Mommit_LDA.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:17:27.185797Z",
     "start_time": "2020-04-12T07:17:27.155745Z"
    }
   },
   "outputs": [],
   "source": [
    "import re\n",
    "import json\n",
    "import uuid\n",
    "import glob\n",
    "import pickle\n",
    "import sys\n",
    "import os\n",
    "import math\n",
    "from nltk.tokenize import RegexpTokenizer\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem.lancaster import LancasterStemmer\n",
    "from nltk.cluster import KMeansClusterer, euclidean_distance\n",
    "from numpy import array\n",
    "from pprint import pprint\n",
    "import re\n",
    "import scipy.stats as stat\n",
    "from os.path import basename\n",
    "import string\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "matplotlib.use('agg')\n",
    "from matplotlib import pyplot as plt\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "import seaborn as sns\n",
    "import operator\n",
    "from nltk import stem\n",
    "from nltk.stem.snowball import *\n",
    "from nltk.stem import PorterStemmer\n",
    "import datetime\n",
    "import time\n",
    "from pprint import pprint\n",
    "from gensim.corpora.dictionary import Dictionary\n",
    "\n",
    "%matplotlib inline\n",
    "import re\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from pprint import pprint\n",
    "\n",
    "# Gensim\n",
    "import gensim\n",
    "import gensim.corpora as corpora\n",
    "from gensim.utils import simple_preprocess\n",
    "from gensim.models import CoherenceModel\n",
    "\n",
    "# spacy for lemmatization\n",
    "import spacy\n",
    "import os\n",
    "\n",
    "# Enable logging for gensim - optional\n",
    "import logging\n",
    "logging.basicConfig(filename='lda_model_Mommit.log',format='%(asctime)s : %(levelname)s : %(message)s', level=logging.ERROR)\n",
    "logging.basicConfig(format='%(asctime)s : %(levelname)s : %(message)s', level=logging.ERROR)\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\",category=DeprecationWarning)\n",
    "\n",
    "logger = logging.getLogger()\n",
    "logger.setLevel(logging.DEBUG)\n",
    "logging.debug(\"test\")\n",
    "\n",
    "\n",
    "def Tokinization(document):\n",
    "    document = \"\".join(document)\n",
    "    tokenizer = RegexpTokenizer(r'\\w+')\n",
    "    intermediate = tokenizer.tokenize(document)\n",
    "    return intermediate\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:17:49.702216Z",
     "start_time": "2020-04-12T07:17:30.819527Z"
    }
   },
   "outputs": [],
   "source": [
    "df= pd.read_pickle('Mizo_LDA_70_Topics.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:17:50.248157Z",
     "start_time": "2020-04-12T07:17:49.797893Z"
    }
   },
   "outputs": [],
   "source": [
    "#stripping all r/Parenting related columns that are not useful here...\n",
    "df_text = df[['body', 'clean_body','subreddit','author','created_utc','link_id','name','parent_id','score','Throwaway']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:17:50.399567Z",
     "start_time": "2020-04-12T07:17:50.372649Z"
    }
   },
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>body</th>\n",
       "      <th>clean_body</th>\n",
       "      <th>subreddit</th>\n",
       "      <th>author</th>\n",
       "      <th>created_utc</th>\n",
       "      <th>link_id</th>\n",
       "      <th>name</th>\n",
       "      <th>parent_id</th>\n",
       "      <th>score</th>\n",
       "      <th>Throwaway</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Great tips.</td>\n",
       "      <td>great tip</td>\n",
       "      <td>Parenting</td>\n",
       "      <td>None</td>\n",
       "      <td>2008-03-31 12:44:58</td>\n",
       "      <td>t3_6e0oe</td>\n",
       "      <td>t1_c03l6im</td>\n",
       "      <td>t3_6e0oe</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Now you tell me.  :-(</td>\n",
       "      <td>tell :-</td>\n",
       "      <td>Parenting</td>\n",
       "      <td>kickstand</td>\n",
       "      <td>2008-04-09 15:16:05</td>\n",
       "      <td>t3_6d8mw</td>\n",
       "      <td>t1_c03o5z1</td>\n",
       "      <td>t3_6d8mw</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>At our house, the tooth fairy leaves one shiny $1 coin with a dead white President's face on it.\\n\\nhttp://www.usmint.gov/mint_programs/$1coin/index.cfm?flash=yes</td>\n",
       "      <td>hous tooth fairi leav one shini coin dead white presid face usmint gov mint program coin index cfm flash=y</td>\n",
       "      <td>Parenting</td>\n",
       "      <td>kickstand</td>\n",
       "      <td>2008-04-09 15:17:46</td>\n",
       "      <td>t3_6d8mh</td>\n",
       "      <td>t1_c03o5zp</td>\n",
       "      <td>t3_6d8mh</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Whatever you do, don't make reading a chore. It's the most fun thing in the world, treat it as such.</td>\n",
       "      <td>whatev make read chore fun thing world treat</td>\n",
       "      <td>Parenting</td>\n",
       "      <td>kickstand</td>\n",
       "      <td>2008-05-08 19:14:57</td>\n",
       "      <td>t3_6ikpd</td>\n",
       "      <td>t1_c03y7ux</td>\n",
       "      <td>t3_6ikpd</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Formula \"gift\" bags should be illegal.</td>\n",
       "      <td>formula gift bag illeg</td>\n",
       "      <td>Parenting</td>\n",
       "      <td>None</td>\n",
       "      <td>2008-06-23 14:50:48</td>\n",
       "      <td>t3_6okju</td>\n",
       "      <td>t1_c04g7f8</td>\n",
       "      <td>t3_6okju</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                                 body  \\\n",
       "0                                                                                                                                                         Great tips.   \n",
       "1                                                                                                                                               Now you tell me.  :-(   \n",
       "2  At our house, the tooth fairy leaves one shiny $1 coin with a dead white President's face on it.\\n\\nhttp://www.usmint.gov/mint_programs/$1coin/index.cfm?flash=yes   \n",
       "3                                                                Whatever you do, don't make reading a chore. It's the most fun thing in the world, treat it as such.   \n",
       "4                                                                                                                              Formula \"gift\" bags should be illegal.   \n",
       "\n",
       "                                                                                                   clean_body  \\\n",
       "0                                                                                                   great tip   \n",
       "1                                                                                                     tell :-   \n",
       "2  hous tooth fairi leav one shini coin dead white presid face usmint gov mint program coin index cfm flash=y   \n",
       "3                                                                whatev make read chore fun thing world treat   \n",
       "4                                                                                      formula gift bag illeg   \n",
       "\n",
       "   subreddit     author         created_utc   link_id        name parent_id  \\\n",
       "0  Parenting       None 2008-03-31 12:44:58  t3_6e0oe  t1_c03l6im  t3_6e0oe   \n",
       "1  Parenting  kickstand 2008-04-09 15:16:05  t3_6d8mw  t1_c03o5z1  t3_6d8mw   \n",
       "2  Parenting  kickstand 2008-04-09 15:17:46  t3_6d8mh  t1_c03o5zp  t3_6d8mh   \n",
       "3  Parenting  kickstand 2008-05-08 19:14:57  t3_6ikpd  t1_c03y7ux  t3_6ikpd   \n",
       "4  Parenting       None 2008-06-23 14:50:48  t3_6okju  t1_c04g7f8  t3_6okju   \n",
       "\n",
       "   score  Throwaway  \n",
       "0      1      False  \n",
       "1      1      False  \n",
       "2      1      False  \n",
       "3      1      False  \n",
       "4      2      False  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_text.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:17:50.835560Z",
     "start_time": "2020-04-12T07:17:50.511242Z"
    }
   },
   "outputs": [],
   "source": [
    "#Creating a Daddit Data Frame\n",
    "Mommit = df_text[df_text['subreddit']=='Mommit']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:17:50.949821Z",
     "start_time": "2020-04-12T07:17:50.929325Z"
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>body</th>\n",
       "      <th>clean_body</th>\n",
       "      <th>subreddit</th>\n",
       "      <th>author</th>\n",
       "      <th>created_utc</th>\n",
       "      <th>link_id</th>\n",
       "      <th>name</th>\n",
       "      <th>parent_id</th>\n",
       "      <th>score</th>\n",
       "      <th>Throwaway</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2795</th>\n",
       "      <td>Love all of these!</td>\n",
       "      <td>love</td>\n",
       "      <td>Mommit</td>\n",
       "      <td>C5Cane</td>\n",
       "      <td>2010-09-04 06:08:56</td>\n",
       "      <td>t3_d9ev7</td>\n",
       "      <td>t1_c0yiueg</td>\n",
       "      <td>t3_d9ev7</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2797</th>\n",
       "      <td>Weed.</td>\n",
       "      <td>weed</td>\n",
       "      <td>Mommit</td>\n",
       "      <td>heyfella</td>\n",
       "      <td>2010-09-04 06:55:40</td>\n",
       "      <td>t3_d9g7x</td>\n",
       "      <td>t1_c0yiwzh</td>\n",
       "      <td>t3_d9g7x</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2798</th>\n",
       "      <td>Use the money to buy baby gift baskets ( call it the stork basket) for poor moms.. You can even have these mom-to-be come in, learn something for the care of their baby ( dvds, games, chats) and earn mom points for these baskets</td>\n",
       "      <td>use money buy babi gift basket call stork basket poor mom even mom-to-b come learn someth care babi dvd game chat earn mom point basket</td>\n",
       "      <td>Mommit</td>\n",
       "      <td>aprilwine</td>\n",
       "      <td>2010-09-04 07:13:13</td>\n",
       "      <td>t3_d9g7x</td>\n",
       "      <td>t1_c0yixv6</td>\n",
       "      <td>t3_d9g7x</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2801</th>\n",
       "      <td>Throw out your \"plan\" and just go with it.  Sure, you could get pregnant the first month off the IUD, but it usually takes a few months even for perfectly healthy couples.  Don't count on your Halloween baby.  \"The crazy crying period\" is called postpartum depression and not all new mothers get it.  I never did.  If you are afraid of getting frustrated with your child and you haven't even gotten pregnant yet, you may want to re-evaluate if you are really ready for a child.  All new mothers need a support network.  Get out and join moms groups in your area to meet other moms and babies to play with, especially if you are planning to become a SAHM. Also, don't map out a birth plan...none of them go as expected...babies have their own plans.</td>\n",
       "      <td>throw plan go sure could get pregnant first month iud usual take month even perfectli healthi coupl count halloween babi crazi cri period call postpartum depress new mother get never afraid get frustrat child even gotten pregnant yet may want re-evalu realli readi child new mother need support network get join mom group area meet mom babi play especi plan b e sahm also map birth plan none go expect babi plan</td>\n",
       "      <td>Mommit</td>\n",
       "      <td>ChikNugs</td>\n",
       "      <td>2010-09-04 19:52:43</td>\n",
       "      <td>t3_d9mge</td>\n",
       "      <td>t1_c0yk3jj</td>\n",
       "      <td>t3_d9mge</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2802</th>\n",
       "      <td>We are going to start trying to get pregnant in a few months or so.  (There is something beyond our control right now causing the fuzzy and slightly unknown time frame.) Besides being afraid of labor, how crazy my mother is and will be, the sudden involvement of family neither of us really see or talk to, and the hormones I'm the most worried about once I give birth and we settle into a routine will I feel like I'm on house arrest?  So far I'm making a mental list of things I hope to do with our little one outside of our home.  While he/she is still pretty small and not really mobile yet I'm hoping to get into some new mother groups and find a mommy centric yoga class and an infant exercise/bonding class.  Once he/she's a toddler then trips to the zoo and family day at the art museum.\\n\\n\\nAfter my sister-in-law had her baby she turned into an avid Facebook user.  I believe it was her way of staying in contact with her friends and filling the void of not being away from home everyday interacting with a lot people.  Maybe you and your friends already use Facebook.  As long as you don't overload your updates about your little one it seems like a nice way to stay in the loop.  Emails and texts just feel like they need to be responded to too quickly and sometimes phone calls come at the worst time possible.  \\n\\n\\nI hope everything works out so your baby is born in October.  I was sort of hoping to not be in my second or third trimester in the summer, but the way things are going we are going to have a fall or winter baby, too.  Any thoughts on being pregnant during the summer?  The heat and humidity already zaps all my energy to begin with.  So, I can't imagine being 25 pounds heavier and short of breath when the heat index is 100.</td>\n",
       "      <td>go start tri get pregnant month someth beyond control right caus fuzzi slightli unknown time frame besid afraid labor crazi mother sudden involv famili neither us realli see talk hormon worri give birth settl routin feel like hous arrest far make mental list thing hope littl one outsid home still pretti small realli mobil yet hope get new mother group find mommi centric yoga class infant exercis bond class toddler trip zoo famili day art museum sister-in-law babi turn avid facebook user believ way stay contact friend fill void away home everyday interact lot peopl mayb friend alreadi use facebook long overload updat littl one seem like nice way stay loop email text feel like need respond quickli sometim phone call come worst time possibl hope everyth work babi born octob sort hope second third trimest summer way thing go go fall winter babi thought pregnant summer heat humid alreadi zap energi begin imagin pound heavier short breath heat index</td>\n",
       "      <td>Mommit</td>\n",
       "      <td>parafrog</td>\n",
       "      <td>2010-09-04 21:02:44</td>\n",
       "      <td>t3_d9mge</td>\n",
       "      <td>t1_c0yk96q</td>\n",
       "      <td>t3_d9mge</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                body  \\\n",
       "2795                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Love all of these!   \n",
       "2797                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Weed.    \n",
       "2798                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Use the money to buy baby gift baskets ( call it the stork basket) for poor moms.. You can even have these mom-to-be come in, learn something for the care of their baby ( dvds, games, chats) and earn mom points for these baskets   \n",
       "2801                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Throw out your \"plan\" and just go with it.  Sure, you could get pregnant the first month off the IUD, but it usually takes a few months even for perfectly healthy couples.  Don't count on your Halloween baby.  \"The crazy crying period\" is called postpartum depression and not all new mothers get it.  I never did.  If you are afraid of getting frustrated with your child and you haven't even gotten pregnant yet, you may want to re-evaluate if you are really ready for a child.  All new mothers need a support network.  Get out and join moms groups in your area to meet other moms and babies to play with, especially if you are planning to become a SAHM. Also, don't map out a birth plan...none of them go as expected...babies have their own plans.     \n",
       "2802  We are going to start trying to get pregnant in a few months or so.  (There is something beyond our control right now causing the fuzzy and slightly unknown time frame.) Besides being afraid of labor, how crazy my mother is and will be, the sudden involvement of family neither of us really see or talk to, and the hormones I'm the most worried about once I give birth and we settle into a routine will I feel like I'm on house arrest?  So far I'm making a mental list of things I hope to do with our little one outside of our home.  While he/she is still pretty small and not really mobile yet I'm hoping to get into some new mother groups and find a mommy centric yoga class and an infant exercise/bonding class.  Once he/she's a toddler then trips to the zoo and family day at the art museum.\\n\\n\\nAfter my sister-in-law had her baby she turned into an avid Facebook user.  I believe it was her way of staying in contact with her friends and filling the void of not being away from home everyday interacting with a lot people.  Maybe you and your friends already use Facebook.  As long as you don't overload your updates about your little one it seems like a nice way to stay in the loop.  Emails and texts just feel like they need to be responded to too quickly and sometimes phone calls come at the worst time possible.  \\n\\n\\nI hope everything works out so your baby is born in October.  I was sort of hoping to not be in my second or third trimester in the summer, but the way things are going we are going to have a fall or winter baby, too.  Any thoughts on being pregnant during the summer?  The heat and humidity already zaps all my energy to begin with.  So, I can't imagine being 25 pounds heavier and short of breath when the heat index is 100.   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         clean_body  \\\n",
       "2795                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           love   \n",
       "2797                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           weed   \n",
       "2798                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        use money buy babi gift basket call stork basket poor mom even mom-to-b come learn someth care babi dvd game chat earn mom point basket   \n",
       "2801                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    throw plan go sure could get pregnant first month iud usual take month even perfectli healthi coupl count halloween babi crazi cri period call postpartum depress new mother get never afraid get frustrat child even gotten pregnant yet may want re-evalu realli readi child new mother need support network get join mom group area meet mom babi play especi plan b e sahm also map birth plan none go expect babi plan   \n",
       "2802  go start tri get pregnant month someth beyond control right caus fuzzi slightli unknown time frame besid afraid labor crazi mother sudden involv famili neither us realli see talk hormon worri give birth settl routin feel like hous arrest far make mental list thing hope littl one outsid home still pretti small realli mobil yet hope get new mother group find mommi centric yoga class infant exercis bond class toddler trip zoo famili day art museum sister-in-law babi turn avid facebook user believ way stay contact friend fill void away home everyday interact lot peopl mayb friend alreadi use facebook long overload updat littl one seem like nice way stay loop email text feel like need respond quickli sometim phone call come worst time possibl hope everyth work babi born octob sort hope second third trimest summer way thing go go fall winter babi thought pregnant summer heat humid alreadi zap energi begin imagin pound heavier short breath heat index   \n",
       "\n",
       "     subreddit     author         created_utc   link_id        name parent_id  \\\n",
       "2795    Mommit     C5Cane 2010-09-04 06:08:56  t3_d9ev7  t1_c0yiueg  t3_d9ev7   \n",
       "2797    Mommit   heyfella 2010-09-04 06:55:40  t3_d9g7x  t1_c0yiwzh  t3_d9g7x   \n",
       "2798    Mommit  aprilwine 2010-09-04 07:13:13  t3_d9g7x  t1_c0yixv6  t3_d9g7x   \n",
       "2801    Mommit   ChikNugs 2010-09-04 19:52:43  t3_d9mge  t1_c0yk3jj  t3_d9mge   \n",
       "2802    Mommit   parafrog 2010-09-04 21:02:44  t3_d9mge  t1_c0yk96q  t3_d9mge   \n",
       "\n",
       "      score  Throwaway  \n",
       "2795      2      False  \n",
       "2797      2      False  \n",
       "2798      4      False  \n",
       "2801      3      False  \n",
       "2802      2      False  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Mommit.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-20T00:22:21.256825Z",
     "start_time": "2020-02-20T00:22:21.246968Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "reading the Mommit Cleaned dataframe...\n",
      "**************************************************\n",
      "and for a test...\n",
      "1038051                                                 love\n",
      "1038053                                                 weed\n",
      "1038054    use money buy babi gift basket call stork bask...\n",
      "1038057    throw plan go sure could get pregnant first mo...\n",
      "1038058    go start tri get pregnant month someth beyond ...\n",
      "Name: clean_body, dtype: object\n",
      "**************************************************\n"
     ]
    }
   ],
   "source": [
    "print('reading the Mommit Cleaned dataframe...')\n",
    "print('*' * 50)\n",
    "print('and for a test...')\n",
    "print(Mommit.clean_body.head())\n",
    "print('*' * 50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-20T00:22:26.338405Z",
     "start_time": "2020-02-20T00:22:21.258888Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "grouping into dcouments\n"
     ]
    }
   ],
   "source": [
    "print('grouping into dcouments')\n",
    "CompleteThread = []\n",
    "CompleteThread = Mommit.groupby('link_id')['clean_body'].apply(list)\n",
    "#running for the rest of the data\n",
    "processed_threads = []\n",
    "#creating threads for each of the users\n",
    "for thread in CompleteThread:\n",
    "    #Preprocessing each of the threads\n",
    "    processed_threads.append(Tokinization(thread))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-20T00:22:44.432292Z",
     "start_time": "2020-02-20T00:22:26.340763Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The length of the documents is...\n",
      "17399\n",
      "**************************************************\n",
      "the first document is...\n",
      "['childless', 'choic', 'year', 'still', 'especi', 'fond', 'peopl', 'kid', 'kind', 'hard', 'like', 'believ', 'readi', 'tri', 'child', 'eight', 'year', 'fantast', 'support', 'partner', 'knew', 'would', 'great', 'dad', 'want', 'kid', 'badli', 'never', 'heartbroken', 'feel', 'readi', 'mom', 'daughter', 'decis', 'made', 'lightli', 'scare', 'throughout', 'entir', 'pregnanc', 'would', 'aw', 'parent', 'mess', 'littl', 'three', 'seem', 'pretti', 'wellmet', 'husband', 'bare', 'went', 'whirlwind', 'romanc', 'involv', 'lot', 'sex', 'never', 'care', 'thank', 'pass', 'std', 'hiv', 'test', 'told', 'kid', 'born', 'hypospadia', 'googl', 'risk', 'pco', 'know', 'time', 'continu', 'use', 'protect', 'total', 'four', 'year', 'went', 'diet', 'exercis', 'regim', 'lost', 'pound', 'start', 'ovul', 'boom', 'got', 'pregnant', 'unexpectedli', 'alway', 'said', 'okay', 'never', 'kid', 'thought', 'secretli', 'would', 'cri', 'night', 'wish', 'could', 'b', 'e', 'mother', 'cynic', 'hate', 'everi', 'pregnant', 'woman', 'saw', 'glare', 'everi', 'babi', 'god', 'bad', 'becam', 'pregnant', 'panick', 'idea', 'go', 'good', 'enough', 'mother', 'husband', 'marri', 'year', 'got', 'pregnant', 'alway', 'told', 'never', 'want', 'kid', 'happi', 'pregnanc', 'got', 'first', 'earli', 'ultrasound', 'week', 'feel', 'chang', 'instantli', 'scare', 'ye', 'excit', 'daughter', 'week', 'old', 'love', 'life', 'incred', 'thing', 'worri', 'money', 'bare', 'poverti', 'line', 'worri', 'provid', 'plan', 'get', 'second', 'possibl', 'third', 'job', 'go', 'back', 'work', 'octob', 'answer', 'question', 'initi', 'want', 'kid', 'time', 'went', 'want', 'plan', 'babi', 'damnit', 'glad', 'happen', 'next', 'babi', 'choos', 'one', 'plan', 'better', 'equip', 'financiexactli', 'like', 'mom', 'never', 'like', 'kid', 'daughter', 'love', 'complet', 'sure', 'want', 'kid', 'turn', 'like', 'entertain', 'idea', 'realli', 'sure', 'excit', 'fact', 'even', 'entertain', 'idea', 'made', 'decid', 'go', 'ahead', 'felt', 'might', 'reach', 'point', 'regret', 'never', 'kid', 'daughter', 'honestli', 'total', 'sure', 'want', 'mom', 'hold', 'babi', 'arm', 'deliveri', 'room', 'stay', 'home', 'still', 'work', 'part', 'tim', 'imagin', 'everi', 'day', 'never', 'imagin', 'ever', 'feel', 'waymet', 'husband', 'knew', 'want', 'children', 'famili', 'though', 'alway', 'want', 'adopt', 'older', 'marri', 'never', 'want', 'alway', 'love', 'babi', 'kid', 'never', 'tri', 'figur', 'plan', 'happi', 'clam', 'happenwant', 'kid', 'chang', 'mind', 'boyfriend', 'year', 'point', 'child', 'parent', 'chanc', 'grandkid', 'realli', 'thought', 'til', 'slowli', 'warm', 'idea', 'decid', 'gonna', 'happen', 'go', 'kid', 'turn', 'want', 'first', 'happend', 'second', 'never', 'babi', 'crazi', 'decid', 'kid', 'right', 'choic', 'usfinal', 'admit', 'someth', 'want', 'mayb', 'sound', 'odd', 'isnt', 'stori', 'set', 'feel', 'realli', 'talk', 'anyon', 'hope', 'dont', 'rambl', 'get', 'point', 'love', 'school', 'love', 'famili', 'want', 'right', 'mind', 'meant', 'person', 'goal', 'alway', 'came', 'first', 'excel', 'student', 'get', 'marri', 'career', 'still', 'rememb', 'night', 'told', 'husband', 'want', 'children', 'soon', 'alway', 'said', 'oh', 'yeah', 'want', 'kid', 'know', 'someday', 'absolut', 'bawl', 'like', 'babi', 'like', 'failur', 'want', 'kid', 'year', 'sex', 'talk', 'parent', 'protect', 'year', 'hear', 'women', 'judg', 'women', 'pop', 'babi', 'mistak', 'fell', 'away', 'felt', 'asham', 'let', 'mani', 'outsid', 'influenc', 'color', 'way', 'want', 'live', 'life', 'unhappi', 'wait', 'educ', 'marriag', 'career', 'point', 'admit', 'would', 'make', 'great', 'parent', 'would', 'happi', 'rolehusband', 'came', 'kid', 'singl', 'dad', 'twin', 'toddler', 'zero', 'doubt', 'doubt', 'good', 'enough', 'mother', 'kid', 'awar', 'choic', 'whether', 'marri', 'put', 'posit', 'kid', 'howev', 'adopt', 'first', 'come', 'ask', 'juic', 'curl', 'lap', 'bring', 'dinosaur', 'play', 'birth', 'mother', 'train', 'wreck', 'lost', 'custodi', 'visit', 'due', 'mental', 'health', 'abus', 'neglect', 'issu', 'rare', 'call', 'mom', 'instantli', 'dub', 'bree', 'daddi', 'bree', 'said', 'ask', 'bree', 'hard', 'doubt', 'could', 'two', 'littl', 'peopl', 'happen', 'obvious', 'littl', 'piec', 'man', 'love', 'flat', 'decid', 'want', 'mother', 'hardli', 'realiz', 'dad', 'fell', 'love', 'also', 'made', 'decis', 'let', 'mother', 'could', 'brave', 'hell', 'least', 'could', 'meet', 'halfway', 'end', 'social', 'put', 'ton', 'pressur', 'parent', 'right', 'everi', 'child', 'also', 'person', 'plish', 'rais', 'done', 'parent', 'get', 'everi', 'singl', 'thing', 'right', 'parent', 'kid', 'meet', 'somewher', 'middl', 'work', 'togeth', 'learn', 'super', 'mom', 'made', 'okay', 'nine', 'year', 'old', 'mother', 'half', 'live', 'regret', 'thingknow', 'boyth', 'realli', 'fenc', 'whether', 'want', 'kid', 'took', 'long', 'time', 'realli', 'readi', 'kid', 'even', 'sure', 'could', 'start', 'bodi', 'realli', 'weird', 'stuff', 'warn', 'might', 'abl', 'get', 'pregnant', 'without', 'help', 'look', 'meant', 'ivf', 'etc', 'said', 'fuhgeddaboutit', 'want', 'kid', 'turn', 'life', 'upsid', 'drive', 'everybodi', 'crazi', 'drug', 'temperatur', 'take', 'sex', 'right', 'time', 'worri', 'funniest', 'thing', 'decid', 'never', 'kid', 'probabl', 'ok', 'got', 'pregnant', 'grant', 'parent', 'easy', 'nobodi', 'choos', 'child', 'special', 'need', 'hardest', 'part', 'learn', 'deal', 'boyth', 'issu', 'particular', 're', 'examin', 'felt', 'first', 'found', 'adhd', 'broke', 'cri', 'thought', 'meant', 'stupid', 'possibl', 'addict', 'medic', 'rest', 'life', 'turn', 'without', 'yeah', 'harder', 'never', 'kind', 'person', 'take', 'easi', 'way', 'stubborn', 'get', 'sure', 'help', 'littl', 'year', 'half', 'later', 'find', 'asperg', 'mean', 'suspect', 'long', 'time', 'asperg', 'root', 'issu', 'speech', 'chronic', 'low', 'muscl', 'tone', 'inabl', 'make', 'friend', 'social', 'easili', 'etc', 'hammer', 'came', 'even', 'though', 'expect', 'it', 'i', 'upset', 'got', 'though', 'came', 'term', 'took', 'good', 'six', 'month', 'least', 'easi', 'prepar', 'kind', 'thing', 'happen', 'nobodi', 'write', 'expect', 'type', 'book', 'somebodilike', 'told', 'mom', 'would', 'never', 'kid', 'pretti', 'much', 'stuck', 'kid', 'unpredict', 'expens', 'way', 'much', 'respons', 'turn', 'instinctu', 'one', 'day', 'like', 'cool', 'want', 'babi', 'light', 'switch', 'think', 'part', 'could', 'afford', 'one', 'without', 'partner', 'marri', 'guy', 'want', 'children', 'felt', 'stabl', 'enough', 'rais', 'kid', 'instinctu', 'readi', 'super', 'peopl', 'kid', 'develop', 'level', 'patienc', 'toler', 'never', 'kidone', 'took', 'pregnanc', 'test', 'twic', 'second', 'one', 'came', 'back', 'posit', 'kind', 'like', 'oh', 'shithusband', 'said', 'oh', 'shit', 'show', 'posit', 'made', 'husband', 'go', 'buy', 'real', 'test', 'first', 'one', 'dollar', 'store', 'home', 'pregnanc', 'test', 'second', 'time', 'think', 'first', 'one', 'right', 'el', 'cheapo', 'brand', 'lolnever', 'thought', 'kid', 'much', 'like', 'children', 'understand', 'women', 'went', 'nut', 'babi', 'husband', 'four', 'year', 'old', 'son', 'ex', 'girlfriend', 'help', 'take', 'care', 'made', 'want', 'child', 'got', 'engag', 'husband', 'feel', 'want', 'kid', 'start', 'chang', 'want', 'creat', 'child', 'him', 'a', 'product', 'love', 'two', 'daughter', 'plan', 'love', 'anyth', 'older', 'daughterfunni', 'caus', 'opposit', 'took', 'clearblu', 'test', 'morn', 'got', 'immedi', 'posit', 'afternoon', 'buck', 'bought', 'cheap', 'o', 'dollar', 'store', 'test', 'immedi', 'came', 'posit', 'well', 'six', 'week', 'pregnant', 'time', 'test', 'pretti', 'accur', 'would', 'tri', 'get', 'pricier', 'one', 'though', 'start', 'cheap', 'one', 'alway', 'chosen', 'magic', 'age', 'could', 'settl', 'kid', 'marri', 'husband', 'three', 'year', 'decid', 'want', 'give', 'go', 'set', 'date', 'start', 'month', 'road', 'plan', 'good', 'month', 'adult', 'fun', 'travel', 'get', 'system', 'guess', 'great', 'decid', 'kid', 'day', 'book', 'non', 'refund', 'ticket', 'vega', 'found', 'pregnant', 'marri', 'year', 'two', 'littl', 'girl', 'second', 'child', 'snuck', 'schedul', 'vasectomi', 'actual', 'appoint', 'husband', 'vasectomi', 'month', 'old', 'ta', 'darememb', 'quit', 'lie', 'want', 'kid', 'lie', 'realiz', 'tire', 'wait', 'husband', 'finish', 'school', 'could', 'even', 'begin', 'think', 'kid', 'nope', 'sound', 'oddthink', 'realli', 'pregnant', 'morn', 'sick', 'yeah', 'hubbi', 'observ', 'would', 'end', 'like', 'one', 'chick', 'know', 'pregnant', 'lolhear', 'symptom', 'thought', 'get', 'period', 'bloat', 'hell', 'tit', 'three', 'time', 'normal', 'size', 'irrit', 'pissi', 'thing', 'occur', 'week', 'get', 'period', 'two', 'week', 'come', 'began', 'wonder', 'start', 'get', 'super', 'sensit', 'smell', 'seem', 'eat', 'red', 'meat', 'nausea', 'start', 'miss', 'period', 'mine', 'irregular', 'due', 'pco', 'two', 'year', 'normal', 'pregnanc', 'last', 'thing', 'mind', 'girl', 'work', 'told', 'take', 'test', 'took', 'prove', 'pregnant', 'lol', 'joke', 'palon', 'dork', 'ossim', 'internet', 'high', 'fivefelt', 'much', 'fact', 'mist', 'time', 'vagu', 'rememb', 'say', 'thing', 'parasit', 'gross', 'babi', 'got', 'marri', 'seven', 'year', 'pass', 'happi', 'content', 'part', 'felt', 'like', 'someth', 'miss', 'slowli', 'slowli', 'start', 'feel', 'desir', 'primal', 'desir', 'start', 'pay', 'attent', 'got', 'husband', 'board', 'wham', 'got', 'pregnant', 'first', 'tri', 'freak', 'babi', 'fell', 'love', 'still', 'love', 'peopl', 'kid', 'ador', 'infinit', 'fascin', 'amaz', 'love', 'sure', 'annoy', 'piss', 'peopl', 'someth', 'happen', 'kidaww', 'amaz', 'post', 'made', 'tearabsolut', 'bawl', 'like', 'babi', 'like', 'failur', 'want', 'kid', 'endless', 'demonis', 'natur', 'biolog', 'urg', 'though', 'suppress', 'control', 'find', 'hypocrit', 'peopl', 'extol', 'right', 'express', 'sexual', 'urg', 'celebr', 'yet', 'close', 'relat', 'urg', 'procreat', 'parent', 'somehow', 'consid"
     ]
    },
    {
     "data": {
      "text/html": [
       "<b>limit_output extension: Maximum message size of 10000 exceeded with 11602 characters</b>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "texts = processed_threads\n",
    "print('The length of the documents is...')\n",
    "print(len(texts))\n",
    "print('*' * 50)\n",
    "print('the first document is...')\n",
    "print(texts[0])\n",
    "print('*' * 50)\n",
    "\n",
    "print('buiding the dictionary...')\n",
    "dictionary = corpora.Dictionary(texts)\n",
    "dictionary.save('MommitDictionary.dict')\n",
    "print(dictionary[0])\n",
    "\n",
    "print('building the corpus')\n",
    "corpus = [dictionary.doc2bow(text) for text in texts]\n",
    "corpora.MmCorpus.serialize('MommitCorpusFinal.mm', corpus)\n",
    "print(corpus[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-20T00:22:44.441152Z",
     "start_time": "2020-02-20T00:22:44.434978Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "reading all LDA models....\n",
      "**************************************************\n"
     ]
    }
   ],
   "source": [
    "print('reading all LDA models....')\n",
    "print('*' * 50)\n",
    "\n",
    "model_list =  []\n",
