Consumer Financial Complaint Topic Modeling - Build Model Part 2.ipynb

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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package averaged_perceptron_tagger to\n",
      "[nltk_data]     C:\\Users\\alber\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package averaged_perceptron_tagger is already up-to-\n",
      "[nltk_data]       date!\n",
      "[nltk_data] Downloading package wordnet to\n",
      "[nltk_data]     C:\\Users\\alber\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package wordnet is already up-to-date!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.feature_extraction import text\n",
    "from sklearn.decomposition import NMF\n",
    "import numpy as np\n",
    "import pickle\n",
    "import warnings  \n",
    "warnings.filterwarnings(\"ignore\", category=DeprecationWarning)\n",
    "warnings.filterwarnings('ignore')\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "import nltk \n",
    "# from nltk.corpus import stopwords\n",
    "from nltk import word_tokenize, pos_tag\n",
    "# from nltk.stem import PorterStemmer\n",
    "nltk.download('averaged_perceptron_tagger')\n",
    "nltk.download('wordnet')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option('max_colwidth', 1000)\n",
    "pd.options.display.max_rows = 500\n",
    "# Read file\n",
    "df1 = pd.read_pickle('data_prep.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>consumer_complaint_narrative</th>\n",
       "      <th>Doc_Id</th>\n",
       "      <th>word_count</th>\n",
       "      <th>data_nouns</th>\n",
       "      <th>cleaned</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>190135</th>\n",
       "      <td>Due to inconsistencies in the amount owed that I was told by M &amp; T Bank and the amount that was reported to the credit reporting agencies, I was advised to write a good will letter in order to address the issue and request the negative entry be removed from my credit report all together. I had a vehicle that was stolen and it was declared a total loss by insurance company. The insurance company and the GAP insurancw companypaid the outstanding balance of the loan, but I was told by M &amp; T Bank that there was still a balance due on the loan. In good faith, without having received any proof as to why there was still a balance, I made a partial payment towards the remaining debt. I then sent the goodwill letter still offering to pay the remainder of the debt, but in exchange for the removal of the negative entry on my credit report. At one point, in  2015, per my credit monitoring agency, it showed a delinquent balance of $0.00, but when I checked my credit report again on   2015, ther...</td>\n",
       "      <td>1</td>\n",
       "      <td>249</td>\n",
       "      <td>inconsistencies amount M T Bank amount credit reporting agencies letter order issue entry credit report vehicle loss insurance company insurance company GAP insurancw balance loan M T Bank balance loan faith proof balance payment debt goodwill letter remainder debt exchange removal entry credit report point credit monitoring agency balance credit report balance monies GAP insurance insurance company M T Bank M T Bank return mail courtesy response</td>\n",
       "      <td>inconsistency m t bank credit reporting agency letter order issue entry credit report vehicle loss insurance company insurance company gap insurancw balance loan m t bank balance loan faith proof balance payment debt goodwill letter remainder debt exchange removal entry credit report point credit monitoring agency balance credit report balance monies gap insurance insurance company m t bank m t bank return mail courtesy response</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191998</th>\n",
       "      <td>Around  we consolidated our loans and paid off a loan to Chrysler financial for an automotive loan. In  we applied for a lost title at our local town office in Tennessee. At this time it was made known to us that TD Financial      lien on our title. I was directed to TD financial  , then to My title Support , and back to TD financial to find that there is a \" balance due of $85.00 '' for \" charges and fees ''. I have NEVER received any notifications from , TD Auto Finance or any other representative in the TEN to TWELVE YEARS since that loan was paid off. TD Auto Finance is located in  Maine and I have never transacted business with them. I requested a supervisor call me to discuss the \" balance due '' on 15, and 1 week has passed with no response despite the  calls I have placed to their \" customer service department '' I find it very concerning and unethical that a corporation can quietly hold a \" balance due '' for more than 10 years and then demand a consumer pay. \\n</td>\n",
       "      <td>35</td>\n",
       "      <td>201</td>\n",
       "      <td>loans loan Chrysler loan title town office Tennessee time TD Financial lien title TD My title Support TD balance charges fees NEVER notifications TD Auto Finance representative TEN TWELVE YEARS loan TD Auto Finance Maine business supervisor call balance week response calls customer service department corporation balance years consumer pay</td>\n",
       "      <td>loan loan chrysler loan title town office tennessee time td financial lien title td title support td balance charge fee notification td auto finance representative year loan td auto finance maine business supervisor balance week response call customer service department corporation balance year consumer pay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192083</th>\n",
       "      <td>I was offered a trial modification by my servicer - Carrington. I accepted the offer. The first payment was due in the month of . As a member of the    , I received 30 day  in the month of . None-the-less I called Carrington to make the  trial modification payment over the phone. Carrington refused to take the payment over the phone but instead demanded that I send via  . Because of my service I explained to Carrington that I would have limited access to   and I faxed my . Carrington stood firm in their unreasonableness. I was able to get to a   office on  , but Carrington refused to accept the payment because they claimed it was late. My Authorized  Party representative called Carrington on  separate occasions -  ,  , and  , 2015. The purpose of each call was to determine whether or not there was a scheduled foreclosure sale date. Each time the Authorized  Party Representative was told there was not a foreclosure sale date. Carrington completed a foreclosure sale on  , 2015. At th...</td>\n",
       "      <td>45</td>\n",
       "      <td>210</td>\n",
       "      <td>trial modification servicer Carrington offer payment month member day month None-the-less Carrington trial modification payment phone Carrington payment phone service Carrington access Carrington firm unreasonableness office Carrington payment My Authorized Party representative Carrington occasions purpose call foreclosure sale date time Authorized Party Representative foreclosure sale date Carrington foreclosure sale time foreclosure sale</td>\n",
       "      <td>trial modification servicer carrington offer payment month member day month none-the-less carrington trial modification payment phone carrington payment phone service carrington access carrington firm unreasonableness office carrington payment authorized party representative carrington occasion purpose foreclosure sale date time authorized party representative foreclosure sale date carrington foreclosure sale time foreclosure sale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192137</th>\n",
       "      <td>Due to financial hardship, I have been unable to pay on  of my student loans. I have been struggling for months and have contacted the lender via email and written letters. The only response I receive is that I must contact via phone between certain hours. I have told them multiple times that is impossible due to my work schedule. They have written and offered to settle or make arrangements and when I write them back they always state they can not help unless I CALL them. It 's as if they are purposefully contributing to the default my account has now entered. They last letter I received states that default will occur on  , if I do not contact them. I checked my credit report and they had already reported default and placed with a collection agency ( 2 weeks prior to their date ). I emailed them regarding the situation and still they will not discuss anything in writing ONLY by phone. This makes no sense to me. \\nI can not consolidate the loan to another lender now that this situat...</td>\n",
       "      <td>47</td>\n",
       "      <td>201</td>\n",
       "      <td>hardship student loans months lender email letters response phone hours times work schedule arrangements state default account letter states default credit report default collection agency weeks date situation anything ONLY phone sense loan lender situation credit report</td>\n",
       "      <td>hardship student loan month lender email letter response phone hour time work schedule arrangement state default account letter state default credit report default collection agency week date situation phone sense loan lender situation credit report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192150</th>\n",
       "      <td>I accepted a credit card off for the Barclays  . The initial disclosure provided to me indicated a promotional rate of 0.00 APR on purchases ( 6 months ) and balance transfers ( for 15 months ). Upon receiving my card the disclosure provided did not reference the promotional rate on the balance transfers, therefore I called the company to discuss and was told the promotional was only on purchases. Therefore, I submitted a complaint through the bank 's website on 15. After several back and forth responses and a letter received, it was still being indicated the promotional rate is only on purchases. As already expressed this is not what was initially disclosed to me and therefore this is deceptive to me as a consumer as I made a credit decision based on the initially information provided to me that appear to be false. I have provided the link below that provided the terms and conditions of the card that included the promotional rate of balance transfers. My other concern is what othe...</td>\n",
       "      <td>49</td>\n",
       "      <td>192</td>\n",
       "      <td>credit card Barclays disclosure rate APR purchases months balance transfers months card disclosure rate balance transfers therefore company promotional purchases complaint bank website responses letter rate purchases consumer credit decision information link terms conditions card rate balance transfers concern practices bank https www.barclaycardus.comapplyLanding.action www.barclaycardus.comappjapplylpTnCs.jsp</td>\n",
