\n","    \n","    (probability <b>0.975</b>, score <b>3.677</b>)\n","\n","top features\n","        </p>\n","    \n","    <table class=\"eli5-weights\"\n","           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; margin-bottom: 2em;\">\n","        <thead>\n","        <tr style=\"border: none;\">\n","            \n","                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n","                    Contribution<sup>?</sup>\n","                </th>\n","            \n","            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n","            \n","        </tr>\n","        </thead>\n","        <tbody>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +2.618\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        Highlighted in text (sum)\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 89.38%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.060\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        &lt;BIAS&gt;\n","    </td>\n","    \n","</tr>\n","        \n","        \n","\n","        \n","        \n","\n","        </tbody>\n","    </table>\n","\n","    \n","\n","\n","\n","    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n","        <span style=\"background-color: hsl(0, 100.00%, 95.57%); opacity: 0.81\" title=\"-0.013\">ordered</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.55%); opacity: 0.82\" title=\"-0.026\">this</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.17%); opacity: 0.80\" title=\"0.001\">on</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 85.04%); opacity: 0.85\" title=\"0.072\">whim</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 91.30%); opacity: 0.82\" title=\"0.033\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.84%); opacity: 0.87\" title=\"0.102\">my</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.26%); opacity: 0.81\" title=\"0.018\">normal</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 75.63%); opacity: 0.90\" title=\"0.144\">size</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.25%); opacity: 0.81\" title=\"0.014\">large</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 91.69%); opacity: 0.82\" title=\"0.031\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.58%); opacity: 0.85\" title=\"0.068\">so</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.292\">glad</span><span style=\"opacity: 0.80\"> i </span><span style=\"background-color: hsl(0, 100.00%, 87.73%); opacity: 0.84\" title=\"-0.054\">did</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 93.64%); opacity: 0.81\" title=\"0.021\">it</span><span style=\"opacity: 0.80\">&#x27;s </span><span style=\"background-color: hsl(0, 100.00%, 91.81%); opacity: 0.82\" title=\"-0.030\">just</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 74.57%); opacity: 0.90\" title=\"0.153\">beautiful</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 93.38%); opacity: 0.82\" title=\"-0.022\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.18%); opacity: 0.80\" title=\"0.007\">color</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.37%); opacity: 0.84\" title=\"0.056\">is</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 88.88%); opacity: 0.83\" title=\"0.047\">tea</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 66.66%); opacity: 0.95\" title=\"-0.225\">stained</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.41%); opacity: 0.84\" title=\"0.056\">white</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.12%); opacity: 0.84\" title=\"0.064\">background</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 70.47%); opacity: 0.93\" title=\"0.189\">with</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 61.84%); opacity: 0.99\" title=\"0.273\">soft</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.70%); opacity: 0.85\" title=\"0.067\">grey</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 75.24%); opacity: 0.90\" title=\"0.147\">blue</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.69%); opacity: 0.82\" title=\"0.031\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.23%); opacity: 0.80\" title=\"0.003\">cinnamon</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.98%); opacity: 0.82\" title=\"0.029\">colored</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.69%); opacity: 0.80\" title=\"0.000\">tiny</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.84%); opacity: 0.84\" title=\"-0.053\">flowers</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 93.64%); opacity: 0.81\" title=\"0.021\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.07%); opacity: 0.85\" title=\"0.078\">has</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 61.84%); opacity: 0.99\" title=\"0.273\">soft</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(0, 100.00%, 94.50%); opacity: 0.81\" title=\"-0.017\">fairy</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.35%); opacity: 0.83\" title=\"0.044\">princess</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.52%); opacity: 0.85\" title=\"0.068\">vibe</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.37%); opacity: 0.83\" title=\"0.044\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 80.93%); opacity: 0.87\" title=\"-0.101\">could</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.90%); opacity: 0.82\" title=\"-0.025\">be</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.18%); opacity: 0.87\" title=\"0.107\">dressy</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 78.27%); opacity: 0.88\" title=\"0.122\">or</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 67.32%); opacity: 0.95\" title=\"0.219\">casual</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 93.38%); opacity: 0.82\" title=\"-0.022\">the</span><span style=\"opacity: 0.80\"> 3/4 </span><span style=\"background-color: hsl(120, 100.00%, 90.24%); opacity: 0.83\" title=\"0.039\">sleeves</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.39%); opacity: 0.81\" title=\"0.013\">have</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.17%); opacity: 0.83\" title=\"-0.039\">elastic</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 93.64%); opacity: 0.81\" title=\"0.021\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.81%); opacity: 0.82\" title=\"-0.030\">just</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 71.67%); opacity: 0.92\" title=\"0.178\">flows</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 62.41%); opacity: 0.98\" title=\"0.267\">nicely</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.56%); opacity: 0.81\" title=\"-0.017\">over</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.38%); opacity: 0.82\" title=\"-0.022\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.54%); opacity: 0.84\" title=\"-0.062\">body</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.69%); opacity: 0.82\" title=\"0.031\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 73.20%); opacity: 0.91\" title=\"-0.165\">isn</span><span style=\"opacity: 0.80\">&#x27;t </span><span style=\"background-color: hsl(0, 100.00%, 80.37%); opacity: 0.87\" title=\"-0.106\">oversized</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.73%); opacity: 0.85\" title=\"-0.067\">like</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.58%); opacity: 0.85\" title=\"0.068\">so</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 73.89%); opacity: 0.91\" title=\"0.159\">many</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.06%); opacity: 0.83\" title=\"0.040\">tops</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 83.61%); opacity: 0.86\" title=\"-0.082\">there</span><span style=\"opacity: 0.80\">&#x27;s a </span><span style=\"background-color: hsl(0, 100.00%, 81.82%); opacity: 0.86\" title=\"-0.095\">ruffle</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 70.47%); opacity: 0.93\" title=\"0.189\">with</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 82.33%); opacity: 0.86\" title=\"0.091\">slight</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.19%); opacity: 0.84\" title=\"0.051\">peplum</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.30%); opacity: 0.82\" title=\"0.033\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.38%); opacity: 0.82\" title=\"-0.022\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 63.29%); opacity: 0.98\" title=\"-0.258\">back</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 93.64%); opacity: 0.81\" title=\"0.021\">it</span><span style=\"opacity: 0.80\">&#x27;s a </span><span style=\"background-color: hsl(120, 100.00%, 84.61%); opacity: 0.85\" title=\"0.075\">beauty</span><span style=\"opacity: 0.80\">.