    "\n",
    "coherence_values = []\n",
    "\n",
    "for i in range(0, len(model_list)):\n",
    "    print('now working on coherence value for model...')\n",
    "    print(model_list[i])\n",
    "    print('*' * 50)\n",
    "    coherencemodel = CoherenceModel(model=model_list[i], texts=texts, dictionary=dictionary, coherence='c_v')\n",
    "    coherence_values.append(coherencemodel.get_coherence())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-20T00:22:44.449941Z",
     "start_time": "2020-02-20T00:22:44.443551Z"
    }
   },
   "outputs": [],
   "source": [
    "def compute_coherence_values(dictionary, corpus, texts, limit, start=2, step=3):\n",
    "    \"\"\"\n",
    "    Compute c_v coherence for various number of topics\n",
    "\n",
    "    Parameters:\n",
    "    ----------\n",
    "    dictionary : Gensim dictionary\n",
    "    corpus : Gensim corpus\n",
    "    texts : List of input texts\n",
    "    limit : Max num of topics\n",
    "\n",
    "    Returns:\n",
    "    -------\n",
    "    model_list : List of LDA topic models\n",
    "    coherence_values : Coherence values corresponding to the LDA model with respective number of topics\n",
    "    \"\"\"\n",
    "    coherence_values = []\n",
    "    model_list = []\n",
    "    for num_topics in range(start, limit, step):\n",
    "        model=LdaModel(corpus=corpus, id2word=dictionary, num_topics=num_topics)\n",
    "        model_list.append(model)\n",
    "        coherencemodel = CoherenceModel(model=model, texts=texts, dictionary=dictionary, coherence='c_v')\n",
    "        coherence_values.append(coherencemodel.get_coherence())\n",
    "\n",
    "    return model_list, coherence_values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-20T00:50:40.599661Z",
     "start_time": "2020-02-20T00:22:44.452296Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/tammari/Desktop/DaskTest/env/lib/python3.6/site-packages/scipy/sparse/lil.py:504: FutureWarning: future versions will not create a writeable array from broadcast_array. Set the writable flag explicitly to avoid this warning.\n",
      "  if not i.flags.writeable or i.dtype not in (np.int32, np.int64):\n",
      "/Users/tammari/Desktop/DaskTest/env/lib/python3.6/site-packages/scipy/sparse/lil.py:506: FutureWarning: future versions will not create a writeable array from broadcast_array. Set the writable flag explicitly to avoid this warning.\n",
      "  if not j.flags.writeable or j.dtype not in (np.int32, np.int64):\n"
     ]
    }
   ],
   "source": [
    "from gensim.models import LdaModel\n",
    "model_list, coherence_values = compute_coherence_values(dictionary=dictionary, corpus=corpus, texts=texts, start=10, limit=100, step=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-20T00:50:40.782447Z",
     "start_time": "2020-02-20T00:50:40.602216Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(50, 0.3723073201834858), (60, 0.3584696938337278), (80, 0.35344258290129604), (30, 0.3527240830563468), (70, 0.3451880728465597), (90, 0.3434842602732379), (40, 0.3371560677325858), (20, 0.3279863377063672), (10, 0.29906741373226675)]\n",
      "**************************************************\n",
      "Num Topics = 50  has Coherence Value of 0.3723\n",
      "Num Topics = 60  has Coherence Value of 0.3585\n",
      "Num Topics = 80  has Coherence Value of 0.3534\n",
      "Num Topics = 30  has Coherence Value of 0.3527\n",
      "Num Topics = 70  has Coherence Value of 0.3452\n",
      "Num Topics = 90  has Coherence Value of 0.3435\n",
      "Num Topics = 40  has Coherence Value of 0.3372\n",
      "Num Topics = 20  has Coherence Value of 0.328\n",
      "Num Topics = 10  has Coherence Value of 0.2991\n",
      "saving list...\n",
      "**************************************************\n",
      "creating a graph of the coherence model...\n",
      "**************************************************\n"
     ]
    }
   ],
   "source": [
    "limit = 100\n",
    "start = 10\n",
    "step  = 10    \n",
    "\n",
    "x = range(start, limit, step)\n",
    "coherence = zip(x, coherence_values)\n",
    "sorted_coherence = sorted(coherence, key=lambda x: x[1], reverse=True)\n",
    "\n",
    "print(sorted_coherence)\n",
    "print('*' * 50)\n",
    "\n",
    "for m, cv in sorted_coherence:\n",
    "    print(\"Num Topics =\", m, \" has Coherence Value of\", round(cv, 4))\n",
    "    \n",
    "print('saving list...')\n",
    "print('*' * 50)\n",
    "with open(\"Mommit_cohere.pkl\", \"wb\") as fp: \n",
    "    pickle.dump(sorted_coherence, fp)\n",
    "    \n",
    "print('creating a graph of the coherence model...')\n",
    "print('*' * 50)\n",
    "\n",
    "# Show graph\n",
    "fig = plt.gcf()\n",
    "limit=limit; start=start; step=step;\n",
    "x = range(start, limit, step)\n",
    "plt.plot(x, coherence_values)\n",
    "plt.xlabel(\"Num Topics\")\n",
    "plt.ylabel(\"Coherence score\")\n",
    "plt.legend((\"coherence_values\"), loc='best')\n",
    "fig.savefig('Mommit_LDA_models_coherence.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-20T00:51:30.021186Z",
     "start_time": "2020-02-20T00:51:26.421775Z"
    }
   },
   "outputs": [],
   "source": [
    "for i in range(0,len(model_list)):\n",
    "    model_list[i].save('Mommit_Model'+str(i)+\".model\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-30T22:43:17.824392Z",
     "start_time": "2020-03-30T22:43:17.678902Z"
    }
   },
   "outputs": [],
   "source": [
    "limit = 100\n",
    "start = 10\n",
    "step  = 10  \n",
    "\n",
    "with open('Mommit_cohere.pkl', 'rb') as f:\n",
    "    coherence_values = pickle.load(f)\n",
    "    \n",
    "#x = range(start, limit, step)\n",
    "coherence = zip(x, coherence_values)\n",
    "sorted_coherence = sorted(coherence, key=lambda x: x[1], reverse=True)\n",
    "\n",
    "fig = plt.gcf()\n",
    "limit=limit; start=start; step=step;\n",
    "x = range(start, limit, step)\n",
    "plt.plot(x, coherence_values)\n",
    "plt.xlabel(\"topics\")\n",
    "plt.ylabel(\"Coherence score\")\n",
    "plt.legend((\"coherence_values\"), loc='best')\n",
    "fig.savefig('Mommit_LDA_models_coherence_new.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-30T22:46:07.498242Z",
     "start_time": "2020-03-30T22:46:07.494763Z"
    }
   },
   "outputs": [],
   "source": [
    "with open('Mommit_cohere.pkl', 'rb') as f:\n",
    "    coherence_values = pickle.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-30T23:16:52.573099Z",
     "start_time": "2020-03-30T23:16:52.568920Z"
    }
   },
   "outputs": [],
   "source": [
    "df = pd.DataFrame.from_records(coherence_values, columns =['Topics', 'Coherence']) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-30T23:28:40.236268Z",
     "start_time": "2020-03-30T23:28:40.232308Z"
    }
   },
   "outputs": [],
   "source": [
    "df = df.sort_values(by='Topics')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-30T23:28:41.180342Z",
     "start_time": "2020-03-30T23:28:40.968781Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(x ='Topics', y='Coherence', kind = 'line')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Finding topic distributions accross df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:17:59.954855Z",
     "start_time": "2020-04-12T07:17:59.950683Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from gensim import models\n",
    "from gensim.models.doc2vec import TaggedDocument\n",
    "pd.set_option('display.max_columns', None)\n",
    "pd.set_option('display.max_colwidth', None)\n",
    "pd.set_option('display.max_rows', 100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Final Test for finding dominant topics etc."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:18:02.050402Z",
     "start_time": "2020-04-12T07:18:02.040304Z"
    }
   },
   "outputs": [],
   "source": [
    "import re\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from pprint import pprint\n",
    "\n",
    "# Gensim\n",
    "import gensim\n",
    "import gensim.corpora as corpora\n",
    "from gensim.utils import simple_preprocess\n",
    "from gensim.models import CoherenceModel\n",
    "from gensim.models import LdaModel\n",
    "\n",
    "# spacy for lemmatization\n",
    "#import spacy\n",
    "\n",
    "# Plotting tools\n",
    "#import pyLDAvis\n",
    "#import pyLDAvis.gensim  # don't skip this\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "pd.reset_option('display.max_colwidth')\n",
    "pd.set_option('display.max_colwidth', None)\n",
    "\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:18:02.639945Z",
     "start_time": "2020-04-12T07:18:02.636332Z"
    }
   },
   "outputs": [],
   "source": [
    "def Tokinization(document):\n",
    "    document = \"\".join(document)\n",
    "    tokenizer = RegexpTokenizer(r'\\w+')\n",
    "    intermediate = tokenizer.tokenize(document)\n",
    "\n",
    "    return intermediate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:18:22.068016Z",
     "start_time": "2020-04-12T07:18:21.499189Z"
    }
   },
   "outputs": [],
   "source": [
    "#load LDA model\n",
    "from gensim.models import LdaModel\n",
    "from gensim import corpora, models\n",
    "from gensim.corpora import Dictionary\n",
    "optimal_model = LdaModel.load('Mommit_Model4.model')\n",
    "dictionary = corpora.Dictionary.load('MommitDictionary.dict')\n",
    "corpus = corpora.MmCorpus('MommitCorpusFinal.mm')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:18:22.523984Z",
     "start_time": "2020-04-12T07:18:22.473157Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.019*\"use\" + 0.018*\"one\" + 0.018*\"babi\" + 0.012*\"like\" + 0.011*\"cloth\" + 0.011*\"get\" + 0.008*\"wear\" + 0.007*\"buy\" + 0.007*\"also\" + 0.007*\"amp\"'"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "optimal_model.print_topic(11)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:18:23.147946Z",
     "start_time": "2020-04-12T07:18:23.109657Z"
    }
   },
   "outputs": [],
   "source": [
    "topic_table = pd.DataFrame(optimal_model.show_topics(),columns=['Topic Number','KTG'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:18:23.890184Z",
     "start_time": "2020-04-12T07:18:23.879952Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\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>Topic Number</th>\n",
       "      <th>KTG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>14</td>\n",
       "      <td>0.017*\"birth\" + 0.014*\"pain\" + 0.013*\"babi\" + 0.013*\"labor\" + 0.011*\"get\" + 0.010*\"go\" + 0.010*\"hospit\" + 0.010*\"time\" + 0.009*\"like\" + 0.009*\"hour\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>35</td>\n",
       "      <td>0.024*\"work\" + 0.011*\"would\" + 0.011*\"get\" + 0.009*\"time\" + 0.009*\"make\" + 0.009*\"job\" + 0.008*\"like\" + 0.008*\"home\" + 0.008*\"pay\" + 0.008*\"go\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7</td>\n",
       "      <td>0.053*\"teeth\" + 0.023*\"carrier\" + 0.021*\"babi\" + 0.021*\"wrap\" + 0.020*\"ergo\" + 0.016*\"mobi\" + 0.015*\"use\" + 0.013*\"sling\" + 0.013*\"tylenol\" + 0.010*\"like\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>18</td>\n",
       "      <td>0.033*\"breastfeed\" + 0.023*\"feed\" + 0.020*\"formula\" + 0.018*\"babi\" + 0.015*\"breast\" + 0.014*\"mom\" + 0.013*\"nurs\" + 0.012*\"mother\" + 0.012*\"breastfe\" + 0.010*\"women\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>41</td>\n",
       "      <td>0.015*\"time\" + 0.013*\"get\" + 0.012*\"like\" + 0.010*\"hand\" + 0.010*\"old\" + 0.009*\"bite\" + 0.009*\"month\" + 0.008*\"shower\" + 0.007*\"babi\" + 0.007*\"would\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>29</td>\n",
       "      <td>0.028*\"rash\" + 0.021*\"cream\" + 0.017*\"use\" + 0.011*\"skin\" + 0.008*\"infect\" + 0.008*\"get\" + 0.007*\"yeast\" + 0.007*\"also\" + 0.007*\"diaper\" + 0.007*\"clear\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>9</td>\n",
       "      <td>0.041*\"milk\" + 0.015*\"nurs\" + 0.014*\"formula\" + 0.014*\"breast\" + 0.011*\"get\" + 0.011*\"babi\" + 0.009*\"drink\" + 0.009*\"breastfeed\" + 0.008*\"feed\" + 0.007*\"day\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>0.075*\"seat\" + 0.054*\"car\" + 0.018*\"stroller\" + 0.014*\"use\" + 0.014*\"babi\" + 0.011*\"bag\" + 0.011*\"one\" + 0.009*\"carseat\" + 0.008*\"infant\" + 0.007*\"face\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>17</td>\n",
       "      <td>0.037*\"month\" + 0.031*\"solid\" + 0.028*\"babi\" + 0.021*\"start\" + 0.020*\"cereal\" + 0.015*\"food\" + 0.011*\"rice\" + 0.010*\"teeth\" + 0.010*\"vomit\" + 0.009*\"spit\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>15</td>\n",
       "      <td>0.033*\"pictur\" + 0.028*\"love\" + 0.024*\"littl\" + 0.024*\"cute\" + 0.020*\"look\" + 0.019*\"babi\" + 0.019*\"photo\" + 0.012*\"beauti\" + 0.012*\"ador\" + 0.012*\"like\"</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Topic Number  \\\n",
       "0            14   \n",
       "1            35   \n",
       "2             7   \n",
       "3            18   \n",
       "4            41   \n",
       "5            29   \n",
       "6             9   \n",
       "7             0   \n",
       "8            17   \n",
       "9            15   \n",
       "\n",
       "                                                                                                                                                                    KTG  \n",
       "0                  0.017*\"birth\" + 0.014*\"pain\" + 0.013*\"babi\" + 0.013*\"labor\" + 0.011*\"get\" + 0.010*\"go\" + 0.010*\"hospit\" + 0.010*\"time\" + 0.009*\"like\" + 0.009*\"hour\"  \n",
       "1                       0.024*\"work\" + 0.011*\"would\" + 0.011*\"get\" + 0.009*\"time\" + 0.009*\"make\" + 0.009*\"job\" + 0.008*\"like\" + 0.008*\"home\" + 0.008*\"pay\" + 0.008*\"go\"  \n",
       "2            0.053*\"teeth\" + 0.023*\"carrier\" + 0.021*\"babi\" + 0.021*\"wrap\" + 0.020*\"ergo\" + 0.016*\"mobi\" + 0.015*\"use\" + 0.013*\"sling\" + 0.013*\"tylenol\" + 0.010*\"like\"  \n",
       "3  0.033*\"breastfeed\" + 0.023*\"feed\" + 0.020*\"formula\" + 0.018*\"babi\" + 0.015*\"breast\" + 0.014*\"mom\" + 0.013*\"nurs\" + 0.012*\"mother\" + 0.012*\"breastfe\" + 0.010*\"women\"  \n",
       "4                 0.015*\"time\" + 0.013*\"get\" + 0.012*\"like\" + 0.010*\"hand\" + 0.010*\"old\" + 0.009*\"bite\" + 0.009*\"month\" + 0.008*\"shower\" + 0.007*\"babi\" + 0.007*\"would\"  \n",
       "5              0.028*\"rash\" + 0.021*\"cream\" + 0.017*\"use\" + 0.011*\"skin\" + 0.008*\"infect\" + 0.008*\"get\" + 0.007*\"yeast\" + 0.007*\"also\" + 0.007*\"diaper\" + 0.007*\"clear\"  \n",
       "6         0.041*\"milk\" + 0.015*\"nurs\" + 0.014*\"formula\" + 0.014*\"breast\" + 0.011*\"get\" + 0.011*\"babi\" + 0.009*\"drink\" + 0.009*\"breastfeed\" + 0.008*\"feed\" + 0.007*\"day\"  \n",
       "7              0.075*\"seat\" + 0.054*\"car\" + 0.018*\"stroller\" + 0.014*\"use\" + 0.014*\"babi\" + 0.011*\"bag\" + 0.011*\"one\" + 0.009*\"carseat\" + 0.008*\"infant\" + 0.007*\"face\"  \n",
       "8            0.037*\"month\" + 0.031*\"solid\" + 0.028*\"babi\" + 0.021*\"start\" + 0.020*\"cereal\" + 0.015*\"food\" + 0.011*\"rice\" + 0.010*\"teeth\" + 0.010*\"vomit\" + 0.009*\"spit\"  \n",
       "9             0.033*\"pictur\" + 0.028*\"love\" + 0.024*\"littl\" + 0.024*\"cute\" + 0.020*\"look\" + 0.019*\"babi\" + 0.019*\"photo\" + 0.012*\"beauti\" + 0.012*\"ador\" + 0.012*\"like\"  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "topic_table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:18:27.918392Z",
     "start_time": "2020-04-12T07:18:27.885410Z"
    }
   },
   "outputs": [],
   "source": [
    "def clean_topic_table(LDA_Model=optimal_model,top_terms=40):\n",
    "\n",
    "    complete = []\n",
    "    KTG_list = []\n",
    "\n",
    "    list_of_topics = [i for i in range(0,optimal_model.num_topics)]\n",
    "\n",
    "    for i in range (0, optimal_model.num_topics):\n",
    "        clean_KTG = \", \".join([word for word, prop in optimal_model.show_topic(i,topn=top_terms)])\n",
    "        KTG_list.append(clean_KTG)\n",
    "\n",
    "    final_list = list(zip(list_of_topics,KTG_list))\n",
    "    return pd.DataFrame(final_list, columns=['Topic Number','KTG'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Testing out the cleaning code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:18:32.967920Z",
     "start_time": "2020-04-12T07:18:31.052605Z"
    }
   },
   "outputs": [],
   "source": [
    "KTG_List = clean_topic_table(LDA_Model=optimal_model,top_terms=40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:18:33.090660Z",
     "start_time": "2020-04-12T07:18:33.071941Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Topic Number</th>\n",
       "      <th>KTG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>seat, car, stroller, use, babi, bag, one, carseat, infant, face, strap, also, get, carri, check, rear, travel, go, need, fit, r, carrier, convert, back, like, har, easi, instal, would, buy, lb, much, realli, old, safeti, good, want, love, mend, graco</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>constip, prune, miralax, poop, lax, grunt, suppositori, poo, fiber, clump, get, juic, use, soften, hairdress, day, stool, babi, iron, bowel, go, probiot, mustard, one, chewabl, work, good, like, fibr, time, help, make, mouss, diaper, glycerin, also, take, lot, colon, raisin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>use, wash, get, water, bath, soap, oil, smell, nose, cold, dri, brush, skin, work, ear, clean, like, spray, also, clear, make, wipe, littl, babi, shampoo, time, help, eczema, bug, everi, one, hair, tri, put, kid, lotion, good, got, deterg, much</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>sleep, bed, babi, month, night, get, crib, room, time, like, old, use, nurs, one, would, put, first, start, work, week, go, back, co, tri, slept, us, still, wake, also, littl, around, need, realli, son, help, thing, good, think, asleep, swaddl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>eye, blue, brown, color, dark, green, look, red, black, colour, blond, light, hair, like, white, grey, turn, darker, bright, hazel, son, pale, daughter, shade, one, gene, born, comic, gray, chang, yellow, skin, genet, babi, pink, get, figurin, littl, husband, month</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>pump, feed, suppli, milk, babi, nurs, work, get, breast, day, bottl, time, help, tri, formula, nippl, like, much, would, make, latch, month, oz, need, lactat, also, one, breastfeed, enough, first, go, good, use, supplement, eat, week, hour, everi, produc, side</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>like, kid, get, thing, one, time, say, think, want, go, know, old, would, babi, make, child, year, realli, need, parent, son, someth, peopl, ask, also, talk, way, daughter, littl, tri, good, even, tell, feel, let, see, take, use, said, play</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>teeth, carrier, babi, wrap, ergo, mobi, use, sling, tylenol, like, one, chew, littl, ring, gum, also, tri, get, love, work, tooth, beco, month, pain, realli, boba, bjorn, frozen, orajel, would, seem, son, front, carri, insert, much, teether, give, first, back</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>salti, gurgl, turned, kid, like, get, dat, sleep, babi, want, one, go, time, would, thing, see, know, night, also, realli, day, photo, make, need, use, year, tri, child, month, good, feel, even, old, back, much, think, peopl, give, someth, got</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>milk, nurs, formula, breast, get, babi, drink, breastfeed, feed, day, like, one, much, time, good, also, month, week, tri, think, give, pump, know, breastmilk, would, start, eat, thing, lot, dairi, realli, make, go, supplement, could, need, take, want, enough, help</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>ink, bfp, acronym, sb, vaccin, time, get, like, make, go, thing, would, kid, child, one, know, feel, also, work, think, realli, lot, help, need, even, way, say, take, month, want, husband, famili, come, son, babi, good, children, right, tri, peopl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>use, one, babi, like, cloth, get, wear, buy, also, amp, love, would, realli, go, got, good, thing, month, great, store, look, size, need, shirt, blanket, make, put, bought, littl, find, stuff, nice, lot, much, still, fit, even, never, bra, want</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>weight, month, lb, bodi, still, back, babi, like, look, stretch, get, gain, exercis, mark, pound, start, belli, week, feel, lose, size, much, realli, pregnanc, go, eat, year, normal, time, walk, think, old, lot, littl, boob, day, calori, lost, skin, fat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>doctor, test, help, get, depress, medic, take, like, go, feel, day, ppd, know, med, time, anxieti, realli, would, month, week, first, also, thing, good, see, need, think, better, call, one, babi, check, symptom, even, normal, start, tri, much, could, someth</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>birth, pain, babi, labor, get, go, hospit, time, like, hour, contract, push, epidur, feel, realli, want, first, would, one, think, thing, got, week, went, even, know, much, could, day, husband, natur, nurs, c, good, section, felt, start, second, back, help</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>pictur, love, littl, cute, look, babi, photo, beauti, ador, like, thank, smile, old, one, pic, month, daughter, girl, get, son, sweet, boy, imgur, year, face, happi, got, first, see, much, great, oh, congrat, day, awesom, birthday, hope, post, make, lol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>like, get, one, year, month, look, babi, head, back, littl, still, realli, much, pain, son, first, go, time, got, make, think, feel, old, would, even, week, sinc, also, know, say, well, tri, use, right, kid, could, see, never, around, said</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>month, solid, babi, start, cereal, food, rice, teeth, vomit, spit, pediatrician, reflux, swallow, like, first, old, feed, time, give, mouth, wait, also, stomach, get, tri, choke, dentist, son, week, eat, thing, gag, much, would, one, readi, puke, digest, pure, day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>breastfeed, feed, formula, babi, breast, mom, nurs, mother, breastfe, women, would, best, feel, like, peopl, make, bottl, support, get, want, need, one, know, fed, tri, even, think, post, survey, child, latch, research, month, studi, public, take, pump, time, realli, breastf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>santa, costum, halloween, dress, utm, go, chang, pumpkin, fairi, one, year, tabl, like, old, want, clau, would, pretend, babi, get, put, vampir, kid, littl, think, real, also, pirat, lie, hat, use, make, amp, princess, month, magic, thing, day, spiderman, monther</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>c, birth, section, hospit, circumcis, midwif, risk, doctor, medic, midwiv, vbac, vagin, emerg, ob, homebirth, would, labor, deliveri, home, natur, gun, doula, center, procedur, complic, experi, option, deliv, babi, peni, rate, women, intact, foreskin, necessari, elect, one, plan, also, pain</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>babi, get, need, like, go, feel, time, know, would, take, thing, child, think, help, make, care, one, mother, even, husband, want, right, realli, peopl, mom, much, leav, way, could, day, say, happen, work, someon, give, tri, parent, see, better, first</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>kid, year, want, get, time, one, old, babi, love, like, think, go, feel, thing, much, realli, would, month, day, first, mom, make, know, famili, son, littl, two, daughter, husband, parent, child, older, way, also, still, sister, even, age, got, good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>name, like, want, peopl, think, kid, would, husband, child, know, one, famili, parent, children, get, make, realli, say, mom, love, go, time, way, never, even, mother, thing, also, life, babi, son, feel, year, call, see, daughter, father, dad, differ, girl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>coma, sunscreen, bastard, ewg, loveawesom, like, babi, get, one, time, use, need, problem, spf, adorlittl, go, know, realli, help, never, feel, thing, even, would, much, want, gd, year, first, think, take, good, make, day, say, jesu, kid, tri, sure, pain</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>book, get, like, time, tri, read, kid, thing, help, give, would, make, go, teacher, realli, learn, someth, behavior, use, also, work, hit, let, good, say, start, know, want, play, need, one, put, way, child, son, tantrum, take, hand, age, teach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>flight, plane, fli, bring, travel, airport, check, gate, time, land, secur, take, babi, lap, flew, trip, airlin, hour, old, get, one, ear, month, attend, extra, tsa, board, snack, help, bottl, pack, make, sure, airplan, seat, need, would, ticket, flown, takeoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>sleep, night, time, get, cri, nap, hour, babi, go, month, wake, bed, day, tri, back, would, work, start, need, minut, like, put, asleep, one, let, still, help, know, everi, bedtim, routin, old, around, much, realli, room, good, thing, littl, week</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>song, sing, music, youtub, cake, watch, love, favorit, show, danc, video, gabba, v, sesam, listen, dinosaur, lullabi, frost, bear, theme, littl, episod, channel, elmo, sang, star, disney, rhyme, sunshin, tune, french, twinkl, version, classic, old, lyric, yo, mr, cartoon, also</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>rash, cream, use, skin, infect, get, yeast, also, diaper, clear, like, realli, wipe, work, make, antibiot, sun, sunscreen, one, red, tri, go, would, doctor, help, littl, good, keep, day, water, powder, area, thing, time, sensit, son, bad, babi, allergi, put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>30</td>\n",
       "      <td>day, get, time, work, home, go, take, babi, like, kid, week, hour, husband, hous, thing, one, make, clean, also, play, help, need, would, mom, even, old, realli, stay, daycar, much, around, good, month, year, watch, lot, dog, love, everi, know</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>31</td>\n",
       "      <td>mom, kid, feel, get, like, time, go, know, friend, school, help, parent, make, would, need, thing, think, work, realli, talk, even, good, tri, one, child, peopl, year, want, take, group, see, much, lot, also, way, son, find, life, famili, say</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>32</td>\n",
       "      <td>period, mirena, iud, pill, cramp, remov, insert, month, spot, year, control, bleed, hormon, get, effect, light, heavi, bc, string, use, cervix, heavier, got, one, condom, paraguard, pap, mine, back, week, stop, like, shot, day, first, still, bled, tri, regular, copper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>33</td>\n",
       "      <td>vaccin, get, child, peopl, kid, risk, would, children, one, sick, immun, shot, think, know, go, doctor, studi, research, like, year, parent, diseas, even, also, time, babi, fever, caus, medic, make, articl, reason, well, want, die, say, thing, us, see, take</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>34</td>\n",
       "      <td>time, day, month, babi, wine, get, go, like, feel, mom, one, drink, alcohol, husband, littl, take, would, week, kid, night, old, work, make, love, thing, glass, sleep, year, realli, first, much, start, want, think, even, still, need, got, coffe, say</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>35</td>\n",
       "      <td>work, would, get, time, make, job, like, home, pay, go, money, one, year, want, know, kid, think, need, also, good, much, realli, peopl, take, could, back, famili, month, thing, child, school, find, look, care, live, use, stay, daycar, lot, help</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>36</td>\n",
       "      <td>potti, train, poop, go, pee, diaper, toilet, time, use, day, accid, start, tri, sit, pull, bathroom, readi, month, get, underwear, nake, like, would, pant, kid, put, big, up, daughter, one, make, work, chang, want, wet, realli, got, son, everi, let</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>37</td>\n",
       "      <td>fennel, pacifi, babi, british, use, time, cutebeauti, like, month, get, margarita, kid, would, one, take, lovealway, thing, want, never, make, tri, think, sweati, realli, someth, day, paci, go, zelda, need, littl, nurs, good, child, know, sleep, dummi, peopl, feel, still</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>38</td>\n",
       "      <td>hair, amp, post, r, blog, cut, reddit, link, sr, look, use, like, girl, get, mommit, amazon, also, ref, dp, utf, littl, one, long, pink, ie, make, qid, ment, b, realli, nail, daughter, curl, thank, mod, tri, boy, short, love, good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>39</td>\n",
       "      <td>tiger, daniel, flea, roger, rawr, sexist, usher, work, get, atticu, would, time, mom, like, one, think, want, realli, kid, make, know, mr, month, home, day, feel, babi, good, littl, way, love, could, old, thing, much, also, stan, need, take, say</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>40</td>\n",
       "      <td>babi, get, help, also, tri, time, like, would, day, take, need, use, go, much, one, thing, realli, put, littl, week, nurs, work, bath, keep, month, diaper, good, sleep, first, make, could, feed, even, chang, water, give, night, hold, better, everi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>41</td>\n",
       "      <td>time, get, like, hand, old, bite, month, shower, babi, would, littl, head, walk, daughter, touch, start, son, kid, face, one, tri, put, hold, thing, go, still, sit, stop, back, year, day, around, take, think, crawl, make, got, nail, laugh, kiss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>42</td>\n",
       "      <td>diaper, cloth, use, dispos, brand, size, wash, chang, babi, one, pamper, get, wet, like, wipe, poop, tri, cover, work, also, laundri, leak, huggi, dri, prefold, deterg, time, go, month, realli, much, day, everi, differ, buy, pocket, never, rash, son, good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>43</td>\n",
       "      <td>bottl, month, use, cup, start, get, sign, one, time, day, tri, speech, like, water, would, go, son, milk, sippi, babi, work, word, also, week, realli, want, drink, first, need, take, earli, much, good, languag, say, help, still, daughter, kid, make</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>44</td>\n",
       "      <td>eat, food, like, make, tri, get, fruit, babi, thing, also, meal, give, one, chees, month, veggi, good, realli, much, littl, use, love, start, day, kid, cook, would, egg, banana, time, snack, meat, cut, lot, old, juic, want, pure, feed, yogurt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>45</td>\n",
       "      <td>toy, gift, one, get, christma, kid, book, door, play, birthday, thing, year, open, room, got, car, put, like, also, old, present, go, make, gate, parti, keep, use, box, lock, littl, stuff, would, could, time, someth, idea, tabl, fun, buy, plastic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>46</td>\n",
       "      <td>pregnanc, pregnant, week, babi, get, first, time, like, birth, go, one, month, would, want, day, feel, got, realli, help, also, know, take, much, even, thing, year, make, sex, tri, born, think, still, start, lot, second, good, two, could, work, back</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>47</td>\n",
       "      <td>kid, movi, drive, stroller, one, go, car, trip, get, walk, love, babi, use, old, also, great, like, park, play, ride, swim, would, pool, citi, littl, lot, around, year, take, toddler, make, water, realli, camp, back, time, good, want, got, bring</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>48</td>\n",
       "      <td>candi, trick, treat, halloween, tracker, oxyclean, pros, mcstuffin, vi, wonderland, costum, cons, go, get, or, make, robin, like, kid, year, think, one, know, month, squee, time, thing, littl, realli, good, would, play, feel, take, say, need, son, bucket, day, work</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>49</td>\n",
       "      <td>babbi, prednison, lipstick, babi, fuzz, printabl, like, rapunzel, gob, punk, day, get, chrome, month, make, go, birth, normalmine, one, mom, feel, even, time, realli, know, thing, son, mumma, would, littl, use, first, work, feed, much, formula, hippo, peopl, tri, never</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
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       "48            48   \n",
       "49            49   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                    KTG  \n",
       "0                                            seat, car, stroller, use, babi, bag, one, carseat, infant, face, strap, also, get, carri, check, rear, travel, go, need, fit, r, carrier, convert, back, like, har, easi, instal, would, buy, lb, much, realli, old, safeti, good, want, love, mend, graco  \n",
       "1                    constip, prune, miralax, poop, lax, grunt, suppositori, poo, fiber, clump, get, juic, use, soften, hairdress, day, stool, babi, iron, bowel, go, probiot, mustard, one, chewabl, work, good, like, fibr, time, help, make, mouss, diaper, glycerin, also, take, lot, colon, raisin  \n",
       "2                                                  use, wash, get, water, bath, soap, oil, smell, nose, cold, dri, brush, skin, work, ear, clean, like, spray, also, clear, make, wipe, littl, babi, shampoo, time, help, eczema, bug, everi, one, hair, tri, put, kid, lotion, good, got, deterg, much  \n",