       "      <td>credit card barclays disclosure rate apr purchase month balance transfer month card disclosure rate balance transfer company promotional purchase complaint bank website response letter rate purchase consumer credit decision information link term condition card rate balance transfer concern practice bank http www barclaycardus comapplylanding action www barclaycardus comappjapplylptncs jsp</td>\n",
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      "text/plain": [
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   consumer_complaint_narrative  \\\n",
       "190135  Due to inconsistencies in the amount owed that I was told by M & T Bank and the amount that was reported to the credit reporting agencies, I was advised to write a good will letter in order to address the issue and request the negative entry be removed from my credit report all together. I had a vehicle that was stolen and it was declared a total loss by insurance company. The insurance company and the GAP insurancw companypaid the outstanding balance of the loan, but I was told by M & T Bank that there was still a balance due on the loan. In good faith, without having received any proof as to why there was still a balance, I made a partial payment towards the remaining debt. I then sent the goodwill letter still offering to pay the remainder of the debt, but in exchange for the removal of the negative entry on my credit report. At one point, in  2015, per my credit monitoring agency, it showed a delinquent balance of $0.00, but when I checked my credit report again on   2015, ther...   \n",
       "191998                Around  we consolidated our loans and paid off a loan to Chrysler financial for an automotive loan. In  we applied for a lost title at our local town office in Tennessee. At this time it was made known to us that TD Financial      lien on our title. I was directed to TD financial  , then to My title Support , and back to TD financial to find that there is a \" balance due of $85.00 '' for \" charges and fees ''. I have NEVER received any notifications from , TD Auto Finance or any other representative in the TEN to TWELVE YEARS since that loan was paid off. TD Auto Finance is located in  Maine and I have never transacted business with them. I requested a supervisor call me to discuss the \" balance due '' on 15, and 1 week has passed with no response despite the  calls I have placed to their \" customer service department '' I find it very concerning and unethical that a corporation can quietly hold a \" balance due '' for more than 10 years and then demand a consumer pay. \\n   \n",
       "192083  I was offered a trial modification by my servicer - Carrington. I accepted the offer. The first payment was due in the month of . As a member of the    , I received 30 day  in the month of . None-the-less I called Carrington to make the  trial modification payment over the phone. Carrington refused to take the payment over the phone but instead demanded that I send via  . Because of my service I explained to Carrington that I would have limited access to   and I faxed my . Carrington stood firm in their unreasonableness. I was able to get to a   office on  , but Carrington refused to accept the payment because they claimed it was late. My Authorized  Party representative called Carrington on  separate occasions -  ,  , and  , 2015. The purpose of each call was to determine whether or not there was a scheduled foreclosure sale date. Each time the Authorized  Party Representative was told there was not a foreclosure sale date. Carrington completed a foreclosure sale on  , 2015. At th...   \n",
       "192137  Due to financial hardship, I have been unable to pay on  of my student loans. I have been struggling for months and have contacted the lender via email and written letters. The only response I receive is that I must contact via phone between certain hours. I have told them multiple times that is impossible due to my work schedule. They have written and offered to settle or make arrangements and when I write them back they always state they can not help unless I CALL them. It 's as if they are purposefully contributing to the default my account has now entered. They last letter I received states that default will occur on  , if I do not contact them. I checked my credit report and they had already reported default and placed with a collection agency ( 2 weeks prior to their date ). I emailed them regarding the situation and still they will not discuss anything in writing ONLY by phone. This makes no sense to me. \\nI can not consolidate the loan to another lender now that this situat...   \n",
       "192150  I accepted a credit card off for the Barclays  . The initial disclosure provided to me indicated a promotional rate of 0.00 APR on purchases ( 6 months ) and balance transfers ( for 15 months ). Upon receiving my card the disclosure provided did not reference the promotional rate on the balance transfers, therefore I called the company to discuss and was told the promotional was only on purchases. Therefore, I submitted a complaint through the bank 's website on 15. After several back and forth responses and a letter received, it was still being indicated the promotional rate is only on purchases. As already expressed this is not what was initially disclosed to me and therefore this is deceptive to me as a consumer as I made a credit decision based on the initially information provided to me that appear to be false. I have provided the link below that provided the terms and conditions of the card that included the promotional rate of balance transfers. My other concern is what othe...   \n",
       "\n",
       "        Doc_Id  word_count  \\\n",
       "190135       1         249   \n",
       "191998      35         201   \n",
       "192083      45         210   \n",
       "192137      47         201   \n",
       "192150      49         192   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                data_nouns  \\\n",
       "190135  inconsistencies amount M T Bank amount credit reporting agencies letter order issue entry credit report vehicle loss insurance company insurance company GAP insurancw balance loan M T Bank balance loan faith proof balance payment debt goodwill letter remainder debt exchange removal entry credit report point credit monitoring agency balance credit report balance monies GAP insurance insurance company M T Bank M T Bank return mail courtesy response   \n",
       "191998                                                                                                                loans loan Chrysler loan title town office Tennessee time TD Financial lien title TD My title Support TD balance charges fees NEVER notifications TD Auto Finance representative TEN TWELVE YEARS loan TD Auto Finance Maine business supervisor call balance week response calls customer service department corporation balance years consumer pay   \n",
       "192083         trial modification servicer Carrington offer payment month member day month None-the-less Carrington trial modification payment phone Carrington payment phone service Carrington access Carrington firm unreasonableness office Carrington payment My Authorized Party representative Carrington occasions purpose call foreclosure sale date time Authorized Party Representative foreclosure sale date Carrington foreclosure sale time foreclosure sale   \n",
       "192137                                                                                                                                                                                     hardship student loans months lender email letters response phone hours times work schedule arrangements state default account letter states default credit report default collection agency weeks date situation anything ONLY phone sense loan lender situation credit report   \n",
       "192150                                      credit card Barclays disclosure rate APR purchases months balance transfers months card disclosure rate balance transfers therefore company promotional purchases complaint bank website responses letter rate purchases consumer credit decision information link terms conditions card rate balance transfers concern practices bank https www.barclaycardus.comapplyLanding.action www.barclaycardus.comappjapplylpTnCs.jsp   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                    cleaned  \n",
       "190135     inconsistency m t bank credit reporting agency letter order issue entry credit report vehicle loss insurance company insurance company gap insurancw balance loan m t bank balance loan faith proof balance payment debt goodwill letter remainder debt exchange removal entry credit report point credit monitoring agency balance credit report balance monies gap insurance insurance company m t bank m t bank return mail courtesy response  \n",
       "191998                                                                                                                                 loan loan chrysler loan title town office tennessee time td financial lien title td title support td balance charge fee notification td auto finance representative year loan td auto finance maine business supervisor balance week response call customer service department corporation balance year consumer pay  \n",
       "192083   trial modification servicer carrington offer payment month member day month none-the-less carrington trial modification payment phone carrington payment phone service carrington access carrington firm unreasonableness office carrington payment authorized party representative carrington occasion purpose foreclosure sale date time authorized party representative foreclosure sale date carrington foreclosure sale time foreclosure sale  \n",
       "192137                                                                                                                                                                                            hardship student loan month lender email letter response phone hour time work schedule arrangement state default account letter state default credit report default collection agency week date situation phone sense loan lender situation credit report  \n",
       "192150                                              credit card barclays disclosure rate apr purchase month balance transfer month card disclosure rate balance transfer company promotional purchase complaint bank website response letter rate purchase consumer credit decision information link term condition card rate balance transfer concern practice bank http www barclaycardus comapplylanding action www barclaycardus comappjapplylptncs jsp  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "credit         11995\n",
