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December 5, 2016 14:30
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Clustering UP Vidhan Sabha Dataset using Sparse Matrices\n", | |
| "#### Aashish K. Tiwari [Persistent Systems Ltd]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "slideshow": { | |
| "slide_type": "slide" | |
| } | |
| }, | |
| "source": [ | |
| "#### Loading the vidhan sabha dataset." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": { | |
| "collapsed": false, | |
| "slideshow": { | |
| "slide_type": "-" | |
| } | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "import pandas as pd\n", | |
| "import numpy\n", | |
| "df = pd.read_csv('headline_dump.csv')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| " प्रदेश में जिला पंचायत अध्यक्षों तथा क्षेत्र पंचायत अध्यक्षों का चुनाव जनता द्वारा सीधे कराये जाने का सरकार का विचार\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "print df.headline_text[1]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "#### Column Link Name has some NaN or Missing values, we clean up dataset to substitute blank strings with missing data" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "<class 'pandas.core.frame.DataFrame'>\n", | |
| "Int64Index: 7897 entries, 0 to 7896\n", | |
| "Data columns (total 8 columns):\n", | |
| "headline_text 7897 non-null object\n", | |
| "headline_keywords 7897 non-null object\n", | |
| "headline_keypersons 7897 non-null object\n", | |
| "book_year 7897 non-null int64\n", | |
| "book_session 7897 non-null int64\n", | |
| "book_volume 7897 non-null int64\n", | |
| "book_number 7897 non-null int64\n", | |
| "book_proceeding_date 7897 non-null object\n", | |
| "dtypes: int64(4), object(4)\n", | |
| "memory usage: 555.3+ KB\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "df = df.fillna(\"\")\n", | |
| "df.info()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "#### Writing cleansed dataset to tsv file." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "df.to_csv(\"headlines_training.tsv\", sep='\\t', index = False, header=False)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "INDIC_NLP_LIB_HOME=\"./indic_nlp_library\"\n", | |
| "INDIC_NLP_RESOURCES=\"./indic_nlp_resources\"\n", | |
| "import sys\n", | |
| "sys.path.append('{}/src'.format(INDIC_NLP_LIB_HOME))\n", | |
| "from indicnlp import common\n", | |
| "common.set_resources_path(INDIC_NLP_RESOURCES)\n", | |
| "from indicnlp import loader\n", | |
| "loader.load()\n", | |
| "\n", | |
| "from indicnlp.tokenize import indic_tokenize \n", | |
| "\n", | |
| "# from HindiTokenizer import Tokenizer\n", | |
| "\n", | |
| "# def tokenize_headline(headline):\n", | |
| "# t=Tokenizer(headline)\n", | |
| "# t.remove_only_space_words()\n", | |
| "# return t.remove_stop_words()\n", | |
| "\n", | |
| "import codecs\n", | |
| "F2 = codecs.open(\"./stopwords.txt\", 'r',\"UTF8\")\n", | |
| "b2=F2.read()\n", | |
| "stoplist=set(b2.split())\n", | |
| "stopword_list = []\n", | |
| "for stop in stoplist:\n", | |
| " stopword_list.append(stop)\n", | |
| "\n", | |
| "\n", | |
| "def tokenize_headline(headline):\n", | |
| " indic_string=headline.decode('utf-8')\n", | |
| " return [token for token in indic_tokenize.trivial_tokenize(indic_string) if token not in stopword_list]\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": { | |
| "collapsed": false, | |
| "slideshow": { | |
| "slide_type": "-" | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "(5226, 16761)\n", | |
| "Wall time: 1.81 s\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "%%time\n", | |
| "\n", | |
| "headline_ids = []\n", | |
| "word_ids = []\n", | |
| "word_to_id = {}\n", | |
| "i=0\n", | |
| "with open(\"headlines_training.tsv\", 'r') as f:\n", | |
| " for line in f:\n", | |
| " try:\n", | |
| " headline = line.rstrip().split(\"\\t\")[0]\n", | |
| " for w in tokenize_headline(headline):\n", | |
| " if w not in word_to_id: \n", | |
| " word_to_id[w] = len(word_to_id)\n", | |
| " headline_ids.append(i)\n", | |
| " word_ids.append(word_to_id[w])\n", | |
| " i+=1\n", | |
| " except:\n", | |
| " pass\n", | |
| " \n", | |
| " \n", | |
| "import numpy as np\n", | |
| "from scipy.sparse import csr_matrix \n", | |
| "\n", | |
| "adj = csr_matrix( \n", | |
| " ( np.ones((len(word_ids),)), (np.array(word_ids),np.array(headline_ids)) ), \n", | |
| " shape=(len(word_to_id), i) )\n", | |
| "\n", | |
| "row_sums = adj.sum(axis=1).A1\n", | |
| "words = range(len(word_to_id))\n", | |
| "for w in word_to_id:\n", | |
| " words[word_to_id[w]] = w\n", | |
| "words = np.array(words)\n", | |
| "\n", | |
| "adj = adj[np.where(row_sums>1)]\n", | |
| "words = words[np.where(row_sums>1)]\n", | |
| "row_sums = adj.sum(axis=1).A1\n", | |
| "print adj.shape" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "10868\n", | |
| "154471\n", | |
| "154471\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "print len(word_to_id)\n", | |
| "print len(word_ids)\n", | |
| "print len(headline_ids)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "न्यायाधीश\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "print words[2]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "slideshow": { | |
| "slide_type": "slide" | |
| } | |
| }, | |
| "source": [ | |
| "# We'll use `TruncatedSVD`\n", | |
| "\n", | |
| "* [TruncatedSVD](http://scikit-learn.org/stable/modules/generated/sklearn.decomposition.TruncatedSVD.html) from `scikit-learn`\n", | |
| "* SVD stands for Singular Vector Decomposition, Truncated because we only want part of the computation\n", | |
| "* Good mathy description of how it works in [Chapter 11](http://infolab.stanford.edu/~ullman/mmds/ch11.pdf) of online book [Mining of Massive Datasets](http://www.mmds.org/)\n", | |
| "* Right now let's focus on how to use it and exploring the output" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "(5226L, 300L)\n", | |
| "Wall time: 3.93 s\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "%%time\n", | |
| "\n", | |
| "from sklearn.decomposition import TruncatedSVD \n", | |
| "from sklearn.preprocessing import normalize \n", | |
| "\n", | |
| "\n", | |
| "# Check no of components here:\n", | |
| "svd = TruncatedSVD(n_components=300)\n", | |
| "embedded_coords_l1 = normalize(svd.fit_transform(adj), norm='l1')\n", | |
| "print embedded_coords_l1.shape\n", | |
| "\n", | |
| "\n", | |
| "from scipy.stats import rankdata\n", | |
| "embedded_ranks_l1 = np.array([rankdata(c) for c in embedded_coords_l1.T]).T" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.axes._subplots.AxesSubplot at 0x1926b438>" | |
| ] | |
| }, | |
| "execution_count": 10, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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| |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x1925edd8>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "%matplotlib inline\n", | |
| "pd.DataFrame(np.cumsum(svd.explained_variance_ratio_)).plot(figsize=(13, 8))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "metadata": { | |
| "collapsed": false, | |
| "scrolled": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>270</th>\n", | |
| " <th>258</th>\n", | |
| " <th>148</th>\n", | |
| " <th>123</th>\n", | |
| " <th>156</th>\n", | |
| " <th>122</th>\n", | |
| " <th>129</th>\n", | |
| " <th>196</th>\n", | |
| " <th>197</th>\n", | |
| " <th>0</th>\n", | |
| " <th>...</th>\n", | |
| " <th>215</th>\n", | |
| " <th>120</th>\n", | |
| " <th>9</th>\n", | |
| " <th>291</th>\n", | |
| " <th>259</th>\n", | |
| " <th>201</th>\n", | |
| " <th>235</th>\n", | |
| " <th>299</th>\n", | |
| " <th>240</th>\n", | |
| " <th>222</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0</th>\n", | |
| " <td>बाढ़</td>\n", | |
| " <td>नगला</td>\n", | |
| " <td>विभिन्न</td>\n", | |
| " <td>अनुसुचित</td>\n", | |
| " <td>विभिन्न</td>\n", | |
| " <td>पडरौना</td>\n", | |
| " <td>बरेली</td>\n", | |
| " <td>हसायन</td>\n", | |
| " <td>उद्योग</td>\n", | |
| " <td>\"</td>\n", | |
| " <td>...</td>\n", | |
| " <td>मन्दिर</td>\n", | |
| " <td>आवास</td>\n", | |
| " <td>मांग</td>\n", | |
| " <td>परिसीमन</td>\n", | |
| " <td>मकान</td>\n", | |
| " <td>निर्यात</td>\n", | |
| " <td>देखते</td>\n", | |
| " <td>उझानी</td>\n", | |
| " <td>पाठशालाओं</td>\n", | |
| " <td>सफाई</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1</th>\n", | |
| " <td>न्यायाधीश</td>\n", | |
| " <td>नाई</td>\n", | |
| " <td>कृत्त</td>\n", | |
| " <td>बरेली</td>\n", | |
| " <td>वाली</td>\n", | |
| " <td>कुशीनगर</td>\n", | |
| " <td>वाली</td>\n", | |
| " <td>नन्द</td>\n", | |
| " <td>हथकरघा</td>\n", | |
| " <td>-</td>\n", | |
| " <td>...</td>\n", | |
| " <td>कामाख्या</td>\n", | |
| " <td>निर्धनों</td>\n", | |
| " <td>,</td>\n", | |
| " <td>करके</td>\n", | |
| " <td>अक्टूबर</td>\n", | |
| " <td>उद्योग</td>\n", | |
| " <td>नगला</td>\n", | |
| " <td>बिल्सी</td>\n", | |
| " <td>स्तर</td>\n", | |
| " <td>सिल्ट</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>काटजू</td>\n", | |