       "3                                                   sleep, bed, babi, month, night, get, crib, room, time, like, old, use, nurs, one, would, put, first, start, work, week, go, back, co, tri, slept, us, still, wake, also, littl, around, need, realli, son, help, thing, good, think, asleep, swaddl  \n",
       "4                             eye, blue, brown, color, dark, green, look, red, black, colour, blond, light, hair, like, white, grey, turn, darker, bright, hazel, son, pale, daughter, shade, one, gene, born, comic, gray, chang, yellow, skin, genet, babi, pink, get, figurin, littl, husband, month  \n",
       "5                                  pump, feed, suppli, milk, babi, nurs, work, get, breast, day, bottl, time, help, tri, formula, nippl, like, much, would, make, latch, month, oz, need, lactat, also, one, breastfeed, enough, first, go, good, use, supplement, eat, week, hour, everi, produc, side  \n",
       "6                                                      like, kid, get, thing, one, time, say, think, want, go, know, old, would, babi, make, child, year, realli, need, parent, son, someth, peopl, ask, also, talk, way, daughter, littl, tri, good, even, tell, feel, let, see, take, use, said, play  \n",
       "7                                   teeth, carrier, babi, wrap, ergo, mobi, use, sling, tylenol, like, one, chew, littl, ring, gum, also, tri, get, love, work, tooth, beco, month, pain, realli, boba, bjorn, frozen, orajel, would, seem, son, front, carri, insert, much, teether, give, first, back  \n",
       "8                                                   salti, gurgl, turned, kid, like, get, dat, sleep, babi, want, one, go, time, would, thing, see, know, night, also, realli, day, photo, make, need, use, year, tri, child, month, good, feel, even, old, back, much, think, peopl, give, someth, got  \n",
       "9                             milk, nurs, formula, breast, get, babi, drink, breastfeed, feed, day, like, one, much, time, good, also, month, week, tri, think, give, pump, know, breastmilk, would, start, eat, thing, lot, dairi, realli, make, go, supplement, could, need, take, want, enough, help  \n",
       "10                                              ink, bfp, acronym, sb, vaccin, time, get, like, make, go, thing, would, kid, child, one, know, feel, also, work, think, realli, lot, help, need, even, way, say, take, month, want, husband, famili, come, son, babi, good, children, right, tri, peopl  \n",
       "11                                                 use, one, babi, like, cloth, get, wear, buy, also, amp, love, would, realli, go, got, good, thing, month, great, store, look, size, need, shirt, blanket, make, put, bought, littl, find, stuff, nice, lot, much, still, fit, even, never, bra, want  \n",
       "12                                        weight, month, lb, bodi, still, back, babi, like, look, stretch, get, gain, exercis, mark, pound, start, belli, week, feel, lose, size, much, realli, pregnanc, go, eat, year, normal, time, walk, think, old, lot, littl, boob, day, calori, lost, skin, fat  \n",
       "13                                    doctor, test, help, get, depress, medic, take, like, go, feel, day, ppd, know, med, time, anxieti, realli, would, month, week, first, also, thing, good, see, need, think, better, call, one, babi, check, symptom, even, normal, start, tri, much, could, someth  \n",
       "14                                     birth, pain, babi, labor, get, go, hospit, time, like, hour, contract, push, epidur, feel, realli, want, first, would, one, think, thing, got, week, went, even, know, much, could, day, husband, natur, nurs, c, good, section, felt, start, second, back, help  \n",
       "15                                        pictur, love, littl, cute, look, babi, photo, beauti, ador, like, thank, smile, old, one, pic, month, daughter, girl, get, son, sweet, boy, imgur, year, face, happi, got, first, see, much, great, oh, congrat, day, awesom, birthday, hope, post, make, lol  \n",
       "16                                                      like, get, one, year, month, look, babi, head, back, littl, still, realli, much, pain, son, first, go, time, got, make, think, feel, old, would, even, week, sinc, also, know, say, well, tri, use, right, kid, could, see, never, around, said  \n",
       "17                             month, solid, babi, start, cereal, food, rice, teeth, vomit, spit, pediatrician, reflux, swallow, like, first, old, feed, time, give, mouth, wait, also, stomach, get, tri, choke, dentist, son, week, eat, thing, gag, much, would, one, readi, puke, digest, pure, day  \n",
       "18                  breastfeed, feed, formula, babi, breast, mom, nurs, mother, breastfe, women, would, best, feel, like, peopl, make, bottl, support, get, want, need, one, know, fed, tri, even, think, post, survey, child, latch, research, month, studi, public, take, pump, time, realli, breastf  \n",
       "19                              santa, costum, halloween, dress, utm, go, chang, pumpkin, fairi, one, year, tabl, like, old, want, clau, would, pretend, babi, get, put, vampir, kid, littl, think, real, also, pirat, lie, hat, use, make, amp, princess, month, magic, thing, day, spiderman, monther  \n",
       "20  c, birth, section, hospit, circumcis, midwif, risk, doctor, medic, midwiv, vbac, vagin, emerg, ob, homebirth, would, labor, deliveri, home, natur, gun, doula, center, procedur, complic, experi, option, deliv, babi, peni, rate, women, intact, foreskin, necessari, elect, one, plan, also, pain  \n",
       "21                                          babi, get, need, like, go, feel, time, know, would, take, thing, child, think, help, make, care, one, mother, even, husband, want, right, realli, peopl, mom, much, leav, way, could, day, say, happen, work, someon, give, tri, parent, see, better, first  \n",
       "22                                            kid, year, want, get, time, one, old, babi, love, like, think, go, feel, thing, much, realli, would, month, day, first, mom, make, know, famili, son, littl, two, daughter, husband, parent, child, older, way, also, still, sister, even, age, got, good  \n",
       "23                                     name, like, want, peopl, think, kid, would, husband, child, know, one, famili, parent, children, get, make, realli, say, mom, love, go, time, way, never, even, mother, thing, also, life, babi, son, feel, year, call, see, daughter, father, dad, differ, girl  \n",
       "24                                       coma, sunscreen, bastard, ewg, loveawesom, like, babi, get, one, time, use, need, problem, spf, adorlittl, go, know, realli, help, never, feel, thing, even, would, much, want, gd, year, first, think, take, good, make, day, say, jesu, kid, tri, sure, pain  \n",
       "25                                                 book, get, like, time, tri, read, kid, thing, help, give, would, make, go, teacher, realli, learn, someth, behavior, use, also, work, hit, let, good, say, start, know, want, play, need, one, put, way, child, son, tantrum, take, hand, age, teach  \n",
       "26                                flight, plane, fli, bring, travel, airport, check, gate, time, land, secur, take, babi, lap, flew, trip, airlin, hour, old, get, one, ear, month, attend, extra, tsa, board, snack, help, bottl, pack, make, sure, airplan, seat, need, would, ticket, flown, takeoff  \n",
       "27                                               sleep, night, time, get, cri, nap, hour, babi, go, month, wake, bed, day, tri, back, would, work, start, need, minut, like, put, asleep, one, let, still, help, know, everi, bedtim, routin, old, around, much, realli, room, good, thing, littl, week  \n",
       "28                song, sing, music, youtub, cake, watch, love, favorit, show, danc, video, gabba, v, sesam, listen, dinosaur, lullabi, frost, bear, theme, littl, episod, channel, elmo, sang, star, disney, rhyme, sunshin, tune, french, twinkl, version, classic, old, lyric, yo, mr, cartoon, also  \n",
       "29                                    rash, cream, use, skin, infect, get, yeast, also, diaper, clear, like, realli, wipe, work, make, antibiot, sun, sunscreen, one, red, tri, go, would, doctor, help, littl, good, keep, day, water, powder, area, thing, time, sensit, son, bad, babi, allergi, put  \n",
       "30                                                  day, get, time, work, home, go, take, babi, like, kid, week, hour, husband, hous, thing, one, make, clean, also, play, help, need, would, mom, even, old, realli, stay, daycar, much, around, good, month, year, watch, lot, dog, love, everi, know  \n",
       "31                                                   mom, kid, feel, get, like, time, go, know, friend, school, help, parent, make, would, need, thing, think, work, realli, talk, even, good, tri, one, child, peopl, year, want, take, group, see, much, lot, also, way, son, find, life, famili, say  \n",
       "32                         period, mirena, iud, pill, cramp, remov, insert, month, spot, year, control, bleed, hormon, get, effect, light, heavi, bc, string, use, cervix, heavier, got, one, condom, paraguard, pap, mine, back, week, stop, like, shot, day, first, still, bled, tri, regular, copper  \n",
       "33                                    vaccin, get, child, peopl, kid, risk, would, children, one, sick, immun, shot, think, know, go, doctor, studi, research, like, year, parent, diseas, even, also, time, babi, fever, caus, medic, make, articl, reason, well, want, die, say, thing, us, see, take  \n",
       "34                                            time, day, month, babi, wine, get, go, like, feel, mom, one, drink, alcohol, husband, littl, take, would, week, kid, night, old, work, make, love, thing, glass, sleep, year, realli, first, much, start, want, think, even, still, need, got, coffe, say  \n",
       "35                                                work, would, get, time, make, job, like, home, pay, go, money, one, year, want, know, kid, think, need, also, good, much, realli, peopl, take, could, back, famili, month, thing, child, school, find, look, care, live, use, stay, daycar, lot, help  \n",
       "36                                             potti, train, poop, go, pee, diaper, toilet, time, use, day, accid, start, tri, sit, pull, bathroom, readi, month, get, underwear, nake, like, would, pant, kid, put, big, up, daughter, one, make, work, chang, want, wet, realli, got, son, everi, let  \n",
       "37                      fennel, pacifi, babi, british, use, time, cutebeauti, like, month, get, margarita, kid, would, one, take, lovealway, thing, want, never, make, tri, think, sweati, realli, someth, day, paci, go, zelda, need, littl, nurs, good, child, know, sleep, dummi, peopl, feel, still  \n",
       "38                                                               hair, amp, post, r, blog, cut, reddit, link, sr, look, use, like, girl, get, mommit, amazon, also, ref, dp, utf, littl, one, long, pink, ie, make, qid, ment, b, realli, nail, daughter, curl, thank, mod, tri, boy, short, love, good  \n",
       "39                                                tiger, daniel, flea, roger, rawr, sexist, usher, work, get, atticu, would, time, mom, like, one, think, want, realli, kid, make, know, mr, month, home, day, feel, babi, good, littl, way, love, could, old, thing, much, also, stan, need, take, say  \n",
       "40                                              babi, get, help, also, tri, time, like, would, day, take, need, use, go, much, one, thing, realli, put, littl, week, nurs, work, bath, keep, month, diaper, good, sleep, first, make, could, feed, even, chang, water, give, night, hold, better, everi  \n",
       "41                                                 time, get, like, hand, old, bite, month, shower, babi, would, littl, head, walk, daughter, touch, start, son, kid, face, one, tri, put, hold, thing, go, still, sit, stop, back, year, day, around, take, think, crawl, make, got, nail, laugh, kiss  \n",
       "42                                      diaper, cloth, use, dispos, brand, size, wash, chang, babi, one, pamper, get, wet, like, wipe, poop, tri, cover, work, also, laundri, leak, huggi, dri, prefold, deterg, time, go, month, realli, much, day, everi, differ, buy, pocket, never, rash, son, good  \n",
       "43                                             bottl, month, use, cup, start, get, sign, one, time, day, tri, speech, like, water, would, go, son, milk, sippi, babi, work, word, also, week, realli, want, drink, first, need, take, earli, much, good, languag, say, help, still, daughter, kid, make  \n",
       "44                                                   eat, food, like, make, tri, get, fruit, babi, thing, also, meal, give, one, chees, month, veggi, good, realli, much, littl, use, love, start, day, kid, cook, would, egg, banana, time, snack, meat, cut, lot, old, juic, want, pure, feed, yogurt  \n",
       "45                                               toy, gift, one, get, christma, kid, book, door, play, birthday, thing, year, open, room, got, car, put, like, also, old, present, go, make, gate, parti, keep, use, box, lock, littl, stuff, would, could, time, someth, idea, tabl, fun, buy, plastic  \n",
       "46                                            pregnanc, pregnant, week, babi, get, first, time, like, birth, go, one, month, would, want, day, feel, got, realli, help, also, know, take, much, even, thing, year, make, sex, tri, born, think, still, start, lot, second, good, two, could, work, back  \n",
       "47                                                kid, movi, drive, stroller, one, go, car, trip, get, walk, love, babi, use, old, also, great, like, park, play, ride, swim, would, pool, citi, littl, lot, around, year, take, toddler, make, water, realli, camp, back, time, good, want, got, bring  \n",
       "48                            candi, trick, treat, halloween, tracker, oxyclean, pros, mcstuffin, vi, wonderland, costum, cons, go, get, or, make, robin, like, kid, year, think, one, know, month, squee, time, thing, littl, realli, good, would, play, feel, take, say, need, son, bucket, day, work  \n",
       "49                        babbi, prednison, lipstick, babi, fuzz, printabl, like, rapunzel, gob, punk, day, get, chrome, month, make, go, birth, normalmine, one, mom, feel, even, time, realli, know, thing, son, mumma, would, littl, use, first, work, feed, much, formula, hippo, peopl, tri, never  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "KTG_List"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:18:45.138222Z",
     "start_time": "2020-04-12T07:18:45.125402Z"
    }
   },
   "outputs": [],
   "source": [
    "KTG_List.to_csv('Mommit_50_topics_KTG.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:22:08.908443Z",
     "start_time": "2020-04-12T07:19:01.437478Z"
    }
   },
   "outputs": [],
   "source": [
    "#First, get a list of posts, one by one\n",
    "processed_posts = []\n",
    "CompletePosts = Mommit['clean_body'].apply(list)\n",
    "#running for the rest of the data\n",
    "processed_posts = []\n",
    "#creating threads for each of the users\n",
    "for post in CompletePosts:\n",
    "    #Preprocessing each of the threads\n",
    "    processed_posts.append(Tokinization(post))\n",
    "       \n",
    "new_doc2bow = [dictionary.doc2bow(post) for post in processed_posts]\n",
    "vector = optimal_model.get_document_topics(new_doc2bow)\n",
    "\n",
    "#create a list of dictioaries for scores relating to optimum LDA\n",
    "newdictlist = []\n",
    "for i in range(0, len(vector)):\n",
    "    newdictlist.append(dict(vector[i]))\n",
    "\n",
    "\n",
    "topic_bow = pd.DataFrame(newdictlist)\n",
    "\n",
    "topic_bow.fillna(0, inplace=True)\n",
    "\n",
    "topic_bow = topic_bow.round(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:22:13.840716Z",
     "start_time": "2020-04-12T07:22:13.834175Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(6, 0.2634875),\n",
       " (11, 0.18217342),\n",
       " (31, 0.16473112),\n",
       " (35, 0.12040749),\n",
       " (45, 0.23704265)]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vector[2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:22:18.222717Z",
     "start_time": "2020-04-12T07:22:18.215662Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: 0.010027973,\n",
       " 1: 0.010027973,\n",
       " 2: 0.010027973,\n",
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       " 5: 0.010027973,\n",
       " 6: 0.010027973,\n",
       " 7: 0.010027973,\n",
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       " 9: 0.010027973,\n",
       " 10: 0.010027973,\n",
       " 11: 0.010027973,\n",
       " 12: 0.010027973,\n",
       " 13: 0.010027973,\n",
       " 14: 0.010027973,\n",
       " 15: 0.010027973,\n",
       " 16: 0.010027973,\n",
       " 17: 0.010027973,\n",
       " 18: 0.5086293,\n",
       " 19: 0.010027973,\n",
       " 20: 0.010027973,\n",
       " 21: 0.010027973,\n",
       " 22: 0.010027973,\n",
       " 23: 0.010027973,\n",
       " 24: 0.010027973,\n",
       " 25: 0.010027973,\n",
       " 26: 0.010027973,\n",
       " 27: 0.010027973,\n",
       " 28: 0.010027973,\n",
       " 29: 0.010027973,\n",
       " 30: 0.010027973,\n",
       " 31: 0.010027973,\n",
       " 32: 0.010027973,\n",
       " 33: 0.010027973,\n",
       " 34: 0.010027973,\n",
       " 35: 0.010027973,\n",
       " 36: 0.010027973,\n",
       " 37: 0.010027973,\n",
       " 38: 0.010027973,\n",
       " 39: 0.010027973,\n",
       " 40: 0.010027973,\n",
       " 41: 0.010027973,\n",
       " 42: 0.010027973,\n",
       " 43: 0.010027973,\n",
       " 44: 0.010027973,\n",
       " 45: 0.010027973,\n",
       " 46: 0.010027973,\n",
       " 47: 0.010027973,\n",
       " 48: 0.010027973,\n",
       " 49: 0.010027973}"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dict(vector[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:22:22.086103Z",
     "start_time": "2020-04-12T07:22:21.963059Z"
    }
   },
   "outputs": [],
   "source": [
    "# Get dominant topic for each document\n",
    "dominant_topic = np.argmax(topic_bow.values, axis=1)\n",
    "topic_bow['dominant_topic'] = dominant_topic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:22:26.239597Z",
     "start_time": "2020-04-12T07:22:25.887118Z"
    }
   },
   "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>Topic Num</th>\n",
       "      <th>Num Documents</th>\n",
       "      <th>KTG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>31</td>\n",
       "      <td>15473</td>\n",
       "      <td>mom, kid, feel, get, like, time, go, know, friend, school, help, parent, make, would, need, thing, think, work, realli, talk, even, good, tri, one, child, peopl, year, want, take, group, see, much, lot, also, way, son, find, life, famili, say</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>15</td>\n",
       "      <td>15387</td>\n",
       "      <td>pictur, love, littl, cute, look, babi, photo, beauti, ador, like, thank, smile, old, one, pic, month, daughter, girl, get, son, sweet, boy, imgur, year, face, happi, got, first, see, much, great, oh, congrat, day, awesom, birthday, hope, post, make, lol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6</td>\n",
       "      <td>15262</td>\n",
       "      <td>like, kid, get, thing, one, time, say, think, want, go, know, old, would, babi, make, child, year, realli, need, parent, son, someth, peopl, ask, also, talk, way, daughter, littl, tri, good, even, tell, feel, let, see, take, use, said, play</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>22</td>\n",
       "      <td>14726</td>\n",
       "      <td>kid, year, want, get, time, one, old, babi, love, like, think, go, feel, thing, much, realli, would, month, day, first, mom, make, know, famili, son, littl, two, daughter, husband, parent, child, older, way, also, still, sister, even, age, got, good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>23</td>\n",
       "      <td>12316</td>\n",
       "      <td>name, like, want, peopl, think, kid, would, husband, child, know, one, famili, parent, children, get, make, realli, say, mom, love, go, time, way, never, even, mother, thing, also, life, babi, son, feel, year, call, see, daughter, father, dad, differ, girl</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Topic Num  Num Documents  \\\n",
       "0         31          15473   \n",
       "1         15          15387   \n",
       "2          6          15262   \n",
       "3         22          14726   \n",
       "4         23          12316   \n",
       "\n",
       "                                                                                                                                                                                                                                                                KTG  \n",
       "0                mom, kid, feel, get, like, time, go, know, friend, school, help, parent, make, would, need, thing, think, work, realli, talk, even, good, tri, one, child, peopl, year, want, take, group, see, much, lot, also, way, son, find, life, famili, say  \n",
       "1     pictur, love, littl, cute, look, babi, photo, beauti, ador, like, thank, smile, old, one, pic, month, daughter, girl, get, son, sweet, boy, imgur, year, face, happi, got, first, see, much, great, oh, congrat, day, awesom, birthday, hope, post, make, lol  \n",
       "2                  like, kid, get, thing, one, time, say, think, want, go, know, old, would, babi, make, child, year, realli, need, parent, son, someth, peopl, ask, also, talk, way, daughter, littl, tri, good, even, tell, feel, let, see, take, use, said, play  \n",
       "3         kid, year, want, get, time, one, old, babi, love, like, think, go, feel, thing, much, realli, would, month, day, first, mom, make, know, famili, son, littl, two, daughter, husband, parent, child, older, way, also, still, sister, even, age, got, good  \n",
       "4  name, like, want, peopl, think, kid, would, husband, child, know, one, famili, parent, children, get, make, realli, say, mom, love, go, time, way, never, even, mother, thing, also, life, babi, son, feel, year, call, see, daughter, father, dad, differ, girl  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_topic_distribution = topic_bow['dominant_topic'].value_counts().reset_index(name=\"Num Documents\")\n",
    "df_topic_distribution.columns = ['Topic Num', 'Num Documents']\n",
    "df = KTG_List.copy()\n",
    "df_topic_distribution = df_topic_distribution.join(df['KTG'], on='Topic Num')\n",
    "df_topic_distribution.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:22:30.415990Z",
     "start_time": "2020-04-12T07:22:29.981941Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x227251e90>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_topic_distribution.plot.bar(x='Topic Num')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T05:25:43.410361Z",
     "start_time": "2020-04-12T05:25:42.781028Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col1\" class=\"data row0 col1\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col2\" class=\"data row0 col2\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col3\" class=\"data row0 col3\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col4\" class=\"data row0 col4\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col5\" class=\"data row0 col5\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col6\" class=\"data row0 col6\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col7\" class=\"data row0 col7\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col8\" class=\"data row0 col8\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col9\" class=\"data row0 col9\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col10\" class=\"data row0 col10\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col11\" class=\"data row0 col11\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col12\" class=\"data row0 col12\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col13\" class=\"data row0 col13\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col14\" class=\"data row0 col14\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col15\" class=\"data row0 col15\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col16\" class=\"data row0 col16\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col17\" class=\"data row0 col17\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col18\" class=\"data row0 col18\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col19\" class=\"data row0 col19\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col20\" class=\"data row0 col20\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col21\" class=\"data row0 col21\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col22\" class=\"data row0 col22\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col23\" class=\"data row0 col23\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col24\" class=\"data row0 col24\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col25\" class=\"data row0 col25\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col26\" class=\"data row0 col26\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col27\" class=\"data row0 col27\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col28\" class=\"data row0 col28\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col29\" class=\"data row0 col29\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col30\" class=\"data row0 col30\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col31\" class=\"data row0 col31\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col32\" class=\"data row0 col32\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col33\" class=\"data row0 col33\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col34\" class=\"data row0 col34\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col35\" class=\"data row0 col35\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col36\" class=\"data row0 col36\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col37\" class=\"data row0 col37\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col38\" class=\"data row0 col38\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col39\" class=\"data row0 col39\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col40\" class=\"data row0 col40\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col41\" class=\"data row0 col41\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col42\" class=\"data row0 col42\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col43\" class=\"data row0 col43\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col44\" class=\"data row0 col44\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col45\" class=\"data row0 col45\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col46\" class=\"data row0 col46\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col47\" class=\"data row0 col47\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col48\" class=\"data row0 col48\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col49\" class=\"data row0 col49\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col50\" class=\"data row0 col50\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col51\" class=\"data row0 col51\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col52\" class=\"data row0 col52\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col53\" class=\"data row0 col53\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col54\" class=\"data row0 col54\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col55\" class=\"data row0 col55\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col56\" class=\"data row0 col56\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col57\" class=\"data row0 col57\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col58\" class=\"data row0 col58\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col59\" class=\"data row0 col59\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow0_col60\" class=\"data row0 col60\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3dlevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col0\" class=\"data row1 col0\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col1\" class=\"data row1 col1\" >0.582000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col2\" class=\"data row1 col2\" >0.175000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col3\" class=\"data row1 col3\" >0.108000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col4\" class=\"data row1 col4\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col5\" class=\"data row1 col5\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col6\" class=\"data row1 col6\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col7\" class=\"data row1 col7\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col8\" class=\"data row1 col8\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col9\" class=\"data row1 col9\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col10\" class=\"data row1 col10\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col11\" class=\"data row1 col11\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col12\" class=\"data row1 col12\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col13\" class=\"data row1 col13\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col14\" class=\"data row1 col14\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col15\" class=\"data row1 col15\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col16\" class=\"data row1 col16\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col17\" class=\"data row1 col17\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col18\" class=\"data row1 col18\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col19\" class=\"data row1 col19\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col20\" class=\"data row1 col20\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col21\" class=\"data row1 col21\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col22\" class=\"data row1 col22\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col23\" class=\"data row1 col23\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col24\" class=\"data row1 col24\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col25\" class=\"data row1 col25\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col26\" class=\"data row1 col26\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col27\" class=\"data row1 col27\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col28\" class=\"data row1 col28\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col29\" class=\"data row1 col29\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col30\" class=\"data row1 col30\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col31\" class=\"data row1 col31\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col32\" class=\"data row1 col32\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col33\" class=\"data row1 col33\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col34\" class=\"data row1 col34\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col35\" class=\"data row1 col35\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col36\" class=\"data row1 col36\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col37\" class=\"data row1 col37\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col38\" class=\"data row1 col38\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col39\" class=\"data row1 col39\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col40\" class=\"data row1 col40\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col41\" class=\"data row1 col41\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col42\" class=\"data row1 col42\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col43\" class=\"data row1 col43\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col44\" class=\"data row1 col44\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col45\" class=\"data row1 col45\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col46\" class=\"data row1 col46\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col47\" class=\"data row1 col47\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col48\" class=\"data row1 col48\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col49\" class=\"data row1 col49\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col50\" class=\"data row1 col50\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col51\" class=\"data row1 col51\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col52\" class=\"data row1 col52\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col53\" class=\"data row1 col53\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col54\" class=\"data row1 col54\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col55\" class=\"data row1 col55\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col56\" class=\"data row1 col56\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col57\" class=\"data row1 col57\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col58\" class=\"data row1 col58\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col59\" class=\"data row1 col59\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow1_col60\" class=\"data row1 col60\" >1</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3dlevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col0\" class=\"data row2 col0\" >0.211000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col1\" class=\"data row2 col1\" >0.284000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col2\" class=\"data row2 col2\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col3\" class=\"data row2 col3\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col4\" class=\"data row2 col4\" >0.442000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col5\" class=\"data row2 