       "account        11059\n",
       "payment         9262\n",
       "loan            6938\n",
       "bank            5864\n",
       "time            5252\n",
       "debt            4705\n",
       "card            4575\n",
       "report          4433\n",
       "company         4350\n",
       "mortgage        4246\n",
       "information     3939\n",
       "month           3773\n",
       "letter          3508\n",
       "day             3504\n",
       "year            3423\n",
       "number          3203\n",
       "fee             2807\n",
       "phone           2708\n",
       "collection      2684\n",
       "dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# let us see the top 20 again after cleaning\n",
    "freq_NN = pd.Series(' '.join(df1['cleaned']).split()).value_counts()[:20]\n",
    "freq_NN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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\n",
      "text/plain": [
       "<Figure size 936x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Wordcloud\n",
    "\n",
    "from wordcloud import WordCloud \n",
    "wordcloud = WordCloud(width=800, height=500, random_state=21, max_font_size=110).generate(str(df1['cleaned'])) \n",
    "plt.figure(1,figsize=(13, 10))\n",
    "fig=plt.figure(1)\n",
    "plt.imshow(wordcloud, interpolation=\"bilinear\") \n",
    "plt.axis('off') \n",
    "plt.show()\n",
    "fig.savefig('wordcloud')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Use CountVectorizer to get bigrams to visualize\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "\n",
    "cv = CountVectorizer(max_df = 0.95, min_df = 2, stop_words= 'english', max_features=10000, ngram_range=(1,3))\n",
    "X = cv.fit_transform(df1['cleaned'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Most frequently occuring words\n",
    "def get_top_n_words(corpus,n=None):\n",
    "    vec = CountVectorizer().fit(df1['cleaned'])\n",
    "    bag_of_words=vec.transform(df1['cleaned'])\n",
    "    sum_words = bag_of_words.sum(axis=0)\n",
    "    words_freq = [(word, sum_words[0, idx]) for word , idx in vec.vocabulary_.items()]\n",
    "    words_freq = sorted(words_freq, key = lambda x: x[1], reverse=True)\n",
    "    return words_freq[:n]\n",
    "# Convert most freq words to datafame for visuals\n",
    "\n",
    "top_words = get_top_n_words(df1['cleaned'], n=20)\n",
    "top_df = pd.DataFrame(top_words)\n",
    "top_df.columns = ['Word', 'Freq']\n",
    "\n",
    "# barplot of most freq words\n",
    "import seaborn as sns\n",
    "sns.set(rc={'figure.figsize':(13,6)})\n",
    "g = sns.barplot(x='Word', y='Freq', data=top_df)\n",
    "g.set_xticklabels(g.get_xticklabels(), rotation=45)\n",
    "fig = g.get_figure()\n",
    "fig.savefig(\"sns_output.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               Bi-gram  Freq\n",
      "0        credit report  2620\n",
      "1          credit card  1838\n",
      "2          wells fargo   986\n",
      "3         bank america   898\n",
      "4     customer service   727\n",
      "5    collection agency   704\n",
      "6       credit bureaus   650\n",
      "7     credit reporting   637\n",
      "8         bank account   527\n",
      "9         credit score   496\n",
      "10   loan modification   477\n",
      "11     account account   473\n",
      "12      account credit   460\n",
      "13        phone number   438\n",
      "14       interest rate   428\n",
      "15    mortgage company   409\n",
      "16       report credit   407\n",
      "17      credit reports   383\n",
      "18  information credit   382\n",
      "19     debt collection   367\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Most frequently Co-occuring words\n",
    "def get_top_n2_words(corpus,n=None):\n",
    "    vec1 = CountVectorizer(ngram_range=(2,2),max_features=2000).fit(df1['data_nouns'])\n",
    "    bag_of_words=vec1.transform(df1['data_nouns'])\n",
    "    sum_words = bag_of_words.sum(axis=0)\n",
    "    words_freq = [(word, sum_words[0, idx]) for word , idx in vec1.vocabulary_.items()]\n",
    "    words_freq = sorted(words_freq, key = lambda x: x[1], reverse=True)\n",
    "    return words_freq[:n]\n",
    "# Convert most freq words to datafame for visuals\n",
    "\n",
    "top2_words = get_top_n2_words(df1['data_nouns'], n=20)\n",
    "top2_df = pd.DataFrame(top2_words)\n",
    "top2_df.columns = ['Bi-gram', 'Freq']\n",
    "\n",
    "# for bigram wordcloud\n",
    "top100_words = get_top_n2_words(df1['data_nouns'], n=100)\n",
    "top100_df = pd.DataFrame(top100_words)\n",
    "top100_df.columns = ['Bi-gram', 'Freq']\n",
    "print(top2_df)\n",
    "\n",
    "# barplot of most freq words\n",
    "import seaborn as sns\n",
    "sns.set(rc={'figure.figsize':(13,6)})\n",
    "h = sns.barplot(x='Bi-gram', y='Freq', data=top2_df)\n",
    "h.set_xticklabels(h.get_xticklabels(), rotation=45)\n",
    "fig = h.get_figure()\n",
    "fig.savefig(\"sns_output_bigrams.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "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>Bi-gram</th>\n",
       "      <th>Freq</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>credit report</td>\n",
       "      <td>2620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>credit card</td>\n",
       "      <td>1838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>wells fargo</td>\n",
       "      <td>986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>bank america</td>\n",
       "      <td>898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>customer service</td>\n",
       "      <td>727</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Bi-gram  Freq\n",
       "0     credit report  2620\n",
       "1       credit card  1838\n",
       "2       wells fargo   986\n",
       "3      bank america   898\n",
       "4  customer service   727"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top100_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "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>Bi-gram</th>\n",
       "      <th>Freq</th>\n",
       "      <th>Bi_gram</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>credit report</td>\n",
       "      <td>2620</td>\n",
       "      <td>credit_report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>credit card</td>\n",
       "      <td>1838</td>\n",
       "      <td>credit_card</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>wells fargo</td>\n",
       "      <td>986</td>\n",
       "      <td>wells_fargo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>bank america</td>\n",
       "      <td>898</td>\n",
       "      <td>bank_america</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>customer service</td>\n",
       "      <td>727</td>\n",
       "      <td>customer_service</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Bi-gram  Freq           Bi_gram\n",
       "0     credit report  2620     credit_report\n",
       "1       credit card  1838       credit_card\n",
       "2       wells fargo   986       wells_fargo\n",
       "3      bank america   898      bank_america\n",
       "4  customer service   727  customer_service"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top100_df['Bi_gram'] = top100_df['Bi-gram'].str.replace(' ','_')\n",
    "top100_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from wordcloud import WordCloud \n",
    "wordcloud = WordCloud(width=800, height=500, random_state=21, max_font_size=110).generate(str(top100_df['Bi_gram'])) \n",
    "plt.figure(1,figsize=(13, 10))\n",
    "fig=plt.figure(1)\n",
    "plt.imshow(wordcloud, interpolation=\"bilinear\") \n",
    "plt.axis('off') \n",
    "plt.show()\n",
    "fig.savefig('wordcloud_bigram')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "no_features = 10000"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Term vectorization term weighting:\n",
    "- The usefulness of the document-term matrix can be improved by assigning higher weights to important terms. This helps to include or exclude terms that will enter the model.\n",
    "- TF-IDF is a common way of giving weights to terms in a document.\n",
    "- Term Frequency - TF is the number of times a term appears in a document.\n",
    "- Inverse Document Frequency - IDF is the total number of documents that have a term. This penalises common terms that appear in almost every document."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "tfidf_vectorizer = TfidfVectorizer(max_df = 0.95, min_df = 2, stop_words= 'english', max_features=no_features, ngram_range=(1,1),\n",
    "                                  analyzer='word')\n",
    "tfidf = tfidf_vectorizer.fit_transform(df1['cleaned'])\n",
    "# get the feature names\n",
    "tfidf_feature_names = tfidf_vectorizer.get_feature_names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vocabulary has 4839 distinct terms\n"
     ]
    }
   ],
   "source": [
    "print('Vocabulary has %d distinct terms' % len(tfidf_feature_names))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The terms with the highest TF-IDF scores across all documents in the document-term matrix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "import operator\n",
    "def rank_terms( tfidf, tfidf_feature_names ):\n",
    "    # get the sums over each column\n",
    "    sums = tfidf.sum(axis=0)\n",
    "    # map weights to the terms\n",
    "    weights = {}\n",
    "    for col, term in enumerate(tfidf_feature_names):\n",
    "        weights[term] = sums[0,col]\n",
    "    # rank the terms by their weight over all documents\n",
    "    return sorted(weights.items(), key=operator.itemgetter(1), reverse=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "01. credit (527)\n",
      "02. account (497)\n",
      "03. payment (472)\n",
      "04. loan (375)\n",
      "05. bank (318)\n",
      "06. debt (313)\n",
      "07. card (288)\n",
      "08. report (281)\n",
      "09. mortgage (263)\n",
      "10. time (259)\n",
      "11. company (254)\n",
      "12. month (228)\n",
      "13. information (227)\n",
      "14. letter (217)\n",
      "15. number (210)\n",
      "16. day (210)\n",
      "17. year (205)\n",
      "18. fee (203)\n",
      "19. collection (199)\n",
      "20. phone (186)\n"
     ]
    }
   ],
   "source": [
    "ranking = rank_terms(tfidf, tfidf_feature_names)\n",
    "for i, pair in enumerate( ranking[0:20] ):\n",