| " <td>आधार</td>\n", | |
| " <td>लगायत</td>\n", | |
| " <td>जनजाति</td>\n", | |
| " <td>कारगर</td>\n", | |
| " <td>स्थापित</td>\n", | |
| " <td>नोटरी</td>\n", | |
| " <td>हाथरस</td>\n", | |
| " <td>हथकरधा</td>\n", | |
| " <td>.</td>\n", | |
| " <td>...</td>\n", | |
| " <td>हनुमान</td>\n", | |
| " <td>आसरा</td>\n", | |
| " <td>कराये</td>\n", | |
| " <td>जनसंख्या</td>\n", | |
| " <td>न्याय</td>\n", | |
| " <td>हथकरधा</td>\n", | |
| " <td>दबाव</td>\n", | |
| " <td>बदायूं</td>\n", | |
| " <td>गिरते</td>\n", | |
| " <td>नहरों</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3</th>\n", | |
| " <td>प्रभावित</td>\n", | |
| " <td>उन्नाव</td>\n", | |
| " <td>44</td>\n", | |
| " <td>नोटरी</td>\n", | |
| " <td>यात्रियों</td>\n", | |
| " <td>खड्डा</td>\n", | |
| " <td>कृत्त</td>\n", | |
| " <td>पोरा</td>\n", | |
| " <td>मुरब्बा</td>\n", | |
| " <td>जनपद</td>\n", | |
| " <td>...</td>\n", | |
| " <td>व्यवस्थित</td>\n", | |
| " <td>असहायों</td>\n", | |
| " <td>जाने</td>\n", | |
| " <td></td>\n", | |
| " <td>8</td>\n", | |
| " <td>हथकरघा</td>\n", | |
| " <td>नाई</td>\n", | |
| " <td>व्यतीत</td>\n", | |
| " <td>पदाधिकारी</td>\n", | |
| " <td>कराकर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4</th>\n", | |
| " <td>देखते</td>\n", | |
| " <td>रज्जू</td>\n", | |
| " <td>अनुदानों</td>\n", | |
| " <td>चिकित्सा</td>\n", | |
| " <td>अनुसेवकों</td>\n", | |
| " <td>तमकुहीराज</td>\n", | |
| " <td>7</td>\n", | |
| " <td>मसंद</td>\n", | |
| " <td>मुद्रण</td>\n", | |
| " <td>,</td>\n", | |
| " <td>...</td>\n", | |
| " <td>बलेश्वर</td>\n", | |
| " <td>विहीन</td>\n", | |
| " <td>मतदान</td>\n", | |
| " <td>सिंचाईं</td>\n", | |
| " <td>सात</td>\n", | |
| " <td>लेखन</td>\n", | |
| " <td>प्यारे</td>\n", | |
| " <td>अम्बियापुर</td>\n", | |
| " <td>नहरों</td>\n", | |
| " <td>साफ</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5</th>\n", | |
| " <td>रोकथाम</td>\n", | |
| " <td>बस्तियों</td>\n", | |
| " <td>84</td>\n", | |
| " <td>कल्याण</td>\n", | |
| " <td>ट्रेनों</td>\n", | |
| " <td>मथुरा</td>\n", | |
| " <td>बेटियों</td>\n", | |
| " <td>अन्तर्गत्त</td>\n", | |
| " <td>लेखन</td>\n", | |
| " <td>जाने</td>\n", | |
| " <td>...</td>\n", | |
| " <td>गोदा</td>\n", | |
| " <td>इन्दिरा</td>\n", | |
| " <td>अनुदान</td>\n", | |
| " <td>आयी</td>\n", | |
| " <td>उन्नाव</td>\n", | |
| " <td>मुद्रण</td>\n", | |
| " <td>चुइंगम</td>\n", | |
| " <td>रिसौली</td>\n", | |
| " <td>भू</td>\n", | |
| " <td>कुओं</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>6</th>\n", | |
| " <td>फुटपाथ</td>\n", | |
| " <td>प्रसिद्ध</td>\n", | |
| " <td>61</td>\n", | |
| " <td>समाज</td>\n", | |
| " <td>शिष्टाचार</td>\n", | |
| " <td>गोलाघाट</td>\n", | |
| " <td>हवाई</td>\n", | |
| " <td>सहाय</td>\n", | |
| " <td>मध्यम</td>\n", | |
| " <td>अन्तर्गत</td>\n", | |
| " <td>...</td>\n", | |
| " <td>पर्यटकों</td>\n", | |
| " <td>अत्यधिक</td>\n", | |
| " <td>व्ययक</td>\n", | |
| " <td>सीतापुर</td>\n", | |
| " <td>मोहान</td>\n", | |
| " <td>मध्यम</td>\n", | |
| " <td>कठिनाई</td>\n", | |
| " <td>संचालन</td>\n", | |
| " <td>सुधारने</td>\n", | |
| " <td>सग</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>7</th>\n", | |
| " <td>तस्करी</td>\n", | |
| " <td>शीतलपुर</td>\n", | |
| " <td>विभागों</td>\n", | |
| " <td>घटक</td>\n", | |
| " <td>कृत्त</td>\n", | |
| " <td>क्रमशः</td>\n", | |
| " <td>बारादरी</td>\n", | |
| " <td>सिकन्दराराऊ</td>\n", | |
| " <td>निर्यात</td>\n", | |
| " <td>नियम</td>\n", | |
| " <td>...</td>\n", | |
| " <td>खरगापुर</td>\n", | |
| " <td>धनराशि</td>\n", | |
| " <td>आय</td>\n", | |
| " <td>बाढ़</td>\n", | |
| " <td>26</td>\n", | |
| " <td>बनाने</td>\n", | |
| " <td>एदं</td>\n", | |
| " <td>किशन</td>\n", | |
| " <td>भारसाधक</td>\n", | |
| " <td>स्तर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>8</th>\n", | |
| " <td>महंगाई</td>\n", | |
| " <td>चकबन्दी</td>\n", | |
| " <td>58</td>\n", | |
| " <td>प्रतिपूर्ति</td>\n", | |
| " <td>आग</td>\n", | |
| " <td>बासी</td>\n", | |
| " <td>जलकर</td>\n", | |
| " <td>आरिफ</td>\n", | |
| " <td>खानें</td>\n", | |
| " <td>सम्बन्ध</td>\n", | |
| " <td>...</td>\n", | |
| " <td>भरवारा</td>\n", | |
| " <td>आवंटित</td>\n", | |
| " <td>आगरा</td>\n", | |
| " <td>महाविघालय</td>\n", | |
| " <td>बब्लू</td>\n", | |
| " <td>मुरब्बा</td>\n", | |
| " <td>जमुना</td>\n", | |
| " <td>नई</td>\n", | |
| " <td>निरीक्षक</td>\n", | |
| " <td>पूर्द</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>9</th>\n", | |
| " <td>सहारनपुर</td>\n", | |
| " <td>प्यारे</td>\n", | |
| " <td>अनुपूरक</td>\n", | |
| " <td>विभिन्न</td>\n", | |
| " <td>शुल्क</td>\n", | |
| " <td>सन्तोष</td>\n", | |
| " <td>अधिवक्ताओं</td>\n", | |
| " <td>मांट</td>\n", | |
| " <td>लघु</td>\n", | |
| " <td>क्षेत्र</td>\n", | |
| " <td>...</td>\n", | |
| " <td>जीर्णोद्धार</td>\n", | |
| " <td>ट्रैफिक</td>\n", | |
| " <td>2016</td>\n", | |
| " <td>लहरपुर</td>\n", | |
| " <td>महाराष्ट्र</td>\n", | |
| " <td>पेठा</td>\n", | |
| " <td>चलाने</td>\n", | |
| " <td>विधायक</td>\n", | |
| " <td>अनुसार</td>\n", | |
| " <td>नालों</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>10</th>\n", | |
| " <td>सुल्लानपुर</td>\n", | |
| " <td>भाऊ</td>\n", | |
| " <td>मदों</td>\n", | |
| " <td>वेबसाइट</td>\n", | |
| " <td>पाठ्यक्रमों</td>\n", | |
| " <td>अतीगढ़</td>\n", | |
| " <td>सहायता</td>\n", | |
| " <td>खड़ण्जा</td>\n", | |
| " <td>ग्रामोद्योग</td>\n", | |
| " <td>सभा</td>\n", | |
| " <td>...</td>\n", | |
| " <td>महत्व</td>\n", | |
| " <td>निराकरण</td>\n", | |
| " <td>व्यययक</td>\n", | |
| " <td>बिसवां</td>\n", | |
| " <td>मार्गो</td>\n", | |
| " <td>खानें</td>\n", | |
| " <td>नौहा</td>\n", | |
| " <td>114</td>\n", | |
| " <td>गर्भ</td>\n", | |
| " <td>दुद्धी</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11</th>\n", | |
| " <td>पिचिंग</td>\n", | |
| " <td>नरसा</td>\n", | |
| " <td>36</td>\n", | |
| " <td>35</td>\n", | |
| " <td>अवैध</td>\n", | |
| " <td>वी</td>\n", | |
| " <td>कार्ययाही</td>\n", | |
| " <td>राऊ</td>\n", | |
| " <td>पेठा</td>\n", | |
| " <td>विधान</td>\n", | |
| " <td>...</td>\n", | |
| " <td>रामजानकी</td>\n", | |
| " <td>मेरठ</td>\n", | |
| " <td>उद्यम</td>\n", | |
| " <td>महमूदाबाद</td>\n", | |
| " <td>कमजोर</td>\n", | |
| " <td>प्लांटों</td>\n", | |
| " <td>शहर</td>\n", | |
| " <td>गठन</td>\n", | |
| " <td>लेपन</td>\n", | |
| " <td>फीडिंग</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>12</th>\n", | |
| " <td>सुभाष</td>\n", | |
| " <td>मलिन</td>\n", | |
| " <td>अल्प</td>\n", | |
| " <td>एलोपैथी</td>\n", | |
| " <td>तत्वों</td>\n", | |
| " <td>सेवरही</td>\n", | |
| " <td>अधीन</td>\n", | |
| " <td>वीर</td>\n", | |
| " <td>07</td>\n", | |
| " <td>सूचना</td>\n", | |
| " <td>...</td>\n", | |
| " <td>बीघापुर</td>\n", | |
| " <td>संब्या</td>\n", | |
| " <td>मरम्मत</td>\n", | |
| " <td>पाठशालाओं</td>\n", | |
| " <td>बजट</td>\n", | |
| " <td>ईधन</td>\n", | |
| " <td>देना</td>\n", | |
| " <td>सम्बम्ध</td>\n", | |
| " <td>14</td>\n", | |
| " <td>]</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>13</th>\n", | |
| " <td>भीषण</td>\n", | |
| " <td>हिम्मतपुर</td>\n", | |
| " <td>81</td>\n", | |
| " <td>होम्योपैथी</td>\n", | |
| " <td>सेन्ट्रल</td>\n", | |
| " <td>बेरोजगारों</td>\n", | |
| " <td>पानी</td>\n", | |
| " <td>दिलाये</td>\n", | |
| " <td>खनिज</td>\n", | |
| " <td>(</td>\n", | |
| " <td>...</td>\n", | |
| " <td>सटे</td>\n", | |
| " <td>समस्या</td>\n", | |
| " <td>बहादुर</td>\n", | |
| " <td>लेते</td>\n", | |
| " <td>निर्णय</td>\n", | |
| " <td>मांस</td>\n", | |
| " <td>प्रसिद्ध</td>\n", | |
| " <td>अपनाये</td>\n", | |
| " <td>सफाई</td>\n", | |
| " <td>[</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>14</th>\n", | |
| " <td>प्रकोप</td>\n", | |
| " <td>विषमता</td>\n", | |
| " <td>83</td>\n", | |
| " <td>79</td>\n", | |
| " <td>गुजरने</td>\n", | |
| " <td>पिपराघाट</td>\n", | |
| " <td>आंवला</td>\n", | |
| " <td>मुआवजा</td>\n", | |
| " <td>भारी</td>\n", | |
| " <td>कराये</td>\n", | |
| " <td>...</td>\n", | |
| " <td>मांस</td>\n", | |
| " <td>किश्त</td>\n", | |
| " <td>नाथ</td>\n", | |
| " <td>विक्रेताओं</td>\n", | |
| " <td>बाल</td>\n", | |
| " <td>लाइसेन्स</td>\n", | |
| " <td>हिम्मतपुर</td>\n", | |
| " <td>आवासीय</td>\n", | |
| " <td>साधक</td>\n", | |
| " <td>अल्पिकाओं</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>15</th>\n", | |
| " <td>रेत</td>\n", | |
| " <td>नगलिया</td>\n", | |
| " <td>अनुसेवकों</td>\n", | |
| " <td>बारादरी</td>\n", | |
| " <td>मा</td>\n", | |
| " <td>बाबूगढ़</td>\n", | |
| " <td>फारसी</td>\n", | |
| " <td>नगला</td>\n", | |
| " <td>03</td>\n", | |
| " <td>)</td>\n", | |
| " <td>...</td>\n", | |
| " <td>मां</td>\n", | |
| " <td>सहायिकाओं</td>\n", | |
| " <td>92</td>\n", | |
| " <td>देना</td>\n", | |
| " <td>फौजी</td>\n", | |
| " <td>वापसी</td>\n", | |
| " <td>करभना</td>\n", | |
| " <td>प्रक्रिया</td>\n", | |
| " <td>डोर</td>\n", | |
| " <td>सिंधौली</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>16</th>\n", | |
| " <td>बचाने</td>\n", | |
| " <td>अलग</td>\n", | |
| " <td>धनराशि</td>\n", | |