col5\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col6\" class=\"data row2 col6\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col7\" class=\"data row2 col7\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col8\" class=\"data row2 col8\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col9\" class=\"data row2 col9\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col10\" class=\"data row2 col10\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col11\" class=\"data row2 col11\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col12\" class=\"data row2 col12\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col13\" class=\"data row2 col13\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col14\" class=\"data row2 col14\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col15\" class=\"data row2 col15\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col16\" class=\"data row2 col16\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col17\" class=\"data row2 col17\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col18\" class=\"data row2 col18\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col19\" class=\"data row2 col19\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col20\" class=\"data row2 col20\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col21\" class=\"data row2 col21\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col22\" class=\"data row2 col22\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col23\" class=\"data row2 col23\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col24\" class=\"data row2 col24\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col25\" class=\"data row2 col25\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col26\" class=\"data row2 col26\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col27\" class=\"data row2 col27\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col28\" class=\"data row2 col28\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col29\" class=\"data row2 col29\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col30\" class=\"data row2 col30\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col31\" class=\"data row2 col31\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col32\" class=\"data row2 col32\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col33\" class=\"data row2 col33\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col34\" class=\"data row2 col34\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col35\" class=\"data row2 col35\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col36\" class=\"data row2 col36\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col37\" class=\"data row2 col37\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col38\" class=\"data row2 col38\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col39\" class=\"data row2 col39\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col40\" class=\"data row2 col40\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col41\" class=\"data row2 col41\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col42\" class=\"data row2 col42\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col43\" class=\"data row2 col43\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col44\" class=\"data row2 col44\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col45\" class=\"data row2 col45\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col46\" class=\"data row2 col46\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col47\" class=\"data row2 col47\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col48\" class=\"data row2 col48\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col49\" class=\"data row2 col49\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col50\" class=\"data row2 col50\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col51\" class=\"data row2 col51\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col52\" class=\"data row2 col52\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col53\" class=\"data row2 col53\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col54\" class=\"data row2 col54\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col55\" class=\"data row2 col55\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col56\" class=\"data row2 col56\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col57\" class=\"data row2 col57\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col58\" class=\"data row2 col58\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col59\" class=\"data row2 col59\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow2_col60\" class=\"data row2 col60\" >4</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3dlevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col0\" class=\"data row3 col0\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col1\" class=\"data row3 col1\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col2\" class=\"data row3 col2\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col3\" class=\"data row3 col3\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col4\" class=\"data row3 col4\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col5\" class=\"data row3 col5\" >0.194000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col6\" class=\"data row3 col6\" >0.644000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col7\" class=\"data row3 col7\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col8\" class=\"data row3 col8\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col9\" class=\"data row3 col9\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col10\" class=\"data row3 col10\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col11\" class=\"data row3 col11\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col12\" class=\"data row3 col12\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col13\" class=\"data row3 col13\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col14\" class=\"data row3 col14\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col15\" class=\"data row3 col15\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col16\" class=\"data row3 col16\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col17\" class=\"data row3 col17\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col18\" class=\"data row3 col18\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col19\" class=\"data row3 col19\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col20\" class=\"data row3 col20\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col21\" class=\"data row3 col21\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col22\" class=\"data row3 col22\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col23\" class=\"data row3 col23\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col24\" class=\"data row3 col24\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col25\" class=\"data row3 col25\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col26\" class=\"data row3 col26\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col27\" class=\"data row3 col27\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col28\" class=\"data row3 col28\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col29\" class=\"data row3 col29\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col30\" class=\"data row3 col30\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col31\" class=\"data row3 col31\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col32\" class=\"data row3 col32\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col33\" class=\"data row3 col33\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col34\" class=\"data row3 col34\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col35\" class=\"data row3 col35\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col36\" class=\"data row3 col36\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col37\" class=\"data row3 col37\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col38\" class=\"data row3 col38\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col39\" class=\"data row3 col39\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col40\" class=\"data row3 col40\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col41\" class=\"data row3 col41\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col42\" class=\"data row3 col42\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col43\" class=\"data row3 col43\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col44\" class=\"data row3 col44\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col45\" class=\"data row3 col45\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col46\" class=\"data row3 col46\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col47\" class=\"data row3 col47\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col48\" class=\"data row3 col48\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col49\" class=\"data row3 col49\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col50\" class=\"data row3 col50\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col51\" class=\"data row3 col51\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col52\" class=\"data row3 col52\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col53\" class=\"data row3 col53\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col54\" class=\"data row3 col54\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col55\" class=\"data row3 col55\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col56\" class=\"data row3 col56\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col57\" class=\"data row3 col57\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col58\" class=\"data row3 col58\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col59\" class=\"data row3 col59\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow3_col60\" class=\"data row3 col60\" >6</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3dlevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col0\" class=\"data row4 col0\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col1\" class=\"data row4 col1\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col2\" class=\"data row4 col2\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col3\" class=\"data row4 col3\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col4\" class=\"data row4 col4\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col5\" class=\"data row4 col5\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col6\" class=\"data row4 col6\" >0.836000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col7\" class=\"data row4 col7\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col8\" class=\"data row4 col8\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col9\" class=\"data row4 col9\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col10\" class=\"data row4 col10\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col11\" class=\"data row4 col11\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col12\" class=\"data row4 col12\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col13\" class=\"data row4 col13\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col14\" class=\"data row4 col14\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col15\" class=\"data row4 col15\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col16\" class=\"data row4 col16\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col17\" class=\"data row4 col17\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col18\" class=\"data row4 col18\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col19\" class=\"data row4 col19\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col20\" class=\"data row4 col20\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col21\" class=\"data row4 col21\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col22\" class=\"data row4 col22\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col23\" class=\"data row4 col23\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col24\" class=\"data row4 col24\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col25\" class=\"data row4 col25\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col26\" class=\"data row4 col26\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col27\" class=\"data row4 col27\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col28\" class=\"data row4 col28\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col29\" class=\"data row4 col29\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col30\" class=\"data row4 col30\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col31\" class=\"data row4 col31\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col32\" class=\"data row4 col32\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col33\" class=\"data row4 col33\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col34\" class=\"data row4 col34\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col35\" class=\"data row4 col35\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col36\" class=\"data row4 col36\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col37\" class=\"data row4 col37\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col38\" class=\"data row4 col38\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col39\" class=\"data row4 col39\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col40\" class=\"data row4 col40\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col41\" class=\"data row4 col41\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col42\" class=\"data row4 col42\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col43\" class=\"data row4 col43\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col44\" class=\"data row4 col44\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col45\" class=\"data row4 col45\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col46\" class=\"data row4 col46\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col47\" class=\"data row4 col47\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col48\" class=\"data row4 col48\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col49\" class=\"data row4 col49\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col50\" class=\"data row4 col50\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col51\" class=\"data row4 col51\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col52\" class=\"data row4 col52\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col53\" class=\"data row4 col53\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col54\" class=\"data row4 col54\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col55\" class=\"data row4 col55\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col56\" class=\"data row4 col56\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col57\" class=\"data row4 col57\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col58\" class=\"data row4 col58\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col59\" class=\"data row4 col59\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow4_col60\" class=\"data row4 col60\" >6</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3dlevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col0\" class=\"data row5 col0\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col1\" class=\"data row5 col1\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col2\" class=\"data row5 col2\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col3\" class=\"data row5 col3\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col4\" class=\"data row5 col4\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col5\" class=\"data row5 col5\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col6\" class=\"data row5 col6\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col7\" class=\"data row5 col7\" >0.860000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col8\" class=\"data row5 col8\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col9\" class=\"data row5 col9\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col10\" class=\"data row5 col10\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col11\" class=\"data row5 col11\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col12\" class=\"data row5 col12\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col13\" class=\"data row5 col13\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col14\" class=\"data row5 col14\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col15\" class=\"data row5 col15\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col16\" class=\"data row5 col16\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col17\" class=\"data row5 col17\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col18\" class=\"data row5 col18\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col19\" class=\"data row5 col19\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col20\" class=\"data row5 col20\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col21\" class=\"data row5 col21\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col22\" class=\"data row5 col22\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col23\" class=\"data row5 col23\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col24\" class=\"data row5 col24\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col25\" class=\"data row5 col25\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col26\" class=\"data row5 col26\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col27\" class=\"data row5 col27\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col28\" class=\"data row5 col28\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col29\" class=\"data row5 col29\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col30\" class=\"data row5 col30\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col31\" class=\"data row5 col31\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col32\" class=\"data row5 col32\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col33\" class=\"data row5 col33\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col34\" class=\"data row5 col34\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col35\" class=\"data row5 col35\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col36\" class=\"data row5 col36\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col37\" class=\"data row5 col37\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col38\" class=\"data row5 col38\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col39\" class=\"data row5 col39\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col40\" class=\"data row5 col40\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col41\" class=\"data row5 col41\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col42\" class=\"data row5 col42\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col43\" class=\"data row5 col43\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col44\" class=\"data row5 col44\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col45\" class=\"data row5 col45\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col46\" class=\"data row5 col46\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col47\" class=\"data row5 col47\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col48\" class=\"data row5 col48\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col49\" class=\"data row5 col49\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col50\" class=\"data row5 col50\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col51\" class=\"data row5 col51\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col52\" class=\"data row5 col52\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col53\" class=\"data row5 col53\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col54\" class=\"data row5 col54\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col55\" class=\"data row5 col55\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col56\" class=\"data row5 col56\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col57\" class=\"data row5 col57\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col58\" class=\"data row5 col58\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col59\" class=\"data row5 col59\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow5_col60\" class=\"data row5 col60\" >7</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3dlevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col0\" class=\"data row6 col0\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col1\" class=\"data row6 col1\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col2\" class=\"data row6 col2\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col3\" class=\"data row6 col3\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col4\" class=\"data row6 col4\" >0.143000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col5\" class=\"data row6 col5\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col6\" class=\"data row6 col6\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col7\" class=\"data row6 col7\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col8\" class=\"data row6 col8\" >0.769000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col9\" class=\"data row6 col9\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col10\" class=\"data row6 col10\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col11\" class=\"data row6 col11\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col12\" class=\"data row6 col12\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col13\" class=\"data row6 col13\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col14\" class=\"data row6 col14\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col15\" class=\"data row6 col15\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col16\" class=\"data row6 col16\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col17\" class=\"data row6 col17\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col18\" class=\"data row6 col18\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col19\" class=\"data row6 col19\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col20\" class=\"data row6 col20\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col21\" class=\"data row6 col21\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col22\" class=\"data row6 col22\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col23\" class=\"data row6 col23\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col24\" class=\"data row6 col24\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col25\" class=\"data row6 col25\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col26\" class=\"data row6 col26\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col27\" class=\"data row6 col27\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col28\" class=\"data row6 col28\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col29\" class=\"data row6 col29\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col30\" class=\"data row6 col30\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col31\" class=\"data row6 col31\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col32\" class=\"data row6 col32\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col33\" class=\"data row6 col33\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col34\" class=\"data row6 col34\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col35\" class=\"data row6 col35\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col36\" class=\"data row6 col36\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col37\" class=\"data row6 col37\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col38\" class=\"data row6 col38\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col39\" class=\"data row6 col39\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col40\" class=\"data row6 col40\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col41\" class=\"data row6 col41\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col42\" class=\"data row6 col42\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col43\" class=\"data row6 col43\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col44\" class=\"data row6 col44\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col45\" class=\"data row6 col45\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col46\" class=\"data row6 col46\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col47\" class=\"data row6 col47\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col48\" class=\"data row6 col48\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col49\" class=\"data row6 col49\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col50\" class=\"data row6 col50\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col51\" class=\"data row6 col51\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col52\" class=\"data row6 col52\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col53\" class=\"data row6 col53\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col54\" class=\"data row6 col54\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col55\" class=\"data row6 col55\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col56\" class=\"data row6 col56\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col57\" class=\"data row6 col57\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col58\" class=\"data row6 col58\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col59\" class=\"data row6 col59\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow6_col60\" class=\"data row6 col60\" >8</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3dlevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col0\" class=\"data row7 col0\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col1\" class=\"data row7 col1\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col2\" class=\"data row7 col2\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col3\" class=\"data row7 col3\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col4\" class=\"data row7 col4\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col5\" class=\"data row7 col5\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col6\" class=\"data row7 col6\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col7\" class=\"data row7 col7\" >0.672000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col8\" class=\"data row7 col8\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col9\" class=\"data row7 col9\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col10\" class=\"data row7 col10\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col11\" class=\"data row7 col11\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col12\" class=\"data row7 col12\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col13\" class=\"data row7 col13\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col14\" class=\"data row7 col14\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col15\" class=\"data row7 col15\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col16\" class=\"data row7 col16\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col17\" class=\"data row7 col17\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col18\" class=\"data row7 col18\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col19\" class=\"data row7 col19\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col20\" class=\"data row7 col20\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col21\" class=\"data row7 col21\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col22\" class=\"data row7 col22\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col23\" class=\"data row7 col23\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col24\" class=\"data row7 col24\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col25\" class=\"data row7 col25\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col26\" class=\"data row7 col26\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col27\" class=\"data row7 col27\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col28\" class=\"data row7 col28\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col29\" class=\"data row7 col29\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col30\" class=\"data row7 col30\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col31\" class=\"data row7 col31\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col32\" class=\"data row7 col32\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col33\" class=\"data row7 col33\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col34\" class=\"data row7 col34\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col35\" class=\"data row7 col35\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col36\" class=\"data row7 col36\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col37\" class=\"data row7 col37\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col38\" class=\"data row7 col38\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col39\" class=\"data row7 col39\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col40\" class=\"data row7 col40\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col41\" class=\"data row7 col41\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col42\" class=\"data row7 col42\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col43\" class=\"data row7 col43\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col44\" class=\"data row7 col44\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col45\" class=\"data row7 col45\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col46\" class=\"data row7 col46\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col47\" class=\"data row7 col47\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col48\" class=\"data row7 col48\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col49\" class=\"data row7 col49\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col50\" class=\"data row7 col50\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col51\" class=\"data row7 col51\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col52\" class=\"data row7 col52\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col53\" class=\"data row7 col53\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col54\" class=\"data row7 col54\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col55\" class=\"data row7 col55\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col56\" class=\"data row7 col56\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col57\" class=\"data row7 col57\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col58\" class=\"data row7 col58\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col59\" class=\"data row7 col59\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow7_col60\" class=\"data row7 col60\" >7</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3dlevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col0\" class=\"data row8 col0\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col1\" class=\"data row8 col1\" >0.754000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col2\" class=\"data row8 col2\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col3\" class=\"data row8 col3\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col4\" class=\"data row8 col4\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col5\" class=\"data row8 col5\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col6\" class=\"data row8 col6\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col7\" class=\"data row8 col7\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col8\" class=\"data row8 col8\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col9\" class=\"data row8 col9\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col10\" class=\"data row8 col10\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col11\" class=\"data row8 col11\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col12\" class=\"data row8 col12\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col13\" class=\"data row8 col13\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col14\" class=\"data row8 col14\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col15\" class=\"data row8 col15\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col16\" class=\"data row8 col16\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col17\" class=\"data row8 col17\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col18\" class=\"data row8 col18\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col19\" class=\"data row8 col19\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col20\" class=\"data row8 col20\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col21\" class=\"data row8 col21\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col22\" class=\"data row8 col22\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col23\" class=\"data row8 col23\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col24\" class=\"data row8 col24\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col25\" class=\"data row8 col25\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col26\" class=\"data row8 col26\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col27\" class=\"data row8 col27\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col28\" class=\"data row8 col28\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col29\" class=\"data row8 col29\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col30\" class=\"data row8 col30\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col31\" class=\"data row8 col31\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col32\" class=\"data row8 col32\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col33\" class=\"data row8 col33\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col34\" class=\"data row8 col34\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col35\" class=\"data row8 col35\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col36\" class=\"data