    "    print( \"%02d. %s (%.0f)\" % ( i+1, pair[0], pair[1] ) )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# NMF model fitting. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "no_topics = 40"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "nmf=NMF(n_components = no_topics, random_state =1, alpha=0.1, l1_ratio = 0.5, init= 'nndsvd').fit(tfidf)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Nonnegative Double Singular Value Decomposition (NNDSVD)** [Boutsidis2007](http://stanford.edu/~marinka/nimfa/nimfa.methods.seeding.nndsvd.html) is a new method designed to enhance the initialization stage of the nonnegative matrix factorization. The basic algorithm contains no randomization and is based on two SVD processes, one approximating the data matrix, the other approximating positive sections of the resulting partial SVD factors utilizing an algebraic property of unit rank matrices.\n",
    "\n",
    "**Sklearn** [Read about the alternatives](https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.NMF.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def display_topics(model, feature_names, no_top_words):\n",
    "    col1 = 'topic'\n",
    "    col2 = 'top_ten_words'\n",
    "    dct = {col1: [], col2: []}\n",
    "    for topic_idx, topic in enumerate(model.components_):\n",
    "        dct[col1].append(str(topic_idx))\n",
    "        dct[col2].append(\" \".join([feature_names[i] for i in topic.argsort()[:-no_top_words - 1:-1]]))\n",
    "    return pd.DataFrame.from_dict(dct)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>top_ten_words</th>\n",
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       "      <td>check bank cash week refund cashier day mail fund teller</td>\n",
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       "      <td>letter dispute proof response address request copy mail experian validation</td>\n",
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       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>insurance policy escrow coverage flood homeowner hospital claim agent gap</td>\n",
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       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>service day customer time representative business supervisor email hour issue</td>\n",
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       "      <th>19</th>\n",
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       "      <td>equifax file report dispute lien credit result investigation item reinvestigation</td>\n",
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       "      <td>charge fraud merchant macy purchase billing dispute debit fraudulent overdraft</td>\n",
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       "      <td>information file document consumer investigation address transunion creditor item dispute</td>\n",
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       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>money day transfer union dollar time order gram western people</td>\n",
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       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>tax escrow lien property shortage analysis county irs state increase</td>\n",
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       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>bankruptcy chapter court case attorney lawyer discharge husband bk filing</td>\n",
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       "      <th>28</th>\n",
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       "      <td>year time house job home help mother people problem wife</td>\n",
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       "      <th>29</th>\n",
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       "      <td>statement billing macy paper mail copy credit email purchase seterus</td>\n",
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       "      <td>modification document trial loan hamp process paperwork agreement foreclosure period</td>\n",
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       "      <td>paypal ebay item purchase credit seller buyer email user line</td>\n",
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       "      <td>38</td>\n",
       "      <td>date delinquency day status sale closing advance expiration filing period</td>\n",
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       "      <th>39</th>\n",
       "      <td>39</td>\n",
       "      <td>express american amex ame reward point serve card consumer cash</td>\n",
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      "text/plain": [
       "   topic  \\\n",
       "0      0   \n",
       "1      1   \n",
       "2      2   \n",
       "3      3   \n",
       "4      4   \n",
       "5      5   \n",
       "6      6   \n",
       "7      7   \n",
       "8      8   \n",
       "9      9   \n",
       "10    10   \n",
       "11    11   \n",
       "12    12   \n",
       "13    13   \n",
       "14    14   \n",
       "15    15   \n",
       "16    16   \n",
       "17    17   \n",
       "18    18   \n",
       "19    19   \n",
       "20    20   \n",
       "21    21   \n",
       "22    22   \n",
       "23    23   \n",
       "24    24   \n",
       "25    25   \n",
       "26    26   \n",
       "27    27   \n",
       "28    28   \n",
       "29    29   \n",
       "30    30   \n",
       "31    31   \n",
       "32    32   \n",
       "33    33   \n",
       "34    34   \n",
       "35    35   \n",
       "36    36   \n",
       "37    37   \n",
       "38    38   \n",
       "39    39   \n",
       "\n",
       "                                                                                top_ten_words  \n",
       "0               credit report bureau score reporting item dispute history experian transunion  \n",
       "1                         payment time arrangement history day plan principal pay issue phone  \n",
       "2                 fund transaction debit overdraft bank transfer account rushcard business bb  \n",
       "3                debt collector validation court creditor law recovery collection proof fdcpa  \n",
       "4                        bank america boa td synchrony fraud branch action reason application  \n",
       "5                           card credit purchase citi limit debit citibank store reward fraud  \n",
       "6                 account checking status access activity bank saving result department issue  \n",
       "7                loan student navient school lender repayment college income education signer  \n",
       "8                          number phone message person work address security time cell caller  \n",
       "9               inquiry credit right view authorization validity privacy breach birth section  \n",
       "10                          deposit branch manager cash atm overdraft bank bonus checking pnc  \n",
       "11         chase morgan jp bank policy representative claim application complaint transaction  \n",
       "12              fee overdraft transaction bank dollar online practice saving checking account  \n",
       "13                      fargo home income wf complaint banker bank representative dealer line  \n",
       "14              ocwen servicing loan llc escrow mortgage gmac foreclosure ombudsman complaint  \n",
       "15                                   check bank cash week refund cashier day mail fund teller  \n",
       "16                letter dispute proof response address request copy mail experian validation  \n",
       "17                  insurance policy escrow coverage flood homeowner hospital claim agent gap  \n",
       "18              service day customer time representative business supervisor email hour issue  \n",
       "19          equifax file report dispute lien credit result investigation item reinvestigation  \n",
       "20             charge fraud merchant macy purchase billing dispute debit fraudulent overdraft  \n",
       "21                balance transfer apr limit account credit error payoff purchase explanation  \n",
       "22                              month time plan end point period agreement thing term payment  \n",
       "23           car vehicle ally santander repossession dealership dealer auto finance financial  \n",
       "24  information file document consumer investigation address transunion creditor item dispute  \n",
       "25                             money day transfer union dollar time order gram western people  \n",
       "26                       tax escrow lien property shortage analysis county irs state increase  \n",
       "27                  bankruptcy chapter court case attorney lawyer discharge husband bk filing  \n",
       "28                                   year time house job home help mother people problem wife  \n",
       "29                       statement billing macy paper mail copy credit email purchase seterus  \n",
       "30                  mortgage nationstar home house loan seterus payment servicing payoff note  \n",
       "31                   home sale property foreclosure house offer attorney lender process buyer  \n",
       "32        capital fraud card chrysler jefferson representative reason issue security business  \n",
       "33       modification document trial loan hamp process paperwork agreement foreclosure period  \n",
       "34                   rate score lock point cost appraisal market closing increase application  \n",
       "35      collection agency service apartment hospital reporting notice office billing recovery  \n",
       "36             company title complaint time person information credit claim contract business  \n",
       "37                              paypal ebay item purchase credit seller buyer email user line  \n",
       "38                  date delinquency day status sale closing advance expiration filing period  \n",
       "39                            express american amex ame reward point serve card consumer cash  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "no_top_words = 10\n",
    "topic_word = display_topics(nmf, tfidf_feature_names, no_top_words)\n",
    "topic_word"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
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       "      <th>Theme</th>\n",
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       "  <tbody>\n",
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       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Payment Time Arrangement</td>\n",
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       "      <th>2</th>\n",
       "      <td>2</td>\n",
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       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Debt Collector Validation</td>\n",