| " <td>पदों</td>\n", | |
| " <td>दीवार</td>\n", | |
| " <td>आटस</td>\n", | |
| " <td>अरबी</td>\n", | |
| " <td>शंकरपुर</td>\n", | |
| " <td>परम्परागत</td>\n", | |
| " <td>301</td>\n", | |
| " <td>...</td>\n", | |
| " <td>बालाजी</td>\n", | |
| " <td>परिषदों</td>\n", | |
| " <td>चर्चा</td>\n", | |
| " <td>गुप्त</td>\n", | |
| " <td>चिट्ठा</td>\n", | |
| " <td>लघु</td>\n", | |
| " <td>शौचालयों</td>\n", | |
| " <td>नजदीक</td>\n", | |
| " <td>खिलाड़ियों</td>\n", | |
| " <td>चौराहे</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>17</th>\n", | |
| " <td>मरीज</td>\n", | |
| " <td>खण्डिया</td>\n", | |
| " <td>गोकुल</td>\n", | |
| " <td>80</td>\n", | |
| " <td>मदों</td>\n", | |
| " <td>रामकोला</td>\n", | |
| " <td>07</td>\n", | |
| " <td>टोडरपुर</td>\n", | |
| " <td>सामग्री</td>\n", | |
| " <td>निर्माण</td>\n", | |
| " <td>...</td>\n", | |
| " <td>साहब</td>\n", | |
| " <td>यंत्रों</td>\n", | |
| " <td>सर्वश्री</td>\n", | |
| " <td>तूफान</td>\n", | |
| " <td>पुष्टाहार</td>\n", | |
| " <td>सम्बन्धित</td>\n", | |
| " <td>खोदे</td>\n", | |
| " <td>निधि</td>\n", | |
| " <td>मुरलीनगर</td>\n", | |
| " <td>नोएडा</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>18</th>\n", | |
| " <td>बेहट</td>\n", | |
| " <td>आजीम</td>\n", | |
| " <td>63</td>\n", | |
| " <td>फार्मासिस्ट</td>\n", | |
| " <td>गढ़मुक्तेश्वर</td>\n", | |
| " <td>पुनर्वासित</td>\n", | |
| " <td>फार</td>\n", | |
| " <td>प्रसिद्ध</td>\n", | |
| " <td>08</td>\n", | |
| " <td>ग्राम</td>\n", | |
| " <td>...</td>\n", | |
| " <td>धाम</td>\n", | |
| " <td>बाधा</td>\n", | |
| " <td>मार्गीं</td>\n", | |
| " <td>दृष्टि</td>\n", | |
| " <td>सेविका</td>\n", | |
| " <td>भारी</td>\n", | |
| " <td>तौरा</td>\n", | |
| " <td>निवासी</td>\n", | |
| " <td>बरफखाना</td>\n", | |
| " <td>दुर्व्यवस्था</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>19</th>\n", | |
| " <td>महात्मा</td>\n", | |
| " <td>दिवस</td>\n", | |
| " <td>86</td>\n", | |
| " <td>विभागों</td>\n", | |
| " <td>विभागों</td>\n", | |
| " <td>पेपर</td>\n", | |
| " <td>सनगवां</td>\n", | |
| " <td>ढक</td>\n", | |
| " <td>चूड़ी</td>\n", | |
| " <td>मांग</td>\n", | |
| " <td>...</td>\n", | |
| " <td>विद्यापीठ</td>\n", | |
| " <td>विधवा</td>\n", | |
| " <td>वित्तीय</td>\n", | |
| " <td>वर्तमान</td>\n", | |
| " <td>मनमानी</td>\n", | |
| " <td>चौराहे</td>\n", | |
| " <td>महंगाई</td>\n", | |
| " <td>अप्राकृतिक</td>\n", | |
| " <td>अध्यासियों</td>\n", | |
| " <td>ड्रेनों</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>20</th>\n", | |
| " <td>चुइंगम</td>\n", | |
| " <td>आस्थान</td>\n", | |
| " <td>व्यय</td>\n", | |
| " <td>कृत्त</td>\n", | |
| " <td>धौलाना</td>\n", | |
| " <td>रिक्त</td>\n", | |
| " <td>सूचनाओं</td>\n", | |
| " <td>केन्द्रों</td>\n", | |
| " <td>नजदीक</td>\n", | |
| " <td>विकास</td>\n", | |
| " <td>...</td>\n", | |
| " <td>प्राचीन</td>\n", | |
| " <td>जोशी</td>\n", | |
| " <td>दिहाड़ी</td>\n", | |
| " <td>पाथ</td>\n", | |
| " <td>मजदूरों</td>\n", | |
| " <td>परम्परागत</td>\n", | |
| " <td>खाने</td>\n", | |
| " <td>दातागंज</td>\n", | |
| " <td>उदयगंज</td>\n", | |
| " <td>पम्प</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>21</th>\n", | |
| " <td>कमाण्ड</td>\n", | |
| " <td>कारखानों</td>\n", | |
| " <td>46</td>\n", | |
| " <td>अनुसूचित</td>\n", | |
| " <td>उससे</td>\n", | |
| " <td>छपरा</td>\n", | |
| " <td>चोरियों</td>\n", | |
| " <td>राठ</td>\n", | |
| " <td>कांच</td>\n", | |
| " <td>प्रदेश</td>\n", | |
| " <td>...</td>\n", | |
| " <td>तरकुलही</td>\n", | |
| " <td>रीता</td>\n", | |
| " <td>मोहम्मद</td>\n", | |
| " <td>बिक्री</td>\n", | |
| " <td>ड्रेन</td>\n", | |
| " <td>चूड़ी</td>\n", | |
| " <td>कोठी</td>\n", | |
| " <td>समस्त</td>\n", | |
| " <td>खरीदे</td>\n", | |
| " <td>नानकार</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>22</th>\n", | |
| " <td>पदार्थों</td>\n", | |
| " <td>मानक</td>\n", | |
| " <td>पाठ्यक्रमों</td>\n", | |
| " <td>पद्धति</td>\n", | |
| " <td>भोग</td>\n", | |
| " <td>मरम्मतीकरण</td>\n", | |
| " <td>अशासकीय</td>\n", | |
| " <td>असामयिक</td>\n", | |
| " <td>सुरक्षित</td>\n", | |
| " <td>श्री</td>\n", | |
| " <td>...</td>\n", | |
| " <td>प्लांटों</td>\n", | |
| " <td>प्रो</td>\n", | |
| " <td>.</td>\n", | |
| " <td>हैण्डपम्प</td>\n", | |
| " <td>सचिवालय</td>\n", | |
| " <td>ग्रामोद्योग</td>\n", | |
| " <td>तल्फी</td>\n", | |
| " <td>अनुमोदन</td>\n", | |
| " <td>अल्पिकाओं</td>\n", | |
| " <td>अन्तर्राष्ट्रीय</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>23</th>\n", | |
| " <td>निरीक्षकों</td>\n", | |
| " <td>जिलापूर्ति</td>\n", | |
| " <td>सापेक्ष</td>\n", | |
| " <td>लिया</td>\n", | |
| " <td>पैतापुर</td>\n", | |
| " <td>गेंदासिंह</td>\n", | |
| " <td>दिनांक</td>\n", | |
| " <td>महरौली</td>\n", | |
| " <td>ईधन</td>\n", | |
| " <td>नगर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>ऐतिहासिक</td>\n", | |
| " <td>बहुगुणा</td>\n", | |
| " <td>नत्थू</td>\n", | |
| " <td>न्यायाधीश</td>\n", | |
| " <td>क्षेत्रफल</td>\n", | |
| " <td>प्लांट</td>\n", | |
| " <td>कन्जौली</td>\n", | |
| " <td>जोड़े</td>\n", | |
| " <td>संवर्ग</td>\n", | |
| " <td>तालाब</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>24</th>\n", | |
| " <td>भार</td>\n", | |
| " <td>शान्ति</td>\n", | |
| " <td>सामान्य</td>\n", | |
| " <td>पिछड़े</td>\n", | |
| " <td>सम्बन्धित</td>\n", | |
| " <td>शहनवाज</td>\n", | |
| " <td>एन्क्लेव</td>\n", | |
| " <td>नरेन्द्र</td>\n", | |
| " <td>डुमरियागंज</td>\n", | |
| " <td>तथा</td>\n", | |
| " <td>...</td>\n", | |
| " <td>लाइसेन्स</td>\n", | |
| " <td>समुदाय</td>\n", | |
| " <td>82</td>\n", | |
| " <td>काटजू</td>\n", | |
| " <td>मोतीगंज</td>\n", | |
| " <td>वक्त</td>\n", | |
| " <td>सिसौना</td>\n", | |
| " <td>जवाहर</td>\n", | |
| " <td>गिर</td>\n", | |
| " <td>बैनारा</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>25</th>\n", | |
| " <td>खाने</td>\n", | |
| " <td>बनवाये</td>\n", | |
| " <td>योजनाओं</td>\n", | |
| " <td>महमूदपुर</td>\n", | |
| " <td>साइबर</td>\n", | |
| " <td>सादाबाद</td>\n", | |
| " <td>चलवाये</td>\n", | |
| " <td>शेष</td>\n", | |
| " <td>खादी</td>\n", | |
| " <td>विषयक</td>\n", | |
| " <td>...</td>\n", | |
| " <td>जीर्णीद्धार</td>\n", | |
| " <td>शामिल</td>\n", | |
| " <td>क्षतिग्रस्त</td>\n", | |
| " <td>बढ़ती</td>\n", | |
| " <td>किडनी</td>\n", | |
| " <td>लगता</td>\n", | |
| " <td>विश्व</td>\n", | |
| " <td>बने</td>\n", | |
| " <td>पशु</td>\n", | |
| " <td>संवर्ग</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>26</th>\n", | |
| " <td>रोजगार</td>\n", | |
| " <td>दुकानें</td>\n", | |
| " <td>मांगों</td>\n", | |
| " <td>अरिल</td>\n", | |
| " <td>मार्गों</td>\n", | |
| " <td>लैपटापों</td>\n", | |
| " <td>शादी</td>\n", | |
| " <td>देवराय</td>\n", | |
| " <td>आयल</td>\n", | |
| " <td>हेतु</td>\n", | |
| " <td>...</td>\n", | |
| " <td>अनुपस्थिति</td>\n", | |
| " <td>झोपड़ी</td>\n", | |
| " <td>एकीकरण</td>\n", | |
| " <td>मछली</td>\n", | |
| " <td>कैलाश</td>\n", | |
| " <td>प्राइमरी</td>\n", | |
| " <td>बैटरी</td>\n", | |
| " <td>स्टोन</td>\n", | |
| " <td>बेदखली</td>\n", | |
| " <td>गिर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>27</th>\n", | |
| " <td>टाइल्स</td>\n", | |
| " <td>अधिकारी</td>\n", | |
| " <td>फ्लैट</td>\n", | |
| " <td>आंवला</td>\n", | |
| " <td>गरीबी</td>\n", | |
| " <td>असहायों</td>\n", | |
| " <td>समरसेबिल</td>\n", | |
| " <td>बचे</td>\n", | |
| " <td>सिद्धार्थनगर</td>\n", | |
| " <td>किये</td>\n", | |
| " <td>...</td>\n", | |
| " <td>दुकानों</td>\n", | |
| " <td>झुग्गी</td>\n", | |
| " <td>हरीश</td>\n", | |
| " <td>भीषण</td>\n", | |
| " <td>सुनिश्चित</td>\n", | |
| " <td>निर्वाचन</td>\n", | |
| " <td>बाढ़ावा</td>\n", | |
| " <td>ध्वनि</td>\n", | |
| " <td>आशुलिपिक</td>\n", | |
| " <td>ओलम्पिक</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>28</th>\n", | |
| " <td>उपाय</td>\n", | |
| " <td>जीर्ण</td>\n", | |
| " <td>मथुरा</td>\n", | |
| " <td>रिक्त</td>\n", | |
| " <td>सग</td>\n", | |
| " <td>दिये</td>\n", | |
| " <td>प्राप्त</td>\n", | |
| " <td>बेग</td>\n", | |
| " <td>सम्बन्धित</td>\n", | |
| " <td>/</td>\n", | |
| " <td>...</td>\n", | |
| " <td>लाभों</td>\n", | |
| " <td>सख्या</td>\n", | |
| " <td>बर्ष</td>\n", | |
| " <td>औाचित्य</td>\n", | |
| " <td>09</td>\n", | |
| " <td>अपग्रेड</td>\n", | |
| " <td>आकस्मिक</td>\n", | |
| " <td>खुर्द</td>\n", | |
| " <td>लगातार</td>\n", | |
| " <td>तरणताल</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>29</th>\n", | |
| " <td>हुदहुद</td>\n", | |
| " <td>कार्यालय</td>\n", | |
| " <td>संग्रह</td>\n", | |
| " <td>197</td>\n", | |
| " <td>सुरक्षित</td>\n", | |
| " <td>जय</td>\n", | |
| " <td>नं</td>\n", | |
| " <td>विश्व</td>\n", | |
| " <td>स्टोन</td>\n", | |
| " <td>मार्ग</td>\n", | |
| " <td>...</td>\n", | |
| " <td>शस्त्र</td>\n", | |
| " <td>दूसरी</td>\n", | |
| " <td>श्री</td>\n", | |
| " <td>अधिकारी</td>\n", | |
| " <td>उत्पीड़न</td>\n", | |
| " <td>बदलकर</td>\n", | |
| " <td>000</td>\n", | |
| " <td>प्रस्तावों</td>\n", | |
| " <td>अप्राधिकृत</td>\n", | |
| " <td>टेल</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>...</th>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5196</th>\n", | |