</span>\n","    </p>\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","\n"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Real Label: 1\n"]},{"data":{"text/html":["\n","    <style>\n","    table.eli5-weights tr:hover {\n","        filter: brightness(85%);\n","    }\n","</style>\n","\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","        \n","\n","    \n","\n","        \n","\n","        \n","    \n","        \n","        \n","    \n","        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n","            <b>\n","    \n","        y=Recommended\n","    \n","</b>\n","\n","    \n","    (probability <b>0.991</b>, score <b>4.727</b>)\n","\n","top features\n","        </p>\n","    \n","    <table class=\"eli5-weights\"\n","           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; margin-bottom: 2em;\">\n","        <thead>\n","        <tr style=\"border: none;\">\n","            \n","                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n","                    Contribution<sup>?</sup>\n","                </th>\n","            \n","            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n","            \n","        </tr>\n","        </thead>\n","        <tbody>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +3.667\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        Highlighted in text (sum)\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 91.61%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.060\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        &lt;BIAS&gt;\n","    </td>\n","    \n","</tr>\n","        \n","        \n","\n","        \n","        \n","\n","        </tbody>\n","    </table>\n","\n","    \n","\n","\n","\n","    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n","        <span style=\"background-color: hsl(120, 100.00%, 63.89%); opacity: 0.97\" title=\"0.623\">soft</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 62.24%); opacity: 0.98\" title=\"0.664\">comfy</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 75.35%); opacity: 0.90\" title=\"0.361\">flattering</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(0, 100.00%, 92.26%); opacity: 0.82\" title=\"-0.069\">just</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 75.94%); opacity: 0.90\" title=\"0.349\">beautiful</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.89%); opacity: 0.81\" title=\"0.049\">dress</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 93.98%); opacity: 0.81\" title=\"0.048\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.83%); opacity: 0.88\" title=\"0.271\">works</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.67%); opacity: 0.83\" title=\"0.090\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.07%); opacity: 0.82\" title=\"0.059\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.39%); opacity: 0.86\" title=\"0.205\">occasion</span><span style=\"opacity: 0.80\">. i </span><span style=\"background-color: hsl(120, 100.00%, 80.32%); opacity: 0.87\" title=\"0.262\">can</span><span style=\"opacity: 0.80\">&#x27;t </span><span style=\"background-color: hsl(120, 100.00%, 95.17%); opacity: 0.81\" title=\"0.035\">express</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.48%); opacity: 0.88\" title=\"0.278\">how</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 76.92%); opacity: 0.89\" title=\"-0.329\">much</span><span style=\"opacity: 0.80\"> i </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.721\">love</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.98%); opacity: 0.81\" title=\"0.048\">it</span><span style=\"opacity: 0.80\">!</span>\n","    </p>\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","\n"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Real Label: 1\n"]},{"data":{"text/html":["\n","    <style>\n","    table.eli5-weights tr:hover {\n","        filter: brightness(85%);\n","    }\n","</style>\n","\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","        \n","\n","    \n","\n","        \n","\n","        \n","    \n","        \n","        \n","    \n","        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n","            <b>\n","    \n","        y=Recommended\n","    \n","</b>\n","\n","    \n","    (probability <b>0.997</b>, score <b>5.965</b>)\n","\n","top features\n","        </p>\n","    \n","    <table class=\"eli5-weights\"\n","           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; margin-bottom: 2em;\">\n","        <thead>\n","        <tr style=\"border: none;\">\n","            \n","                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n","                    Contribution<sup>?</sup>\n","                </th>\n","            \n","            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n","            \n","        </tr>\n","        </thead>\n","        <tbody>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +4.905\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        Highlighted in text (sum)\n","    </td>\n","    \n","</tr>\n","        \n","            <tr style=\"background-color: hsl(120, 100.00%, 93.16%); border: none;\">\n","    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n","        +1.060\n","    </td>\n","    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n","        &lt;BIAS&gt;\n","    </td>\n","    \n","</tr>\n","        \n","        \n","\n","        \n","        \n","\n","        </tbody>\n","    </table>\n","\n","    \n","\n","\n","\n","    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n","        <span style=\"background-color: hsl(120, 100.00%, 62.76%); opacity: 0.98\" title=\"0.544\">love</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.44%); opacity: 0.82\" title=\"-0.046\">this</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 70.72%); opacity: 0.93\" title=\"0.386\">versatile</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 81.73%); opacity: 0.87\" title=\"0.197\">cardigan</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 95.94%); opacity: 0.81\" title=\"0.023\">have</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.11%); opacity: 0.82\" title=\"0.049\">both</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 78.19%); opacity: 0.88\" title=\"0.253\">blue</span><span style=\"opacity: 0.80\"> &amp; </span><span style=\"background-color: hsl(120, 100.00%, 90.49%); opacity: 