row8 col36\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col37\" class=\"data row8 col37\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col38\" class=\"data row8 col38\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col39\" class=\"data row8 col39\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col40\" class=\"data row8 col40\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col41\" class=\"data row8 col41\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col42\" class=\"data row8 col42\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col43\" class=\"data row8 col43\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col44\" class=\"data row8 col44\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col45\" class=\"data row8 col45\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col46\" class=\"data row8 col46\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col47\" class=\"data row8 col47\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col48\" class=\"data row8 col48\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col49\" class=\"data row8 col49\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col50\" class=\"data row8 col50\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col51\" class=\"data row8 col51\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col52\" class=\"data row8 col52\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col53\" class=\"data row8 col53\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col54\" class=\"data row8 col54\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col55\" class=\"data row8 col55\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col56\" class=\"data row8 col56\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col57\" class=\"data row8 col57\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col58\" class=\"data row8 col58\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col59\" class=\"data row8 col59\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow8_col60\" class=\"data row8 col60\" >1</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3dlevel0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col0\" class=\"data row9 col0\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col1\" class=\"data row9 col1\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col2\" class=\"data row9 col2\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col3\" class=\"data row9 col3\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col4\" class=\"data row9 col4\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col5\" class=\"data row9 col5\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col6\" class=\"data row9 col6\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col7\" class=\"data row9 col7\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col8\" class=\"data row9 col8\" >0.860000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col9\" class=\"data row9 col9\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col10\" class=\"data row9 col10\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col11\" class=\"data row9 col11\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col12\" class=\"data row9 col12\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col13\" class=\"data row9 col13\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col14\" class=\"data row9 col14\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col15\" class=\"data row9 col15\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col16\" class=\"data row9 col16\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col17\" class=\"data row9 col17\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col18\" class=\"data row9 col18\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col19\" class=\"data row9 col19\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col20\" class=\"data row9 col20\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col21\" class=\"data row9 col21\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col22\" class=\"data row9 col22\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col23\" class=\"data row9 col23\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col24\" class=\"data row9 col24\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col25\" class=\"data row9 col25\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col26\" class=\"data row9 col26\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col27\" class=\"data row9 col27\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col28\" class=\"data row9 col28\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col29\" class=\"data row9 col29\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col30\" class=\"data row9 col30\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col31\" class=\"data row9 col31\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col32\" class=\"data row9 col32\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col33\" class=\"data row9 col33\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col34\" class=\"data row9 col34\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col35\" class=\"data row9 col35\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col36\" class=\"data row9 col36\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col37\" class=\"data row9 col37\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col38\" class=\"data row9 col38\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col39\" class=\"data row9 col39\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col40\" class=\"data row9 col40\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col41\" class=\"data row9 col41\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col42\" class=\"data row9 col42\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col43\" class=\"data row9 col43\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col44\" class=\"data row9 col44\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col45\" class=\"data row9 col45\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col46\" class=\"data row9 col46\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col47\" class=\"data row9 col47\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col48\" class=\"data row9 col48\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col49\" class=\"data row9 col49\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col50\" class=\"data row9 col50\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col51\" class=\"data row9 col51\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col52\" class=\"data row9 col52\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col53\" class=\"data row9 col53\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col54\" class=\"data row9 col54\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col55\" class=\"data row9 col55\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col56\" class=\"data row9 col56\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col57\" class=\"data row9 col57\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col58\" class=\"data row9 col58\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col59\" class=\"data row9 col59\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow9_col60\" class=\"data row9 col60\" >8</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3dlevel0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col0\" class=\"data row10 col0\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col1\" class=\"data row10 col1\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col2\" class=\"data row10 col2\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col3\" class=\"data row10 col3\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col4\" class=\"data row10 col4\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col5\" class=\"data row10 col5\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col6\" class=\"data row10 col6\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col7\" class=\"data row10 col7\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col8\" class=\"data row10 col8\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col9\" class=\"data row10 col9\" >0.672000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col10\" class=\"data row10 col10\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col11\" class=\"data row10 col11\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col12\" class=\"data row10 col12\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col13\" class=\"data row10 col13\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col14\" class=\"data row10 col14\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col15\" class=\"data row10 col15\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col16\" class=\"data row10 col16\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col17\" class=\"data row10 col17\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col18\" class=\"data row10 col18\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col19\" class=\"data row10 col19\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col20\" class=\"data row10 col20\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col21\" class=\"data row10 col21\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col22\" class=\"data row10 col22\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col23\" class=\"data row10 col23\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col24\" class=\"data row10 col24\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col25\" class=\"data row10 col25\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col26\" class=\"data row10 col26\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col27\" class=\"data row10 col27\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col28\" class=\"data row10 col28\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col29\" class=\"data row10 col29\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col30\" class=\"data row10 col30\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col31\" class=\"data row10 col31\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col32\" class=\"data row10 col32\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col33\" class=\"data row10 col33\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col34\" class=\"data row10 col34\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col35\" class=\"data row10 col35\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col36\" class=\"data row10 col36\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col37\" class=\"data row10 col37\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col38\" class=\"data row10 col38\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col39\" class=\"data row10 col39\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col40\" class=\"data row10 col40\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col41\" class=\"data row10 col41\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col42\" class=\"data row10 col42\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col43\" class=\"data row10 col43\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col44\" class=\"data row10 col44\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col45\" class=\"data row10 col45\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col46\" class=\"data row10 col46\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col47\" class=\"data row10 col47\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col48\" class=\"data row10 col48\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col49\" class=\"data row10 col49\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col50\" class=\"data row10 col50\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col51\" class=\"data row10 col51\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col52\" class=\"data row10 col52\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col53\" class=\"data row10 col53\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col54\" class=\"data row10 col54\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col55\" class=\"data row10 col55\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col56\" class=\"data row10 col56\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col57\" class=\"data row10 col57\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col58\" class=\"data row10 col58\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col59\" class=\"data row10 col59\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow10_col60\" class=\"data row10 col60\" >9</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3dlevel0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col0\" class=\"data row11 col0\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col1\" class=\"data row11 col1\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col2\" class=\"data row11 col2\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col3\" class=\"data row11 col3\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col4\" class=\"data row11 col4\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col5\" class=\"data row11 col5\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col6\" class=\"data row11 col6\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col7\" class=\"data row11 col7\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col8\" class=\"data row11 col8\" >0.448000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col9\" class=\"data row11 col9\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col10\" class=\"data row11 col10\" >0.121000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col11\" class=\"data row11 col11\" >0.182000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col12\" class=\"data row11 col12\" >0.193000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col13\" class=\"data row11 col13\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col14\" class=\"data row11 col14\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col15\" class=\"data row11 col15\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col16\" class=\"data row11 col16\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col17\" class=\"data row11 col17\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col18\" class=\"data row11 col18\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col19\" class=\"data row11 col19\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col20\" class=\"data row11 col20\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col21\" class=\"data row11 col21\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col22\" class=\"data row11 col22\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col23\" class=\"data row11 col23\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col24\" class=\"data row11 col24\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col25\" class=\"data row11 col25\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col26\" class=\"data row11 col26\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col27\" class=\"data row11 col27\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col28\" class=\"data row11 col28\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col29\" class=\"data row11 col29\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col30\" class=\"data row11 col30\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col31\" class=\"data row11 col31\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col32\" class=\"data row11 col32\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col33\" class=\"data row11 col33\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col34\" class=\"data row11 col34\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col35\" class=\"data row11 col35\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col36\" class=\"data row11 col36\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col37\" class=\"data row11 col37\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col38\" class=\"data row11 col38\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col39\" class=\"data row11 col39\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col40\" class=\"data row11 col40\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col41\" class=\"data row11 col41\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col42\" class=\"data row11 col42\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col43\" class=\"data row11 col43\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col44\" class=\"data row11 col44\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col45\" class=\"data row11 col45\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col46\" class=\"data row11 col46\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col47\" class=\"data row11 col47\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col48\" class=\"data row11 col48\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col49\" class=\"data row11 col49\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col50\" class=\"data row11 col50\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col51\" class=\"data row11 col51\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col52\" class=\"data row11 col52\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col53\" class=\"data row11 col53\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col54\" class=\"data row11 col54\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col55\" class=\"data row11 col55\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col56\" class=\"data row11 col56\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col57\" class=\"data row11 col57\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col58\" class=\"data row11 col58\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col59\" class=\"data row11 col59\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow11_col60\" class=\"data row11 col60\" >8</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3dlevel0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col0\" class=\"data row12 col0\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col1\" class=\"data row12 col1\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col2\" class=\"data row12 col2\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col3\" class=\"data row12 col3\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col4\" class=\"data row12 col4\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col5\" class=\"data row12 col5\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col6\" class=\"data row12 col6\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col7\" class=\"data row12 col7\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col8\" class=\"data row12 col8\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col9\" class=\"data row12 col9\" >0.250000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col10\" class=\"data row12 col10\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col11\" class=\"data row12 col11\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col12\" class=\"data row12 col12\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col13\" class=\"data row12 col13\" >0.556000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col14\" class=\"data row12 col14\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col15\" class=\"data row12 col15\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col16\" class=\"data row12 col16\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col17\" class=\"data row12 col17\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col18\" class=\"data row12 col18\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col19\" class=\"data row12 col19\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col20\" class=\"data row12 col20\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col21\" class=\"data row12 col21\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col22\" class=\"data row12 col22\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col23\" class=\"data row12 col23\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col24\" class=\"data row12 col24\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col25\" class=\"data row12 col25\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col26\" class=\"data row12 col26\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col27\" class=\"data row12 col27\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col28\" class=\"data row12 col28\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col29\" class=\"data row12 col29\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col30\" class=\"data row12 col30\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col31\" class=\"data row12 col31\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col32\" class=\"data row12 col32\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col33\" class=\"data row12 col33\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col34\" class=\"data row12 col34\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col35\" class=\"data row12 col35\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col36\" class=\"data row12 col36\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col37\" class=\"data row12 col37\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col38\" class=\"data row12 col38\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col39\" class=\"data row12 col39\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col40\" class=\"data row12 col40\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col41\" class=\"data row12 col41\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col42\" class=\"data row12 col42\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col43\" class=\"data row12 col43\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col44\" class=\"data row12 col44\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col45\" class=\"data row12 col45\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col46\" class=\"data row12 col46\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col47\" class=\"data row12 col47\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col48\" class=\"data row12 col48\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col49\" class=\"data row12 col49\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col50\" class=\"data row12 col50\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col51\" class=\"data row12 col51\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col52\" class=\"data row12 col52\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col53\" class=\"data row12 col53\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col54\" class=\"data row12 col54\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col55\" class=\"data row12 col55\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col56\" class=\"data row12 col56\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col57\" class=\"data row12 col57\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col58\" class=\"data row12 col58\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col59\" class=\"data row12 col59\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow12_col60\" class=\"data row12 col60\" >13</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3dlevel0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col0\" class=\"data row13 col0\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col1\" class=\"data row13 col1\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col2\" class=\"data row13 col2\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col3\" class=\"data row13 col3\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col4\" class=\"data row13 col4\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col5\" class=\"data row13 col5\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col6\" class=\"data row13 col6\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col7\" class=\"data row13 col7\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col8\" class=\"data row13 col8\" >0.789000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col9\" class=\"data row13 col9\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col10\" class=\"data row13 col10\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col11\" class=\"data row13 col11\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col12\" class=\"data row13 col12\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col13\" class=\"data row13 col13\" >0.130000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col14\" class=\"data row13 col14\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col15\" class=\"data row13 col15\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col16\" class=\"data row13 col16\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col17\" class=\"data row13 col17\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col18\" class=\"data row13 col18\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col19\" class=\"data row13 col19\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col20\" class=\"data row13 col20\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col21\" class=\"data row13 col21\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col22\" class=\"data row13 col22\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col23\" class=\"data row13 col23\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col24\" class=\"data row13 col24\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col25\" class=\"data row13 col25\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col26\" class=\"data row13 col26\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col27\" class=\"data row13 col27\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col28\" class=\"data row13 col28\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col29\" class=\"data row13 col29\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col30\" class=\"data row13 col30\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col31\" class=\"data row13 col31\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col32\" class=\"data row13 col32\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col33\" class=\"data row13 col33\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col34\" class=\"data row13 col34\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col35\" class=\"data row13 col35\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col36\" class=\"data row13 col36\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col37\" class=\"data row13 col37\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col38\" class=\"data row13 col38\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col39\" class=\"data row13 col39\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col40\" class=\"data row13 col40\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col41\" class=\"data row13 col41\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col42\" class=\"data row13 col42\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col43\" class=\"data row13 col43\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col44\" class=\"data row13 col44\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col45\" class=\"data row13 col45\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col46\" class=\"data row13 col46\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col47\" class=\"data row13 col47\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col48\" class=\"data row13 col48\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col49\" class=\"data row13 col49\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col50\" class=\"data row13 col50\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col51\" class=\"data row13 col51\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col52\" class=\"data row13 col52\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col53\" class=\"data row13 col53\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col54\" class=\"data row13 col54\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col55\" class=\"data row13 col55\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col56\" class=\"data row13 col56\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col57\" class=\"data row13 col57\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col58\" class=\"data row13 col58\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col59\" class=\"data row13 col59\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow13_col60\" class=\"data row13 col60\" >8</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3dlevel0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col0\" class=\"data row14 col0\" >0.068000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col1\" class=\"data row14 col1\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col2\" class=\"data row14 col2\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col3\" class=\"data row14 col3\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col4\" class=\"data row14 col4\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col5\" class=\"data row14 col5\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col6\" class=\"data row14 col6\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col7\" class=\"data row14 col7\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col8\" class=\"data row14 col8\" >0.347000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col9\" class=\"data row14 col9\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col10\" class=\"data row14 col10\" >0.252000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col11\" class=\"data row14 col11\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col12\" class=\"data row14 col12\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col13\" class=\"data row14 col13\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col14\" class=\"data row14 col14\" >0.127000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col15\" class=\"data row14 col15\" >0.117000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col16\" class=\"data row14 col16\" >0.051000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col17\" class=\"data row14 col17\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col18\" class=\"data row14 col18\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col19\" class=\"data row14 col19\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col20\" class=\"data row14 col20\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col21\" class=\"data row14 col21\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col22\" class=\"data row14 col22\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col23\" class=\"data row14 col23\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col24\" class=\"data row14 col24\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col25\" class=\"data row14 col25\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col26\" class=\"data row14 col26\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col27\" class=\"data row14 col27\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col28\" class=\"data row14 col28\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col29\" class=\"data row14 col29\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col30\" class=\"data row14 col30\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col31\" class=\"data row14 col31\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col32\" class=\"data row14 col32\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col33\" class=\"data row14 col33\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col34\" class=\"data row14 col34\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col35\" class=\"data row14 col35\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col36\" class=\"data row14 col36\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col37\" class=\"data row14 col37\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col38\" class=\"data row14 col38\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col39\" class=\"data row14 col39\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col40\" class=\"data row14 col40\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col41\" class=\"data row14 col41\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col42\" class=\"data row14 col42\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col43\" class=\"data row14 col43\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col44\" class=\"data row14 col44\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col45\" class=\"data row14 col45\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col46\" class=\"data row14 col46\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col47\" class=\"data row14 col47\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col48\" class=\"data row14 col48\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col49\" class=\"data row14 col49\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col50\" class=\"data row14 col50\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col51\" class=\"data row14 col51\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col52\" class=\"data row14 col52\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col53\" class=\"data row14 col53\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col54\" class=\"data row14 col54\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col55\" class=\"data row14 col55\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col56\" class=\"data row14 col56\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col57\" class=\"data row14 col57\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col58\" class=\"data row14 col58\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col59\" class=\"data row14 col59\" >0.000000</td>\n",
       "                        <td id=\"T_0e27c6d6_7c7e_11ea_aa90_784f439ccd3drow14_col60\" class=\"data row14 col60\" >8</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x128e29c50>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Styling\n",