| " <td>जैयनेन्द्र</td>\n", | |
| " <td>अध्यक्षों</td>\n", | |
| " <td>आगजनी</td>\n", | |
| " <td>बेलघाट</td>\n", | |
| " <td>एंव</td>\n", | |
| " <td>भीखमपुर</td>\n", | |
| " <td>पन्द्रहवां</td>\n", | |
| " <td>गनर</td>\n", | |
| " <td>ऐसी</td>\n", | |
| " <td>प्लांटों</td>\n", | |
| " <td>...</td>\n", | |
| " <td>हाई</td>\n", | |
| " <td>अनुसुचित</td>\n", | |
| " <td>जनेश्वर</td>\n", | |
| " <td>गृह</td>\n", | |
| " <td>एंव</td>\n", | |
| " <td>ऐसी</td>\n", | |
| " <td>अकादमी</td>\n", | |
| " <td>मंत्रालय</td>\n", | |
| " <td>महिला</td>\n", | |
| " <td>मानदेय</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5197</th>\n", | |
| " <td>अस्पतालों</td>\n", | |
| " <td>बड़हलगंज</td>\n", | |
| " <td>बनारस</td>\n", | |
| " <td>प्रकोप</td>\n", | |
| " <td>यौन</td>\n", | |
| " <td>अमर</td>\n", | |
| " <td>लार</td>\n", | |
| " <td>अधिवर्षता</td>\n", | |
| " <td>सेण्टर</td>\n", | |
| " <td>लैपटापों</td>\n", | |
| " <td>...</td>\n", | |
| " <td>नालों</td>\n", | |
| " <td>सुजालपुरा</td>\n", | |
| " <td>ऐतेहासिक</td>\n", | |
| " <td>नजदीक</td>\n", | |
| " <td>बल्केश्वर</td>\n", | |
| " <td>झाँसी</td>\n", | |
| " <td>सॉलिड</td>\n", | |
| " <td>ओबरा</td>\n", | |
| " <td>बेड</td>\n", | |
| " <td>अमीनों</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5198</th>\n", | |
| " <td>शिक्षकों</td>\n", | |
| " <td>स्कूली</td>\n", | |
| " <td>निरीक्षण</td>\n", | |
| " <td>खंजरपुर</td>\n", | |
| " <td>अवधि</td>\n", | |
| " <td>कोटवामाफी</td>\n", | |
| " <td>वृद्धावस्था</td>\n", | |
| " <td>उन्नाव</td>\n", | |
| " <td>दुकानदारों</td>\n", | |
| " <td>न्यायमूर्ति</td>\n", | |
| " <td>...</td>\n", | |
| " <td>स्टेशन</td>\n", | |
| " <td>बूढ़ी</td>\n", | |
| " <td>लगवाने</td>\n", | |
| " <td>समस्त</td>\n", | |
| " <td>छात्र</td>\n", | |
| " <td>दातागंज</td>\n", | |
| " <td>सोसाइटी</td>\n", | |
| " <td>बुधौलिया</td>\n", | |
| " <td>औघोगिक</td>\n", | |
| " <td>भारतेन्दु</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5199</th>\n", | |
| " <td>तेल</td>\n", | |
| " <td>पार्क</td>\n", | |
| " <td>अधिवेशन</td>\n", | |
| " <td>पोखर</td>\n", | |
| " <td>डाल</td>\n", | |
| " <td>दल</td>\n", | |
| " <td>सप्तम्</td>\n", | |
| " <td>पीचिंग</td>\n", | |
| " <td>भाषा</td>\n", | |
| " <td>समरसेविल</td>\n", | |
| " <td>...</td>\n", | |
| " <td>प्रसाद</td>\n", | |
| " <td>मार्गों</td>\n", | |
| " <td>करोन</td>\n", | |
| " <td>साथा</td>\n", | |
| " <td>खमरिया</td>\n", | |
| " <td>यूजेज</td>\n", | |
| " <td>गोवंश</td>\n", | |
| " <td>राजनारायण</td>\n", | |
| " <td>फूलपुर</td>\n", | |
| " <td>नाट्य</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5200</th>\n", | |
| " <td>भूमिगत</td>\n", | |
| " <td>मांस</td>\n", | |
| " <td>आयुर्वेद</td>\n", | |
| " <td>बहराइच</td>\n", | |
| " <td>अग्नि</td>\n", | |
| " <td>प्रतिपूर्ति</td>\n", | |
| " <td>पड़े</td>\n", | |
| " <td>पंकज</td>\n", | |
| " <td>उत्तराधिकारी</td>\n", | |
| " <td>मैगी</td>\n", | |
| " <td>...</td>\n", | |
| " <td>बढ़ाये</td>\n", | |
| " <td>मीरगंज</td>\n", | |
| " <td>गलत</td>\n", | |
| " <td>चुके</td>\n", | |
| " <td>बाढ़</td>\n", | |
| " <td>विषययक</td>\n", | |
| " <td>देवराय</td>\n", | |
| " <td>निकलने</td>\n", | |
| " <td>सिद्धार्थनगर</td>\n", | |
| " <td>कारखानों</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5201</th>\n", | |
| " <td>लल्लू</td>\n", | |
| " <td>न्यूनतम</td>\n", | |
| " <td>आयु</td>\n", | |
| " <td>केन्द्र</td>\n", | |
| " <td>कताई</td>\n", | |
| " <td>भीषण</td>\n", | |
| " <td>मा</td>\n", | |
| " <td>बदलकर</td>\n", | |
| " <td>जाती</td>\n", | |
| " <td>प्रश्नकर्त्ता</td>\n", | |
| " <td>...</td>\n", | |
| " <td>नाटक</td>\n", | |
| " <td>मित्र</td>\n", | |
| " <td>प्रश्नर्क्ता</td>\n", | |
| " <td>रामजानकी</td>\n", | |
| " <td>प्रभावित</td>\n", | |
| " <td>माला</td>\n", | |
| " <td>करवाये</td>\n", | |
| " <td>आयी</td>\n", | |
| " <td>मरीजों</td>\n", | |
| " <td>संग्रह</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5202</th>\n", | |
| " <td>आज</td>\n", | |
| " <td>बल्केश्वर</td>\n", | |
| " <td>भवन</td>\n", | |
| " <td>पयागपुर</td>\n", | |
| " <td>आपातकाल</td>\n", | |
| " <td>किरन</td>\n", | |
| " <td>एलोपैथी</td>\n", | |
| " <td>रानीगंज</td>\n", | |
| " <td>बिलाई</td>\n", | |
| " <td>चुइंगम</td>\n", | |
| " <td>...</td>\n", | |
| " <td>जौनपुर</td>\n", | |
| " <td>सालिड</td>\n", | |
| " <td>कोटेदार</td>\n", | |
| " <td>दुर्बल</td>\n", | |
| " <td>बिना</td>\n", | |
| " <td>ड्रेन</td>\n", | |
| " <td>खरीदे</td>\n", | |
| " <td>सेनानी</td>\n", | |
| " <td>रोजगार</td>\n", | |
| " <td>रंग</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5203</th>\n", | |
| " <td>अनुमन्य</td>\n", | |
| " <td>प्रोसेसिंग</td>\n", | |
| " <td>हायर</td>\n", | |
| " <td>ठेके</td>\n", | |
| " <td>नाली</td>\n", | |
| " <td>फूल</td>\n", | |
| " <td>चिकिस्ता</td>\n", | |
| " <td>चौराहे</td>\n", | |
| " <td>रसद</td>\n", | |
| " <td>वैज्ञानिकों</td>\n", | |
| " <td>...</td>\n", | |
| " <td>हायर</td>\n", | |
| " <td>मनोहर</td>\n", | |
| " <td>मल्टी</td>\n", | |
| " <td>पेड़ों</td>\n", | |
| " <td>ब्रांच</td>\n", | |
| " <td>आकस्मिक</td>\n", | |
| " <td>चहारदीवारी</td>\n", | |
| " <td>खनन</td>\n", | |
| " <td>प्रतिवेदना</td>\n", | |
| " <td>संचालित</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5204</th>\n", | |
| " <td>मेडिकल</td>\n", | |
| " <td>उपाध्याय</td>\n", | |
| " <td>उग्र</td>\n", | |
| " <td>उपायों</td>\n", | |
| " <td>सुल्तानपुर</td>\n", | |
| " <td>वजीदापुर</td>\n", | |
| " <td>अष्टम्</td>\n", | |
| " <td>अपग्रेड</td>\n", | |
| " <td>भवन</td>\n", | |
| " <td>स्नाकोत्तर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>संविदा</td>\n", | |
| " <td>डा</td>\n", | |
| " <td>सेक्टोरल</td>\n", | |
| " <td>यंत्र</td>\n", | |
| " <td>मध्य</td>\n", | |
| " <td>क्षमता</td>\n", | |
| " <td>रंग</td>\n", | |
| " <td>छोड़े</td>\n", | |
| " <td>मदें</td>\n", | |
| " <td>फुंकने</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5205</th>\n", | |
| " <td>बिमला</td>\n", | |
| " <td>चिकित्साधिकारियों</td>\n", | |
| " <td>गज</td>\n", | |
| " <td>गाजियाबाद</td>\n", | |
| " <td>संक्रामक</td>\n", | |
| " <td>पूर्ववर्ती</td>\n", | |
| " <td>मण्डल</td>\n", | |
| " <td>जी</td>\n", | |
| " <td>चैक</td>\n", | |
| " <td>राजकींय</td>\n", | |
| " <td>...</td>\n", | |
| " <td>पूर्द</td>\n", | |
| " <td>आधुनिकीकरण</td>\n", | |
| " <td>डेंटल</td>\n", | |
| " <td>रक्षकों</td>\n", | |
| " <td>सेवारत</td>\n", | |
| " <td>चार्जेज</td>\n", | |
| " <td>उदयगंज</td>\n", | |
| " <td>जनेश्वर</td>\n", | |
| " <td>कादिराबाद</td>\n", | |
| " <td>अध्यापकों</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5206</th>\n", | |
| " <td>सोलंकी</td>\n", | |
| " <td>नस्ल</td>\n", | |
| " <td>सिद्ध</td>\n", | |
| " <td>बरती</td>\n", | |
| " <td>नियमताबाद</td>\n", | |
| " <td>गावं</td>\n", | |
| " <td>अल्लीपुर</td>\n", | |
| " <td>सैदनगर</td>\n", | |
| " <td>कोषागार</td>\n", | |
| " <td>शक्त</td>\n", | |
| " <td>...</td>\n", | |
| " <td>शोध</td>\n", | |
| " <td>सहायता</td>\n", | |
| " <td>बेलघाट</td>\n", | |
| " <td>बैंक</td>\n", | |
| " <td>झवाना</td>\n", | |
| " <td>जाति</td>\n", | |
| " <td>आंशिक</td>\n", | |
| " <td>सोन</td>\n", | |
| " <td>केन्द्रों</td>\n", | |
| " <td>रामनगर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5207</th>\n", | |
| " <td>जिम्मेदारी</td>\n", | |
| " <td>खड़े</td>\n", | |
| " <td>चिटफण्ड</td>\n", | |
| " <td>शराब</td>\n", | |
| " <td>विशेश्वरगंज</td>\n", | |
| " <td>बामौती</td>\n", | |
| " <td>लाइन</td>\n", | |
| " <td>ब्याज</td>\n", | |
| " <td>दवाओं</td>\n", | |
| " <td>जोन्स</td>\n", | |
| " <td>...</td>\n", | |
| " <td>ड्रेनों</td>\n", | |
| " <td>खण्डित</td>\n", | |
| " <td>संदर्भ</td>\n", | |
| " <td>डार्क</td>\n", | |
| " <td>संतोषपुर</td>\n", | |
| " <td>73</td>\n", | |
| " <td>विकसित</td>\n", | |
| " <td>ग्राह्यता</td>\n", | |
| " <td>जिम्मेदारी</td>\n", | |
| " <td>एंव</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5208</th>\n", | |
| " <td>श्रीमती</td>\n", | |
| " <td>वधशाला</td>\n", | |
| " <td>चुनाव</td>\n", | |
| " <td>हटाये</td>\n", | |
| " <td>मुहल्लों</td>\n", | |
| " <td>कदाचार</td>\n", | |
| " <td>डलवाया</td>\n", | |
| " <td>नलकूपों</td>\n", | |
| " <td>धुनुवां</td>\n", | |
| " <td>कठिनाई</td>\n", | |
| " <td>...</td>\n", | |
| " <td>अनुसेवकों</td>\n", | |
| " <td>बारादरी</td>\n", | |
| " <td>सम्बन्धी</td>\n", | |
| " <td>नेहरू</td>\n", | |
| " <td>एवजपुर</td>\n", | |
| " <td>उपादान</td>\n", | |
| " <td>वरिष्ठता</td>\n", | |
| " <td>रंगनाथ</td>\n", | |
| " <td>कस्बा</td>\n", | |
| " <td>प्रशिक्षित</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5209</th>\n", | |
| " <td>उचित</td>\n", | |
| " <td>दिलानें</td>\n", | |
| " <td>चिकित्सा</td>\n", | |
| " <td>बालू</td>\n", | |
| " <td>पड़ी</td>\n", | |
| " <td>मंत्रियों</td>\n", | |
| " <td>चिकित्सा</td>\n", | |
| " <td>नाम</td>\n", | |
| " <td>स्टाम्प</td>\n", | |
| " <td>जगदेश</td>\n", | |
| " <td>...</td>\n", | |
| " <td>विनियमितीकरण</td>\n", | |
| " <td>लालगढ़ी</td>\n", | |
| " <td>गई</td>\n", | |
| " <td>वैकल्पित</td>\n", | |
| " <td>15</td>\n", | |
| " <td>मोहम्मदी</td>\n", | |