0.83\" title=\"0.077\">orange</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.90%); opacity: 0.87\" title=\"0.226\">colors</span><span style=\"opacity: 0.80\"> &amp; </span><span style=\"background-color: hsl(120, 100.00%, 97.14%); opacity: 0.80\" title=\"0.014\">they</span><span style=\"opacity: 0.80\">&#x27;</span><span style=\"background-color: hsl(120, 100.00%, 90.59%); opacity: 0.83\" title=\"0.076\">re</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 77.60%); opacity: 0.89\" title=\"0.263\">beautiful</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 94.40%); opacity: 0.81\" title=\"0.036\">it</span><span style=\"opacity: 0.80\">&#x27;s </span><span style=\"background-color: hsl(120, 100.00%, 78.48%); opacity: 0.88\" title=\"0.248\">light</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.47%); opacity: 0.86\" title=\"0.170\">weight</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 77.45%); opacity: 0.89\" title=\"0.266\">yet</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 75.40%); opacity: 0.90\" title=\"0.301\">cozy</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 81.52%); opacity: 0.87\" title=\"0.200\">true</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.37%); opacity: 0.81\" title=\"0.020\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 78.54%); opacity: 0.88\" title=\"0.248\">size</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.22%); opacity: 0.83\" title=\"-0.081\">but</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.17%); opacity: 0.81\" title=\"-0.038\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.40%); opacity: 0.82\" title=\"0.067\">sleeves</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.52%); opacity: 0.82\" title=\"0.055\">are</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.603\">little</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 74.62%); opacity: 0.90\" title=\"0.315\">snug</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.30%); opacity: 0.84\" title=\"0.117\">so</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.44%); opacity: 0.83\" title=\"-0.078\">if</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.66%); opacity: 0.80\" title=\"-0.010\">you</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.43%); opacity: 0.84\" title=\"-0.115\">like</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.16%); opacity: 0.82\" title=\"0.048\">roomier</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.40%); opacity: 0.82\" title=\"0.067\">sleeves</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 78.54%); opacity: 0.88\" title=\"0.248\">size</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.34%); opacity: 0.85\" title=\"0.158\">up</span><span style=\"opacity: 0.80\">.</span>\n","    </p>\n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","    \n","\n","\n","\n"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{},"output_type":"display_data"}],"source":["for iteration in range(15):\n","    samp = random.randint(1,df.shape[0])\n","    print(\"Real Label: {}\".format(df[\"Recommended IND\"].iloc[samp]))\n","    display(eli5.show_prediction(model,df[\"Review Text\"].iloc[samp], vec=vect,\n","                         target_names=target_names))"]},{"cell_type":"markdown","metadata":{"_uuid":"6da7a06e990ab7299eac6024105903a7f760b070","id":"01r7CCfwj0Qr"},"source":["## LGBM and SHAP"]},{"cell_type":"code","execution_count":null,"metadata":{"_uuid":"6a296ea8b6f4523c7363080b0016c6a68c39e78a","id":"3EbWLACIj0Qr","outputId":"186bc05c-e782-4e86-aaf3-46951a0c94f6"},"outputs":[{"name":"stdout","output_type":"stream","text":["Light Gradient Boosting Classifier: \n"]}],"source":["import lightgbm as lgb\n","\n","print(\"Light Gradient Boosting Classifier: \")\n","lgbm_params = {\n","        \"objective\": \"binary\",\n","        'metric': {'auc'},\n","        \"boosting_type\": \"gbdt\",\n","        \"num_threads\": 4,\n","        \"bagging_fraction\": 0.8,\n","        \"feature_fraction\": 0.8,\n","        \"learning_rate\": 0.1,\n","        \"num_leaves\": 31,\n","        \"min_split_gain\": .1,\n","        \"reg_alpha\": .1\n","    }\n","\n","modelstart= time.time()\n","# LGBM Dataset Formatting\n","lgtrain = lgb.Dataset(X_train, y_train,\n","                feature_name=vect.get_feature_names())\n","lgvalid = lgb.Dataset(X_valid, y_valid,\n","                feature_name=vect.get_feature_names())"]},{"cell_type":"code","execution_count":null,"metadata":{"_uuid":"f891f8b402602f7733cbec225527f079e0cd670c","id":"IkB0X5mHj0Qr","outputId":"2a70d89a-1821-4488-b4f1-283b99f5338e"},"outputs":[{"name":"stdout","output_type":"stream","text":["Training until validation scores don't improve for 150 rounds.\n","[100]\ttrain's auc: 0.986037\tvalid's auc: 0.921271\n","[200]\ttrain's auc: 0.997968\tvalid's auc: 0.923877\n","[300]\ttrain's auc: 0.999876\tvalid's auc: 0.92334\n","Early stopping, best iteration is:\n","[189]\ttrain's auc: 0.997427\tvalid's auc: 0.924147\n"]}],"source":["# Go Go Go\n","lgb_clf = lgb.train(\n","    lgbm_params,\n","    lgtrain,\n","    num_boost_round=2000,\n","    valid_sets=[lgtrain, lgvalid],\n","    valid_names=['train','valid'],\n","    early_stopping_rounds=150,\n","    verbose_eval=100\n",")"]},{"cell_type":"code","execution_count":null,"metadata":{"_uuid":"b40cc3aa0f98a6189bb7d3fe675a8678c27e8c1e","id":"UAoFEgTgj0Qr","outputId":"04ea1560-5915-4b1b-e516-8a16dbd92e8c"},"outputs":[{"name":"stdout","output_type":"stream","text":["Best Threshold: 0.48999999999999977\n","F1 Score: 0.9352763555205462\n"]}],"source":["valid_pred = lgb_clf.predict(X_valid)\n","_thresh = []\n","for thresh in np.arange(0.1, 0.501, 0.01):\n","    _thresh.append([thresh, metrics.f1_score(y_valid, (valid_pred>thresh).astype(int))])\n","#     print(\"F1 score at threshold {0} is {1}\".format(thresh, metrics.f1_score(y_valid, (valid_pred>thresh).astype(int))))\n","\n","_thresh = np.array(_thresh)\n","best_id = _thresh[:,1].argmax()\n","best_thresh = _thresh[best_id][0]\n","print(\"Best Threshold: {}\\nF1 Score: {}\".format(best_thresh, _thresh[best_id][1]))"]},{"cell_type":"markdown","metadata":{"_uuid":"e7ba91ed6a618518608b77c18e44018a79cb47f3","id":"VAJuoxc3j0Qr"},"source":["## SHAP"]},{"cell_type":"code","execution_count":null,"metadata":{"_uuid":"3110b362362048cfb34b7e90dcc0301420266761","id":"ZwauVAQij0Qr","outputId":"e2caf9b8-df8d-4b55-8821-a208a74b1941"},"outputs":[{"data":{"text/html":["<div align='center'><img 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r={topAbort:null,topAnimationEnd:null,topAnimationIteration:null,topAnimationStart:null,topBlur:null,topCanPlay:null,topCanPlayThrough:null,topChange:null,topClick:null,topCompositionEnd:null,topCompositionStart:null,topCompositionUpdate:null,topContextMenu:null,topCopy:null,topCut:null,topDoubleClick:null,topDrag:null,topDragEnd:null,topDragEnter:null,topDragExit:null,topDragLeave:null,topDragOver:null,topDragStart:null,topDrop:null,topDurationChange:null,topEmptied:null,topEncrypted:null,topEnded:null,topError:null,topFocus:null,topInput:null,topInvalid:null,topKeyDown:null,topKeyPress:null,topKeyUp:null,topLoad:null,topLoadedData:null,topLoadedMetadata:null,topLoadStart:null,topMouseDown:null,topMouseMove:null,topMouseOut:null,topMouseOver:null,topMouseUp:null,topPaste:null,topPause:null,topPlay:null,topPlaying:null,topProgress:null,topRateChange:null,topReset:null,topScroll:null,topSeeked:null,topSeeking:null,topSelectionChange:null,topStalled:null,topSubmit:null,topSuspend:null,topTextInput:null,topTimeUpdate:null,topTouchCancel:null,topTouchEnd:null,topTouchMove:null,topTouchStart:null,topTransitionEnd:null,topVolumeChange:null,topWaiting:null,topWheel:null},i={topLevelTypes:r};t.exports=i},function(t,e,n){\"use 