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       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Bank America Boa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>Card Credit Purchase</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>Account Checking Status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>Loan Student Navient</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>Number Phone Message</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>Inquiry Credit Right</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>Deposit Branch Manager</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>Chase Morgan Jp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>Fee Overdraft Transaction</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>Fargo Home Income</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>Ocwen Servicing Loan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>Check Bank Cash</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>Letter Dispute Proof</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>Insurance Policy Escrow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>Service Day Customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>Equifax File Report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>Charge Fraud Merchant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>Balance Transfer Apr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>Month Time Plan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>Car Vehicle Ally</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>Information File Document</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>Money Day Transfer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>Tax Escrow Lien</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>Bankruptcy Chapter Court</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>Year Time House</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>Statement Billing Macy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>30</td>\n",
       "      <td>Mortgage Nationstar Home</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>31</td>\n",
       "      <td>Home Sale Property</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>32</td>\n",
       "      <td>Capital Fraud Card</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>33</td>\n",
       "      <td>Modification Document Trial</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>34</td>\n",
       "      <td>Rate Score Lock</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>35</td>\n",
       "      <td>Collection Agency Service</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>36</td>\n",
       "      <td>Company Title Complaint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>37</td>\n",
       "      <td>Paypal Ebay Item</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>38</td>\n",
       "      <td>Date Delinquency Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>39</td>\n",
       "      <td>Express American Amex</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   topic                        Theme\n",
       "0      0         Credit Report Bureau\n",
       "1      1     Payment Time Arrangement\n",
       "2      2       Fund Transaction Debit\n",
       "3      3    Debt Collector Validation\n",
       "4      4             Bank America Boa\n",
       "5      5         Card Credit Purchase\n",
       "6      6      Account Checking Status\n",
       "7      7         Loan Student Navient\n",
       "8      8         Number Phone Message\n",
       "9      9         Inquiry Credit Right\n",
       "10    10       Deposit Branch Manager\n",
       "11    11              Chase Morgan Jp\n",
       "12    12    Fee Overdraft Transaction\n",
       "13    13            Fargo Home Income\n",
       "14    14         Ocwen Servicing Loan\n",
       "15    15              Check Bank Cash\n",
       "16    16         Letter Dispute Proof\n",
       "17    17      Insurance Policy Escrow\n",
       "18    18         Service Day Customer\n",
       "19    19          Equifax File Report\n",
       "20    20        Charge Fraud Merchant\n",
       "21    21         Balance Transfer Apr\n",
       "22    22              Month Time Plan\n",
       "23    23             Car Vehicle Ally\n",
       "24    24    Information File Document\n",
       "25    25           Money Day Transfer\n",
       "26    26              Tax Escrow Lien\n",
       "27    27     Bankruptcy Chapter Court\n",
       "28    28              Year Time House\n",
       "29    29       Statement Billing Macy\n",
       "30    30     Mortgage Nationstar Home\n",
       "31    31           Home Sale Property\n",
       "32    32           Capital Fraud Card\n",
       "33    33  Modification Document Trial\n",
       "34    34              Rate Score Lock\n",
       "35    35    Collection Agency Service\n",
       "36    36      Company Title Complaint\n",
       "37    37             Paypal Ebay Item\n",
       "38    38         Date Delinquency Day\n",
       "39    39        Express American Amex"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "no_top_words = 3\n",
    "topic_word_3 = display_topics(nmf, tfidf_feature_names, no_top_words)\n",
    "topic_word_3['Theme'] = topic_word_3.top_ten_words.str.title()\n",
    "topic_word_4 = topic_word_3.loc[:,['topic', 'Theme']]\n",
    "topic_word_4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "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</th>\n",
       "      <th>Theme</th>\n",
       "      <th>top_ten_words</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Credit Report Bureau</td>\n",
       "      <td>credit report bureau score reporting item dispute history experian transunion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Payment Time Arrangement</td>\n",
       "      <td>payment time arrangement history day plan principal pay issue phone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>Fund Transaction Debit</td>\n",
       "      <td>fund transaction debit overdraft bank transfer account rushcard business bb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Debt Collector Validation</td>\n",
       "      <td>debt collector validation court creditor law recovery collection proof fdcpa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Bank America Boa</td>\n",
       "      <td>bank america boa td synchrony fraud branch action reason application</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>Card Credit Purchase</td>\n",
       "      <td>card credit purchase citi limit debit citibank store reward fraud</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>Account Checking Status</td>\n",
       "      <td>account checking status access activity bank saving result department issue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>Loan Student Navient</td>\n",
       "      <td>loan student navient school lender repayment college income education signer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>Number Phone Message</td>\n",
       "      <td>number phone message person work address security time cell caller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>Inquiry Credit Right</td>\n",
       "      <td>inquiry credit right view authorization validity privacy breach birth section</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>Deposit Branch Manager</td>\n",
       "      <td>deposit branch manager cash atm overdraft bank bonus checking pnc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>Chase Morgan Jp</td>\n",
       "      <td>chase morgan jp bank policy representative claim application complaint transaction</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>Fee Overdraft Transaction</td>\n",
       "      <td>fee overdraft transaction bank dollar online practice saving checking account</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>Fargo Home Income</td>\n",
       "      <td>fargo home income wf complaint banker bank representative dealer line</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>Ocwen Servicing Loan</td>\n",
       "      <td>ocwen servicing loan llc escrow mortgage gmac foreclosure ombudsman complaint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>Check Bank Cash</td>\n",
       "      <td>check bank cash week refund cashier day mail fund teller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>Letter Dispute Proof</td>\n",
       "      <td>letter dispute proof response address request copy mail experian validation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>Insurance Policy Escrow</td>\n",
       "      <td>insurance policy escrow coverage flood homeowner hospital claim agent gap</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>Service Day Customer</td>\n",
       "      <td>service day customer time representative business supervisor email hour issue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>Equifax File Report</td>\n",
       "      <td>equifax file report dispute lien credit result investigation item reinvestigation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>Charge Fraud Merchant</td>\n",
       "      <td>charge fraud merchant macy purchase billing dispute debit fraudulent overdraft</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>Balance Transfer Apr</td>\n",
       "      <td>balance transfer apr limit account credit error payoff purchase explanation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>Month Time Plan</td>\n",
       "      <td>month time plan end point period agreement thing term payment</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>Car Vehicle Ally</td>\n",
       "      <td>car vehicle ally santander repossession dealership dealer auto finance financial</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>Information File Document</td>\n",
       "      <td>information file document consumer investigation address transunion creditor item dispute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>Money Day Transfer</td>\n",
       "      <td>money day transfer union dollar time order gram western people</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>Tax Escrow Lien</td>\n",
       "      <td>tax escrow lien property shortage analysis county irs state increase</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>Bankruptcy Chapter Court</td>\n",
       "      <td>bankruptcy chapter court case attorney lawyer discharge husband bk filing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>Year Time House</td>\n",
       "      <td>year time house job home help mother people problem wife</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>Statement Billing Macy</td>\n",
       "      <td>statement billing macy paper mail copy credit email purchase seterus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>30</td>\n",
       "      <td>Mortgage Nationstar Home</td>\n",
       "      <td>mortgage nationstar home house loan seterus payment servicing payoff note</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>31</td>\n",