| " <td>मुरलीनगर</td>\n", | |
| " <td>कमीशन</td>\n", | |
| " <td>पीचिंग</td>\n", | |
| " <td>होमगार्ड</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5210</th>\n", | |
| " <td>पथ</td>\n", | |
| " <td>लाइसेन्स</td>\n", | |
| " <td>परिषद्</td>\n", | |
| " <td>त्यौड़ी</td>\n", | |
| " <td>आश्वासन</td>\n", | |
| " <td>परामर्श</td>\n", | |
| " <td>तेरहवां</td>\n", | |
| " <td>ऊर्जीकृत</td>\n", | |
| " <td>लक्ष्मण</td>\n", | |
| " <td>स्वायत्ता</td>\n", | |
| " <td>...</td>\n", | |
| " <td>अननुमोदन</td>\n", | |
| " <td>समाज</td>\n", | |
| " <td>असहायों</td>\n", | |
| " <td>संत</td>\n", | |
| " <td>शुगर</td>\n", | |
| " <td>गूजरपुर</td>\n", | |
| " <td>बरफखाना</td>\n", | |
| " <td>मुसलमानों</td>\n", | |
| " <td>विनियोग</td>\n", | |
| " <td>अभ्यर्थी</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5211</th>\n", | |
| " <td>निकलने</td>\n", | |
| " <td>अनियमितता</td>\n", | |
| " <td>मनोहर</td>\n", | |
| " <td>सामुदायिक</td>\n", | |
| " <td>भवन</td>\n", | |
| " <td>इगलास</td>\n", | |
| " <td>दुधारू</td>\n", | |
| " <td>क्षेत्रों</td>\n", | |
| " <td>भौरी</td>\n", | |
| " <td>वासियों</td>\n", | |
| " <td>...</td>\n", | |
| " <td>कार्मिकों</td>\n", | |
| " <td>लक्ष्मीपुर</td>\n", | |
| " <td>प्रश्नरकर्ता</td>\n", | |
| " <td>ट्रिपेजियम</td>\n", | |
| " <td></td>\n", | |
| " <td>जाती</td>\n", | |
| " <td>भारतेन्दु</td>\n", | |
| " <td>सूखाग्रस्त</td>\n", | |
| " <td>स्पेशियलिटी</td>\n", | |
| " <td>कार्मिकों</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5212</th>\n", | |
| " <td>कबीर</td>\n", | |
| " <td>करो</td>\n", | |
| " <td>नौ</td>\n", | |
| " <td>विशेश्वरगंज</td>\n", | |
| " <td>मुरलीनगर</td>\n", | |
| " <td>धनराशि</td>\n", | |
| " <td>अनदान</td>\n", | |
| " <td>सिद्धार्थनगर</td>\n", | |
| " <td>खाघ</td>\n", | |
| " <td>करोन</td>\n", | |
| " <td>...</td>\n", | |
| " <td>सिल्ट</td>\n", | |
| " <td>बहेड़ी</td>\n", | |
| " <td>प्रश्नकर्त्ता</td>\n", | |
| " <td>कबीरनगर</td>\n", | |
| " <td>वर्षो</td>\n", | |
| " <td>उत्तराधिकारी</td>\n", | |
| " <td>नाट्य</td>\n", | |
| " <td>करोड़</td>\n", | |
| " <td>दवाई</td>\n", | |
| " <td>सहायक</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5213</th>\n", | |
| " <td>होम्योपैथिक</td>\n", | |
| " <td>अन्ना</td>\n", | |
| " <td>अपर</td>\n", | |
| " <td>अराजी</td>\n", | |
| " <td>बरफखाना</td>\n", | |
| " <td>स्थापना</td>\n", | |
| " <td>नवम्</td>\n", | |
| " <td>बिल</td>\n", | |
| " <td>देने</td>\n", | |
| " <td>बायोमेट्रिक</td>\n", | |
| " <td>...</td>\n", | |
| " <td>संजय</td>\n", | |
| " <td>राममनोहर</td>\n", | |
| " <td>शिकायती</td>\n", | |
| " <td>पंचायतें</td>\n", | |
| " <td>पापुलर</td>\n", | |
| " <td>जले</td>\n", | |
| " <td>बदले</td>\n", | |
| " <td>महमूदाबाद</td>\n", | |
| " <td>सेटेलाइट</td>\n", | |
| " <td>होमगार्ड्स</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5214</th>\n", | |
| " <td>अक्टूबर</td>\n", | |
| " <td>प्रथा</td>\n", | |
| " <td>हटाने</td>\n", | |
| " <td>फैल</td>\n", | |
| " <td>नोटिस</td>\n", | |
| " <td>निकली</td>\n", | |
| " <td>खनन</td>\n", | |
| " <td>पैलानी</td>\n", | |
| " <td>भर</td>\n", | |
| " <td>जनगणना</td>\n", | |
| " <td>...</td>\n", | |
| " <td>विषेयक</td>\n", | |
| " <td>प्रद्रेश</td>\n", | |
| " <td>योजना</td>\n", | |
| " <td>सहकारी</td>\n", | |
| " <td>अशरफपुर</td>\n", | |
| " <td>प्रशिक्षित</td>\n", | |
| " <td>जिलापूर्ति</td>\n", | |
| " <td>डार्क</td>\n", | |
| " <td>बेरोजगारों</td>\n", | |
| " <td>पत्राचार</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5215</th>\n", | |
| " <td>8</td>\n", | |
| " <td>प्रतिबन्धित</td>\n", | |
| " <td>केन्द्रीय</td>\n", | |
| " <td>मोदी</td>\n", | |
| " <td>1975</td>\n", | |
| " <td>विजिलेंस</td>\n", | |
| " <td>वृद्धा</td>\n", | |
| " <td>अर्जित</td>\n", | |
| " <td>मानिकपुर</td>\n", | |
| " <td>संसाधनों</td>\n", | |
| " <td>...</td>\n", | |
| " <td>मानदेय</td>\n", | |
| " <td>कल्याण</td>\n", | |
| " <td>(</td>\n", | |
| " <td>करो</td>\n", | |
| " <td>ईसानगर</td>\n", | |
| " <td>निश्चित</td>\n", | |
| " <td>निर्णयानुसार</td>\n", | |
| " <td>अनुशंसा</td>\n", | |
| " <td>तय</td>\n", | |
| " <td>अकादमी</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5216</th>\n", | |
| " <td>सन्त</td>\n", | |
| " <td>कम</td>\n", | |
| " <td>अनियमितताएं</td>\n", | |
| " <td>दुर्गन्ध</td>\n", | |
| " <td>सिहं</td>\n", | |
| " <td>गुजरने</td>\n", | |
| " <td>असहाय</td>\n", | |
| " <td>केन्द्र</td>\n", | |
| " <td>हैण्डपम्पों</td>\n", | |
| " <td>लाइटिंग</td>\n", | |
| " <td>...</td>\n", | |
| " <td>होमगार्ड्स</td>\n", | |
| " <td>पद्धति</td>\n", | |
| " <td>)</td>\n", | |
| " <td>धाम</td>\n", | |
| " <td>ऐरा</td>\n", | |
| " <td>सीमा</td>\n", | |
| " <td>हादसों</td>\n", | |
| " <td>पट्टे</td>\n", | |
| " <td>होमगार्ड्स</td>\n", | |
| " <td>बसन्तपुर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5217</th>\n", | |
| " <td>जमा</td>\n", | |
| " <td>खुली</td>\n", | |
| " <td>कारखानों</td>\n", | |
| " <td>कैला</td>\n", | |
| " <td>सरकारी</td>\n", | |
| " <td>टप्पल</td>\n", | |
| " <td>धौलाना</td>\n", | |
| " <td>सिंचाई</td>\n", | |
| " <td>नांदिन</td>\n", | |
| " <td>हमलों</td>\n", | |
| " <td>...</td>\n", | |
| " <td>कलाप</td>\n", | |
| " <td>सनिगवां</td>\n", | |
| " <td>कामर्स</td>\n", | |
| " <td>नाबालिग</td>\n", | |
| " <td>नदियों</td>\n", | |
| " <td>पिछड़ी</td>\n", | |
| " <td>पर्यटक</td>\n", | |
| " <td>अध्यक्ष</td>\n", | |
| " <td>वसूला</td>\n", | |
| " <td>नियुक्ति</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5218</th>\n", | |
| " <td>पार्क</td>\n", | |
| " <td>जमीन</td>\n", | |
| " <td>पिटाई</td>\n", | |
| " <td>ट्रकों</td>\n", | |
| " <td>कैथापुर</td>\n", | |
| " <td>आग</td>\n", | |
| " <td>अवैध</td>\n", | |
| " <td>जोड़े</td>\n", | |
| " <td>चित्रकूट</td>\n", | |
| " <td>आख्या</td>\n", | |
| " <td>...</td>\n", | |
| " <td>गिरोह</td>\n", | |
| " <td>लालबंगला</td>\n", | |
| " <td>हेतु</td>\n", | |
| " <td>दिसम्बर</td>\n", | |
| " <td>सहारनपुर</td>\n", | |
| " <td>निवास</td>\n", | |
| " <td>महुवारी</td>\n", | |
| " <td>सेवायोजन</td>\n", | |
| " <td>सुपर</td>\n", | |
| " <td>कलापों</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5219</th>\n", | |
| " <td>अप्राकृतिक</td>\n", | |
| " <td>आने</td>\n", | |
| " <td>रुदौली</td>\n", | |
| " <td>लोडिंग</td>\n", | |
| " <td>मीसा</td>\n", | |
| " <td>करवन</td>\n", | |
| " <td>पम्पों</td>\n", | |
| " <td>कनेक्शन</td>\n", | |
| " <td>कानूनी</td>\n", | |
| " <td>शीशी</td>\n", | |
| " <td>...</td>\n", | |
| " <td>गिरोहबन्द</td>\n", | |
| " <td>अशासकीय</td>\n", | |
| " <td>प्रदेश</td>\n", | |
| " <td>स्टोन</td>\n", | |
| " <td>स्थल</td>\n", | |
| " <td>टीले</td>\n", | |
| " <td>स्थलों</td>\n", | |
| " <td>निस्तारण</td>\n", | |
| " <td>कार्यरत</td>\n", | |
| " <td>समीक्षाधिकारी</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5220</th>\n", | |
| " <td>निस्तारण</td>\n", | |
| " <td>शस्त्र</td>\n", | |
| " <td>मवई</td>\n", | |
| " <td>अवैध</td>\n", | |
| " <td>अमोधपुर</td>\n", | |
| " <td>कृत</td>\n", | |
| " <td>तोमर</td>\n", | |
| " <td>स्टेट</td>\n", | |
| " <td>अजीविका</td>\n", | |
| " <td>हादसों</td>\n", | |
| " <td>...</td>\n", | |
| " <td>सफाई</td>\n", | |
| " <td>सम्पर्क</td>\n", | |
| " <td>प्रश्नकर्ता</td>\n", | |
| " <td>मार्गो</td>\n", | |
| " <td>पुलिया</td>\n", | |
| " <td>अप्राकृतिक</td>\n", | |
| " <td>चयनित</td>\n", | |
| " <td>मिश्र</td>\n", | |
| " <td>कार्मिकों</td>\n", | |
| " <td>अवशीतन</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5221</th>\n", | |
| " <td>पैदल</td>\n", | |
| " <td>चिकित्सालय</td>\n", | |
| " <td>होम्योपैथी</td>\n", | |
| " <td>बदरपुर</td>\n", | |
| " <td>ख</td>\n", | |
| " <td>ट्रान्सपोर्टनगर</td>\n", | |
| " <td>1599</td>\n", | |
| " <td>आजीम</td>\n", | |
| " <td>कमाने</td>\n", | |
| " <td>डलवाया</td>\n", | |
| " <td>...</td>\n", | |
| " <td>क्रिया</td>\n", | |
| " <td>मान्यता</td>\n", | |
| " <td>विषयक</td>\n", | |
| " <td>क्रेशर</td>\n", | |
| " <td>मौसम</td>\n", | |
| " <td>अधिक</td>\n", | |
| " <td>फार्मसिस्ट</td>\n", | |
| " <td>सीतापुर</td>\n", | |
| " <td>बदलने</td>\n", | |
| " <td>पीलीभीत</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5222</th>\n", | |
| " <td>ऊर्जीकृत</td>\n", | |
| " <td>बिना</td>\n", | |
| " <td>बीकापुर</td>\n", | |
| " <td>कारोबार</td>\n", | |
| " <td>खं</td>\n", | |
| " <td>गांव</td>\n", | |
| " <td>धर्मेश</td>\n", | |
| " <td>खण्डिया</td>\n", | |
| " <td>रि</td>\n", | |
| " <td>मुहैय्या</td>\n", | |
| " <td>...</td>\n", | |
| " <td>अध्यादेश</td>\n", | |
| " <td>35</td>\n", | |
| " <td>कृत</td>\n", | |
| " <td>सन्त</td>\n", | |
| " <td>ओर</td>\n", | |
| " <td>दशा</td>\n", | |
| " <td>दौलतपुर</td>\n", | |
| " <td>बिसवां</td>\n", | |
| " <td>अस्पताल</td>\n", | |
| " <td>रोजगार</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5223</th>\n", | |
| " <td>बेस्ट</td>\n", | |
| " <td>स्योहारा</td>\n", | |
| " <td>आवश्यकता</td>\n", | |
| " <td>वाली</td>\n", | |
| " <td>स</td>\n", | |
| " <td>कोष</td>\n", | |
| " <td>कारोबार</td>\n", | |
| " <td>अग्निशमन</td>\n", | |
| " <td>बोर</td>\n", | |
| " <td>समीक्षाधिकारी</td>\n", | |
| " <td>...</td>\n", | |
| " <td>कार्यरत</td>\n", | |