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RegExp(\"^(data|aria)-[\"+r.ATTRIBUTE_NAME_CHAR+\"]*$\")),Properties:{accept:0,acceptCharset:0,accessKey:0,action:0,allowFullScreen:o,allowTransparency:0,alt:0,as:0,async:o,autoComplete:0,autoPlay:o,capture:o,cellPadding:0,cellSpacing:0,charSet:0,challenge:0,checked:i|o,cite:0,classID:0,className:0,cols:u,colSpan:0,content:0,contentEditable:0,contextMenu:0,controls:o,controlsList:0,coords:0,crossOrigin:0,data:0,dateTime:0,default:o,defer:o,dir:0,disabled:o,download:c,draggable:0,encType:0,form:0,formAction:0,formEncType:0,formMethod:0,formNoValidate:o,formTarget:0,frameBorder:0,headers:0,height:0,hidden:o,high:0,href:0,hrefLang:0,htmlFor:0,httpEquiv:0,icon:0,id:0,inputMode:0,integrity:0,is:0,keyParams:0,keyType:0,kind:0,label:0,lang:0,list:0,loop:o,low:0,manifest:0,marginHeight:0,marginWidth:0,max:0,maxLength:0,media:0,mediaGroup:0,method:0,min:0,minLength:0,multiple:i|o,muted:i|o,name:0,nonce:0,noValidate:o,open:o,optimum:0,pattern:0,placeholder:0,playsInline:o,poster:0,preload:0,profile:0,radioGroup:0,readOnly:o,referrerPolicy:0,rel:0,required:o,reversed:o,role:0,rows:u,rowSpan:a,sandbox:0,scope:0,scoped:o,scrolling:0,seamless:o,selected:i|o,shape:0,size:u,sizes:0,span:u,spellCheck:0,src:0,srcDoc:0,srcLang:0,srcSet:0,start:a,step:0,style:0,summary:0,tabIndex:0,target:0,title:0,type:0,useMap:0,value:0,width:0,wmode:0,wrap:0,about:0,datatype:0,inlist:0,prefix:0,property:0,resource:0,typeof:0,vocab:0,autoCapitalize:0,autoCorrect:0,autoSave:0,color:0,itemProp:0,itemScope:o,itemType:0,itemID:0,itemRef:0,results:0,security:0,unselectable:0},DOMAttributeNames:{acceptCharset:\"accept-charset\",className:\"class\",htmlFor:\"for\",httpEquiv:\"http-equiv\"},DOMPropertyNames:{},DOMMutationMethods:{value:function(t,e){if(null==e)return t.removeAttribute(\"value\");\"number\"!==t.type||!1===t.hasAttribute(\"value\")?t.setAttribute(\"value\",\"\"+e):t.validity&&!t.validity.badInput&&t.ownerDocument.activeElement!==t&&t.setAttribute(\"value\",\"\"+e)}}};t.exports=s},function(t,e,n){\"use strict\";(function(e){function r(t,e,n,r){var i=void 0===t[n];null!=e&&i&&(t[n]=o(e,!0))}var i=n(24),o=n(174),a=(n(85),n(96)),u=n(177);n(2);void 0!==e&&e.env;var c={instantiateChildren:function(t,e,n,i){if(null==t)return null;var o={};return u(t,r,o),o},updateChildren:function(t,e,n,r,u,c,s,l,f){if(e||t){var p,h;for(p in e)if(e.hasOwnProperty(p)){h=t&&t[p];var d=h&&h._currentElement,v=e[p];if(null!=h&&a(d,v))i.receiveComponent(h,v,u,l),e[p]=h;else{h&&(r[p]=i.getHostNode(h),i.unmountComponent(h,!1));var g=o(v,!0);e[p]=g;var m=i.mountComponent(g,u,c,s,l,f);n.push(m)}}for(p in t)!t.hasOwnProperty(p)||e&&e.hasOwnProperty(p)||(h=t[p],r[p]=i.getHostNode(h),i.unmountComponent(h,!1))}},unmountChildren:function(t,e){for(var n in t)if(t.hasOwnProperty(n)){var r=t[n];i.unmountComponent(r,e)}}};t.exports=c}).call(e,n(156))},function(t,e,n){\"use strict\";var r=n(82),i=n(364),o={processChildrenUpdates:i.dangerouslyProcessChildrenUpdates,replaceNodeWithMarkup:r.dangerouslyReplaceNodeWithMarkup};t.exports=o},function(t,e,n){\"use strict\";function r(t){}function i(t){return!(!t.prototype||!t.prototype.isReactComponent)}function o(t){return!(!t.prototype||!t.prototype.isPureReactComponent)}var a=n(1),u=n(3),c=n(26),s=n(87),l=n(15),f=n(88),p=n(39),h=(n(9),n(168)),d=n(24),v=n(51),g=(n(0),n(81)),m=n(96),y=(n(2),{ImpureClass:0,PureClass:1,StatelessFunctional:2});r.prototype.render=function(){var t=p.get(this)._currentElement.type,e=t(this.props,this.context,this.updater);return e};var _=1,b={construct:function(t){this._currentElement=t,this._rootNodeID=0,this._compositeType=null,this._instance=null,this._hostParent=null,this._hostContainerInfo=null,this._updateBatchNumber=null,this._pendingElement=null,this._pendingStateQueue=null,this._pendingReplaceState=!1,this._pendingForceUpdate=!1,this._renderedNodeType=null,this._renderedComponent=null,this._context=null,this._mountOrder=0,this._topLevelWrapper=null,this._pendingCallbacks=null,this._calledComponentWillUnmount=!1},mountComponent:function(t,e,n,u){this._context=u,this._mountOrder=_++,this._hostParent=e,this._hostContainerInfo=n;var s,l=this._currentElement.props,f=this._processContext(u),h=this._currentElement.type,d=t.getUpdateQueue(),g=i(h),m=this._constructComponent(g,l,f,d);g||null!=m&&null!=m.render?o(h)?this._compositeType=y.PureClass:this._compositeType=y.ImpureClass:(s=m,null===m||!1===m||c.isValidElement(m)||a(\"105\",h.displayName||h.name||\"Component\"),m=new r(h),this._compositeType=y.StatelessFunctional);m.props=l,m.context=f,m.refs=v,m.updater=d,this._instance=m,p.set(m,this);var b=m.state;void 0===b&&(m.state=b=null),(\"object\"!=typeof b||Array.isArray(b))&&a(\"106\",this.getName()||\"ReactCompositeComponent\"),this._pendingStateQueue=null,this._pendingReplaceState=!1,this._pendingForceUpdate=!1;var x;return x=m.unstable_handleError?this.performInitialMountWithErrorHandling(s,e,n,t,u):this.performInitialMount(s,e,n,t,u),m.componentDidMount&&t.getReactMountReady().enqueue(m.componentDidMount,m),x},_constructComponent:function(t,e,n,r){return this._constructComponentWithoutOwner(t,e,n,r)},_constructComponentWithoutOwner:function(t,e,n,r){var i=this._currentElement.type;return t?new i(e,n,r):i(e,n,r)},performInitialMountWithErrorHandling:function(t,e,n,r,i){var o,a=r.checkpoint();try{o=this.performInitialMount(t,e,n,r,i)}catch(u){r.rollback(a),this._instance.unstable_handleError(u),this._pendingStateQueue&&(this._instance.state=this._processPendingState(this._instance.props,this._instance.context)),a=r.checkpoint(),this._renderedComponent.unmountComponent(!0),r.rollback(a),o=this.performInitialMount(t,e,n,r,i)}return o},performInitialMount:function(t,e,n,r,i){var o=this._instance,a=0;o.componentWillMount&&(o.componentWillMount(),this._pendingStateQueue&&(o.state=this._processPendingState(o.props,o.context))),void 0===t&&(t=this._renderValidatedComponent());var u=h.getType(t);this._renderedNodeType=u;var c=this._instantiateReactComponent(t,u!==h.EMPTY);this._renderedComponent=c;var s=d.mountComponent(c,r,e,n,this._processChildContext(i),a);return s},getHostNode:function(){return d.getHostNode(this._renderedComponent)},unmountComponent:function(t){if(this._renderedComponent){var e=this._instance;if(e.componentWillUnmount&&!e._calledComponentWillUnmount)if(e._calledComponentWillUnmount=!0,t){var n=this.getName()+\".componentWillUnmount()\";f.invokeGuardedCallback(n,e.componentWillUnmount.bind(e))}else e.componentWillUnmount();this._renderedComponent&&(d.unmountComponent(this._renderedComponent,t),this._renderedNodeType=null,this._renderedComponent=null,this._instance=null),this._pendingStateQueue=null,this._pendingReplaceState=!1,this._pendingForceUpdate=!1,this._pendingCallbacks=null,this._pendingElement=null,this._context=null,this._rootNodeID=0,this._topLevelWrapper=null,p.remove(e)}},_maskContext:function(t){var e=this._currentElement.type,n=e.contextTypes;if(!n)return v;var r={};for(var i in n)r[i]=t[i];return r},_processContext:function(t){var e=this._maskContext(t);return e},_processChildContext:function(t){var e,n=this._currentElement.type,r=this._instance;if(r.getChildContext&&(e=r.getChildContext()),e){\"object\"!