    "#this takes a long time becuase it has to track every row...that is why it is limited to 15 rows...\n",
    "def color_green(val):\n",
    "    color = 'blue' if val > .9 else 'black'\n",
    "    return 'color: {col}'.format(col=color)\n",
    "\n",
    "def make_bold(val):\n",
    "    weight = 700 if val > .9 else 400\n",
    "    return 'font-weight: {weight}'.format(weight=weight)\n",
    "\n",
    "# Apply Style\n",
    "#limit to 15 rows\n",
    "topic_bow_styled = topic_bow.head(15).style.applymap(color_green).applymap(make_bold)\n",
    "topic_bow_styled"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:25:38.734743Z",
     "start_time": "2020-04-12T07:25:38.592737Z"
    }
   },
   "outputs": [],
   "source": [
    "#leave in place and add the columns together\n",
    "Mommit.reset_index(drop=True, inplace=True)\n",
    "topic_bow.reset_index(drop=True, inplace=True)\n",
    "New_MizoFrame = pd.concat([Mommit, topic_bow], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:25:49.859384Z",
     "start_time": "2020-04-12T07:25:49.781341Z"
    }
   },
   "outputs": [
    {
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       "      <td>Weed.</td>\n",
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       "      <td>Mommit</td>\n",
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       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Use the money to buy baby gift baskets ( call it the stork basket) for poor moms.. You can even have these mom-to-be come in, learn something for the care of their baby ( dvds, games, chats) and earn mom points for these baskets</td>\n",
       "      <td>use money buy babi gift basket call stork basket poor mom even mom-to-b come learn someth care babi dvd game chat earn mom point basket</td>\n",
       "      <td>Mommit</td>\n",
       "      <td>aprilwine</td>\n",
       "      <td>2010-09-04 07:13:13</td>\n",
       "      <td>t3_d9g7x</td>\n",
       "      <td>t1_c0yixv6</td>\n",
       "      <td>t3_d9g7x</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.184</td>\n",
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       "      <td>0.00</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
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       "      <td>0.000</td>\n",
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       "      <td>0.00</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.164</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.119</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.236</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Throw out your \"plan\" and just go with it.  Sure, you could get pregnant the first month off the IUD, but it usually takes a few months even for perfectly healthy couples.  Don't count on your Halloween baby.  \"The crazy crying period\" is called postpartum depression and not all new mothers get it.  I never did.  If you are afraid of getting frustrated with your child and you haven't even gotten pregnant yet, you may want to re-evaluate if you are really ready for a child.  All new mothers need a support network.  Get out and join moms groups in your area to meet other moms and babies to play with, especially if you are planning to become a SAHM. Also, don't map out a birth plan...none of them go as expected...babies have their own plans.</td>\n",
       "      <td>throw plan go sure could get pregnant first month iud usual take month even perfectli healthi coupl count halloween babi crazi cri period call postpartum depress new mother get never afraid get frustrat child even gotten pregnant yet may want re-evalu realli readi child new mother need support network get join mom group area meet mom babi play especi plan b e sahm also map birth plan none go expect babi plan</td>\n",
       "      <td>Mommit</td>\n",
       "      <td>ChikNugs</td>\n",
       "      <td>2010-09-04 19:52:43</td>\n",
       "      <td>t3_d9mge</td>\n",
       "      <td>t1_c0yk3jj</td>\n",
       "      <td>t3_d9mge</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.017</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.468</td>\n",
       "      <td>0.023</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.480</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>We are going to start trying to get pregnant in a few months or so.  (There is something beyond our control right now causing the fuzzy and slightly unknown time frame.) Besides being afraid of labor, how crazy my mother is and will be, the sudden involvement of family neither of us really see or talk to, and the hormones I'm the most worried about once I give birth and we settle into a routine will I feel like I'm on house arrest?  So far I'm making a mental list of things I hope to do with our little one outside of our home.  While he/she is still pretty small and not really mobile yet I'm hoping to get into some new mother groups and find a mommy centric yoga class and an infant exercise/bonding class.  Once he/she's a toddler then trips to the zoo and family day at the art museum.\\n\\n\\nAfter my sister-in-law had her baby she turned into an avid Facebook user.  I believe it was her way of staying in contact with her friends and filling the void of not being away from home everyday interacting with a lot people.  Maybe you and your friends already use Facebook.  As long as you don't overload your updates about your little one it seems like a nice way to stay in the loop.  Emails and texts just feel like they need to be responded to too quickly and sometimes phone calls come at the worst time possible.  \\n\\n\\nI hope everything works out so your baby is born in October.  I was sort of hoping to not be in my second or third trimester in the summer, but the way things are going we are going to have a fall or winter baby, too.  Any thoughts on being pregnant during the summer?  The heat and humidity already zaps all my energy to begin with.  So, I can't imagine being 25 pounds heavier and short of breath when the heat index is 100.</td>\n",
       "      <td>go start tri get pregnant month someth beyond control right caus fuzzi slightli unknown time frame besid afraid labor crazi mother sudden involv famili neither us realli see talk hormon worri give birth settl routin feel like hous arrest far make mental list thing hope littl one outsid home still pretti small realli mobil yet hope get new mother group find mommi centric yoga class infant exercis bond class toddler trip zoo famili day art museum sister-in-law babi turn avid facebook user believ way stay contact friend fill void away home everyday interact lot peopl mayb friend alreadi use facebook long overload updat littl one seem like nice way stay loop email text feel like need respond quickli sometim phone call come worst time possibl hope everyth work babi born octob sort hope second third trimest summer way thing go go fall winter babi thought pregnant summer heat humid alreadi zap energi begin imagin pound heavier short breath heat index</td>\n",
       "      <td>Mommit</td>\n",
       "      <td>parafrog</td>\n",
       "      <td>2010-09-04 21:02:44</td>\n",
       "      <td>t3_d9mge</td>\n",
       "      <td>t1_c0yk96q</td>\n",
       "      <td>t3_d9mge</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.068</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.085</td>\n",
       "      <td>0.022</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.131</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.013</td>\n",
       "      <td>0.111</td>\n",
       "      <td>0.302</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.224</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             body  \\\n",
       "0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Love all of these!   \n",
       "1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Weed.    \n",
       "2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Use the money to buy baby gift baskets ( call it the stork basket) for poor moms.. You can even have these mom-to-be come in, learn something for the care of their baby ( dvds, games, chats) and earn mom points for these baskets   \n",
       "3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Throw out your \"plan\" and just go with it.  Sure, you could get pregnant the first month off the IUD, but it usually takes a few months even for perfectly healthy couples.  Don't count on your Halloween baby.  \"The crazy crying period\" is called postpartum depression and not all new mothers get it.  I never did.  If you are afraid of getting frustrated with your child and you haven't even gotten pregnant yet, you may want to re-evaluate if you are really ready for a child.  All new mothers need a support network.  Get out and join moms groups in your area to meet other moms and babies to play with, especially if you are planning to become a SAHM. Also, don't map out a birth plan...none of them go as expected...babies have their own plans.     \n",
       "4  We are going to start trying to get pregnant in a few months or so.  (There is something beyond our control right now causing the fuzzy and slightly unknown time frame.) Besides being afraid of labor, how crazy my mother is and will be, the sudden involvement of family neither of us really see or talk to, and the hormones I'm the most worried about once I give birth and we settle into a routine will I feel like I'm on house arrest?  So far I'm making a mental list of things I hope to do with our little one outside of our home.  While he/she is still pretty small and not really mobile yet I'm hoping to get into some new mother groups and find a mommy centric yoga class and an infant exercise/bonding class.  Once he/she's a toddler then trips to the zoo and family day at the art museum.\\n\\n\\nAfter my sister-in-law had her baby she turned into an avid Facebook user.  I believe it was her way of staying in contact with her friends and filling the void of not being away from home everyday interacting with a lot people.  Maybe you and your friends already use Facebook.  As long as you don't overload your updates about your little one it seems like a nice way to stay in the loop.  Emails and texts just feel like they need to be responded to too quickly and sometimes phone calls come at the worst time possible.  \\n\\n\\nI hope everything works out so your baby is born in October.  I was sort of hoping to not be in my second or third trimester in the summer, but the way things are going we are going to have a fall or winter baby, too.  Any thoughts on being pregnant during the summer?  The heat and humidity already zaps all my energy to begin with.  So, I can't imagine being 25 pounds heavier and short of breath when the heat index is 100.   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      clean_body  \\\n",
       "0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           love   \n",
       "1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           weed   \n",
       "2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        use money buy babi gift basket call stork basket poor mom even mom-to-b come learn someth care babi dvd game chat earn mom point basket   \n",
       "3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    throw plan go sure could get pregnant first month iud usual take month even perfectli healthi coupl count halloween babi crazi cri period call postpartum depress new mother get never afraid get frustrat child even gotten pregnant yet may want re-evalu realli readi child new mother need support network get join mom group area meet mom babi play especi plan b e sahm also map birth plan none go expect babi plan   \n",
       "4  go start tri get pregnant month someth beyond control right caus fuzzi slightli unknown time frame besid afraid labor crazi mother sudden involv famili neither us realli see talk hormon worri give birth settl routin feel like hous arrest far make mental list thing hope littl one outsid home still pretti small realli mobil yet hope get new mother group find mommi centric yoga class infant exercis bond class toddler trip zoo famili day art museum sister-in-law babi turn avid facebook user believ way stay contact friend fill void away home everyday interact lot peopl mayb friend alreadi use facebook long overload updat littl one seem like nice way stay loop email text feel like need respond quickli sometim phone call come worst time possibl hope everyth work babi born octob sort hope second third trimest summer way thing go go fall winter babi thought pregnant summer heat humid alreadi zap energi begin imagin pound heavier short breath heat index   \n",
       "\n",
       "  subreddit     author         created_utc   link_id        name parent_id  \\\n",
       "0    Mommit     C5Cane 2010-09-04 06:08:56  t3_d9ev7  t1_c0yiueg  t3_d9ev7   \n",
       "1    Mommit   heyfella 2010-09-04 06:55:40  t3_d9g7x  t1_c0yiwzh  t3_d9g7x   \n",
       "2    Mommit  aprilwine 2010-09-04 07:13:13  t3_d9g7x  t1_c0yixv6  t3_d9g7x   \n",
       "3    Mommit   ChikNugs 2010-09-04 19:52:43  t3_d9mge  t1_c0yk3jj  t3_d9mge   \n",
       "4    Mommit   parafrog 2010-09-04 21:02:44  t3_d9mge  t1_c0yk96q  t3_d9mge   \n",
       "\n",
       "   score  Throwaway     0     1     2     3     4     5      6     7     8  \\\n",
       "0      2      False  0.01  0.01  0.01  0.01  0.01  0.01  0.010  0.01  0.01   \n",
       "1      2      False  0.01  0.01  0.01  0.01  0.01  0.01  0.010  0.01  0.01   \n",
       "2      4      False  0.00  0.00  0.00  0.00  0.00  0.00  0.266  0.00  0.00   \n",
       "3      3      False  0.00  0.00  0.00  0.00  0.00  0.00  0.000  0.00  0.00   \n",
       "4      2      False  0.00  0.00  0.00  0.00  0.00  0.00  0.068  0.00  0.00   \n",
       "\n",
       "      9    10     11     12    13    14    15    16    17    18     19    20  \\\n",
       "0  0.01  0.01  0.010  0.010  0.01  0.01  0.51  0.01  0.01  0.01  0.010  0.01   \n",
       "1  0.01  0.01  0.010  0.010  0.01  0.01  0.01  0.01  0.01  0.01  0.010  0.01   \n",
       "2  0.00  0.00  0.184  0.000  0.00  0.00  0.00  0.00  0.00  0.00  0.000  0.00   \n",
       "3  0.00  0.00  0.000  0.000  0.00  0.00  0.00  0.00  0.00  0.00  0.017  0.00   \n",
       "4  0.00  0.00  0.085  0.022  0.00  0.00  0.00  0.00  0.00  0.00  0.000  0.00   \n",
       "\n",
       "      21    22    23    24    25    26    27    28     29     30     31  \\\n",
       "0  0.010  0.01  0.01  0.01  0.01  0.01  0.01  0.01  0.010  0.010  0.010   \n",
       "1  0.010  0.01  0.01  0.01  0.01  0.01  0.01  0.01  0.010  0.010  0.010   \n",
       "2  0.000  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.000  0.000  0.164   \n",
       "3  0.000  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.000  0.000  0.468   \n",
       "4  0.131  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.013  0.111  0.302   \n",
       "\n",
       "      32    33     34     35    36    37    38    39    40    41    42    43  \\\n",
       "0  0.010  0.01  0.010  0.010  0.01  0.01  0.01  0.01  0.01  0.01  0.01  0.01   \n",
       "1  0.010  0.01  0.509  0.010  0.01  0.01  0.01  0.01  0.01  0.01  0.01  0.01   \n",
       "2  0.000  0.00  0.000  0.119  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00   \n",
       "3  0.023  0.00  0.000  0.000  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00   \n",
       "4  0.000  0.00  0.000  0.000  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00   \n",
       "\n",
       "     44     45     46    47    48    49  dominant_topic  \n",
       "0  0.01  0.010  0.010  0.01  0.01  0.01              15  \n",
       "1  0.01  0.010  0.010  0.01  0.01  0.01              34  \n",
       "2  0.00  0.236  0.000  0.00  0.00  0.00               6  \n",
       "3  0.00  0.000  0.480  0.00  0.00  0.00              46  \n",
       "4  0.00  0.000  0.224  0.04  0.00  0.00              31  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "New_MizoFrame.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:25:54.870333Z",
     "start_time": "2020-04-12T07:25:54.554078Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "103                                                                                                                                                                                                                                                                                                                                                                       The problem with sex is it's so uncomfortable and my lady bits are so uncooperative anyway that I can't even \"get there\" on my own! \n",
       "512                                                                                                                                                                                                                                                                                     Yes.  A few.  In fact, mine are stretched from pulling on my ears when I got them pierced at the age of 9.  \\n\\nEDIT:  addition:  I had to get them re-pierced (right above the stretched holes) when I was an adult. \n",
       "561                                                                                                                                                                                                                                                                                                                                                                                      Wait, is there anyone else here who has actually seen a kid whose ears had been stretched from tugging on their ears?\n",
       "1019                                                                                                                                                                                                                                                                                                  I use condoms, they just still have a pretty high fail rate and I'm still a little freaked. Paranoid.\\r\\n\\r\\nIt's weird because I'm usually so laid back and I don't generally get worried about things.\n",
       "1695                                                                                                                                                                                                                                                                                                      Yeah, it was pretty horrific. I was all happy because it looked like I was in the clear and then I just got really huge and very uncomfortable. My entire belly was itchy. It was pretty miserable. \n",
       "                                                                                                                                                                                                                                                          ...                                                                                                                                                                                                                                                 \n",
       "226316                                                                                                                                                                                                                                                                                                                                                                                           If it’s lower back pain get checked for prolapse / pelvic floor weakness. It’s very common and often missed. \n",
       "227136                                                                                                                                                                                                                                                                                                                Because I don’t want him to suffocate in it if he turns his head to the side or has his neck bent weird. I know he’d probably be fine but I’m a ftm and freak out about everything lol. \n",
       "227734                                                                                                                                                                                   Bleeding happens sometimes. It's just bad luck. When injecting into the muscle, the needle probably passed through a small blood vessel. \\n\\nI used to give my MIL intramuscular injections. Once in awhile we'd get  bleeding afterwards. She said that they didn't hurt any more than the ones that didn't bleed.\\n\n",
       "227937                                                                                                                                                                                                                                                                                                                                                                  This does not have to be your normal! See a pelvic floor PT. Or find some yputruve videos . Check out mommastrong. You can fix this!! \n",
       "228400    I had his experience with my first daughter (no episiotomy but extensive 2nd degree tearing that didn’t heal right/remained tight). I had read up on it online and it seemed to say that it could be surgically repaired. However, I knew I wanted more kids so I didn’t see a point in getting the issue repaired if it might reoccur. So the issue seemed to fix itself after my second was born. I tore again near the opening (where the tightness was) and it was repaired correctly this time.\n",
       "Name: body, Length: 249, dtype: object"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "New_MizoFrame[(New_MizoFrame[16]>0.9) & (New_MizoFrame.body.str.len()>100)].body"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:25:59.303716Z",
     "start_time": "2020-04-12T07:25:59.264864Z"
    }
   },
   "outputs": [],
   "source": [
    "Mizo_Dominant = New_MizoFrame[['body','dominant_topic']]\n",
    "df = KTG_List.copy()\n",
    "df = df.rename(columns={\"Topic Number\": \"dominant_topic\"})\n",
    "Mizo_Dominant = Mizo_Dominant.join(df['KTG'], on='dominant_topic')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:26:03.990675Z",
     "start_time": "2020-04-12T07:26:03.762897Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>body</th>\n",
       "      <th>dominant_topic</th>\n",
       "      <th>KTG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>As for the stuff, I would get what you can via hand-me down, things like exersaucers, pack &amp;amp; plays, swings, etc.  So much of that stuff only gets used for such a short time or not at all.  Neither of my kids like swings, for example, but both love the exersaucers.\\n\\nDon't cheap out on the car seats though.  I found that the better brands, Britax, Recaro, Sunshine Kids, are worth it for ease of installation and use.  Nothing is more annoying than having your straps always get twisted, or not being able to get them tight enough.  Something like 80% of carseats are improperly installed, so find a seat check (ask at Baby's R Us) and install and get your seat checked before the baby comes.\\n\\nRear-facing is much much safer than forward facing, even after the 20lb/1 year mark listed on the infant \"bucket\" seats.  Look for a convertible seat that has a high rear-facing weight limit for once your baby out-grows the infant seat.</td>\n",
       "      <td>0</td>\n",
       "      <td>seat, car, stroller, use, babi, bag, one, carseat, infant, face, strap, also, get, carri, check, rear, travel, go, need, fit, r, carrier, convert, back, like, har, easi, instal, would, buy, lb, much, realli, old, safeti, good, want, love, mend, graco</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>You can usually check with the local fire or police department - most usually have someone on staff who went through a very through class on installing car seats properly.\\n\\nAs Babies R Us has been mentioned - one thing we loved about them is that they are quite happy to take things down off the display so you can try them out, and see how easy they are to set up &amp;amp; take down.  They'll even let you take the display car seats out to your vehicle to see how they'll fit.</td>\n",
       "      <td>0</td>\n",
       "      <td>seat, car, stroller, use, babi, bag, one, carseat, infant, face, strap, also, get, carri, check, rear, travel, go, need, fit, r, carrier, convert, back, like, har, easi, instal, would, buy, lb, much, realli, old, safeti, good, want, love, mend, graco</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>I will second the better brands of car seats.  Britax and Sunshine Kids are well worth the price.  We have used seats from both manufacturers and loved them.</td>\n",
       "      <td>0</td>\n",
       "      <td>seat, car, stroller, use, babi, bag, one, carseat, infant, face, strap, also, get, carri, check, rear, travel, go, need, fit, r, carrier, convert, back, like, har, easi, instal, would, buy, lb, much, realli, old, safeti, good, want, love, mend, graco</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>I loved my sling when my daughter was a baby.  I had a hotsling (www.hotslings.com.)  It is super versatile and goes from infant (cradle position through toddler with a hip-carry.  We have a Maclaren stroller and also really love it.  Don't waste your money on a travel system.  They are really bulky and heavy.  Next time around we plan to buy a snap n go stroller frame to pop the infant car seat into.  Once the baby is out of the snap n go, I will move it to the Maclaren.  I bought about 5 strollers with my daughter and the Mac is by far my favorite.</td>\n",
       "      <td>0</td>\n",
       "      <td>seat, car, stroller, use, babi, bag, one, carseat, infant, face, strap, also, get, carri, check, rear, travel, go, need, fit, r, carrier, convert, back, like, har, easi, instal, would, buy, lb, much, realli, old, safeti, good, want, love, mend, graco</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>Quieter, and you don't have to lug around diaper bags and strollers!!  Just your bloated pregnant body.</td>\n",
       "      <td>0</td>\n",
       "      <td>seat, car, stroller, use, babi, bag, one, carseat, infant, face, strap, also, get, carri, check, rear, travel, go, need, fit, r, carrier, convert, back, like, har, easi, instal, would, buy, lb, much, realli, old, safeti, good, want, love, mend, graco</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232631</th>\n",
       "      <td>My friend was concerned about this and contacted the manufacturer of her car seat. They sent her covers that are approved for her car seat.</td>\n",
       "      <td>0</td>\n",
       "      <td>seat, car, stroller, use, babi, bag, one, carseat, infant, face, strap, also, get, carri, check, rear, travel, go, need, fit, r, carrier, convert, back, like, har, easi, instal, would, buy, lb, much, realli, old, safeti, good, want, love, mend, graco</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232632</th>\n",
       "      <td>We have the britax frontier clicktight and my daughter is 96 percentile (height). She is 40lbs. We don’t have any issue with digging.</td>\n",
       "      <td>0</td>\n",
       "      <td>seat, car, stroller, use, babi, bag, one, carseat, infant, face, strap, also, get, carri, check, rear, travel, go, need, fit, r, carrier, convert, back, like, har, easi, instal, would, buy, lb, much, realli, old, safeti, good, want, love, mend, graco</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232727</th>\n",
       "      <td>The Graco Extend2Fit fits. It's tight, but not touching the front seats, unless you have to have the front seats all the way back for some reason. I can't say enough good things about the car seat in general, and I can vouch that it absolutely fits in that exact car. My only complaint is that its hard to lift my son out of the car seat because the ceiling is so low, but that's going to be an issue with any convertible car seat. If I could afford it I'd get a car with more headroom or a minivan lol. Its not that its impossible to get him out, I can manage it, its just awkward.</td>\n",
       "      <td>0</td>\n",
       "      <td>seat, car, stroller, use, babi, bag, one, carseat, infant, face, strap, also, get, carri, check, rear, travel, go, need, fit, r, carrier, convert, back, like, har, easi, instal, would, buy, lb, much, realli, old, safeti, good, want, love, mend, graco</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232729</th>\n",
       "      <td>Thank you so much!!! If I could afford a new car right now the car seat wouldn’t be so much of an issue, but my hubby and I just bought our first house.</td>\n",
       "      <td>0</td>\n",
       "      <td>seat, car, stroller, use, babi, bag, one, carseat, infant, face, strap, also, get, carri, check, rear, travel, go, need, fit, r, carrier, convert, back, like, har, easi, instal, would, buy, lb, much, realli, old, safeti, good, want, love, mend, graco</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232776</th>\n",
       "      <td>I agree but if it’s not explicitly tested with the car seat it’s technically not safe. Also wearing jackets and hoodies has also been shown to not be safe for a similar reason. There are plenty of car seats that have covers that have been tested and proven safe, or manufacturers that will send you covers that are safe :)</td>\n",
       "      <td>0</td>\n",
       "      <td>seat, car, stroller, use, babi, bag, one, carseat, infant, face, strap, also, get, carri, check, rear, travel, go, need, fit, r, carrier, convert, back, like, har, easi, instal, would, buy, lb, much, realli, old, safeti, good, want, love, mend, graco</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1889 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              body  \\\n",
       "30      As for the stuff, I would get what you can via hand-me down, things like exersaucers, pack &amp; plays, swings, etc.  So much of that stuff only gets used for such a short time or not at all.  Neither of my kids like swings, for example, but both love the exersaucers.\\n\\nDon't cheap out on the car seats though.  I found that the better brands, Britax, Recaro, Sunshine Kids, are worth it for ease of installation and use.  Nothing is more annoying than having your straps always get twisted, or not being able to get them tight enough.  Something like 80% of carseats are improperly installed, so find a seat check (ask at Baby's R Us) and install and get your seat checked before the baby comes.\\n\\nRear-facing is much much safer than forward facing, even after the 20lb/1 year mark listed on the infant \"bucket\" seats.  Look for a convertible seat that has a high rear-facing weight limit for once your baby out-grows the infant seat.   \n",
       "39                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    You can usually check with the local fire or police department - most usually have someone on staff who went through a very through class on installing car seats properly.\\n\\nAs Babies R Us has been mentioned - one thing we loved about them is that they are quite happy to take things down off the display so you can try them out, and see how easy they are to set up &amp; take down.  They'll even let you take the display car seats out to your vehicle to see how they'll fit.   \n",
       "48                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  I will second the better brands of car seats.  Britax and Sunshine Kids are well worth the price.  We have used seats from both manufacturers and loved them.    \n",
       "50                                                                                                                                                                                                                                                                                                                                                                                                    I loved my sling when my daughter was a baby.  I had a hotsling (www.hotslings.com.)  It is super versatile and goes from infant (cradle position through toddler with a hip-carry.  We have a Maclaren stroller and also really love it.  Don't waste your money on a travel system.  They are really bulky and heavy.  Next time around we plan to buy a snap n go stroller frame to pop the infant car seat into.  Once the baby is out of the snap n go, I will move it to the Maclaren.  I bought about 5 strollers with my daughter and the Mac is by far my favorite.   \n",
       "244                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Quieter, and you don't have to lug around diaper bags and strollers!!  Just your bloated pregnant body.   \n",
       "...                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            ...   \n",
       "232631                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 My friend was concerned about this and contacted the manufacturer of her car seat. They sent her covers that are approved for her car seat.   \n",
       "232632                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      We have the britax frontier clicktight and my daughter is 96 percentile (height). She is 40lbs. We don’t have any issue with digging.    \n",