| " <td>बरेली</td>\n", | |
| " <td>कार्यवाही</td>\n", | |
| " <td>कबीर</td>\n", | |
| " <td>नाले</td>\n", | |
| " <td>समय</td>\n", | |
| " <td>रास्ता</td>\n", | |
| " <td>लहरपुर</td>\n", | |
| " <td>49</td>\n", | |
| " <td>कार्यरत</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5224</th>\n", | |
| " <td>ट्यूशन</td>\n", | |
| " <td>याकूबपुर</td>\n", | |
| " <td>रूदौली</td>\n", | |
| " <td>रही</td>\n", | |
| " <td>वि</td>\n", | |
| " <td>अलीगढ़</td>\n", | |
| " <td>चकरोड</td>\n", | |
| " <td>यात्रा</td>\n", | |
| " <td>चुरेह</td>\n", | |
| " <td>उन्नीसवां</td>\n", | |
| " <td>...</td>\n", | |
| " <td>कर्मियों</td>\n", | |
| " <td>प्राप्त</td>\n", | |
| " <td>पत्र</td>\n", | |
| " <td>ताज</td>\n", | |
| " <td>विगत</td>\n", | |
| " <td>सफाई</td>\n", | |
| " <td>रोकथाम</td>\n", | |
| " <td>सोनभद्र</td>\n", | |
| " <td>बाल</td>\n", | |
| " <td>कटना</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5225</th>\n", | |
| " <td>निजी</td>\n", | |
| " <td>पशु</td>\n", | |
| " <td>फैजाबाद</td>\n", | |
| " <td>भट्ठा</td>\n", | |
| " <td>सम्बन्मी</td>\n", | |
| " <td>वाली</td>\n", | |
| " <td>पेंशन</td>\n", | |
| " <td>सुविधा</td>\n", | |
| " <td>237</td>\n", | |
| " <td></td>\n", | |
| " <td>...</td>\n", | |
| " <td>होमगार्ड</td>\n", | |
| " <td>स्थापित</td>\n", | |
| " <td>जानकारी</td>\n", | |
| " <td>अवकाश</td>\n", | |
| " <td>मुजफ्फरनगर</td>\n", | |
| " <td>विवरण</td>\n", | |
| " <td>गांवों</td>\n", | |
| " <td>घोषित</td>\n", | |
| " <td>300</td>\n", | |
| " <td>बीसलपुर</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "<p>5226 rows × 300 columns</p>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " 270 258 148 123 156 \\\n", | |
| "0 बाढ़ नगला विभिन्न अनुसुचित विभिन्न \n", | |
| "1 न्यायाधीश नाई कृत्त बरेली वाली \n", | |
| "2 काटजू आधार लगायत जनजाति कारगर \n", | |
| "3 प्रभावित उन्नाव 44 नोटरी यात्रियों \n", | |
| "4 देखते रज्जू अनुदानों चिकित्सा अनुसेवकों \n", | |
| "5 रोकथाम बस्तियों 84 कल्याण ट्रेनों \n", | |
| "6 फुटपाथ प्रसिद्ध 61 समाज शिष्टाचार \n", | |
| "7 तस्करी शीतलपुर विभागों घटक कृत्त \n", | |
| "8 महंगाई चकबन्दी 58 प्रतिपूर्ति आग \n", | |
| "9 सहारनपुर प्यारे अनुपूरक विभिन्न शुल्क \n", | |
| "10 सुल्लानपुर भाऊ मदों वेबसाइट पाठ्यक्रमों \n", | |
| "11 पिचिंग नरसा 36 35 अवैध \n", | |
| "12 सुभाष मलिन अल्प एलोपैथी तत्वों \n", | |
| "13 भीषण हिम्मतपुर 81 होम्योपैथी सेन्ट्रल \n", | |
| "14 प्रकोप विषमता 83 79 गुजरने \n", | |
| "15 रेत नगलिया अनुसेवकों बारादरी मा \n", | |
| "16 बचाने अलग धनराशि पदों दीवार \n", | |
| "17 मरीज खण्डिया गोकुल 80 मदों \n", | |
| "18 बेहट आजीम 63 फार्मासिस्ट गढ़मुक्तेश्वर \n", | |
| "19 महात्मा दिवस 86 विभागों विभागों \n", | |
| "20 चुइंगम आस्थान व्यय कृत्त धौलाना \n", | |
| "21 कमाण्ड कारखानों 46 अनुसूचित उससे \n", | |
| "22 पदार्थों मानक पाठ्यक्रमों पद्धति भोग \n", | |
| "23 निरीक्षकों जिलापूर्ति सापेक्ष लिया पैतापुर \n", | |
| "24 भार शान्ति सामान्य पिछड़े सम्बन्धित \n", | |
| "25 खाने बनवाये योजनाओं महमूदपुर साइबर \n", | |
| "26 रोजगार दुकानें मांगों अरिल मार्गों \n", | |
| "27 टाइल्स अधिकारी फ्लैट आंवला गरीबी \n", | |
| "28 उपाय जीर्ण मथुरा रिक्त सग \n", | |
| "29 हुदहुद कार्यालय संग्रह 197 सुरक्षित \n", | |
| "... ... ... ... ... ... \n", | |
| "5196 जैयनेन्द्र अध्यक्षों आगजनी बेलघाट एंव \n", | |
| "5197 अस्पतालों बड़हलगंज बनारस प्रकोप यौन \n", | |
| "5198 शिक्षकों स्कूली निरीक्षण खंजरपुर अवधि \n", | |
| "5199 तेल पार्क अधिवेशन पोखर डाल \n", | |
| "5200 भूमिगत मांस आयुर्वेद बहराइच अग्नि \n", | |
| "5201 लल्लू न्यूनतम आयु केन्द्र कताई \n", | |
| "5202 आज बल्केश्वर भवन पयागपुर आपातकाल \n", | |
| "5203 अनुमन्य प्रोसेसिंग हायर ठेके नाली \n", | |
| "5204 मेडिकल उपाध्याय उग्र उपायों सुल्तानपुर \n", | |
| "5205 बिमला चिकित्साधिकारियों गज गाजियाबाद संक्रामक \n", | |
| "5206 सोलंकी नस्ल सिद्ध बरती नियमताबाद \n", | |
| "5207 जिम्मेदारी खड़े चिटफण्ड शराब विशेश्वरगंज \n", | |
| "5208 श्रीमती वधशाला चुनाव हटाये मुहल्लों \n", | |
| "5209 उचित दिलानें चिकित्सा बालू पड़ी \n", | |
| "5210 पथ लाइसेन्स परिषद् त्यौड़ी आश्वासन \n", | |
| "5211 निकलने अनियमितता मनोहर सामुदायिक भवन \n", | |
| "5212 कबीर करो नौ विशेश्वरगंज मुरलीनगर \n", | |
| "5213 होम्योपैथिक अन्ना अपर अराजी बरफखाना \n", | |
| "5214 अक्टूबर प्रथा हटाने फैल नोटिस \n", | |
| "5215 8 प्रतिबन्धित केन्द्रीय मोदी 1975 \n", | |
| "5216 सन्त कम अनियमितताएं दुर्गन्ध सिहं \n", | |
| "5217 जमा खुली कारखानों कैला सरकारी \n", | |
| "5218 पार्क जमीन पिटाई ट्रकों कैथापुर \n", | |
| "5219 अप्राकृतिक आने रुदौली लोडिंग मीसा \n", | |
| "5220 निस्तारण शस्त्र मवई अवैध अमोधपुर \n", | |
| "5221 पैदल चिकित्सालय होम्योपैथी बदरपुर ख \n", | |
| "5222 ऊर्जीकृत बिना बीकापुर कारोबार खं \n", | |
| "5223 बेस्ट स्योहारा आवश्यकता वाली स \n", | |
| "5224 ट्यूशन याकूबपुर रूदौली रही वि \n", | |
| "5225 निजी पशु फैजाबाद भट्ठा सम्बन्मी \n", | |
| "\n", | |
| " 122 129 196 197 0 \\\n", | |
| "0 पडरौना बरेली हसायन उद्योग \" \n", | |
| "1 कुशीनगर वाली नन्द हथकरघा - \n", | |
| "2 स्थापित नोटरी हाथरस हथकरधा . \n", | |
| "3 खड्डा कृत्त पोरा मुरब्बा जनपद \n", | |
| "4 तमकुहीराज 7 मसंद मुद्रण , \n", | |
| "5 मथुरा बेटियों अन्तर्गत्त लेखन जाने \n", | |
| "6 गोलाघाट हवाई सहाय मध्यम अन्तर्गत \n", | |
| "7 क्रमशः बारादरी सिकन्दराराऊ निर्यात नियम \n", | |
| "8 बासी जलकर आरिफ खानें सम्बन्ध \n", | |
| "9 सन्तोष अधिवक्ताओं मांट लघु क्षेत्र \n", | |
| "10 अतीगढ़ सहायता खड़ण्जा ग्रामोद्योग सभा \n", | |
| "11 वी कार्ययाही राऊ पेठा विधान \n", | |
| "12 सेवरही अधीन वीर 07 सूचना \n", | |
| "13 बेरोजगारों पानी दिलाये खनिज ( \n", | |
| "14 पिपराघाट आंवला मुआवजा भारी कराये \n", | |
| "15 बाबूगढ़ फारसी नगला 03 ) \n", | |
| "16 आटस अरबी शंकरपुर परम्परागत 301 \n", | |
| "17 रामकोला 07 टोडरपुर सामग्री निर्माण \n", | |
| "18 पुनर्वासित फार प्रसिद्ध 08 ग्राम \n", | |
| "19 पेपर सनगवां ढक चूड़ी मांग \n", | |
| "20 रिक्त सूचनाओं केन्द्रों नजदीक विकास \n", | |
| "21 छपरा चोरियों राठ कांच प्रदेश \n", | |
| "22 मरम्मतीकरण अशासकीय असामयिक सुरक्षित श्री \n", | |
| "23 गेंदासिंह दिनांक महरौली ईधन नगर \n", | |
| "24 शहनवाज एन्क्लेव नरेन्द्र डुमरियागंज तथा \n", | |
| "25 सादाबाद चलवाये शेष खादी विषयक \n", | |
| "26 लैपटापों शादी देवराय आयल हेतु \n", | |
| "27 असहायों समरसेबिल बचे सिद्धार्थनगर किये \n", | |
| "28 दिये प्राप्त बेग सम्बन्धित / \n", | |
| "29 जय नं विश्व स्टोन मार्ग \n", | |
| "... ... ... ... ... ... \n", | |
| "5196 भीखमपुर पन्द्रहवां गनर ऐसी प्लांटों \n", | |
| "5197 अमर लार अधिवर्षता सेण्टर लैपटापों \n", | |
| "5198 कोटवामाफी वृद्धावस्था उन्नाव दुकानदारों न्यायमूर्ति \n", | |
| "5199 दल सप्तम् पीचिंग भाषा समरसेविल \n", | |
| "5200 प्रतिपूर्ति पड़े पंकज उत्तराधिकारी मैगी \n", | |
| "5201 भीषण मा बदलकर जाती प्रश्नकर्त्ता \n", | |
| "5202 किरन एलोपैथी रानीगंज बिलाई चुइंगम \n", | |
| "5203 फूल चिकिस्ता चौराहे रसद वैज्ञानिकों \n", | |
| "5204 वजीदापुर अष्टम् अपग्रेड भवन स्नाकोत्तर \n", | |
| "5205 पूर्ववर्ती मण्डल जी चैक राजकींय \n", | |
| "5206 गावं अल्लीपुर सैदनगर कोषागार शक्त \n", | |
| "5207 बामौती लाइन ब्याज दवाओं जोन्स \n", | |
| "5208 कदाचार डलवाया नलकूपों धुनुवां कठिनाई \n", | |
| "5209 मंत्रियों चिकित्सा नाम स्टाम्प जगदेश \n", | |
| "5210 परामर्श तेरहवां ऊर्जीकृत लक्ष्मण स्वायत्ता \n", | |
| "5211 इगलास दुधारू क्षेत्रों भौरी वासियों \n", | |
| "5212 धनराशि अनदान सिद्धार्थनगर खाघ करोन \n", | |
| "5213 स्थापना नवम् बिल देने बायोमेट्रिक \n", | |
| "5214 निकली खनन पैलानी भर जनगणना \n", | |
| "5215 विजिलेंस वृद्धा अर्जित मानिकपुर संसाधनों \n", | |
| "5216 गुजरने असहाय केन्द्र हैण्डपम्पों लाइटिंग \n", | |
| "5217 टप्पल धौलाना सिंचाई नांदिन हमलों \n", | |
| "5218 आग अवैध जोड़े चित्रकूट आख्या \n", | |
| "5219 करवन पम्पों कनेक्शन कानूनी शीशी \n", | |
| "5220 कृत तोमर स्टेट अजीविका हादसों \n", | |
| "5221 ट्रान्सपोर्टनगर 1599 आजीम कमाने डलवाया \n", | |
| "5222 गांव धर्मेश खण्डिया रि मुहैय्या \n", | |
| "5223 कोष कारोबार अग्निशमन बोर समीक्षाधिकारी \n", | |
| "5224 अलीगढ़ चकरोड यात्रा चुरेह उन्नीसवां \n", | |
| "5225 वाली पेंशन सुविधा 237 \n", | |
| "\n", | |
| " ... 215 120 9 291 \\\n", | |
| "0 ... मन्दिर आवास मांग परिसीमन \n", | |
| "1 ... कामाख्या निर्धनों , करके \n", | |
| "2 ... हनुमान आसरा कराये जनसंख्या \n", | |
| "3 ... व्यवस्थित असहायों जाने \n", | |
| "4 ... बलेश्वर विहीन मतदान सिंचाईं \n", | |
| "5 ... गोदा इन्दिरा अनुदान आयी \n", | |
| "6 ... पर्यटकों अत्यधिक व्ययक सीतापुर \n", | |
| "7 ... खरगापुर धनराशि आय बाढ़ \n", | |
| "8 ... भरवारा आवंटित आगरा महाविघालय \n", | |
| "9 ... जीर्णोद्धार ट्रैफिक 2016 लहरपुर \n", | |
| "10 ... महत्व निराकरण व्यययक बिसवां \n", | |
| "11 ... रामजानकी मेरठ उद्यम महमूदाबाद \n", | |
| "12 ... बीघापुर संब्या मरम्मत पाठशालाओं \n", | |
| "13 ... सटे समस्या बहादुर लेते \n", | |
| "14 ... मांस किश्त नाथ विक्रेताओं \n", | |
| "15 ... मां सहायिकाओं 92 देना \n", | |
| "16 ... बालाजी परिषदों चर्चा गुप्त \n", | |
| "17 ... साहब यंत्रों सर्वश्री तूफान \n", | |
| "18 ... धाम बाधा मार्गीं दृष्टि \n", | |
| "19 ... विद्यापीठ विधवा वित्तीय वर्तमान \n", | |
| "20 ... प्राचीन जोशी दिहाड़ी पाथ \n", | |
| "21 ... तरकुलही रीता मोहम्मद बिक्री \n", | |
| "22 ... प्लांटों प्रो . हैण्डपम्प \n", | |
| "23 ... ऐतिहासिक बहुगुणा नत्थू न्यायाधीश \n", | |
| "24 ... लाइसेन्स समुदाय 82 काटजू \n", | |