       "      <td>Home Sale Property</td>\n",
       "      <td>home sale property foreclosure house offer attorney lender process buyer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>32</td>\n",
       "      <td>Capital Fraud Card</td>\n",
       "      <td>capital fraud card chrysler jefferson representative reason issue security business</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>33</td>\n",
       "      <td>Modification Document Trial</td>\n",
       "      <td>modification document trial loan hamp process paperwork agreement foreclosure period</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>34</td>\n",
       "      <td>Rate Score Lock</td>\n",
       "      <td>rate score lock point cost appraisal market closing increase application</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>35</td>\n",
       "      <td>Collection Agency Service</td>\n",
       "      <td>collection agency service apartment hospital reporting notice office billing recovery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>36</td>\n",
       "      <td>Company Title Complaint</td>\n",
       "      <td>company title complaint time person information credit claim contract business</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>37</td>\n",
       "      <td>Paypal Ebay Item</td>\n",
       "      <td>paypal ebay item purchase credit seller buyer email user line</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>38</td>\n",
       "      <td>Date Delinquency Day</td>\n",
       "      <td>date delinquency day status sale closing advance expiration filing period</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>39</td>\n",
       "      <td>Express American Amex</td>\n",
       "      <td>express american amex ame reward point serve card consumer cash</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   topic                        Theme  \\\n",
       "0      0         Credit Report Bureau   \n",
       "1      1     Payment Time Arrangement   \n",
       "2      2       Fund Transaction Debit   \n",
       "3      3    Debt Collector Validation   \n",
       "4      4             Bank America Boa   \n",
       "5      5         Card Credit Purchase   \n",
       "6      6      Account Checking Status   \n",
       "7      7         Loan Student Navient   \n",
       "8      8         Number Phone Message   \n",
       "9      9         Inquiry Credit Right   \n",
       "10    10       Deposit Branch Manager   \n",
       "11    11              Chase Morgan Jp   \n",
       "12    12    Fee Overdraft Transaction   \n",
       "13    13            Fargo Home Income   \n",
       "14    14         Ocwen Servicing Loan   \n",
       "15    15              Check Bank Cash   \n",
       "16    16         Letter Dispute Proof   \n",
       "17    17      Insurance Policy Escrow   \n",
       "18    18         Service Day Customer   \n",
       "19    19          Equifax File Report   \n",
       "20    20        Charge Fraud Merchant   \n",
       "21    21         Balance Transfer Apr   \n",
       "22    22              Month Time Plan   \n",
       "23    23             Car Vehicle Ally   \n",
       "24    24    Information File Document   \n",
       "25    25           Money Day Transfer   \n",
       "26    26              Tax Escrow Lien   \n",
       "27    27     Bankruptcy Chapter Court   \n",
       "28    28              Year Time House   \n",
       "29    29       Statement Billing Macy   \n",
       "30    30     Mortgage Nationstar Home   \n",
       "31    31           Home Sale Property   \n",
       "32    32           Capital Fraud Card   \n",
       "33    33  Modification Document Trial   \n",
       "34    34              Rate Score Lock   \n",
       "35    35    Collection Agency Service   \n",
       "36    36      Company Title Complaint   \n",
       "37    37             Paypal Ebay Item   \n",
       "38    38         Date Delinquency Day   \n",
       "39    39        Express American Amex   \n",
       "\n",
       "                                                                                top_ten_words  \n",
       "0               credit report bureau score reporting item dispute history experian transunion  \n",
       "1                         payment time arrangement history day plan principal pay issue phone  \n",
       "2                 fund transaction debit overdraft bank transfer account rushcard business bb  \n",
       "3                debt collector validation court creditor law recovery collection proof fdcpa  \n",
       "4                        bank america boa td synchrony fraud branch action reason application  \n",
       "5                           card credit purchase citi limit debit citibank store reward fraud  \n",
       "6                 account checking status access activity bank saving result department issue  \n",
       "7                loan student navient school lender repayment college income education signer  \n",
       "8                          number phone message person work address security time cell caller  \n",
       "9               inquiry credit right view authorization validity privacy breach birth section  \n",
       "10                          deposit branch manager cash atm overdraft bank bonus checking pnc  \n",
       "11         chase morgan jp bank policy representative claim application complaint transaction  \n",
       "12              fee overdraft transaction bank dollar online practice saving checking account  \n",
       "13                      fargo home income wf complaint banker bank representative dealer line  \n",
       "14              ocwen servicing loan llc escrow mortgage gmac foreclosure ombudsman complaint  \n",
       "15                                   check bank cash week refund cashier day mail fund teller  \n",
       "16                letter dispute proof response address request copy mail experian validation  \n",
       "17                  insurance policy escrow coverage flood homeowner hospital claim agent gap  \n",
       "18              service day customer time representative business supervisor email hour issue  \n",
       "19          equifax file report dispute lien credit result investigation item reinvestigation  \n",
       "20             charge fraud merchant macy purchase billing dispute debit fraudulent overdraft  \n",
       "21                balance transfer apr limit account credit error payoff purchase explanation  \n",
       "22                              month time plan end point period agreement thing term payment  \n",
       "23           car vehicle ally santander repossession dealership dealer auto finance financial  \n",
       "24  information file document consumer investigation address transunion creditor item dispute  \n",
       "25                             money day transfer union dollar time order gram western people  \n",
       "26                       tax escrow lien property shortage analysis county irs state increase  \n",
       "27                  bankruptcy chapter court case attorney lawyer discharge husband bk filing  \n",
       "28                                   year time house job home help mother people problem wife  \n",
       "29                       statement billing macy paper mail copy credit email purchase seterus  \n",
       "30                  mortgage nationstar home house loan seterus payment servicing payoff note  \n",
       "31                   home sale property foreclosure house offer attorney lender process buyer  \n",
       "32        capital fraud card chrysler jefferson representative reason issue security business  \n",
       "33       modification document trial loan hamp process paperwork agreement foreclosure period  \n",
       "34                   rate score lock point cost appraisal market closing increase application  \n",
       "35      collection agency service apartment hospital reporting notice office billing recovery  \n",
       "36             company title complaint time person information credit claim contract business  \n",
       "37                              paypal ebay item purchase credit seller buyer email user line  \n",
       "38                  date delinquency day status sale closing advance expiration filing period  \n",
       "39                            express american amex ame reward point serve card consumer cash  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Merge the theme with the top_ten\n",
    "topic_word = pd.merge(topic_word_4, topic_word, on ='topic')\n",
    "topic_word"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "nmf_W = nmf.transform(tfidf)\n",
    "nmf_H = nmf.components_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = pd.DataFrame({'topic': nmf_W.argmax(axis=1),\n",
    "                   'Doc_Id': df1['Doc_Id'],\n",
    "                   'consumer_complaint_narrative': df1['consumer_complaint_narrative']},\n",
    "                  columns = ['topic', 'Doc_Id', 'consumer_complaint_narrative'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "def showdocs(df2, topics, nshow=5 ): # nshow= len(df1)\n",
    "    idx = df2.topic == topics[0]\n",
    "    for i in range(1, len(topics)):\n",
    "        idx = idx | (df2.topic == topics[i])\n",
    "    return df2[idx].groupby('topic').head(nshow).sort_values('topic')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "numbers = tuple(list(range(0, no_topics)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "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",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\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>topic</th>\n",
       "      <th>Doc_Id</th>\n",
       "      <th>consumer_complaint_narrative</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>202726</th>\n",
       "      <td>0</td>\n",
       "      <td>836</td>\n",
       "      <td>I have been separated from     since the beginning of  2014 living with my grand farther in   and never gave anyone permission to sign my name and to commit fraud on my credit. She has signed my name and gave my social security no. to approximately  credit card agencies maxing them out due to looking at my credit report. I have never went back to   since I left in the beginning of  2014. \\nBelow are  she committed fraud and signed my name ( copied from credit report ). \\nPlease help me clear up all these credit cards she has committed fraud by using my social security and signing my name and do what you can to prosecute her to the fullest extent of the law.. \\nAlso she is on probation which should make fraud immediate. Below is her probation office number and name. \\n   : Probation office number, Name :   or . \\n\\n\\n\\n #    ,   (  )  Date  Balance : $  #    (  )   : Individual AccountAccount Type : Revolving AccountLoan Type : CHARGE ACCOUNTBalance : $   Received : $ 0High Balance ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202913</th>\n",