=typeof n.childContextTypes&&a(\"107\",this.getName()||\"ReactCompositeComponent\");for(var i in e)i in n.childContextTypes||a(\"108\",this.getName()||\"ReactCompositeComponent\",i);return u({},t,e)}return t},_checkContextTypes:function(t,e,n){},receiveComponent:function(t,e,n){var r=this._currentElement,i=this._context;this._pendingElement=null,this.updateComponent(e,r,t,i,n)},performUpdateIfNecessary:function(t){null!=this._pendingElement?d.receiveComponent(this,this._pendingElement,t,this._context):null!==this._pendingStateQueue||this._pendingForceUpdate?this.updateComponent(t,this._currentElement,this._currentElement,this._context,this._context):this._updateBatchNumber=null},updateComponent:function(t,e,n,r,i){var o=this._instance;null==o&&a(\"136\",this.getName()||\"ReactCompositeComponent\");var u,c=!1;this._context===i?u=o.context:(u=this._processContext(i),c=!0);var s=e.props,l=n.props;e!==n&&(c=!0),c&&o.componentWillReceiveProps&&o.componentWillReceiveProps(l,u);var f=this._processPendingState(l,u),p=!0;this._pendingForceUpdate||(o.shouldComponentUpdate?p=o.shouldComponentUpdate(l,f,u):this._compositeType===y.PureClass&&(p=!g(s,l)||!g(o.state,f))),this._updateBatchNumber=null,p?(this._pendingForceUpdate=!1,this._performComponentUpdate(n,l,f,u,t,i)):(this._currentElement=n,this._context=i,o.props=l,o.state=f,o.context=u)},_processPendingState:function(t,e){var n=this._instance,r=this._pendingStateQueue,i=this._pendingReplaceState;if(this._pendingReplaceState=!1,this._pendingStateQueue=null,!r)return n.state;if(i&&1===r.length)return r[0];for(var o=u({},i?r[0]:n.state),a=i?1:0;a<r.length;a++){var c=r[a];u(o,\"function\"==typeof c?c.call(n,o,t,e):c)}return o},_performComponentUpdate:function(t,e,n,r,i,o){var a,u,c,s=this._instance,l=Boolean(s.componentDidUpdate);l&&(a=s.props,u=s.state,c=s.context),s.componentWillUpdate&&s.componentWillUpdate(e,n,r),this._currentElement=t,this._context=o,s.props=e,s.state=n,s.context=r,this._updateRenderedComponent(i,o),l&&i.getReactMountReady().enqueue(s.componentDidUpdate.bind(s,a,u,c),s)},_updateRenderedComponent:function(t,e){var n=this._renderedComponent,r=n._currentElement,i=this._renderValidatedComponent(),o=0;if(m(r,i))d.receiveComponent(n,i,t,this._processChildContext(e));else{var a=d.getHostNode(n);d.unmountComponent(n,!1);var u=h.getType(i);this._renderedNodeType=u;var c=this._instantiateReactComponent(i,u!==h.EMPTY);this._renderedComponent=c;var s=d.mountComponent(c,t,this._hostParent,this._hostContainerInfo,this._processChildContext(e),o);this._replaceNodeWithMarkup(a,s,n)}},_replaceNodeWithMarkup:function(t,e,n){s.replaceNodeWithMarkup(t,e,n)},_renderValidatedComponentWithoutOwnerOrContext:function(){var t=this._instance;return t.render()},_renderValidatedComponent:function(){var t;if(this._compositeType!==y.StatelessFunctional){l.current=this;try{t=this._renderValidatedComponentWithoutOwnerOrContext()}finally{l.current=null}}else t=this._renderValidatedComponentWithoutOwnerOrContext();return null===t||!1===t||c.isValidElement(t)||a(\"109\",this.getName()||\"ReactCompositeComponent\"),t},attachRef:function(t,e){var n=this.getPublicInstance();null==n&&a(\"110\");var r=e.getPublicInstance();(n.refs===v?n.refs={}:n.refs)[t]=r},detachRef:function(t){delete this.getPublicInstance().refs[t]},getName:function(){var t=this._currentElement.type,e=this._instance&&this._instance.constructor;return t.displayName||e&&e.displayName||t.name||e&&e.name||null},getPublicInstance:function(){var t=this._instance;return this._compositeType===y.StatelessFunctional?null:t},_instantiateReactComponent:null};t.exports=b},function(t,e,n){\"use strict\";var r=n(4),i=n(372),o=n(167),a=n(24),u=n(12),c=n(385),s=n(401),l=n(171),f=n(408);n(2);i.inject();var p={findDOMNode:s,render:o.render,unmountComponentAtNode:o.unmountComponentAtNode,version:c,unstable_batchedUpdates:u.batchedUpdates,unstable_renderSubtreeIntoContainer:f};\"undefined\"!=typeof __REACT_DEVTOOLS_GLOBAL_HOOK__&&\"function\"==typeof __REACT_DEVTOOLS_GLOBAL_HOOK__.inject&&__REACT_DEVTOOLS_GLOBAL_HOOK__.inject({ComponentTree:{getClosestInstanceFromNode:r.getClosestInstanceFromNode,getNodeFromInstance:function(t){return t._renderedComponent&&(t=l(t)),t?r.getNodeFromInstance(t):null}},Mount:o,Reconciler:a});t.exports=p},function(t,e,n){\"use strict\";function r(t){if(t){var e=t._currentElement._owner||null;if(e){var n=e.getName();if(n)return\" This DOM node was rendered by `\"+n+\"`.\"}}return\"\"}function i(t,e){e&&($[t._tag]&&(null!=e.children||null!=e.dangerouslySetInnerHTML)&&g(\"137\",t._tag,t._currentElement._owner?\" Check the render method of 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Y)Y.hasOwnProperty(n)&&t._wrapperState.listeners.push(M.trapBubbledEvent(n,Y[n],e));break;case\"source\":t._wrapperState.listeners=[M.trapBubbledEvent(\"topError\",\"error\",e)];break;case\"img\":t._wrapperState.listeners=[M.trapBubbledEvent(\"topError\",\"error\",e),M.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"form\":t._wrapperState.listeners=[M.trapBubbledEvent(\"topReset\",\"reset\",e),M.trapBubbledEvent(\"topSubmit\",\"submit\",e)];break;case\"input\":case\"select\":case\"textarea\":t._wrapperState.listeners=[M.trapBubbledEvent(\"topInvalid\",\"invalid\",e)]}}function p(){P.postUpdateWrapper(this)}function h(t){Z.call(Q,t)||(X.test(t)||g(\"65\",t),Q[t]=!0)}function d(t,e){return t.indexOf(\"-\")>=0||null!=e.is}function v(t){var e=t.type;h(e),this._currentElement=t,this._tag=e.toLowerCase(),this._namespaceURI=null,this._renderedChildren=null,this._previousStyle=null,this._previousStyleCopy=null,this._hostNode=null,this._hostParent=null,this._rootNodeID=0,this._domID=0,this._hostContainerInfo=null,this._wrapperState=null,this._topLevelWrapper=null,this._flags=0}var g=n(1),m=n(3),y=n(346),_=n(348),b=n(20),x=n(83),w=n(21),C=n(160),k=n(22),E=n(84),M=n(53),T=n(161),S=n(4),N=n(365),A=n(366),P=n(162),O=n(369),I=(n(9),n(378)),D=n(383),R=(n(11),n(56)),L=(n(0),n(95),n(81),n(173)),U=(n(97),n(2),T),F=k.deleteListener,j=S.getNodeFromInstance,B=M.listenTo,V=E.registrationNameModules,W={string:!0,number:!0},z=\"__html\",H={children:null,dangerouslySetInnerHTML:null,suppressContentEditableWarning:null},q=11,Y={topAbort:\"abort\",topCanPlay:\"canplay\",topCanPlayThrough:\"canplaythrough\",topDurationChange:\"durationchange\",topEmptied:\"emptied\",topEncrypted:\"encrypted\",topEnded:\"ended\",topError:\"error\",topLoadedData:\"loadeddata\",topLoadedMetadata:\"loadedmetadata\",topLoadStart:\"loadstart\",topPause:\"pause\",topPlay:\"play\",topPlaying:\"playing\",topProgress:\"progress\",topRateChange:\"ratechange\",topSeeked:\"seeked\",topSeeking:\"seeking\",topStalled:\"stalled\",topSuspend:\"suspend\",topTimeUpdate:\"timeupdate\",topVolumeChange:\"volumechange\",topWaiting:\"waiting\"},K={area:!0,base:!0,br:!0,col:!0,embed:!0,hr:!0,img:!0,input:!0,keygen:!0,link:!0,meta:!0,param:!0,source:!0,track:!0,wbr:!0},G={listing:!0,pre:!0,textarea:!0},$=m({menuitem:!0},K),X=/^[a-zA-Z][a-zA-Z:_\\.\\-\\d]*$/,Q={},Z={}.hasOwnProperty,J=1;v.displayName=\"ReactDOMComponent\",v.Mixin={mountComponent:function(t,e,n,r){this._rootNodeID=J++,this._domID=n._idCounter++,this._hostParent=e,this._hostContainerInfo=n;var o=this._currentElement.props;switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":this._wrapperState={listeners:null},t.getReactMountReady().enqueue(f,this);break;case\"input\":N.mountWrapper(this,o,e),o=N.getHostProps(this,o),t.getReactMountReady().enqueue(l,this),t.getReactMountReady().enqueue(f,this);break;case\"option\":A.mountWrapper(this,o,e),o=A.getHostProps(this,o);break;case\"select\":P.mountWrapper(this,o,e),o=P.getHostProps(this,o),t.getReactMountReady().enqueue(f,this);break;case\"textarea\":O.mountWrapper(this,o,e),o=O.getHostProps(this,o),t.getReactMountReady().enqueue(l,this),t.getReactMountReady().enqueue(f,this)}i(this,o);var a,p;null!