| "25 ... जीर्णीद्धार शामिल क्षतिग्रस्त बढ़ती \n", | |
| "26 ... अनुपस्थिति झोपड़ी एकीकरण मछली \n", | |
| "27 ... दुकानों झुग्गी हरीश भीषण \n", | |
| "28 ... लाभों सख्या बर्ष औाचित्य \n", | |
| "29 ... शस्त्र दूसरी श्री अधिकारी \n", | |
| "... ... ... ... ... ... \n", | |
| "5196 ... हाई अनुसुचित जनेश्वर गृह \n", | |
| "5197 ... नालों सुजालपुरा ऐतेहासिक नजदीक \n", | |
| "5198 ... स्टेशन बूढ़ी लगवाने समस्त \n", | |
| "5199 ... प्रसाद मार्गों करोन साथा \n", | |
| "5200 ... बढ़ाये मीरगंज गलत चुके \n", | |
| "5201 ... नाटक मित्र प्रश्नर्क्ता रामजानकी \n", | |
| "5202 ... जौनपुर सालिड कोटेदार दुर्बल \n", | |
| "5203 ... हायर मनोहर मल्टी पेड़ों \n", | |
| "5204 ... संविदा डा सेक्टोरल यंत्र \n", | |
| "5205 ... पूर्द आधुनिकीकरण डेंटल रक्षकों \n", | |
| "5206 ... शोध सहायता बेलघाट बैंक \n", | |
| "5207 ... ड्रेनों खण्डित संदर्भ डार्क \n", | |
| "5208 ... अनुसेवकों बारादरी सम्बन्धी नेहरू \n", | |
| "5209 ... विनियमितीकरण लालगढ़ी गई वैकल्पित \n", | |
| "5210 ... अननुमोदन समाज असहायों संत \n", | |
| "5211 ... कार्मिकों लक्ष्मीपुर प्रश्नरकर्ता ट्रिपेजियम \n", | |
| "5212 ... सिल्ट बहेड़ी प्रश्नकर्त्ता कबीरनगर \n", | |
| "5213 ... संजय राममनोहर शिकायती पंचायतें \n", | |
| "5214 ... विषेयक प्रद्रेश योजना सहकारी \n", | |
| "5215 ... मानदेय कल्याण ( करो \n", | |
| "5216 ... होमगार्ड्स पद्धति ) धाम \n", | |
| "5217 ... कलाप सनिगवां कामर्स नाबालिग \n", | |
| "5218 ... गिरोह लालबंगला हेतु दिसम्बर \n", | |
| "5219 ... गिरोहबन्द अशासकीय प्रदेश स्टोन \n", | |
| "5220 ... सफाई सम्पर्क प्रश्नकर्ता मार्गो \n", | |
| "5221 ... क्रिया मान्यता विषयक क्रेशर \n", | |
| "5222 ... अध्यादेश 35 कृत सन्त \n", | |
| "5223 ... कार्यरत बरेली कार्यवाही कबीर \n", | |
| "5224 ... कर्मियों प्राप्त पत्र ताज \n", | |
| "5225 ... होमगार्ड स्थापित जानकारी अवकाश \n", | |
| "\n", | |
| " 259 201 235 299 240 \\\n", | |
| "0 मकान निर्यात देखते उझानी पाठशालाओं \n", | |
| "1 अक्टूबर उद्योग नगला बिल्सी स्तर \n", | |
| "2 न्याय हथकरधा दबाव बदायूं गिरते \n", | |
| "3 8 हथकरघा नाई व्यतीत पदाधिकारी \n", | |
| "4 सात लेखन प्यारे अम्बियापुर नहरों \n", | |
| "5 उन्नाव मुद्रण चुइंगम रिसौली भू \n", | |
| "6 मोहान मध्यम कठिनाई संचालन सुधारने \n", | |
| "7 26 बनाने एदं किशन भारसाधक \n", | |
| "8 बब्लू मुरब्बा जमुना नई निरीक्षक \n", | |
| "9 महाराष्ट्र पेठा चलाने विधायक अनुसार \n", | |
| "10 मार्गो खानें नौहा 114 गर्भ \n", | |
| "11 कमजोर प्लांटों शहर गठन लेपन \n", | |
| "12 बजट ईधन देना सम्बम्ध 14 \n", | |
| "13 निर्णय मांस प्रसिद्ध अपनाये सफाई \n", | |
| "14 बाल लाइसेन्स हिम्मतपुर आवासीय साधक \n", | |
| "15 फौजी वापसी करभना प्रक्रिया डोर \n", | |
| "16 चिट्ठा लघु शौचालयों नजदीक खिलाड़ियों \n", | |
| "17 पुष्टाहार सम्बन्धित खोदे निधि मुरलीनगर \n", | |
| "18 सेविका भारी तौरा निवासी बरफखाना \n", | |
| "19 मनमानी चौराहे महंगाई अप्राकृतिक अध्यासियों \n", | |
| "20 मजदूरों परम्परागत खाने दातागंज उदयगंज \n", | |
| "21 ड्रेन चूड़ी कोठी समस्त खरीदे \n", | |
| "22 सचिवालय ग्रामोद्योग तल्फी अनुमोदन अल्पिकाओं \n", | |
| "23 क्षेत्रफल प्लांट कन्जौली जोड़े संवर्ग \n", | |
| "24 मोतीगंज वक्त सिसौना जवाहर गिर \n", | |
| "25 किडनी लगता विश्व बने पशु \n", | |
| "26 कैलाश प्राइमरी बैटरी स्टोन बेदखली \n", | |
| "27 सुनिश्चित निर्वाचन बाढ़ावा ध्वनि आशुलिपिक \n", | |
| "28 09 अपग्रेड आकस्मिक खुर्द लगातार \n", | |
| "29 उत्पीड़न बदलकर 000 प्रस्तावों अप्राधिकृत \n", | |
| "... ... ... ... ... ... \n", | |
| "5196 एंव ऐसी अकादमी मंत्रालय महिला \n", | |
| "5197 बल्केश्वर झाँसी सॉलिड ओबरा बेड \n", | |
| "5198 छात्र दातागंज सोसाइटी बुधौलिया औघोगिक \n", | |
| "5199 खमरिया यूजेज गोवंश राजनारायण फूलपुर \n", | |
| "5200 बाढ़ विषययक देवराय निकलने सिद्धार्थनगर \n", | |
| "5201 प्रभावित माला करवाये आयी मरीजों \n", | |
| "5202 बिना ड्रेन खरीदे सेनानी रोजगार \n", | |
| "5203 ब्रांच आकस्मिक चहारदीवारी खनन प्रतिवेदना \n", | |
| "5204 मध्य क्षमता रंग छोड़े मदें \n", | |
| "5205 सेवारत चार्जेज उदयगंज जनेश्वर कादिराबाद \n", | |
| "5206 झवाना जाति आंशिक सोन केन्द्रों \n", | |
| "5207 संतोषपुर 73 विकसित ग्राह्यता जिम्मेदारी \n", | |
| "5208 एवजपुर उपादान वरिष्ठता रंगनाथ कस्बा \n", | |
| "5209 15 मोहम्मदी मुरलीनगर कमीशन पीचिंग \n", | |
| "5210 शुगर गूजरपुर बरफखाना मुसलमानों विनियोग \n", | |
| "5211 जाती भारतेन्दु सूखाग्रस्त स्पेशियलिटी \n", | |
| "5212 वर्षो उत्तराधिकारी नाट्य करोड़ दवाई \n", | |
| "5213 पापुलर जले बदले महमूदाबाद सेटेलाइट \n", | |
| "5214 अशरफपुर प्रशिक्षित जिलापूर्ति डार्क बेरोजगारों \n", | |
| "5215 ईसानगर निश्चित निर्णयानुसार अनुशंसा तय \n", | |
| "5216 ऐरा सीमा हादसों पट्टे होमगार्ड्स \n", | |
| "5217 नदियों पिछड़ी पर्यटक अध्यक्ष वसूला \n", | |
| "5218 सहारनपुर निवास महुवारी सेवायोजन सुपर \n", | |
| "5219 स्थल टीले स्थलों निस्तारण कार्यरत \n", | |
| "5220 पुलिया अप्राकृतिक चयनित मिश्र कार्मिकों \n", | |
| "5221 मौसम अधिक फार्मसिस्ट सीतापुर बदलने \n", | |
| "5222 ओर दशा दौलतपुर बिसवां अस्पताल \n", | |
| "5223 नाले समय रास्ता लहरपुर 49 \n", | |
| "5224 विगत सफाई रोकथाम सोनभद्र बाल \n", | |
| "5225 मुजफ्फरनगर विवरण गांवों घोषित 300 \n", | |
| "\n", | |
| " 222 \n", | |
| "0 सफाई \n", | |
| "1 सिल्ट \n", | |
| "2 नहरों \n", | |
| "3 कराकर \n", | |
| "4 साफ \n", | |
| "5 कुओं \n", | |
| "6 सग \n", | |
| "7 स्तर \n", | |
| "8 पूर्द \n", | |
| "9 नालों \n", | |
| "10 दुद्धी \n", | |
| "11 फीडिंग \n", | |
| "12 ] \n", | |
| "13 [ \n", | |
| "14 अल्पिकाओं \n", | |
| "15 सिंधौली \n", | |
| "16 चौराहे \n", | |
| "17 नोएडा \n", | |
| "18 दुर्व्यवस्था \n", | |
| "19 ड्रेनों \n", | |
| "20 पम्प \n", | |
| "21 नानकार \n", | |
| "22 अन्तर्राष्ट्रीय \n", | |
| "23 तालाब \n", | |
| "24 बैनारा \n", | |
| "25 संवर्ग \n", | |
| "26 गिर \n", | |
| "27 ओलम्पिक \n", | |
| "28 तरणताल \n", | |
| "29 टेल \n", | |
| "... ... \n", | |
| "5196 मानदेय \n", | |
| "5197 अमीनों \n", | |
| "5198 भारतेन्दु \n", | |
| "5199 नाट्य \n", | |
| "5200 कारखानों \n", | |
| "5201 संग्रह \n", | |
| "5202 रंग \n", | |
| "5203 संचालित \n", | |
| "5204 फुंकने \n", | |
| "5205 अध्यापकों \n", | |
| "5206 रामनगर \n", | |
| "5207 एंव \n", | |
| "5208 प्रशिक्षित \n", | |
| "5209 होमगार्ड \n", | |
| "5210 अभ्यर्थी \n", | |
| "5211 कार्मिकों \n", | |
| "5212 सहायक \n", | |
| "5213 होमगार्ड्स \n", | |
| "5214 पत्राचार \n", | |
| "5215 अकादमी \n", | |
| "5216 बसन्तपुर \n", | |
| "5217 नियुक्ति \n", | |
| "5218 कलापों \n", | |
| "5219 समीक्षाधिकारी \n", | |
| "5220 अवशीतन \n", | |
| "5221 पीलीभीत \n", | |
| "5222 रोजगार \n", | |
| "5223 कार्यरत \n", | |
| "5224 कटना \n", | |
| "5225 बीसलपुर \n", | |
| "\n", | |
| "[5226 rows x 300 columns]" | |
| ] | |
| }, | |
| "execution_count": 11, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "def pickHeadline(h):\n", | |
| " sorted_axes = embedded_coords_l1[list(words).index(h)].argsort()[::-1]\n", | |
| " return pd.DataFrame(words[np.argsort(embedded_coords_l1[:,sorted_axes], axis=0)[::-1]], columns=sorted_axes)\n", | |
| "\n", | |
| "# pickHeadline(u\"जनपद\")\n", | |
| "# pickHeadline(u\"इलाहाबाद\")\n", | |
| "pickHeadline(u\"रोजगार\")\n", | |
| "# pickHeadline(\"उद्योग\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 12, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>70</th>\n", | |
| " <th>44</th>\n", | |
| " <th>73</th>\n", | |
| " <th>0</th>\n", | |
| " <th>66</th>\n", | |
| " <th>77</th>\n", | |
| " <th>42</th>\n", | |
| " <th>264</th>\n", | |
| " <th>75</th>\n", | |
| " <th>292</th>\n", | |
| " <th>...</th>\n", | |
| " <th>90</th>\n", | |
| " <th>78</th>\n", | |
| " <th>166</th>\n", | |
| " <th>81</th>\n", | |
| " <th>217</th>\n", | |
| " <th>72</th>\n", | |
| " <th>250</th>\n", | |
| " <th>9</th>\n", | |
| " <th>79</th>\n", | |
| " <th>68</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0</th>\n", | |
| " <td>सरकार</td>\n", | |
| " <td>सड़क</td>\n", | |
| " <td>टी</td>\n", | |
| " <td>\"</td>\n", | |
| " <td>कालेज</td>\n", | |
| " <td>प्रश्न</td>\n", | |
| " <td>रोड</td>\n", | |
| " <td>प्रसार</td>\n", | |
| " <td>झांसी</td>\n", | |
| " <td>मकान</td>\n", | |
| " <td>...</td>\n", | |
| " <td>भूमि</td>\n", | |
| " <td>पेयजल</td>\n", | |
| " <td>फैजाबाद</td>\n", | |
| " <td>कारण</td>\n", | |
| " <td>केन्द्रीय</td>\n", | |
| " <td>सम्बन्धी</td>\n", | |
| " <td>लाइनें</td>\n", | |
| " <td>मांग</td>\n", | |
| " <td>चन्दौली</td>\n", | |
| " <td>कालेज</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1</th>\n", | |
| " <td>ब्लाक</td>\n", | |
| " <td>कराने</td>\n", | |
| " <td>प्रकरण</td>\n", | |
| " <td>-</td>\n", | |
| " <td>सी</td>\n", | |
| " <td>औचित्य</td>\n", | |
| " <td>समिति</td>\n", | |
| " <td>पशु</td>\n", | |
| " <td>चन्दौली</td>\n", | |
| " <td>लागू</td>\n", | |
| " <td>...</td>\n", | |
| " <td>बुलन्दशहर</td>\n", | |
| " <td>उपलब्ध</td>\n", | |
| " <td>रूदौली</td>\n", | |
| " <td>इलाहाबाद</td>\n", | |
| " <td>ऐक्ट</td>\n", | |
| " <td>इलाहाबाद</td>\n", | |
| " <td>प्राधिकरण</td>\n", | |
| " <td>,</td>\n", | |
| " <td>मुगलसराय</td>\n", | |
| " <td>निगम</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>कारण</td>\n", | |
| " <td>सी</td>\n", | |
| " <td>गेंदालाल</td>\n", | |
| " <td>.</td>\n", | |
| " <td>सरकार</td>\n", | |
| " <td>अवमानना</td>\n", | |
| " <td>प्रतिवेदनों</td>\n", | |
| " <td>दीन</td>\n", | |
| " <td>मुगलसराय</td>\n", | |