       "232727                                                                                                                                                                                                                                                                                                                                                                      The Graco Extend2Fit fits. It's tight, but not touching the front seats, unless you have to have the front seats all the way back for some reason. I can't say enough good things about the car seat in general, and I can vouch that it absolutely fits in that exact car. My only complaint is that its hard to lift my son out of the car seat because the ceiling is so low, but that's going to be an issue with any convertible car seat. If I could afford it I'd get a car with more headroom or a minivan lol. Its not that its impossible to get him out, I can manage it, its just awkward.   \n",
       "232729                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   Thank you so much!!! If I could afford a new car right now the car seat wouldn’t be so much of an issue, but my hubby and I just bought our first house.    \n",
       "232776                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          I agree but if it’s not explicitly tested with the car seat it’s technically not safe. Also wearing jackets and hoodies has also been shown to not be safe for a similar reason. There are plenty of car seats that have covers that have been tested and proven safe, or manufacturers that will send you covers that are safe :)   \n",
       "\n",
       "        dominant_topic  \\\n",
       "30                   0   \n",
       "39                   0   \n",
       "48                   0   \n",
       "50                   0   \n",
       "244                  0   \n",
       "...                ...   \n",
       "232631               0   \n",
       "232632               0   \n",
       "232727               0   \n",
       "232729               0   \n",
       "232776               0   \n",
       "\n",
       "                                                                                                                                                                                                                                                               KTG  \n",
       "30      seat, car, stroller, use, babi, bag, one, carseat, infant, face, strap, also, get, carri, check, rear, travel, go, need, fit, r, carrier, convert, back, like, har, easi, instal, would, buy, lb, much, realli, old, safeti, good, want, love, mend, graco  \n",
       "39      seat, car, stroller, use, babi, bag, one, carseat, infant, face, strap, also, get, carri, check, rear, travel, go, need, fit, r, carrier, convert, back, like, har, easi, instal, would, buy, lb, much, realli, old, safeti, good, want, love, mend, graco  \n",
       "48      seat, car, stroller, use, babi, bag, one, carseat, infant, face, strap, also, get, carri, check, rear, travel, go, need, fit, r, carrier, convert, back, like, har, easi, instal, would, buy, lb, much, realli, old, safeti, good, want, love, mend, graco  \n",
       "50      seat, car, stroller, use, babi, bag, one, carseat, infant, face, strap, also, get, carri, check, rear, travel, go, need, fit, r, carrier, convert, back, like, har, easi, instal, would, buy, lb, much, realli, old, safeti, good, want, love, mend, graco  \n",
       "244     seat, car, stroller, use, babi, bag, one, carseat, infant, face, strap, also, get, carri, check, rear, travel, go, need, fit, r, carrier, convert, back, like, har, easi, instal, would, buy, lb, much, realli, old, safeti, good, want, love, mend, graco  \n",
       "...                                                                                                                                                                                                                                                            ...  \n",
       "232631  seat, car, stroller, use, babi, bag, one, carseat, infant, face, strap, also, get, carri, check, rear, travel, go, need, fit, r, carrier, convert, back, like, har, easi, instal, would, buy, lb, much, realli, old, safeti, good, want, love, mend, graco  \n",
       "232632  seat, car, stroller, use, babi, bag, one, carseat, infant, face, strap, also, get, carri, check, rear, travel, go, need, fit, r, carrier, convert, back, like, har, easi, instal, would, buy, lb, much, realli, old, safeti, good, want, love, mend, graco  \n",
       "232727  seat, car, stroller, use, babi, bag, one, carseat, infant, face, strap, also, get, carri, check, rear, travel, go, need, fit, r, carrier, convert, back, like, har, easi, instal, would, buy, lb, much, realli, old, safeti, good, want, love, mend, graco  \n",
       "232729  seat, car, stroller, use, babi, bag, one, carseat, infant, face, strap, also, get, carri, check, rear, travel, go, need, fit, r, carrier, convert, back, like, har, easi, instal, would, buy, lb, much, realli, old, safeti, good, want, love, mend, graco  \n",
       "232776  seat, car, stroller, use, babi, bag, one, carseat, infant, face, strap, also, get, carri, check, rear, travel, go, need, fit, r, carrier, convert, back, like, har, easi, instal, would, buy, lb, much, realli, old, safeti, good, want, love, mend, graco  \n",
       "\n",
       "[1889 rows x 3 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Mizo_Dominant[(Mizo_Dominant['dominant_topic']==0) & (Mizo_Dominant['body'].str.len()>100)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Normalizing the scores, so that we can always use 0.9 as the perc..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:26:11.148728Z",
     "start_time": "2020-04-12T07:26:09.913719Z"
    }
   },
   "outputs": [],
   "source": [
    "topic_bow_norm=(topic_bow-topic_bow.mean())/topic_bow.std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:26:15.812920Z",
     "start_time": "2020-04-12T07:26:15.381244Z"
    }
   },
   "outputs": [],
   "source": [
    "topic_bow_norm['dominant_topic'] = topic_bow_norm.idxmax(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:26:19.960100Z",
     "start_time": "2020-04-12T07:26:19.878995Z"
    }
   },
   "outputs": [],
   "source": [
    "#leave in place and add the columns together\n",
    "Mommit.reset_index(drop=True, inplace=True)\n",
    "topic_bow_norm.reset_index(drop=True, inplace=True)\n",
    "New_MizoFrame_norm = pd.concat([Mommit, topic_bow_norm], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:26:24.212307Z",
     "start_time": "2020-04-12T07:26:24.163752Z"
    }
   },
   "outputs": [
    {
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       "      <th>clean_body</th>\n",
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       "      <th>28</th>\n",
       "      <th>29</th>\n",
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       "      <th>32</th>\n",
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       "      <th>38</th>\n",
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       "      <td>Love all of these!</td>\n",
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       "      <td>Mommit</td>\n",
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       "      <td>2010-09-04 06:08:56</td>\n",
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       "      <td>1.143149</td>\n",
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       "      <td>Weed.</td>\n",
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       "      <td>Mommit</td>\n",
       "      <td>heyfella</td>\n",
       "      <td>2010-09-04 06:55:40</td>\n",
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       "      <td>1.143149</td>\n",
       "      <td>1.979599</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Use the money to buy baby gift baskets ( call it the stork basket) for poor moms.. You can even have these mom-to-be come in, learn something for the care of their baby ( dvds, games, chats) and earn mom points for these baskets</td>\n",
       "      <td>use money buy babi gift basket call stork basket poor mom even mom-to-b come learn someth care babi dvd game chat earn mom point basket</td>\n",
       "      <td>Mommit</td>\n",
       "      <td>aprilwine</td>\n",
       "      <td>2010-09-04 07:13:13</td>\n",
       "      <td>t3_d9g7x</td>\n",
       "      <td>t1_c0yixv6</td>\n",
       "      <td>t3_d9g7x</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
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       "      <td>-0.227210</td>\n",
       "      <td>-0.106547</td>\n",
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       "      <td>1.238869</td>\n",
       "      <td>-0.135221</td>\n",
       "      <td>-0.092867</td>\n",
       "      <td>-0.169689</td>\n",
       "      <td>-0.103734</td>\n",
       "      <td>1.162616</td>\n",
       "      <td>-0.187342</td>\n",
       "      <td>-0.216615</td>\n",
       "      <td>-0.19487</td>\n",
       "      <td>-0.341862</td>\n",
       "      <td>-0.201134</td>\n",
       "      <td>-0.142787</td>\n",
       "      <td>-0.193134</td>\n",
       "      <td>-0.081857</td>\n",
       "      <td>-0.134034</td>\n",
       "      <td>-0.285646</td>\n",
       "      <td>-0.315430</td>\n",
       "      <td>-0.297904</td>\n",
       "      <td>-0.098547</td>\n",
       "      <td>-0.238164</td>\n",
       "      <td>-0.110403</td>\n",
       "      <td>-0.286285</td>\n",
       "      <td>-0.136187</td>\n",
       "      <td>-0.125927</td>\n",
       "      <td>-0.286767</td>\n",
       "      <td>0.613994</td>\n",
       "      <td>-0.095368</td>\n",
       "      <td>-0.191974</td>\n",
       "      <td>-0.100974</td>\n",
       "      <td>0.545561</td>\n",
       "      <td>-0.163720</td>\n",
       "      <td>-0.103501</td>\n",
       "      <td>-0.200508</td>\n",
       "      <td>-0.076823</td>\n",
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       "      <td>-0.237413</td>\n",
       "      <td>-0.162676</td>\n",
       "      <td>-0.174938</td>\n",
       "      <td>-0.230459</td>\n",
       "      <td>2.533308</td>\n",
       "      <td>-0.235745</td>\n",
       "      <td>-0.186312</td>\n",
       "      <td>-0.072132</td>\n",
       "      <td>-0.069264</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Throw out your \"plan\" and just go with it.  Sure, you could get pregnant the first month off the IUD, but it usually takes a few months even for perfectly healthy couples.  Don't count on your Halloween baby.  \"The crazy crying period\" is called postpartum depression and not all new mothers get it.  I never did.  If you are afraid of getting frustrated with your child and you haven't even gotten pregnant yet, you may want to re-evaluate if you are really ready for a child.  All new mothers need a support network.  Get out and join moms groups in your area to meet other moms and babies to play with, especially if you are planning to become a SAHM. Also, don't map out a birth plan...none of them go as expected...babies have their own plans.</td>\n",
       "      <td>throw plan go sure could get pregnant first month iud usual take month even perfectli healthi coupl count halloween babi crazi cri period call postpartum depress new mother get never afraid get frustrat child even gotten pregnant yet may want re-evalu realli readi child new mother need support network get join mom group area meet mom babi play especi plan b e sahm also map birth plan none go expect babi plan</td>\n",
       "      <td>Mommit</td>\n",
       "      <td>ChikNugs</td>\n",
       "      <td>2010-09-04 19:52:43</td>\n",
       "      <td>t3_d9mge</td>\n",
       "      <td>t1_c0yk3jj</td>\n",
       "      <td>t3_d9mge</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "      <td>-0.151348</td>\n",
       "      <td>-0.067122</td>\n",
       "      <td>-0.174516</td>\n",
       "      <td>-0.227210</td>\n",
       "      <td>-0.106547</td>\n",
       "      <td>-0.151446</td>\n",
       "      <td>-0.336402</td>\n",
       "      <td>-0.135221</td>\n",
       "      <td>-0.092867</td>\n",
       "      <td>-0.169689</td>\n",
       "      <td>-0.103734</td>\n",
       "      <td>-0.258208</td>\n",
       "      <td>-0.187342</td>\n",
       "      <td>-0.216615</td>\n",
       "      <td>-0.19487</td>\n",
       "      <td>-0.341862</td>\n",
       "      <td>-0.201134</td>\n",
       "      <td>-0.142787</td>\n",
       "      <td>-0.193134</td>\n",
       "      <td>0.765054</td>\n",
       "      <td>-0.134034</td>\n",
       "      <td>-0.285646</td>\n",
       "      <td>-0.315430</td>\n",
       "      <td>-0.297904</td>\n",
       "      <td>-0.098547</td>\n",
       "      <td>-0.238164</td>\n",
       "      <td>-0.110403</td>\n",
       "      <td>-0.286285</td>\n",
       "      <td>-0.136187</td>\n",
       "      <td>-0.125927</td>\n",
       "      <td>-0.286767</td>\n",
       "      <td>2.352903</td>\n",
       "      <td>0.821755</td>\n",
       "      <td>-0.191974</td>\n",
       "      <td>-0.100974</td>\n",
       "      <td>-0.278343</td>\n",
       "      <td>-0.163720</td>\n",
       "      <td>-0.103501</td>\n",
       "      <td>-0.200508</td>\n",
       "      <td>-0.076823</td>\n",
       "      <td>-0.187045</td>\n",
       "      <td>-0.237413</td>\n",
       "      <td>-0.162676</td>\n",
       "      <td>-0.174938</td>\n",
       "      <td>-0.230459</td>\n",
       "      <td>-0.209079</td>\n",
       "      <td>3.812333</td>\n",
       "      <td>-0.186312</td>\n",
       "      <td>-0.072132</td>\n",
       "      <td>-0.069264</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>We are going to start trying to get pregnant in a few months or so.  (There is something beyond our control right now causing the fuzzy and slightly unknown time frame.) Besides being afraid of labor, how crazy my mother is and will be, the sudden involvement of family neither of us really see or talk to, and the hormones I'm the most worried about once I give birth and we settle into a routine will I feel like I'm on house arrest?  So far I'm making a mental list of things I hope to do with our little one outside of our home.  While he/she is still pretty small and not really mobile yet I'm hoping to get into some new mother groups and find a mommy centric yoga class and an infant exercise/bonding class.  Once he/she's a toddler then trips to the zoo and family day at the art museum.\\n\\n\\nAfter my sister-in-law had her baby she turned into an avid Facebook user.  I believe it was her way of staying in contact with her friends and filling the void of not being away from home everyday interacting with a lot people.  Maybe you and your friends already use Facebook.  As long as you don't overload your updates about your little one it seems like a nice way to stay in the loop.  Emails and texts just feel like they need to be responded to too quickly and sometimes phone calls come at the worst time possible.  \\n\\n\\nI hope everything works out so your baby is born in October.  I was sort of hoping to not be in my second or third trimester in the summer, but the way things are going we are going to have a fall or winter baby, too.  Any thoughts on being pregnant during the summer?  The heat and humidity already zaps all my energy to begin with.  So, I can't imagine being 25 pounds heavier and short of breath when the heat index is 100.</td>\n",
       "      <td>go start tri get pregnant month someth beyond control right caus fuzzi slightli unknown time frame besid afraid labor crazi mother sudden involv famili neither us realli see talk hormon worri give birth settl routin feel like hous arrest far make mental list thing hope littl one outsid home still pretti small realli mobil yet hope get new mother group find mommi centric yoga class infant exercis bond class toddler trip zoo famili day art museum sister-in-law babi turn avid facebook user believ way stay contact friend fill void away home everyday interact lot peopl mayb friend alreadi use facebook long overload updat littl one seem like nice way stay loop email text feel like need respond quickli sometim phone call come worst time possibl hope everyth work babi born octob sort hope second third trimest summer way thing go go fall winter babi thought pregnant summer heat humid alreadi zap energi begin imagin pound heavier short breath heat index</td>\n",
       "      <td>Mommit</td>\n",
       "      <td>parafrog</td>\n",
       "      <td>2010-09-04 21:02:44</td>\n",
       "      <td>t3_d9mge</td>\n",
       "      <td>t1_c0yk96q</td>\n",
       "      <td>t3_d9mge</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>-0.151348</td>\n",
       "      <td>-0.067122</td>\n",
       "      <td>-0.174516</td>\n",
       "      <td>-0.227210</td>\n",
       "      <td>-0.106547</td>\n",
       "      <td>-0.151446</td>\n",
       "      <td>0.066299</td>\n",
       "      <td>-0.135221</td>\n",
       "      <td>-0.092867</td>\n",
       "      <td>-0.169689</td>\n",
       "      <td>-0.103734</td>\n",
       "      <td>0.398151</td>\n",
       "      <td>0.064788</td>\n",
       "      <td>-0.216615</td>\n",
       "      <td>-0.19487</td>\n",
       "      <td>-0.341862</td>\n",
       "      <td>-0.201134</td>\n",
       "      <td>-0.142787</td>\n",
       "      <td>-0.193134</td>\n",
       "      <td>-0.081857</td>\n",
       "      <td>-0.134034</td>\n",
       "      <td>0.586057</td>\n",
       "      <td>-0.315430</td>\n",
       "      <td>-0.297904</td>\n",
       "      <td>-0.098547</td>\n",
       "      <td>-0.238164</td>\n",
       "      <td>-0.110403</td>\n",
       "      <td>-0.286285</td>\n",
       "      <td>-0.136187</td>\n",
       "      <td>0.120618</td>\n",
       "      <td>0.485084</td>\n",
       "      <td>1.403367</td>\n",
       "      <td>-0.095368</td>\n",
       "      <td>-0.191974</td>\n",
       "      <td>-0.100974</td>\n",
       "      <td>-0.278343</td>\n",
       "      <td>-0.163720</td>\n",
       "      <td>-0.103501</td>\n",
       "      <td>-0.200508</td>\n",
       "      <td>-0.076823</td>\n",
       "      <td>-0.187045</td>\n",
       "      <td>-0.237413</td>\n",
       "      <td>-0.162676</td>\n",
       "      <td>-0.174938</td>\n",
       "      <td>-0.230459</td>\n",
       "      <td>-0.209079</td>\n",
       "      <td>1.653358</td>\n",
       "      <td>0.364609</td>\n",
       "      <td>-0.072132</td>\n",
       "      <td>-0.069264</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             body  \\\n",
       "0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Love all of these!   \n",
       "1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Weed.    \n",
       "2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Use the money to buy baby gift baskets ( call it the stork basket) for poor moms.. You can even have these mom-to-be come in, learn something for the care of their baby ( dvds, games, chats) and earn mom points for these baskets   \n",
       "3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Throw out your \"plan\" and just go with it.  Sure, you could get pregnant the first month off the IUD, but it usually takes a few months even for perfectly healthy couples.  Don't count on your Halloween baby.  \"The crazy crying period\" is called postpartum depression and not all new mothers get it.  I never did.  If you are afraid of getting frustrated with your child and you haven't even gotten pregnant yet, you may want to re-evaluate if you are really ready for a child.  All new mothers need a support network.  Get out and join moms groups in your area to meet other moms and babies to play with, especially if you are planning to become a SAHM. Also, don't map out a birth plan...none of them go as expected...babies have their own plans.     \n",
       "4  We are going to start trying to get pregnant in a few months or so.  (There is something beyond our control right now causing the fuzzy and slightly unknown time frame.) Besides being afraid of labor, how crazy my mother is and will be, the sudden involvement of family neither of us really see or talk to, and the hormones I'm the most worried about once I give birth and we settle into a routine will I feel like I'm on house arrest?  So far I'm making a mental list of things I hope to do with our little one outside of our home.  While he/she is still pretty small and not really mobile yet I'm hoping to get into some new mother groups and find a mommy centric yoga class and an infant exercise/bonding class.  Once he/she's a toddler then trips to the zoo and family day at the art museum.\\n\\n\\nAfter my sister-in-law had her baby she turned into an avid Facebook user.  I believe it was her way of staying in contact with her friends and filling the void of not being away from home everyday interacting with a lot people.  Maybe you and your friends already use Facebook.  As long as you don't overload your updates about your little one it seems like a nice way to stay in the loop.  Emails and texts just feel like they need to be responded to too quickly and sometimes phone calls come at the worst time possible.  \\n\\n\\nI hope everything works out so your baby is born in October.  I was sort of hoping to not be in my second or third trimester in the summer, but the way things are going we are going to have a fall or winter baby, too.  Any thoughts on being pregnant during the summer?  The heat and humidity already zaps all my energy to begin with.  So, I can't imagine being 25 pounds heavier and short of breath when the heat index is 100.   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      clean_body  \\\n",
       "0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           love   \n",
       "1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           weed   \n",
       "2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        use money buy babi gift basket call stork basket poor mom even mom-to-b come learn someth care babi dvd game chat earn mom point basket   \n",
       "3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    throw plan go sure could get pregnant first month iud usual take month even perfectli healthi coupl count halloween babi crazi cri period call postpartum depress new mother get never afraid get frustrat child even gotten pregnant yet may want re-evalu realli readi child new mother need support network get join mom group area meet mom babi play especi plan b e sahm also map birth plan none go expect babi plan   \n",
       "4  go start tri get pregnant month someth beyond control right caus fuzzi slightli unknown time frame besid afraid labor crazi mother sudden involv famili neither us realli see talk hormon worri give birth settl routin feel like hous arrest far make mental list thing hope littl one outsid home still pretti small realli mobil yet hope get new mother group find mommi centric yoga class infant exercis bond class toddler trip zoo famili day art museum sister-in-law babi turn avid facebook user believ way stay contact friend fill void away home everyday interact lot peopl mayb friend alreadi use facebook long overload updat littl one seem like nice way stay loop email text feel like need respond quickli sometim phone call come worst time possibl hope everyth work babi born octob sort hope second third trimest summer way thing go go fall winter babi thought pregnant summer heat humid alreadi zap energi begin imagin pound heavier short breath heat index   \n",
       "\n",
       "  subreddit     author         created_utc   link_id        name parent_id  \\\n",
       "0    Mommit     C5Cane 2010-09-04 06:08:56  t3_d9ev7  t1_c0yiueg  t3_d9ev7   \n",
       "1    Mommit   heyfella 2010-09-04 06:55:40  t3_d9g7x  t1_c0yiwzh  t3_d9g7x   \n",
       "2    Mommit  aprilwine 2010-09-04 07:13:13  t3_d9g7x  t1_c0yixv6  t3_d9g7x   \n",
       "3    Mommit   ChikNugs 2010-09-04 19:52:43  t3_d9mge  t1_c0yk3jj  t3_d9mge   \n",
       "4    Mommit   parafrog 2010-09-04 21:02:44  t3_d9mge  t1_c0yk96q  t3_d9mge   \n",
       "\n",
       "   score  Throwaway         0         1         2         3         4  \\\n",
       "0      2      False -0.010166  0.760897 -0.039754 -0.147043  0.255991   \n",
       "1      2      False -0.010166  0.760897 -0.039754 -0.147043  0.255991   \n",
       "2      4      False -0.151348 -0.067122 -0.174516 -0.227210 -0.106547   \n",
       "3      3      False -0.151348 -0.067122 -0.174516 -0.227210 -0.106547   \n",
       "4      2      False -0.151348 -0.067122 -0.174516 -0.227210 -0.106547   \n",
       "\n",
       "          5         6         7         8         9        10        11  \\\n",
       "0 -0.005890 -0.277182  0.043539  3.591742 -0.045083  4.016826 -0.180989   \n",
       "1 -0.005890 -0.277182  0.043539  3.591742 -0.045083  4.016826 -0.180989   \n",
       "2 -0.151446  1.238869 -0.135221 -0.092867 -0.169689 -0.103734  1.162616   \n",
       "3 -0.151446 -0.336402 -0.135221 -0.092867 -0.169689 -0.103734 -0.258208   \n",
       "4 -0.151446  0.066299 -0.135221 -0.092867 -0.169689 -0.103734  0.398151   \n",
       "\n",
       "         12        13       14        15        16        17        18  \\\n",
       "0 -0.072737 -0.121148 -0.10627  2.683827 -0.094767  0.030133 -0.078273   \n",
       "1 -0.072737 -0.121148 -0.10627 -0.282535 -0.094767  0.030133 -0.078273   \n",
       "2 -0.187342 -0.216615 -0.19487 -0.341862 -0.201134 -0.142787 -0.193134   \n",
       "3 -0.187342 -0.216615 -0.19487 -0.341862 -0.201134 -0.142787 -0.193134   \n",
       "4  0.064788 -0.216615 -0.19487 -0.341862 -0.201134 -0.142787 -0.193134   \n",
       "\n",
       "         19        20        21        22        23        24        25  \\\n",
       "0  0.416326  0.138001 -0.219104 -0.256551 -0.233926  3.812492 -0.148274   \n",
       "1  0.416326  0.138001 -0.219104 -0.256551 -0.233926  3.812492 -0.148274   \n",
       "2 -0.081857 -0.134034 -0.285646 -0.315430 -0.297904 -0.098547 -0.238164   \n",
       "3  0.765054 -0.134034 -0.285646 -0.315430 -0.297904 -0.098547 -0.238164   \n",
       "4 -0.081857 -0.134034  0.586057 -0.315430 -0.297904 -0.098547 -0.238164   \n",
       "\n",
       "         26        27        28        29        30        31        32  \\\n",
       "0  0.162639 -0.221905  0.143396  0.063723 -0.217231 -0.266900  0.303381   \n",
       "1  0.162639 -0.221905  0.143396  0.063723 -0.217231 -0.266900  0.303381   \n",
       "2 -0.110403 -0.286285 -0.136187 -0.125927 -0.286767  0.613994 -0.095368   \n",
       "3 -0.110403 -0.286285 -0.136187 -0.125927 -0.286767  2.352903  0.821755   \n",
       "4 -0.110403 -0.286285 -0.136187  0.120618  0.485084  1.403367 -0.095368   \n",
       "\n",
       "         33         34        35        36        37        38        39  \\\n",
       "0 -0.082388   0.153584 -0.209107 -0.031843  4.131225 -0.085438  1.994422   \n",
       "1 -0.082388  12.856009 -0.209107 -0.031843  4.131225 -0.085438  1.994422   \n",
       "2 -0.191974  -0.100974  0.545561 -0.163720 -0.103501 -0.200508 -0.076823   \n",
       "3 -0.191974  -0.100974 -0.278343 -0.163720 -0.103501 -0.200508 -0.076823   \n",
       "4 -0.191974  -0.100974 -0.278343 -0.163720 -0.103501 -0.200508 -0.076823   \n",
       "\n",
       "         40        41        42        43        44        45        46  \\\n",
       "0 -0.072006 -0.148483 -0.029443 -0.059016 -0.150161 -0.092876 -0.151410   \n",
       "1 -0.072006 -0.148483 -0.029443 -0.059016 -0.150161 -0.092876 -0.151410   \n",
       "2 -0.187045 -0.237413 -0.162676 -0.174938 -0.230459  2.533308 -0.235745   \n",
       "3 -0.187045 -0.237413 -0.162676 -0.174938 -0.230459 -0.209079  3.812333   \n",
       "4 -0.187045 -0.237413 -0.162676 -0.174938 -0.230459 -0.209079  1.653358   \n",
       "\n",
       "         47        48        49 dominant_topic  \n",
       "0 -0.048582  1.143149  1.979599             37  \n",
       "1 -0.048582  1.143149  1.979599             34  \n",
       "2 -0.186312 -0.072132 -0.069264             45  \n",
       "3 -0.186312 -0.072132 -0.069264             46  \n",
       "4  0.364609 -0.072132 -0.069264             46  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "New_MizoFrame_norm.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:26:29.171051Z",
     "start_time": "2020-04-12T07:26:28.899315Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "18        Just go with the flow.  As for the pre-baby training... Don't worry about it.  When you become a mom, nature kicks in.  It's absolutely amazing.  Spacing them out... that's a personal preference.  My kids are 19 months apart, different sexes, and fight like cats and dogs.  But they're each other's greatest ally.  It's not so hard managing two small children.  It just becomes how things are and you go with the flow.  But I know people who have waited a few years between kids and prefer it that way.  The older child can have a small role in caring for the baby and teaching it new things as it gets older.  You'll know more about what you want in that area when you have your first.  One of my sisters had a baby and when he was a year old, she immediately started wanting another little baby.  My other sister had a little girl and doesn't want to share the time she has with her daughter with another baby for a few years.  It just all depends.  Good luck!  And stop stressing!!\n",
       "58                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Thanks :) Even if you're not having a shower, wait to get the things you need because you never know when people are going to throw stuff at you from their own kids. Chances are a lot of it is going to come later on.\n",
       "171                                                                                                                                                                                                                                                                                                                                                                              My kids are almost 4 and I'm really enjoying the 'preschool' stage because they're beginning to become more independent and are developing their own interests, like/dislikes.  I really like hearing them tell me about their day when they've been to preschool, they're just so much fun.  Babies are sweet and cute but I feel like I didn't really get a chance to enjoy them as much when they were younger because I was spending every second tending to their needs and had very little downtime (they're twins).  Now that they're getting a little older I have a little breathing room to enjoy them for the people they're becoming.\n",
       "217                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       For me it's the pre-school years and up. My kids are now 5, almost 10 and almost 12. Since the youngest is a bit more independent I've been able to enjoy the older kids phases more. I love each phase they are in right now. #1 is no longer a kid and I am starting to see glimpses of the young man he's becoming. #2 is growing up but he is still a kid that likes to play with his toys and #3 is discovering school. It's great!\n",
       "220                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        12 - 24 months.  I don't know if i just don't remember it being this much fun with my first born (who is nearly 4 and hell on wheels!), or if my 2nd daughter really is that different from my first.  Either way, this age is amazing.\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    ...                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           \n",
       "232095                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              If it makes you feel better I somewhat planned this baby but I was scared shitless. I still am a little bit but I am making it so far.  Sometimes it's really going to suck but everything is temporary. Everyone keeps saying the first three months are the hardest, my baby is only three months so can't tell you if that's true yet. But I am enjoying motherhood so far.\n",
       "232179                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Wow, what you just described is my daughter, and I also have two sons, who were completely the opposite. My daughter just turned 2, and my youngest son is almost 1. Strange to have someone else out there going through the exact same stuff I am.\n",
       "232253                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   You’re nicer than I am. Kudos to you for trying to do your best for your son! If it gets too crazy though, don’t forget that in some instances no dad is better than a half-ass dad. He’s not missing out on any love and care as long as he’s got his wonderful momma ❤️\n",
       "232402                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   I worried about this too before I had my second. My 2 year old loves having her baby sister around and we are just as close as we were before. Seeing the love between siblings is something so special! \n",
       "232456                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    I have a 3 year old.\\n\\nI am becoming more and more myself again as he gets older and can do more stuff (I’m with him 24/7).\\n\\nIn the future I want to adopt an older child, but nothing will ever convince me to have a newborn again.\n",
       "Name: body, Length: 2303, dtype: object"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "New_MizoFrame_norm[(New_MizoFrame_norm[22]>4) & (New_MizoFrame_norm.body.str.len()>200)].body"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:26:55.177135Z",
     "start_time": "2020-04-12T07:26:55.133049Z"
    }
   },
   "outputs": [],
   "source": [
    "#leave in place and add the columns together\n",
    "Mizo_Dominant_norm = New_MizoFrame[['body','dominant_topic']]\n",
    "df = KTG_List.copy()\n",
    "df = df.rename(columns={\"Topic Number\": \"dominant_topic\"})\n",
    "Mizo_Dominant_norm = Mizo_Dominant_norm.join(df['KTG'], on='dominant_topic')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:26:59.644211Z",
     "start_time": "2020-04-12T07:26:59.633041Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>body</th>\n",