=e?(a=e._namespaceURI,p=e._tag):n._tag&&(a=n._namespaceURI,p=n._tag),(null==a||a===x.svg&&\"foreignobject\"===p)&&(a=x.html),a===x.html&&(\"svg\"===this._tag?a=x.svg:\"math\"===this._tag&&(a=x.mathml)),this._namespaceURI=a;var h;if(t.useCreateElement){var d,v=n._ownerDocument;if(a===x.html)if(\"script\"===this._tag){var g=v.createElement(\"div\"),m=this._currentElement.type;g.innerHTML=\"<\"+m+\"></\"+m+\">\",d=g.removeChild(g.firstChild)}else d=o.is?v.createElement(this._currentElement.type,o.is):v.createElement(this._currentElement.type);else d=v.createElementNS(a,this._currentElement.type);S.precacheNode(this,d),this._flags|=U.hasCachedChildNodes,this._hostParent||C.setAttributeForRoot(d),this._updateDOMProperties(null,o,t);var _=b(d);this._createInitialChildren(t,o,r,_),h=_}else{var w=this._createOpenTagMarkupAndPutListeners(t,o),k=this._createContentMarkup(t,o,r);h=!k&&K[this._tag]?w+\"/>\":w+\">\"+k+\"</\"+this._currentElement.type+\">\"}switch(this._tag){case\"input\":t.getReactMountReady().enqueue(u,this),o.autoFocus&&t.getReactMountReady().enqueue(y.focusDOMComponent,this);break;case\"textarea\":t.getReactMountReady().enqueue(c,this),o.autoFocus&&t.getReactMountReady().enqueue(y.focusDOMComponent,this);break;case\"select\":case\"button\":o.autoFocus&&t.getReactMountReady().enqueue(y.focusDOMComponent,this);break;case\"option\":t.getReactMountReady().enqueue(s,this)}return h},_createOpenTagMarkupAndPutListeners:function(t,e){var n=\"<\"+this._currentElement.type;for(var r in e)if(e.hasOwnProperty(r)){var i=e[r];if(null!=i)if(V.hasOwnProperty(r))i&&o(this,r,i,t);else{\"style\"===r&&(i&&(i=this._previousStyleCopy=m({},e.style)),i=_.createMarkupForStyles(i,this));var a=null;null!=this._tag&&d(this._tag,e)?H.hasOwnProperty(r)||(a=C.createMarkupForCustomAttribute(r,i)):a=C.createMarkupForProperty(r,i),a&&(n+=\" \"+a)}}return t.renderToStaticMarkup?n:(this._hostParent||(n+=\" \"+C.createMarkupForRoot()),n+=\" \"+C.createMarkupForID(this._domID))},_createContentMarkup:function(t,e,n){var r=\"\",i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&(r=i.__html);else{var o=W[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)r=R(o);else if(null!=a){var u=this.mountChildren(a,t,n);r=u.join(\"\")}}return G[this._tag]&&\"\\n\"===r.charAt(0)?\"\\n\"+r:r},_createInitialChildren:function(t,e,n,r){var i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&b.queueHTML(r,i.__html);else{var o=W[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)\"\"!==o&&b.queueText(r,o);else if(null!=a)for(var u=this.mountChildren(a,t,n),c=0;c<u.length;c++)b.queueChild(r,u[c])}},receiveComponent:function(t,e,n){var r=this._currentElement;this._currentElement=t,this.updateComponent(e,r,t,n)},updateComponent:function(t,e,n,r){var o=e.props,a=this._currentElement.props;switch(this._tag){case\"input\":o=N.getHostProps(this,o),a=N.getHostProps(this,a);break;case\"option\":o=A.getHostProps(this,o),a=A.getHostProps(this,a);break;case\"select\":o=P.getHostProps(this,o),a=P.getHostProps(this,a);break;case\"textarea\":o=O.getHostProps(this,o),a=O.getHostProps(this,a)}switch(i(this,a),this._updateDOMProperties(o,a,t),this._updateDOMChildren(o,a,t,r),this._tag){case\"input\":N.updateWrapper(this),L.updateValueIfChanged(this);break;case\"textarea\":O.updateWrapper(this);break;case\"select\":t.getReactMountReady().enqueue(p,this)}},_updateDOMProperties:function(t,e,n){var r,i,a;for(r in t)if(!e.hasOwnProperty(r)&&t.hasOwnProperty(r)&&null!=t[r])if(\"style\"===r){var u=this._previousStyleCopy;for(i in u)u.hasOwnProperty(i)&&(a=a||{},a[i]=\"\");this._previousStyleCopy=null}else V.hasOwnProperty(r)?t[r]&&F(this,r):d(this._tag,t)?H.hasOwnProperty(r)||C.deleteValueForAttribute(j(this),r):(w.properties[r]||w.isCustomAttribute(r))&&C.deleteValueForProperty(j(this),r);for(r in e){var c=e[r],s=\"style\"===r?this._previousStyleCopy:null!=t?t[r]:void 0;if(e.hasOwnProperty(r)&&c!==s&&(null!=c||null!=s))if(\"style\"===r)if(c?c=this._previousStyleCopy=m({},c):this._previousStyleCopy=null,s){for(i in s)!s.hasOwnProperty(i)||c&&c.hasOwnProperty(i)||(a=a||{},a[i]=\"\");for(i in c)c.hasOwnProperty(i)&&s[i]!==c[i]&&(a=a||{},a[i]=c[i])}else a=c;else if(V.hasOwnProperty(r))c?o(this,r,c,n):s&&F(this,r);else if(d(this._tag,e))H.hasOwnProperty(r)||C.setValueForAttribute(j(this),r,c);else if(w.properties[r]||w.isCustomAttribute(r)){var l=j(this);null!=c?C.setValueForProperty(l,r,c):C.deleteValueForProperty(l,r)}}a&&_.setValueForStyles(j(this),a,this)},_updateDOMChildren:function(t,e,n,r){var i=W[typeof t.children]?t.children:null,o=W[typeof e.children]?e.children:null,a=t.dangerouslySetInnerHTML&&t.dangerouslySetInnerHTML.__html,u=e.dangerouslySetInnerHTML&&e.dangerouslySetInnerHTML.__html,c=null!=i?null:t.children,s=null!=o?null:e.children,l=null!=i||null!=a,f=null!=o||null!=u;null!=c&&null==s?this.updateChildren(null,n,r):l&&!f&&this.updateTextContent(\"\"),null!=o?i!==o&&this.updateTextContent(\"\"+o):null!=u?a!==u&&this.updateMarkup(\"\"+u):null!=s&&this.updateChildren(s,n,r)},getHostNode:function(){return j(this)},unmountComponent:function(t){switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":var e=this._wrapperState.listeners;if(e)for(var n=0;n<e.length;n++)e[n].remove();break;case\"input\":case\"textarea\":L.stopTracking(this);break;case\"html\":case\"head\":case\"body\":g(\"66\",this._tag)}this.unmountChildren(t),S.uncacheNode(this),k.deleteAllListeners(this),this._rootNodeID=0,this._domID=0,this._wrapperState=null},getPublicInstance:function(){return j(this)}},m(v.prototype,v.Mixin,I.Mixin),t.exports=v},function(t,e,n){\"use strict\";function r(t,e){var n={_topLevelWrapper:t,_idCounter:1,_ownerDocument:e?e.nodeType===i?e:e.ownerDocument:null,_node:e,_tag:e?e.nodeName.toLowerCase():null,_namespaceURI:e?e.namespaceURI:null};return n}var i=(n(97),9);t.exports=r},function(t,e,n){\"use strict\";var r=n(3),i=n(20),o=n(4),a=function(t){this._currentElement=null,this._hostNode=null,this._hostParent=null,this._hostContainerInfo=null,this._domID=0};r(a.prototype,{mountComponent:function(t,e,n,r){var a=n._idCounter++;this._domID=a,this._hostParent=e,this._hostContainerInfo=n;var u=\" react-empty: \"+this._domID+\" 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c=u.querySelectorAll(\"input[name=\"+JSON.stringify(\"\"+i)+'][type=\"radio\"]'),p=0;p<c.length;p++){var h=c[p];if(h!==o&&h.form===o.form){var d=l.getInstanceFromNode(h);d||a(\"90\"),f.asap(r,d)}}}return n}var a=n(1),u=n(3),c=n(160),s=n(86),l=n(4),f=n(12),p=(n(0),n(2),{getHostProps:function(t,e){var n=s.getValue(e),r=s.getChecked(e);return u({type:void 0,step:void 0,min:void 0,max:void 0},e,{defaultChecked:void 0,defaultValue:void 0,value:null!=n?n:t._wrapperState.initialValue,checked:null!=r?r:t._wrapperState.initialChecked,onChange:t._wrapperState.onChange})},mountWrapper:function(t,e){var n=e.defaultValue;t._wrapperState={initialChecked:null!=e.checked?e.checked:e.defaultChecked,initialValue:null!=e.value?e.value:n,listeners:null,onChange:o.bind(t),controlled:i(e)}},updateWrapper:function(t){var e=t._currentElement.props,n=e.checked;null!=n&&c.setValueForProperty(l.getNodeFromInstance(t),\"checked\",n||!1);var r=l.getNodeFromInstance(t),i=s.getValue(e);if(null!