       "      <td>0</td>\n",
       "      <td>885</td>\n",
       "      <td>I am a  father struggling to correct my credit profile. I recently paid  accounts in collections, and opened  new credit card accounts for the  time in years. My credit was that bad. Experian and  worked with me and helped out huge, from deleting items that were not supposed to be on my reports, to getting back to me in a more than timely manner on other matters. EQUIFA on the other hand, is doing the opposite. I 'm trying to remove a credit inquiry that   inquired  on me (  in  days ), and since they are the same type and close in date, they should be deleted. Only EQUIFA REFUSED TO DO SO. The other  agencies did it on the phone, right then and there with a single additional question. They knew it should n't of been there. EQUIFA, who I have called  times in 2 weeks, speaking with  people, say they are not removing it. This is absurd. How are these people in charge of our credit scores and reports??? I really need help with this, and little as it may sound to some, it is important...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197367</th>\n",
       "      <td>0</td>\n",
       "      <td>246</td>\n",
       "      <td>Hello, mortgage :   in dispute :   report #  , I contacted Experian to dispute a delinquent payment on my credit report. I was advised the mortgage company had to correct the late pay and resubmit to the credit bureau. I sent my mortgage company a copy of my  postal tracking # It was mailed as a 2 day priority. \\nAs of today, this is STILL showing delinquent on the credit reports. Per Experian, they closed my dispute in  hours, referred me to my mortgage company and to date, have not corrected or removed my late payment as an error or acknowledged as such. \\nEACH late pay cost me  points on my credit report. For them to force a lower score on me is questionable and unethical. It appears that they use \" late pays '' as a means to force people to purchase their credit products. \\nToday,  I contacted my mortgage company yet Again and was advised the  is showing current in their system. \\nPlease advise. Thank you for your time. \\n*******************IF you choose to publish this, PLEASE...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203550</th>\n",
       "      <td>0</td>\n",
       "      <td>1107</td>\n",
       "      <td>has listed on my credit report a debt that was abolished by Mariner Finance in  2013. This was a joint account as I co-signed for a coworker to purchase a used car but Mariner Finance has been listing account as an individual account. Mariner Finance agreed to relieve me of all financial obligation, garnishments, and prompt deletion of credit entries in exchange for a one-time payment of $3000.00. The payment was immediately rendered and the stipulations were signed by a judge of the  County District Court that same month.  keeps verifying the debt as valid because Mariner Finance is supplying fictitious information because collection efforts remain in effect for second party on account.  County District Court has assured me that they do not verify debts, make entries to credit reports or make deletions.  County District Court has assured me that they do not verify debts, make entries to credit reports or make deletions.  credit bureau is also listing the erroneous account by Mari...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196219</th>\n",
       "      <td>0</td>\n",
       "      <td>151</td>\n",
       "      <td>I have informed credit reporting agencies about my issue and waiting for the answer from them, Mean while I heard about CFPB and thought To file an complaint. I used in  2013 a company call freight center in  to ship household items to , there was  pallets, as per my knowledge weight was under lb on each pallet and paid in advance some of $2800.00 to freight center, they over charged me as per the quote so I called them and they gave me credit for an amount $85.00 same day. After 4 weeks from delivery of my house hold goods they are coming back with additional $1000.00 for additional cost which I did not get it, there fore I refuse to pay them an hidden cost and know I see they have hired collection company called , is showing on my credit report, I am going to attached a proof of documents to prove the payment was maid thru credit card. There fore I request CFPB to investigate and help me to remove this negative item from my credit report, which is affecting me on my business and ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206221</th>\n",
       "      <td>1</td>\n",
       "      <td>1402</td>\n",
       "      <td>I have been attempting to make payments to my private loans with Sallie Mae since  and in each instance the payment I had submitted has been reversed, therefore incomplete. the total payment amounts have been amassing to ridiculous totals since no payments have been processed by Sallie Mae, and because of this, in   I was forced into forbearance as this was the only solution they could offer me. Now, in   I am STILL experiencing the same issue after many hours spent dealing with Sallie Mae customer service and reaching no solution. I do not wish to enter forbearance again, I simply wish to be able to make my payments in good faith as I have been trying to do so for quite some time. My interest continues to increase while Sallie Mae can not resolve the issue. Insufficient funds on the payment card is NOT the reason for this. I am a military wife living overseas with my husband and I can not afford to pay thousands of dollars towards my loans each month with building interest because...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203378</th>\n",
       "      <td>1</td>\n",
       "      <td>1045</td>\n",
       "      <td>In 2010, years after having , my  again, forcing me out of work. Seeing a potential problem on the horizon, I contacted my lender, , to get into the HARP program. I filled out the required documents, and met the requirements for HARP. I spoke to the bank rep that worked with HARPHAMP. He asked me \" are you having problems making your mortgage payments? '' I replied that things were tight, and that is why I wanted to refinance the mortgage and equity loans. \\nUnknowingly, I was put into the HAMP program, and was told to make reduced payments for a trial period. I did this, not knowing any better. About five months later, I get a package in the mail, stating we had been accepted into the program, and our mortgage payment would be about $120.00 lower then the original monthly payment, and the loan would be extended for 40 years. That would have me making payments until I was  years old, and the  was more then I was paying during the trial period, and would be swallowed up with the nex...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197340</th>\n",
       "      <td>1</td>\n",
       "      <td>244</td>\n",
       "      <td>I have received notice from my student lender, Navient, that they are not receiving my payments. My payments are however automatically made from my bank account for years to the previous company,  , and I have never had a problem. This issue began in the last month when my check was, for the first time, not cashed by Navient. I have tried contacting them through an online form and received no response. I tried calling them at the customer support number on their website, and the number goes into a never ending loop where an actual customer service agent never answers the phone. As I have never been late for a payment, have impeccable credit and now risk an implication on my record due to the company 's own inability to manage its clients, I am filing a complaint in an effort to expedite a resolution. My automatic payment has gone to   again for my  payment as per the regular monthly schedule, and I fear it will also not be collected. In the absence of a conversation with Navient I ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196689</th>\n",
       "      <td>1</td>\n",
       "      <td>187</td>\n",
       "      <td>I attended  Illinois University in , IL from . It was difficult for me to find a full time position after graduating and my loans went into forbearance. In those  years of looking for a job I gained $30000.00 in interest on my  loans. Sallie MaeNavient is currently charging me an entire paycheck as a monthly payment and have screwed up time and time again on taking out my monthly payments after signing up for automatic debt. I am currently attending school again, and have notified   to expire my deferment because I want to continue to make payments. They have not done so and have screwed up my payments while accumulating more interest on my loans. I have called  times to complainunderstand what is happening and they continue to give me the same excuse, that my payment for the month is past the deadline in which they can take it out, so wait till next month. I would n't have to wait if they would have done their job in the  place. I even have documentation that shows that they expir...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202591</th>\n",
       "      <td>1</td>\n",
       "      <td>815</td>\n",
       "      <td>In   I leased a   from   in   . The lease was financed through Ally ( formerly  ). I made my payment every month and did not have  late payment from . I  and purchased a    in  . I received a letter from Ally   stating I owed money on my previous  for a sum of over $1100.00. I then received a statement stating I only owed a balance of $540.00. I contacted Ally and set up payment arrangements to take care of balance. I agreed to pay $100.00 monthly payments. My  payment was made in . My  payment was made in . My  payment was not made because I received a letter from Ally on  ,  which advised me that my balance was paid and my debt was satisfied. My father also being a Co - signer received the same letter as I did. I stopped making the payments. Due to the letter I received I felt that my obligation had been satisfied. In  , Ally sent me another statement advising me that I still owed an additional $300.00. Because of the letter I received from Ally I disputed this amount for several...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        topic  Doc_Id  \\\n",
       "202726      0     836   \n",
       "202913      0     885   \n",
       "197367      0     246   \n",
       "203550      0    1107   \n",
       "196219      0     151   \n",
       "206221      1    1402   \n",