       "      <th>dominant_topic</th>\n",
       "      <th>KTG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Love all of these!</td>\n",
       "      <td>15</td>\n",
       "      <td>pictur, love, littl, cute, look, babi, photo, beauti, ador, like, thank, smile, old, one, pic, month, daughter, girl, get, son, sweet, boy, imgur, year, face, happi, got, first, see, much, great, oh, congrat, day, awesom, birthday, hope, post, make, lol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Weed.</td>\n",
       "      <td>34</td>\n",
       "      <td>time, day, month, babi, wine, get, go, like, feel, mom, one, drink, alcohol, husband, littl, take, would, week, kid, night, old, work, make, love, thing, glass, sleep, year, realli, first, much, start, want, think, even, still, need, got, coffe, say</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Use the money to buy baby gift baskets ( call it the stork basket) for poor moms.. You can even have these mom-to-be come in, learn something for the care of their baby ( dvds, games, chats) and earn mom points for these baskets</td>\n",
       "      <td>6</td>\n",
       "      <td>like, kid, get, thing, one, time, say, think, want, go, know, old, would, babi, make, child, year, realli, need, parent, son, someth, peopl, ask, also, talk, way, daughter, littl, tri, good, even, tell, feel, let, see, take, use, said, play</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Throw out your \"plan\" and just go with it.  Sure, you could get pregnant the first month off the IUD, but it usually takes a few months even for perfectly healthy couples.  Don't count on your Halloween baby.  \"The crazy crying period\" is called postpartum depression and not all new mothers get it.  I never did.  If you are afraid of getting frustrated with your child and you haven't even gotten pregnant yet, you may want to re-evaluate if you are really ready for a child.  All new mothers need a support network.  Get out and join moms groups in your area to meet other moms and babies to play with, especially if you are planning to become a SAHM. Also, don't map out a birth plan...none of them go as expected...babies have their own plans.</td>\n",
       "      <td>46</td>\n",
       "      <td>pregnanc, pregnant, week, babi, get, first, time, like, birth, go, one, month, would, want, day, feel, got, realli, help, also, know, take, much, even, thing, year, make, sex, tri, born, think, still, start, lot, second, good, two, could, work, back</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>We are going to start trying to get pregnant in a few months or so.  (There is something beyond our control right now causing the fuzzy and slightly unknown time frame.) Besides being afraid of labor, how crazy my mother is and will be, the sudden involvement of family neither of us really see or talk to, and the hormones I'm the most worried about once I give birth and we settle into a routine will I feel like I'm on house arrest?  So far I'm making a mental list of things I hope to do with our little one outside of our home.  While he/she is still pretty small and not really mobile yet I'm hoping to get into some new mother groups and find a mommy centric yoga class and an infant exercise/bonding class.  Once he/she's a toddler then trips to the zoo and family day at the art museum.\\n\\n\\nAfter my sister-in-law had her baby she turned into an avid Facebook user.  I believe it was her way of staying in contact with her friends and filling the void of not being away from home everyday interacting with a lot people.  Maybe you and your friends already use Facebook.  As long as you don't overload your updates about your little one it seems like a nice way to stay in the loop.  Emails and texts just feel like they need to be responded to too quickly and sometimes phone calls come at the worst time possible.  \\n\\n\\nI hope everything works out so your baby is born in October.  I was sort of hoping to not be in my second or third trimester in the summer, but the way things are going we are going to have a fall or winter baby, too.  Any thoughts on being pregnant during the summer?  The heat and humidity already zaps all my energy to begin with.  So, I can't imagine being 25 pounds heavier and short of breath when the heat index is 100.</td>\n",
       "      <td>31</td>\n",
       "      <td>mom, kid, feel, get, like, time, go, know, friend, school, help, parent, make, would, need, thing, think, work, realli, talk, even, good, tri, one, child, peopl, year, want, take, group, see, much, lot, also, way, son, find, life, famili, say</td>\n",
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       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             body  \\\n",
       "0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Love all of these!   \n",
       "1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Weed.    \n",
       "2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Use the money to buy baby gift baskets ( call it the stork basket) for poor moms.. You can even have these mom-to-be come in, learn something for the care of their baby ( dvds, games, chats) and earn mom points for these baskets   \n",
       "3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Throw out your \"plan\" and just go with it.  Sure, you could get pregnant the first month off the IUD, but it usually takes a few months even for perfectly healthy couples.  Don't count on your Halloween baby.  \"The crazy crying period\" is called postpartum depression and not all new mothers get it.  I never did.  If you are afraid of getting frustrated with your child and you haven't even gotten pregnant yet, you may want to re-evaluate if you are really ready for a child.  All new mothers need a support network.  Get out and join moms groups in your area to meet other moms and babies to play with, especially if you are planning to become a SAHM. Also, don't map out a birth plan...none of them go as expected...babies have their own plans.     \n",
       "4  We are going to start trying to get pregnant in a few months or so.  (There is something beyond our control right now causing the fuzzy and slightly unknown time frame.) Besides being afraid of labor, how crazy my mother is and will be, the sudden involvement of family neither of us really see or talk to, and the hormones I'm the most worried about once I give birth and we settle into a routine will I feel like I'm on house arrest?  So far I'm making a mental list of things I hope to do with our little one outside of our home.  While he/she is still pretty small and not really mobile yet I'm hoping to get into some new mother groups and find a mommy centric yoga class and an infant exercise/bonding class.  Once he/she's a toddler then trips to the zoo and family day at the art museum.\\n\\n\\nAfter my sister-in-law had her baby she turned into an avid Facebook user.  I believe it was her way of staying in contact with her friends and filling the void of not being away from home everyday interacting with a lot people.  Maybe you and your friends already use Facebook.  As long as you don't overload your updates about your little one it seems like a nice way to stay in the loop.  Emails and texts just feel like they need to be responded to too quickly and sometimes phone calls come at the worst time possible.  \\n\\n\\nI hope everything works out so your baby is born in October.  I was sort of hoping to not be in my second or third trimester in the summer, but the way things are going we are going to have a fall or winter baby, too.  Any thoughts on being pregnant during the summer?  The heat and humidity already zaps all my energy to begin with.  So, I can't imagine being 25 pounds heavier and short of breath when the heat index is 100.   \n",
       "\n",
       "   dominant_topic  \\\n",
       "0              15   \n",
       "1              34   \n",
       "2               6   \n",
       "3              46   \n",
       "4              31   \n",
       "\n",
       "                                                                                                                                                                                                                                                             KTG  \n",
       "0  pictur, love, littl, cute, look, babi, photo, beauti, ador, like, thank, smile, old, one, pic, month, daughter, girl, get, son, sweet, boy, imgur, year, face, happi, got, first, see, much, great, oh, congrat, day, awesom, birthday, hope, post, make, lol  \n",
       "1      time, day, month, babi, wine, get, go, like, feel, mom, one, drink, alcohol, husband, littl, take, would, week, kid, night, old, work, make, love, thing, glass, sleep, year, realli, first, much, start, want, think, even, still, need, got, coffe, say  \n",
       "2               like, kid, get, thing, one, time, say, think, want, go, know, old, would, babi, make, child, year, realli, need, parent, son, someth, peopl, ask, also, talk, way, daughter, littl, tri, good, even, tell, feel, let, see, take, use, said, play  \n",
       "3      pregnanc, pregnant, week, babi, get, first, time, like, birth, go, one, month, would, want, day, feel, got, realli, help, also, know, take, much, even, thing, year, make, sex, tri, born, think, still, start, lot, second, good, two, could, work, back  \n",
       "4             mom, kid, feel, get, like, time, go, know, friend, school, help, parent, make, would, need, thing, think, work, realli, talk, even, good, tri, one, child, peopl, year, want, take, group, see, much, lot, also, way, son, find, life, famili, say  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Mizo_Dominant_norm.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T05:43:35.902618Z",
     "start_time": "2020-04-12T05:43:35.898009Z"
    }
   },
   "source": [
    "Trying Dominant topics after normalization..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:27:22.062720Z",
     "start_time": "2020-04-12T07:27:22.024475Z"
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   "outputs": [
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       "      <th>Topic Num</th>\n",
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       "      <td>15</td>\n",
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       "      <td>pictur, love, littl, cute, look, babi, photo, beauti, ador, like, thank, smile, old, one, pic, month, daughter, girl, get, son, sweet, boy, imgur, year, face, happi, got, first, see, much, great, oh, congrat, day, awesom, birthday, hope, post, make, lol</td>\n",
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       "  Topic Num  Num Documents  \\\n",
       "0        31          11937   \n",
       "1        22          11047   \n",
       "2         6          10758   \n",
       "3        15          10434   \n",
       "4        23           9871   \n",
       "\n",
       "                                                                                                                                                                                                                                                                KTG  \n",
       "0                mom, kid, feel, get, like, time, go, know, friend, school, help, parent, make, would, need, thing, think, work, realli, talk, even, good, tri, one, child, peopl, year, want, take, group, see, much, lot, also, way, son, find, life, famili, say  \n",
       "1         kid, year, want, get, time, one, old, babi, love, like, think, go, feel, thing, much, realli, would, month, day, first, mom, make, know, famili, son, littl, two, daughter, husband, parent, child, older, way, also, still, sister, even, age, got, good  \n",
       "2                  like, kid, get, thing, one, time, say, think, want, go, know, old, would, babi, make, child, year, realli, need, parent, son, someth, peopl, ask, also, talk, way, daughter, littl, tri, good, even, tell, feel, let, see, take, use, said, play  \n",
       "3     pictur, love, littl, cute, look, babi, photo, beauti, ador, like, thank, smile, old, one, pic, month, daughter, girl, get, son, sweet, boy, imgur, year, face, happi, got, first, see, much, great, oh, congrat, day, awesom, birthday, hope, post, make, lol  \n",
       "4  name, like, want, peopl, think, kid, would, husband, child, know, one, famili, parent, children, get, make, realli, say, mom, love, go, time, way, never, even, mother, thing, also, life, babi, son, feel, year, call, see, daughter, father, dad, differ, girl  "
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_topic_distribution_norm = topic_bow_norm['dominant_topic'].value_counts().reset_index(name=\"Num Documents\")\n",
    "df_topic_distribution_norm.columns = ['Topic Num', 'Num Documents']\n",
    "df = KTG_List.copy()\n",
    "df_topic_distribution_norm = df_topic_distribution_norm.join(df['KTG'], on='Topic Num')\n",
    "df_topic_distribution_norm.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:27:28.644357Z",
     "start_time": "2020-04-12T07:27:28.627710Z"
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       "      <th>5</th>\n",
       "      <td>21</td>\n",
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       "      <th>6</th>\n",
       "      <td>30</td>\n",
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       "      <th>7</th>\n",
       "      <td>27</td>\n",
       "      <td>9396</td>\n",
       "      <td>sleep, night, time, get, cri, nap, hour, babi, go, month, wake, bed, day, tri, back, would, work, start, need, minut, like, put, asleep, one, let, still, help, know, everi, bedtim, routin, old, around, much, realli, room, good, thing, littl, week</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>35</td>\n",
       "      <td>8709</td>\n",
       "      <td>work, would, get, time, make, job, like, home, pay, go, money, one, year, want, know, kid, think, need, also, good, much, realli, peopl, take, could, back, famili, month, thing, child, school, find, look, care, live, use, stay, daycar, lot, help</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>11</td>\n",
       "      <td>7212</td>\n",
       "      <td>use, one, babi, like, cloth, get, wear, buy, also, amp, love, would, realli, go, got, good, thing, month, great, store, look, size, need, shirt, blanket, make, put, bought, littl, find, stuff, nice, lot, much, still, fit, even, never, bra, want</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>25</td>\n",
       "      <td>6909</td>\n",
       "      <td>book, get, like, time, tri, read, kid, thing, help, give, would, make, go, teacher, realli, learn, someth, behavior, use, also, work, hit, let, good, say, start, know, want, play, need, one, put, way, child, son, tantrum, take, hand, age, teach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3</td>\n",
       "      <td>6798</td>\n",
       "      <td>sleep, bed, babi, month, night, get, crib, room, time, like, old, use, nurs, one, would, put, first, start, work, week, go, back, co, tri, slept, us, still, wake, also, littl, around, need, realli, son, help, thing, good, think, asleep, swaddl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>46</td>\n",
       "      <td>6620</td>\n",
       "      <td>pregnanc, pregnant, week, babi, get, first, time, like, birth, go, one, month, would, want, day, feel, got, realli, help, also, know, take, much, even, thing, year, make, sex, tri, born, think, still, start, lot, second, good, two, could, work, back</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>41</td>\n",
       "      <td>6499</td>\n",
       "      <td>time, get, like, hand, old, bite, month, shower, babi, would, littl, head, walk, daughter, touch, start, son, kid, face, one, tri, put, hold, thing, go, still, sit, stop, back, year, day, around, take, think, crawl, make, got, nail, laugh, kiss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>44</td>\n",
       "      <td>6158</td>\n",
       "      <td>eat, food, like, make, tri, get, fruit, babi, thing, also, meal, give, one, chees, month, veggi, good, realli, much, littl, use, love, start, day, kid, cook, would, egg, banana, time, snack, meat, cut, lot, old, juic, want, pure, feed, yogurt</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Topic Num  Num Documents  \\\n",
       "0         31          11937   \n",
       "1         22          11047   \n",
       "2          6          10758   \n",
       "3         15          10434   \n",
       "4         23           9871   \n",
       "5         21           9849   \n",
       "6         30           9507   \n",
       "7         27           9396   \n",
       "8         35           8709   \n",
       "9         11           7212   \n",
       "10        25           6909   \n",
       "11         3           6798   \n",
       "12        46           6620   \n",
       "13        41           6499   \n",
       "14        44           6158   \n",
       "\n",
       "                                                                                                                                                                                                                                                                 KTG  \n",
       "0                 mom, kid, feel, get, like, time, go, know, friend, school, help, parent, make, would, need, thing, think, work, realli, talk, even, good, tri, one, child, peopl, year, want, take, group, see, much, lot, also, way, son, find, life, famili, say  \n",
       "1          kid, year, want, get, time, one, old, babi, love, like, think, go, feel, thing, much, realli, would, month, day, first, mom, make, know, famili, son, littl, two, daughter, husband, parent, child, older, way, also, still, sister, even, age, got, good  \n",
       "2                   like, kid, get, thing, one, time, say, think, want, go, know, old, would, babi, make, child, year, realli, need, parent, son, someth, peopl, ask, also, talk, way, daughter, littl, tri, good, even, tell, feel, let, see, take, use, said, play  \n",
       "3      pictur, love, littl, cute, look, babi, photo, beauti, ador, like, thank, smile, old, one, pic, month, daughter, girl, get, son, sweet, boy, imgur, year, face, happi, got, first, see, much, great, oh, congrat, day, awesom, birthday, hope, post, make, lol  \n",
       "4   name, like, want, peopl, think, kid, would, husband, child, know, one, famili, parent, children, get, make, realli, say, mom, love, go, time, way, never, even, mother, thing, also, life, babi, son, feel, year, call, see, daughter, father, dad, differ, girl  \n",
       "5        babi, get, need, like, go, feel, time, know, would, take, thing, child, think, help, make, care, one, mother, even, husband, want, right, realli, peopl, mom, much, leav, way, could, day, say, happen, work, someon, give, tri, parent, see, better, first  \n",
       "6                day, get, time, work, home, go, take, babi, like, kid, week, hour, husband, hous, thing, one, make, clean, also, play, help, need, would, mom, even, old, realli, stay, daycar, much, around, good, month, year, watch, lot, dog, love, everi, know  \n",
       "7             sleep, night, time, get, cri, nap, hour, babi, go, month, wake, bed, day, tri, back, would, work, start, need, minut, like, put, asleep, one, let, still, help, know, everi, bedtim, routin, old, around, much, realli, room, good, thing, littl, week  \n",
       "8              work, would, get, time, make, job, like, home, pay, go, money, one, year, want, know, kid, think, need, also, good, much, realli, peopl, take, could, back, famili, month, thing, child, school, find, look, care, live, use, stay, daycar, lot, help  \n",
       "9               use, one, babi, like, cloth, get, wear, buy, also, amp, love, would, realli, go, got, good, thing, month, great, store, look, size, need, shirt, blanket, make, put, bought, littl, find, stuff, nice, lot, much, still, fit, even, never, bra, want  \n",
       "10              book, get, like, time, tri, read, kid, thing, help, give, would, make, go, teacher, realli, learn, someth, behavior, use, also, work, hit, let, good, say, start, know, want, play, need, one, put, way, child, son, tantrum, take, hand, age, teach  \n",
       "11               sleep, bed, babi, month, night, get, crib, room, time, like, old, use, nurs, one, would, put, first, start, work, week, go, back, co, tri, slept, us, still, wake, also, littl, around, need, realli, son, help, thing, good, think, asleep, swaddl  \n",
       "12         pregnanc, pregnant, week, babi, get, first, time, like, birth, go, one, month, would, want, day, feel, got, realli, help, also, know, take, much, even, thing, year, make, sex, tri, born, think, still, start, lot, second, good, two, could, work, back  \n",
       "13              time, get, like, hand, old, bite, month, shower, babi, would, littl, head, walk, daughter, touch, start, son, kid, face, one, tri, put, hold, thing, go, still, sit, stop, back, year, day, around, take, think, crawl, make, got, nail, laugh, kiss  \n",
       "14                eat, food, like, make, tri, get, fruit, babi, thing, also, meal, give, one, chees, month, veggi, good, realli, much, littl, use, love, start, day, kid, cook, would, egg, banana, time, snack, meat, cut, lot, old, juic, want, pure, feed, yogurt  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_topic_distribution_norm.head(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T07:29:11.520994Z",
     "start_time": "2020-04-12T07:29:11.513703Z"
    }
   },
   "outputs": [],
   "source": [
    "df_topic_distribution_norm.to_csv('dominant_topics_50_Mommit.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-13T11:02:13.901605Z",
     "start_time": "2020-04-13T11:02:10.695808Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1512                            All of the suggestions on here are great. Definitely get her something for her, not for her baby. I do not know how you can go wrong with a gift certificate for a pregnancy massage. Pregnancy can be very very painful *all* the time at the end. As in the pain never stops. You try and go to sleep at night and you have to learn how to just ignore it. Massage and chiropractors really help. \\n\\nDid you get your SIL for a secret santa or for the Reddit secret santa? Just to be clear. If it's for our secret santa, that is just crazy that you got her!\\n\\nedit: spelling\n",
       "1606      My husband and I decided we didn't want to lie but we also wanted to have the fun of Santa. So we told our daughter that the fun about christmas was, we (the parents) get to pretend to be santa and she gets to pretend that santa is coming. We watched the movies and sang the songs, and would say \"santa is coming\" but she's always known that santa is pretend.\\nShe is 15 now and we still get to pretend!\\n\\nWhen I was a kid, the year I was really starting to wonder is it was true I wrote santa a letter and drew a picture frame saying place photo here.... some how my letter got \"lost\"...\n",
       "1607                                                                                                                                                                                                                                                                                                              When I started asking questions about Santa, I remember my mom showing me, [Yes Virginia, There is a Santa Claus](http://en.wikipedia.org/wiki/Yes,_Virginia,_there_is_a_Santa_Claus). It helped me understand that there wasn't a physical Santa Claus, but the spirit of him is as real as can be. \n",
       "1608                                                   I was devastated when I found out Santa wasn't real.  I so wanted there to be some magic in the world. \\r\\n\\r\\nI have a 4 year old and I don't feel we've made a big deal of Santa yet (although it's a fantastic motivator for good behavior...I feel like a hack using it, but it's just too easy!) I like the idea of letting her figure it out on her own without ever outright telling her one way or the other.  I also like the idea of letting her know from the begining that it's all imaginary.\\r\\n\\r\\nWe'll see....lovely article though, thank you!\n",
       "1610                                                                                                                                                                                                      We have never lied to our children about St Nicholas.  He was the Bishop of Myra, he was noted for generosity, and became a symbol of anonymous giving.\\n\\nHere's one reasonably sensible take on it: http://elvis.rowan.edu/~kilroy/jek/query.cgi?12+6\\n\\nSome people like to pretend Santa is real, because it's fun.  We don't spoil their fun, but remember that \"Santa\" is a symbol based on a real guy.\n",
       "                                                                                                                                                                                                                                                                                                              ...                                                                                                                                                                                                                                                                                                      \n",
       "229863                                                                                                                                                                                                                                We did family costumes and just walked around. People still insisted on giving him candy but mostly I just wanted him to have the experience of dressing up and going out. Mine was ~20mo when we first went out. His very first Halloween we stayed home and passed out candy. 14mo is not too young to stroller around and greet neighbors and look at the big kids dressed up.\n",
       "232750                                                                                                                                                                                                                                                                                          Kids can be so uncooperative. My 4 year old daughter was going to wear her dinosaur costume from last year and I was so excited to dress her 5 month old brother up as Alan Grant from Jurassic Park but this morning she said she wants to be a cowgirl instead. At least I don’t have to buy any thing new for that  \n",
       "232751                                                                                                                                                                                            I bought my son a Romeo costume. I have a feeling I’m going to have to go get a catboy costume. His costume ties into our costumes because dad is going to be frankenstein and I was going to be bride of Frankenstein and he was the little mad scientist. It’d be  perfect but I don’t think he’s too thrilled and he hates the wig 😒 But if I bought cat boy I know he’d be happy to wear it all night. 🤦🏻‍♀️🤷🏻‍♀️\n",
       "232782                                                                                                                                                                                                                                                                                                                                                                                                  Ambitious moms create the best picture circumstances haha. My son is 6 weeks and 12 pounds. I picked a pumpkin that was too big. Next time we can pick pumpkins for each other and it might balance out hahaha.\n",
       "232833                                                                                                                                                                                                                                                                                                                                                                                                 \"George\" is a good one if the kid is on the level where you can read chapter books to them.  \"Pink is for Boys.\", \"Jacob's new Dress\" and  \" Morris Micklewhite and the Tangerine Dress\" are all ones  we love. \n",
       "Name: body, Length: 325, dtype: object"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "New_MizoFrame_norm[(New_MizoFrame_norm[19]>5) & (New_MizoFrame_norm.body.str.len()>200)].body"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-12T04:54:24.107747Z",
     "start_time": "2020-04-12T04:54:24.096800Z"
    }
   },
   "source": [
    "Renaming columns..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-11T19:26:30.114825Z",
     "start_time": "2020-04-11T19:26:26.690394Z"
    }
   },
   "outputs": [],
   "source": [
    "body_list = Daddit[Daddit.body.str.contains(r'(?:\\s|^)mee(?:\\s|$)')].body"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-11T19:26:30.852534Z",
     "start_time": "2020-04-11T19:26:30.414606Z"
    }
   },
   "outputs": [
    {
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       "      <th>Topic_5</th>\n",
       "      <th>Smoke_Drugs_Alcohol</th>\n",
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       "      <th>College</th>\n",
       "      <th>Grandparents</th>\n",
       "      <th>Naked_Privacy</th>\n",
       "      <th>Allergy_Sick_Runny_Nose</th>\n",
       "      <th>Child_Food</th>\n",
       "      <th>Parenting_Groups_Religious</th>\n",
       "      <th>Father_Role</th>\n",
       "      <th>Toys_Playing</th>\n",
       "      <th>Diapers</th>\n",
       "      <th>Topic_17</th>\n",
       "      <th>After_First_Child</th>\n",
       "      <th>Child_Activity</th>\n",
       "      <th>Baby_Gear</th>\n",
       "      <th>Psych_Stress</th>\n",
       "      <th>Parent_Gear</th>\n",
       "      <th>Child_Autonomy_Str_Danger</th>\n",
       "      <th>Circumcision</th>\n",
       "      <th>Hair_Care</th>\n",
       "      <th>Vaccines</th>\n",
       "      <th>Teen_Changes</th>\n",
       "      <th>BabyProof_Accidents</th>\n",
       "      <th>Swimming</th>\n",
       "      <th>Moderator</th>\n",
       "      <th>School</th>\n",
       "      <th>Male_Norms</th>\n",
       "      <th>Birth</th>\n",
       "      <th>Joke</th>\n",
       "      <th>Dogs</th>\n",
       "      <th>Diagnosing_Disorders</th>\n",
       "      <th>Cost_Financial_Planning</th>\n",
       "      <th>Topic_38</th>\n",
       "      <th>Topic_39</th>\n",
       "      <th>Children_Socializing</th>\n",
       "      <th>Santa</th>\n",
       "      <th>Work_Parenting_Schedule</th>\n",
       "      <th>Topic_43</th>\n",
       "      <th>Religious_Social_Beleifs</th>\n",
       "      <th>CPS_Child_Abuse</th>\n",
       "      <th>Bathtime_Sleep_Routine</th>\n",
       "      <th>Media</th>\n",
       "      <th>Tantrum_Mngmnt_Discipline</th>\n",
       "      <th>Topic 49</th>\n",
       "      <th>Topic 50</th>\n",
       "      <th>Topic 51</th>\n",
       "      <th>Puppy</th>\n",
       "      <th>Topic_53</th>\n",
       "      <th>Parenting_Pregnany_Hardships_Experiences</th>\n",
       "      <th>Potty_Training</th>\n",
       "      <th>Language_Reading</th>\n",
       "      <th>Music</th>\n",
       "      <th>Edu_Phil</th>\n",
       "      <th>Congrats</th>\n",
       "      <th>Challenging_Behavior</th>\n",
       "      <th>Managing_Grief_Unexpected_Pregnancy</th>\n",
       "      <th>Doors_Child Accidents</th>\n",
       "      <th>Topic_63</th>\n",
       "      <th>Family_Car</th>\n",
       "      <th>Bully</th>\n",
       "      <th>Thanks_Support</th>\n",
       "      <th>Parenting_Nature</th>\n",
       "      <th>Skin_Care_Cloth</th>\n",
       "      <th>Child_Support_CPS</th>\n",
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    "abbr = 'NFL'\n",
    "\n",
    "item = abbr + '$' \n",
    "\n",
    "Daddit[Daddit['body'].str.match(item)]"
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     "ename": "TypeError",
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      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-143-436045076be1>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mcolumn_indices\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtopic_bow\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mnew_names\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m'Topic_'\u001b[0m\u001b[0;34m+\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0moptimal_model\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnum_topics\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      3\u001b[0m \u001b[0mold_names\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtopic_bow\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcolumn_indices\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mtopic_bow\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrename\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mold_names\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnew_names\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minplace\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mTypeError\u001b[0m: 'int' object is not iterable"
     ]
    }
   ],
   "source": [
    "#renaming columns after discovering the nature of topics\n",
    "column_indices = topic_bow.columns\n",
    "new_names = ['Topic_'+ str(i) for i in optimal_model.num_topics]\n",
    "old_names = topic_bow[column_indices]\n",
    "topic_bow.rename(columns=dict(zip(old_names, new_names)), inplace=True)"
   ]
  }
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