=i)if(0===i&&\"\"===r.value)r.value=\"0\";else if(\"number\"===e.type){var o=parseFloat(r.value,10)||0;(i!=o||i==o&&r.value!=i)&&(r.value=\"\"+i)}else r.value!==\"\"+i&&(r.value=\"\"+i);else null==e.value&&null!=e.defaultValue&&r.defaultValue!==\"\"+e.defaultValue&&(r.defaultValue=\"\"+e.defaultValue),null==e.checked&&null!=e.defaultChecked&&(r.defaultChecked=!!e.defaultChecked)},postMountWrapper:function(t){var e=t._currentElement.props,n=l.getNodeFromInstance(t);switch(e.type){case\"submit\":case\"reset\":break;case\"color\":case\"date\":case\"datetime\":case\"datetime-local\":case\"month\":case\"time\":case\"week\":n.value=\"\",n.value=n.defaultValue;break;default:n.value=n.value}var r=n.name;\"\"!==r&&(n.name=\"\"),n.defaultChecked=!n.defaultChecked,n.defaultChecked=!n.defaultChecked,\"\"!==r&&(n.name=r)}});t.exports=p},function(t,e,n){\"use strict\";function r(t){var e=\"\";return o.Children.forEach(t,function(t){null!=t&&(\"string\"==typeof t||\"number\"==typeof t?e+=t:c||(c=!0))}),e}var i=n(3),o=n(26),a=n(4),u=n(162),c=(n(2),!1),s={mountWrapper:function(t,e,n){var i=null;if(null!=n){var o=n;\"optgroup\"===o._tag&&(o=o._hostParent),null!=o&&\"select\"===o._tag&&(i=u.getSelectValueContext(o))}var a=null;if(null!=i){var c;if(c=null!=e.value?e.value+\"\":r(e.children),a=!1,Array.isArray(i)){for(var s=0;s<i.length;s++)if(\"\"+i[s]===c){a=!0;break}}else a=\"\"+i===c}t._wrapperState={selected:a}},postMountWrapper:function(t){var e=t._currentElement.props;if(null!=e.value){a.getNodeFromInstance(t).setAttribute(\"value\",e.value)}},getHostProps:function(t,e){var n=i({selected:void 0,children:void 0},e);null!=t._wrapperState.selected&&(n.selected=t._wrapperState.selected);var o=r(e.children);return o&&(n.children=o),n}};t.exports=s},function(t,e,n){\"use strict\";function r(t,e,n,r){return t===n&&e===r}function i(t){var e=document.selection,n=e.createRange(),r=n.text.length,i=n.duplicate();i.moveToElementText(t),i.setEndPoint(\"EndToStart\",n);var o=i.text.length;return{start:o,end:o+r}}function o(t){var e=window.getSelection&&window.getSelection();if(!e||0===e.rangeCount)return null;var n=e.anchorNode,i=e.anchorOffset,o=e.focusNode,a=e.focusOffset,u=e.getRangeAt(0);try{u.startContainer.nodeType,u.endContainer.nodeType}catch(t){return null}var c=r(e.anchorNode,e.anchorOffset,e.focusNode,e.focusOffset),s=c?0:u.toString().length,l=u.cloneRange();l.selectNodeContents(t),l.setEnd(u.startContainer,u.startOffset);var f=r(l.startContainer,l.startOffset,l.endContainer,l.endOffset),p=f?0:l.toString().length,h=p+s,d=document.createRange();d.setStart(n,i),d.setEnd(o,a);var v=d.collapsed;return{start:v?h:p,end:v?p:h}}function a(t,e){var n,r,i=document.selection.createRange().duplicate();void 0===e.end?(n=e.start,r=n):e.start>e.end?(n=e.end,r=e.start):(n=e.start,r=e.end),i.moveToElementText(t),i.moveStart(\"character\",n),i.setEndPoint(\"EndToStart\",i),i.moveEnd(\"character\",r-n),i.select()}function u(t,e){if(window.getSelection){var n=window.getSelection(),r=t[l()].length,i=Math.min(e.start,r),o=void 0===e.end?i:Math.min(e.end,r);if(!n.extend&&i>o){var a=o;o=i,i=a}var u=s(t,i),c=s(t,o);if(u&&c){var f=document.createRange();f.setStart(u.node,u.offset),n.removeAllRanges(),i>o?(n.addRange(f),n.extend(c.node,c.offset)):(f.setEnd(c.node,c.offset),n.addRange(f))}}}var c=n(6),s=n(405),l=n(172),f=c.canUseDOM&&\"selection\"in document&&!(\"getSelection\"in window),p={getOffsets:f?i:o,setOffsets:f?a:u};t.exports=p},function(t,e,n){\"use strict\";var r=n(1),i=n(3),o=n(82),a=n(20),u=n(4),c=n(56),s=(n(0),n(97),function(t){this._currentElement=t,this._stringText=\"\"+t,this._hostNode=null,this._hostParent=null,this._domID=0,this._mountIndex=0,this._closingComment=null,this._commentNodes=null});i(s.prototype,{mountComponent:function(t,e,n,r){var i=n._idCounter++,o=\" react-text: \"+i+\" \";if(this._domID=i,this._hostParent=e,t.useCreateElement){var s=n._ownerDocument,l=s.createComment(o),f=s.createComment(\" /react-text \"),p=a(s.createDocumentFragment());return a.queueChild(p,a(l)),this._stringText&&a.queueChild(p,a(s.createTextNode(this._stringText))),a.queueChild(p,a(f)),u.precacheNode(this,l),this._closingComment=f,p}var h=c(this._stringText);return t.renderToStaticMarkup?h:\"\\x3c!--\"+o+\"--\\x3e\"+h+\"\\x3c!-- /react-text --\\x3e\"},receiveComponent:function(t,e){if(t!==this._currentElement){this._currentElement=t;var n=\"\"+t;if(n!==this._stringText){this._stringText=n;var r=this.getHostNode();o.replaceDelimitedText(r[0],r[1],n)}}},getHostNode:function(){var t=this._commentNodes;if(t)return t;if(!this._closingComment)for(var e=u.getNodeFromInstance(this),n=e.nextSibling;;){if(null==n&&r(\"67\",this._domID),8===n.nodeType&&\" /react-text \"===n.nodeValue){this._closingComment=n;break}n=n.nextSibling}return t=[this._hostNode,this._closingComment],this._commentNodes=t,t},unmountComponent:function(){this._closingComment=null,this._commentNodes=null,u.uncacheNode(this)}}),t.exports=s},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&l.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=u.executeOnChange(e,t);return s.asap(r,this),n}var o=n(1),a=n(3),u=n(86),c=n(4),s=n(12),l=(n(0),n(2),{getHostProps:function(t,e){return null!=e.dangerouslySetInnerHTML&&o(\"91\"),a({},e,{value:void 0,defaultValue:void 0,children:\"\"+t._wrapperState.initialValue,onChange:t._wrapperState.onChange})},mountWrapper:function(t,e){var n=u.getValue(e),r=n;if(null==n){var a=e.defaultValue,c=e.children;null!=c&&(null!=a&&o(\"92\"),Array.isArray(c)&&(c.length<=1||o(\"93\"),c=c[0]),a=\"\"+c),null==a&&(a=\"\"),r=a}t._wrapperState={initialValue:\"\"+r,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=c.getNodeFromInstance(t),r=u.getValue(e);if(null!=r){var i=\"\"+r;i!==n.value&&(n.value=i),null==e.defaultValue&&(n.defaultValue=i)}null!=e.defaultValue&&(n.defaultValue=e.defaultValue)},postMountWrapper:function(t){var e=c.getNodeFromInstance(t),n=e.textContent;n===t._wrapperState.initialValue&&(e.value=n)}});t.exports=l},function(t,e,n){\"use strict\";function r(t,e){\"_hostNode\"in t||c(\"33\"),\"_hostNode\"in e||c(\"33\");for(var n=0,r=t;r;r=r._hostParent)n++;for(var i=0,o=e;o;o=o._hostParent)i++;for(;n-i>0;)t=t._hostParent,n--;for(;i-n>0;)e=e._hostParent,i--;for(var a=n;a--;){if(t===e)return t;t=t._hostParent,e=e._hostParent}return null}function i(t,e){\"_hostNode\"in 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i=n(345),o=n(347),a=n(349),u=n(351),c=n(352),s=n(355),l=n(357),f=n(360),p=n(4),h=n(362),d=n(370),v=n(368),g=n(371),m=n(375),y=n(376),_=n(381),b=n(386),x=n(387),w=n(388),C=!1;t.exports={inject:r}},function(t,e,n){\"use strict\";var r=\"function\"==typeof Symbol&&Symbol.for&&Symbol.for(\"react.element\")||60103;t.exports=r},function(t,e,n){\"use strict\";function r(t){i.enqueueEvents(t),i.processEventQueue(!1)}var i=n(22),o={handleTopLevel:function(t,e,n,o){r(i.extractEvents(t,e,n,o))}};t.exports=o},function(t,e,n){\"use strict\";function r(t){for(;t._hostParent;)t=t._hostParent;var e=f.getNodeFromInstance(t),n=e.parentNode;return f.getClosestInstanceFromNode(n)}function i(t,e){this.topLevelType=t,this.nativeEvent=e,this.ancestors=[]}function o(t){var e=h(t.nativeEvent),n=f.getClosestInstanceFromNode(e),i=n;do{t.ancestors.push(i),i=i&&r(i)}while(i);for(var o=0;o<t.ancestors.length;o++)n=t.ancestors[o],v._handleTopLevel(t.topLevelType,n,t.nativeEvent,h(t.nativeEvent))}function 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n(o,t,\"\"===e?l+r(t,0):e),1;var h,d,v=0,g=\"\"===e?l:e+f;if(Array.isArray(t))for(var m=0;m<t.length;m++)h=t[m],d=g+r(h,m),v+=i(h,d,n,o);else{var y=c(t);if(y){var _,b=y.call(t);if(y!