       "203378      1    1045   \n",
       "197340      1     244   \n",
       "196689      1     187   \n",
       "202591      1     815   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   consumer_complaint_narrative  \n",
       "202726  I have been separated from     since the beginning of  2014 living with my grand farther in   and never gave anyone permission to sign my name and to commit fraud on my credit. She has signed my name and gave my social security no. to approximately  credit card agencies maxing them out due to looking at my credit report. I have never went back to   since I left in the beginning of  2014. \\nBelow are  she committed fraud and signed my name ( copied from credit report ). \\nPlease help me clear up all these credit cards she has committed fraud by using my social security and signing my name and do what you can to prosecute her to the fullest extent of the law.. \\nAlso she is on probation which should make fraud immediate. Below is her probation office number and name. \\n   : Probation office number, Name :   or . \\n\\n\\n\\n #    ,   (  )  Date  Balance : $  #    (  )   : Individual AccountAccount Type : Revolving AccountLoan Type : CHARGE ACCOUNTBalance : $   Received : $ 0High Balance ...  \n",
       "202913  I am a  father struggling to correct my credit profile. I recently paid  accounts in collections, and opened  new credit card accounts for the  time in years. My credit was that bad. Experian and  worked with me and helped out huge, from deleting items that were not supposed to be on my reports, to getting back to me in a more than timely manner on other matters. EQUIFA on the other hand, is doing the opposite. I 'm trying to remove a credit inquiry that   inquired  on me (  in  days ), and since they are the same type and close in date, they should be deleted. Only EQUIFA REFUSED TO DO SO. The other  agencies did it on the phone, right then and there with a single additional question. They knew it should n't of been there. EQUIFA, who I have called  times in 2 weeks, speaking with  people, say they are not removing it. This is absurd. How are these people in charge of our credit scores and reports??? I really need help with this, and little as it may sound to some, it is important...  \n",
       "197367  Hello, mortgage :   in dispute :   report #  , I contacted Experian to dispute a delinquent payment on my credit report. I was advised the mortgage company had to correct the late pay and resubmit to the credit bureau. I sent my mortgage company a copy of my  postal tracking # It was mailed as a 2 day priority. \\nAs of today, this is STILL showing delinquent on the credit reports. Per Experian, they closed my dispute in  hours, referred me to my mortgage company and to date, have not corrected or removed my late payment as an error or acknowledged as such. \\nEACH late pay cost me  points on my credit report. For them to force a lower score on me is questionable and unethical. It appears that they use \" late pays '' as a means to force people to purchase their credit products. \\nToday,  I contacted my mortgage company yet Again and was advised the  is showing current in their system. \\nPlease advise. Thank you for your time. \\n*******************IF you choose to publish this, PLEASE...  \n",
       "203550   has listed on my credit report a debt that was abolished by Mariner Finance in  2013. This was a joint account as I co-signed for a coworker to purchase a used car but Mariner Finance has been listing account as an individual account. Mariner Finance agreed to relieve me of all financial obligation, garnishments, and prompt deletion of credit entries in exchange for a one-time payment of $3000.00. The payment was immediately rendered and the stipulations were signed by a judge of the  County District Court that same month.  keeps verifying the debt as valid because Mariner Finance is supplying fictitious information because collection efforts remain in effect for second party on account.  County District Court has assured me that they do not verify debts, make entries to credit reports or make deletions.  County District Court has assured me that they do not verify debts, make entries to credit reports or make deletions.  credit bureau is also listing the erroneous account by Mari...  \n",
       "196219  I have informed credit reporting agencies about my issue and waiting for the answer from them, Mean while I heard about CFPB and thought To file an complaint. I used in  2013 a company call freight center in  to ship household items to , there was  pallets, as per my knowledge weight was under lb on each pallet and paid in advance some of $2800.00 to freight center, they over charged me as per the quote so I called them and they gave me credit for an amount $85.00 same day. After 4 weeks from delivery of my house hold goods they are coming back with additional $1000.00 for additional cost which I did not get it, there fore I refuse to pay them an hidden cost and know I see they have hired collection company called , is showing on my credit report, I am going to attached a proof of documents to prove the payment was maid thru credit card. There fore I request CFPB to investigate and help me to remove this negative item from my credit report, which is affecting me on my business and ...  \n",
       "206221  I have been attempting to make payments to my private loans with Sallie Mae since  and in each instance the payment I had submitted has been reversed, therefore incomplete. the total payment amounts have been amassing to ridiculous totals since no payments have been processed by Sallie Mae, and because of this, in   I was forced into forbearance as this was the only solution they could offer me. Now, in   I am STILL experiencing the same issue after many hours spent dealing with Sallie Mae customer service and reaching no solution. I do not wish to enter forbearance again, I simply wish to be able to make my payments in good faith as I have been trying to do so for quite some time. My interest continues to increase while Sallie Mae can not resolve the issue. Insufficient funds on the payment card is NOT the reason for this. I am a military wife living overseas with my husband and I can not afford to pay thousands of dollars towards my loans each month with building interest because...  \n",
       "203378  In 2010, years after having , my  again, forcing me out of work. Seeing a potential problem on the horizon, I contacted my lender, , to get into the HARP program. I filled out the required documents, and met the requirements for HARP. I spoke to the bank rep that worked with HARPHAMP. He asked me \" are you having problems making your mortgage payments? '' I replied that things were tight, and that is why I wanted to refinance the mortgage and equity loans. \\nUnknowingly, I was put into the HAMP program, and was told to make reduced payments for a trial period. I did this, not knowing any better. About five months later, I get a package in the mail, stating we had been accepted into the program, and our mortgage payment would be about $120.00 lower then the original monthly payment, and the loan would be extended for 40 years. That would have me making payments until I was  years old, and the  was more then I was paying during the trial period, and would be swallowed up with the nex...  \n",
       "197340  I have received notice from my student lender, Navient, that they are not receiving my payments. My payments are however automatically made from my bank account for years to the previous company,  , and I have never had a problem. This issue began in the last month when my check was, for the first time, not cashed by Navient. I have tried contacting them through an online form and received no response. I tried calling them at the customer support number on their website, and the number goes into a never ending loop where an actual customer service agent never answers the phone. As I have never been late for a payment, have impeccable credit and now risk an implication on my record due to the company 's own inability to manage its clients, I am filing a complaint in an effort to expedite a resolution. My automatic payment has gone to   again for my  payment as per the regular monthly schedule, and I fear it will also not be collected. In the absence of a conversation with Navient I ...  \n",
       "196689  I attended  Illinois University in , IL from . It was difficult for me to find a full time position after graduating and my loans went into forbearance. In those  years of looking for a job I gained $30000.00 in interest on my  loans. Sallie MaeNavient is currently charging me an entire paycheck as a monthly payment and have screwed up time and time again on taking out my monthly payments after signing up for automatic debt. I am currently attending school again, and have notified   to expire my deferment because I want to continue to make payments. They have not done so and have screwed up my payments while accumulating more interest on my loans. I have called  times to complainunderstand what is happening and they continue to give me the same excuse, that my payment for the month is past the deadline in which they can take it out, so wait till next month. I would n't have to wait if they would have done their job in the  place. I even have documentation that shows that they expir...  \n",
       "202591  In   I leased a   from   in   . The lease was financed through Ally ( formerly  ). I made my payment every month and did not have  late payment from . I  and purchased a    in  . I received a letter from Ally   stating I owed money on my previous  for a sum of over $1100.00. I then received a statement stating I only owed a balance of $540.00. I contacted Ally and set up payment arrangements to take care of balance. I agreed to pay $100.00 monthly payments. My  payment was made in . My  payment was made in . My  payment was not made because I received a letter from Ally on  ,  which advised me that my balance was paid and my debt was satisfied. My father also being a Co - signer received the same letter as I did. I stopped making the payments. Due to the letter I received I felt that my obligation had been satisfied. In  , Ally sent me another statement advising me that I still owed an additional $300.00. Because of the letter I received from Ally I disputed this amount for several...  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final = showdocs(df2, numbers)\n",
    "final.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# save for use later\n",
    "final.to_pickle('model.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "topic_word.to_pickle('topic_word.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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