==t.entries)for(var x=0;!(_=b.next()).done;)h=_.value,d=g+r(h,x++),v+=i(h,d,n,o);else for(;!(_=b.next()).done;){var w=_.value;w&&(h=w[1],d=g+s.escape(w[0])+f+r(h,0),v+=i(h,d,n,o))}}else if(\"object\"===p){var C=\"\",k=String(t);a(\"31\",\"[object Object]\"===k?\"object with keys {\"+Object.keys(t).join(\", \")+\"}\":k,C)}}return v}function o(t,e,n){return null==t?0:i(t,\"\",e,n)}var a=n(40),u=(n(15),n(180)),c=n(419),s=(n(0),n(412)),l=(n(2),\".\"),f=\":\";t.exports=o}]);</script>"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["(22628, 14144)\n"]}],"source":["import shap\n","shap.initjs()\n","\n","non_sparse = pd.DataFrame(vect.transform(df['Review Text']).toarray(), columns = vect.get_feature_names())\n","print(non_sparse.shape)\n","\n","explainer = shap.TreeExplainer(lgb_clf)\n","shap_values = explainer.shap_values(non_sparse)"]},{"cell_type":"code","execution_count":null,"metadata":{"_uuid":"f93c26199ef83117f19f5c5f255dd5c51c6f26ba","id":"6s3kChcbj0Qr","outputId":"d01662fe-26bf-4e96-c5ba-b090311db2fa"},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 576x684 with 2 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# summarize the effects of all the features\n","shap.summary_plot(shap_values, non_sparse)"]},{"cell_type":"code","execution_count":null,"metadata":{"_uuid":"0e00525da90717d9d042329723ffd0a2ff2011c8","id":"j4rrz_-xj0Qr","outputId":"3fb6d1e4-63a1-4a3d-aa71-8617d8e26d40"},"outputs":[{"name":"stdout","output_type":"stream","text":["Real Label: 1\n"]},{"data":{"text/plain":["'I bought this dress in gray in a size 4. i am usually a size 6, even an 8 in maeve, so i said this dress runs a tad large. it is soft and easy to wear--throw it on and go. i think it looks best with a belt but that\\'s my opinion. i am 5\\' 8.5\" tall, and this is a midi length on me. plenty long. not sure how it will wash. i think a fabric steamer will be needed. all in all, very pleased.'"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["\n","<div id='iHIOSHZLZB94VHBV3U5L6'>\n","<div style='color: #900; 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If you are using\n","  JupyterLab this error is because a JupyterLab extension has not yet been written.\n","</div></div>\n"," <script>\n","   if (window.SHAP) SHAP.ReactDom.render(\n","    SHAP.React.createElement(SHAP.AdditiveForceVisualizer, {\"outNames\": [\"output value\"], \"baseValue\": 2.9407232959256437, \"outValue\": 5.762013524476089, \"link\": \"identity\", \"featureNames\": [\"00\", \"000\", \"00p\", \"02\", \"03\", \"03dd\", \"04\", \"06\", \"0dd\", \"0in\", \"0p\", \"0petite\", \"0r\", \"0verall\", \"0xs\", \"10\", \"100\", \"1000\", \"100lb\", \"100lbs\", \"101\", \"102\", \"102lbs\", \"103\", \"103lb\", \"103lbs\", \"104\", \"104lbs\", \"105\", \"105lb\", \"105lbs\", \"106\", \"106lbs\", \"107\", \"107lb\", \"107lbs\", \"107pound\", \"108\", \"108lbs\", \"109\", \"109lbs\", \"10l\", \"10lbs\", \"10mths\", \"10p\", \"10s\", \"10th\", \"10x\", \"11\", \"110\", \"110lb\", \"110lbs\", \"111\", \"111lbs\", \"112\", \"112lb\", \"112lbs\", \"112llbs\", \"113\", \"113lbs\", 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\"cardboard\", \"cardi\", \"cardig\", \"cardigan\", \"cardigans\", \"cardigen\", \"cardinal\", \"cardio\", \"cardis\", \"cardy\", \"care\", \"cared\", \"carefree\", \"careful\", \"carefully\", \"careless\", \"cares\", \"caressing\", \"carful\", \"cargo\", \"cargos\", \"caribbean\", \"carissima\", \"carmel\", \"carnival\", \"carol\", \"caroline\", \"carolyn\", \"carpet\", \"carra\", \"carribean\", \"carrie\", \"carried\", \"carriers\", \"carries\", \"carrot\", \"carry\", \"carrying\", \"cars\", \"cart\", \"carter\", \"cartionnier\", \"carton\", \"cartonnier\", \"cartoon\", \"cartoonish\", \"cartoonishly\", \"cartwheels\", \"cas\", \"cascade\", \"cascades\", \"cascadia\", \"cascading\", \"case\", \"cases\", \"cash\", \"cashier\", \"cashmere\", \"casing\", \"cassia\", \"cast\", \"castles\", \"casu\", \"casua\", \"casual\", \"casualed\", \"casually\", \"casualties\", \"casula\", \"cat\", \"catalog\", \"catalogue\", \"catch\", \"catchc\", \"catcher\", \"catches\", \"catching\", \"catchy\", 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\"cardboard\", \"cardi\", \"cardig\", \"cardigan\", \"cardigans\", \"cardigen\", \"cardinal\", \"cardio\", \"cardis\", \"cardy\", \"care\", \"cared\", \"carefree\", \"careful\", \"carefully\", \"careless\", \"cares\", \"caressing\", \"carful\", \"cargo\", \"cargos\", \"caribbean\", \"carissima\", \"carmel\", \"carnival\", \"carol\", \"caroline\", \"carolyn\", \"carpet\", \"carra\", \"carribean\", \"carrie\", \"carried\", \"carriers\", \"carries\", \"carrot\", \"carry\", \"carrying\", \"cars\", \"cart\", \"carter\", \"cartionnier\", \"carton\", \"cartonnier\", \"cartoon\", \"cartoonish\", \"cartoonishly\", \"cartwheels\", \"cas\", \"cascade\", \"cascades\", \"cascadia\", \"cascading\", \"case\", \"cases\", \"cash\", \"cashier\", \"cashmere\", \"casing\", \"cassia\", \"cast\", \"castles\", \"casu\", \"casua\", \"casual\", \"casualed\", \"casually\", \"casualties\", \"casula\", \"cat\", \"catalog\", \"catalogue\", \"catch\", \"catchc\", \"catcher\", \"catches\", \"catching\", \"catchy\", 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\"cigarette\", \"cinch\", \"cinchable\", \"cinched\", \"cinchers\", \"cinches\", \"cinching\", \"cinderalla\", \"cinderella\", \"cinnamon\", \"cinque\", \"circa\", \"circle\", \"circles\", \"circular\", \"circulates\", \"circulation\", \"circumference\", \"circumferentially\", \"circumstance\", \"circumstances\", \"circus\", \"cirque\", \"cirus\", \"cities\", \"citizen\", \"citizens\", \"citrus\", \"city\", \"civil\", \"cl\", \"clack\", \"claim\", \"claimed\", \"claiming\", \"claims\", \"claire\", \"clamp\", \"clarification\", \"clarify\", \"clark\", \"clas\", \"clashed\", \"clasic\", \"clasp\", \"clasped\", \"clasps\", \"class\", \"classes\", \"classic\", \"classical\", \"classically\", \"classics\", \"classier\", \"classiest\", \"classify\", \"classroom\", \"classy\", \"clavicle\", \"claw\", \"claws\", \"clay\", \"cld\", \"clean\", \"cleaned\", \"cleaner\", \"cleaners\", \"cleani\", \"cleaning\", \"cleanly\", \"cleans\", \"clear\", \"clearance\", \"cleared\", \"clearer\", 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\"balled\", \"ballerina\", \"ballet\", \"ballgowns\", \"balling\", \"balloon\", \"ballooned\", \"ballooning\", \"balloons\", \"balloony\", \"ballroom\", \"balls\", \"balmy\", \"balooned\", \"baltimore\", \"bam\", \"bamboo\", \"ban\", \"band\", \"bandage\", \"bandages\", \"bandaid\", \"bandeau\", \"banded\", \"banding\", \"bando\", \"bands\", \"bandwagon\", \"bane\", \"bangles\", \"bank\", \"banking\", \"banquet\", \"baptism\", \"bar\", \"barbara\", \"barbecue\", \"barbie\", \"bare\", \"barefoot\", \"barely\", \"bares\", \"bargain\", \"baring\", \"barista\", \"barley\", \"barn\", \"barney\", \"barnyard\", \"baroque\", \"barre\", \"barrel\", \"barrettes\", \"base\", \"baseball\", \"based\", \"basement\", \"bash\", \"basic\", \"basically\", \"basics\", \"basis\", \"basket\", \"basketball\", \"baskets\", \"basketweave\", \"bat\", \"batch\", \"batches\", \"bath\", \"bathed\", \"bathing\", \"bathrobe\", \"bathroom\", \"batik\", \"bating\", \"battle\", \"battling\", \"batty\", \"batwing\", 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