| " <td>बब्लू</td>\n", | |
| " <td>...</td>\n", | |
| " <td>संक्रमणीय</td>\n", | |
| " <td>समस्या</td>\n", | |
| " <td>मवई</td>\n", | |
| " <td>सड़कों</td>\n", | |
| " <td>अनुसार</td>\n", | |
| " <td>टी</td>\n", | |
| " <td>पशु</td>\n", | |
| " <td>कराये</td>\n", | |
| " <td>सरकार</td>\n", | |
| " <td>सरकार</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3</th>\n", | |
| " <td>मुगलसराय</td>\n", | |
| " <td>सादुल्लानगर</td>\n", | |
| " <td>ब्लाक</td>\n", | |
| " <td>जनपद</td>\n", | |
| " <td>इण्टर</td>\n", | |
| " <td>टी</td>\n", | |
| " <td>मंत्रियों</td>\n", | |
| " <td>प्रक्रिया</td>\n", | |
| " <td>बबीना</td>\n", | |
| " <td>भीषण</td>\n", | |
| " <td>...</td>\n", | |
| " <td>भूमिधर</td>\n", | |
| " <td>जल</td>\n", | |
| " <td>रुदौली</td>\n", | |
| " <td>पकड़ने</td>\n", | |
| " <td>बारह</td>\n", | |
| " <td>जिला</td>\n", | |
| " <td>मोहम्मदी</td>\n", | |
| " <td>जाने</td>\n", | |
| " <td>टी</td>\n", | |
| " <td>फिरोजाबाद</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4</th>\n", | |
| " <td>चन्दौली</td>\n", | |
| " <td>गैड़ास</td>\n", | |
| " <td>व्यवस्था</td>\n", | |
| " <td>,</td>\n", | |
| " <td>राजकीय</td>\n", | |
| " <td>सूचनाएं</td>\n", | |
| " <td>परामर्श</td>\n", | |
| " <td>पंडित</td>\n", | |
| " <td>व्यवस्था</td>\n", | |
| " <td>बायोमेट्रिक</td>\n", | |
| " <td>...</td>\n", | |
| " <td>असंक्रमणीय</td>\n", | |
| " <td>चन्दौली</td>\n", | |
| " <td>मिल्कीपुर</td>\n", | |
| " <td>सोरांव</td>\n", | |
| " <td>निर्मित</td>\n", | |
| " <td>अनियमितताएं</td>\n", | |
| " <td>प्रधानों</td>\n", | |
| " <td>मतदान</td>\n", | |
| " <td>बकाये</td>\n", | |
| " <td>राजकीय</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5</th>\n", | |
| " <td>पुनर्जीवित</td>\n", | |
| " <td>हाटा</td>\n", | |
| " <td>मोल्हू</td>\n", | |
| " <td>जाने</td>\n", | |
| " <td>बालिका</td>\n", | |
| " <td>जांच</td>\n", | |
| " <td>लेखा</td>\n", | |
| " <td>दयाल</td>\n", | |
| " <td>बड़ागांव</td>\n", | |
| " <td>बाढ़</td>\n", | |
| " <td>...</td>\n", | |
| " <td>किसानों</td>\n", | |
| " <td>मुगलसराय</td>\n", | |
| " <td>अनुरुप</td>\n", | |
| " <td>करछना</td>\n", | |
| " <td>गन्दगी</td>\n", | |
| " <td>हड़पने</td>\n", | |
| " <td>सदस्यों</td>\n", | |
| " <td>अनुदान</td>\n", | |
| " <td>किसानों</td>\n", | |
| " <td>रौनकपुरा</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>6</th>\n", | |
| " <td>नदी</td>\n", | |
| " <td>अलीनगर</td>\n", | |
| " <td>जांच</td>\n", | |
| " <td>अन्तर्गत</td>\n", | |
| " <td>लखनऊ</td>\n", | |
| " <td>जवाब</td>\n", | |
| " <td>2016</td>\n", | |
| " <td>राजेसुल्तानपुर</td>\n", | |
| " <td>खजुराहा</td>\n", | |
| " <td>बांध</td>\n", | |
| " <td>...</td>\n", | |
| " <td>पट्टा</td>\n", | |
| " <td>झांसी</td>\n", | |
| " <td>सर्किल</td>\n", | |
| " <td>बाढ़</td>\n", | |
| " <td>एडमीशन</td>\n", | |
| " <td>टंकियों</td>\n", | |
| " <td>अधिक</td>\n", | |
| " <td>व्ययक</td>\n", | |
| " <td>ठीक</td>\n", | |
| " <td>मेरठ</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>7</th>\n", | |
| " <td>इससे</td>\n", | |
| " <td>गौरीबाजार</td>\n", | |
| " <td>उ</td>\n", | |
| " <td>नियम</td>\n", | |
| " <td>साइंस</td>\n", | |
| " <td>मुख्य</td>\n", | |
| " <td>सम्बन्धी</td>\n", | |
| " <td>बिजली</td>\n", | |
| " <td>सुकुवां</td>\n", | |
| " <td>व्याप्त</td>\n", | |
| " <td>...</td>\n", | |
| " <td>बांगर</td>\n", | |
| " <td>शुद्ध</td>\n", | |
| " <td>वाहनों</td>\n", | |
| " <td>जीवों</td>\n", | |
| " <td>कक्षा</td>\n", | |
| " <td>मेजा</td>\n", | |
| " <td>लीज</td>\n", | |
| " <td>आय</td>\n", | |
| " <td>रजिस्ट्री</td>\n", | |
| " <td>इण्टर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>8</th>\n", | |
| " <td>गिधौली</td>\n", | |
| " <td>करहकोल</td>\n", | |
| " <td>गयी</td>\n", | |
| " <td>सम्बन्ध</td>\n", | |
| " <td>खण्ड</td>\n", | |
| " <td>सूचनायें</td>\n", | |
| " <td>विमुक्त</td>\n", | |
| " <td>पदाधिकारी</td>\n", | |
| " <td>विभाग</td>\n", | |
| " <td>त्रिस्तरीय</td>\n", | |
| " <td>...</td>\n", | |
| " <td>खुर्जा</td>\n", | |
| " <td>विसौरी</td>\n", | |
| " <td>हैदरगढ़</td>\n", | |
| " <td>मुन्ना</td>\n", | |
| " <td>बनारस</td>\n", | |
| " <td>न्ययालय</td>\n", | |
| " <td>नोएडा</td>\n", | |
| " <td>आगरा</td>\n", | |
| " <td>प्रभुदयाल</td>\n", | |
| " <td>याचिका</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>9</th>\n", | |
| " <td>पा</td>\n", | |
| " <td>कौड़ीराम</td>\n", | |
| " <td>टंकियों</td>\n", | |
| " <td>क्षेत्र</td>\n", | |
| " <td>शान्तीनगर</td>\n", | |
| " <td>कालेज</td>\n", | |
| " <td>जनजातियों</td>\n", | |
| " <td>बनवाये</td>\n", | |
| " <td>गिधौली</td>\n", | |
| " <td>निवारण</td>\n", | |
| " <td>...</td>\n", | |
| " <td>अधिग्रहीत</td>\n", | |
| " <td>नियामताबाद</td>\n", | |
| " <td>बाराबंकी</td>\n", | |
| " <td>कोरांव</td>\n", | |
| " <td>अतर्रा</td>\n", | |
| " <td>पश्चिमी</td>\n", | |
| " <td>रिहाई</td>\n", | |
| " <td>2016</td>\n", | |
| " <td>नियामताबाद</td>\n", | |
| " <td>हस्ताक्षरित</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>10</th>\n", | |
| " <td>कर्जा</td>\n", | |
| " <td>राजमार्ग</td>\n", | |
| " <td>प्र</td>\n", | |
| " <td>सभा</td>\n", | |
| " <td>रक्सा</td>\n", | |
| " <td>मेरठ</td>\n", | |
| " <td>प्राक्कलन</td>\n", | |
| " <td>वधशालाओं</td>\n", | |
| " <td>खांडी</td>\n", | |
| " <td>किशन</td>\n", | |
| " <td>...</td>\n", | |
| " <td>गये</td>\n", | |
| " <td>बबीना</td>\n", | |
| " <td>सैदपुर</td>\n", | |
| " <td>जमुनापार</td>\n", | |
| " <td>हाल</td>\n", | |
| " <td>बिचपुरी</td>\n", | |
| " <td>करो</td>\n", | |
| " <td>व्यययक</td>\n", | |
| " <td>गाजियाबाद</td>\n", | |
| " <td>गोस्वामी</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11</th>\n", | |
| " <td>जांच</td>\n", | |
| " <td>कपरवार</td>\n", | |
| " <td>हाटा</td>\n", | |
| " <td>विधान</td>\n", | |
| " <td>कन्या</td>\n", | |
| " <td>एसोसियेशन</td>\n", | |
| " <td>जातियों</td>\n", | |
| " <td>स्थान</td>\n", | |
| " <td>कोलवा</td>\n", | |
| " <td>सम्बम्ध</td>\n", | |
| " <td>...</td>\n", | |
| " <td>सिकन्दराबाद</td>\n", | |
| " <td>पानी</td>\n", | |
| " <td>मार्गों</td>\n", | |
| " <td>असुविधा</td>\n", | |
| " <td>नायब</td>\n", | |
| " <td>पत्र</td>\n", | |
| " <td>मियापुर</td>\n", | |
| " <td>उद्यम</td>\n", | |
| " <td>प्रश्नरकर्ता</td>\n", | |
| " <td>हिमायूंपुर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>12</th>\n", | |
| " <td>पीपे</td>\n", | |
| " <td>रूदपुर</td>\n", | |
| " <td>कृत</td>\n", | |
| " <td>सूचना</td>\n", | |
| " <td>जांच</td>\n", | |
| " <td>अल्पसूचित</td>\n", | |
| " <td>निकायों</td>\n", | |
| " <td>उत्तराखण्ड</td>\n", | |
| " <td>हाइवे</td>\n", | |
| " <td>पूर्व</td>\n", | |
| " <td>...</td>\n", | |
| " <td>एकड़</td>\n", | |
| " <td>भराव</td>\n", | |
| " <td>भविष्य</td>\n", | |
| " <td>भुखमरी</td>\n", | |
| " <td>मण्डी</td>\n", | |
| " <td>करोन</td>\n", | |
| " <td>वधशालाओं</td>\n", | |
| " <td>मरम्मत</td>\n", | |
| " <td>वार्ड</td>\n", | |
| " <td>सी</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>13</th>\n", | |
| " <td>भ्रष्टाचार</td>\n", | |
| " <td>टाकीज</td>\n", | |
| " <td>कसया</td>\n", | |
| " <td>(</td>\n", | |
| " <td>कैमरा</td>\n", | |
| " <td>दिलनवाज</td>\n", | |
| " <td>जांच</td>\n", | |
| " <td>प्रमाण</td>\n", | |
| " <td>चन्धासी</td>\n", | |
| " <td>खर्दराई</td>\n", | |
| " <td>...</td>\n", | |
| " <td>अनूपशहर</td>\n", | |
| " <td>निदान</td>\n", | |
| " <td>अमानीगंज</td>\n", | |
| " <td>कुर्सी</td>\n", | |
| " <td>बंधा</td>\n", | |
| " <td>टंकी</td>\n", | |
| " <td>माफियों</td>\n", | |
| " <td>बहादुर</td>\n", | |
| " <td>बकाया</td>\n", | |
| " <td>मनीष</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>14</th>\n", | |
| " <td>समृद्धि</td>\n", | |
| " <td>सेमरियांवा</td>\n", | |
| " <td>नारखी</td>\n", | |
| " <td>कराये</td>\n", | |
| " <td>डिग्री</td>\n", | |
| " <td>असरकारी</td>\n", | |
| " <td>समितियों</td>\n", | |
| " <td>मृतकों</td>\n", | |
| " <td>स्थिति</td>\n", | |
| " <td>बेरी</td>\n", | |
| " <td>...</td>\n", | |
| " <td>सिंह</td>\n", | |
| " <td>दूषित</td>\n", | |
| " <td>राष्ट्रीयकृत</td>\n", | |
| " <td>वोक्टेज</td>\n", | |
| " <td>हितों</td>\n", | |
| " <td>करछना</td>\n", | |
| " <td>ग्रेटर</td>\n", | |
| " <td>नाथ</td>\n", | |
| " <td>हिलौनी</td>\n", | |
| " <td>शर्मा</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>15</th>\n", | |
| " <td>छर्रा</td>\n", | |
| " <td>कसया</td>\n", | |
| " <td>कपरवार</td>\n", | |
| " <td>)</td>\n", | |
| " <td>अनुच्छेद</td>\n", | |
| " <td>रिसीव</td>\n", | |
| " <td>स्थायी</td>\n", | |
| " <td>बल्ली</td>\n", | |
| " <td>सरवां</td>\n", | |
| " <td>बाईपास</td>\n", | |
| " <td>...</td>\n", | |
| " <td>इनर</td>\n", | |
| " <td>नेपालगंज</td>\n", | |
| " <td>महानिदेशक</td>\n", | |
| " <td>इंच</td>\n", | |
| " <td>1953</td>\n", | |
| " <td>विभाग</td>\n", | |
| " <td>भू</td>\n", | |
| " <td>92</td>\n", | |
| " <td>मेरठ</td>\n", | |
| " <td>कन्या</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>16</th>\n", | |
| " <td>घाटे</td>\n", | |
| " <td>उच्चीकरण</td>\n", | |
| " <td>सत्येन्द्र</td>\n", | |
| " <td>301</td>\n", | |
| " <td>न्यूरो</td>\n", | |
| " <td>निर्देशों</td>\n", | |
| " <td>दशम्</td>\n", | |
| " <td>हुयी</td>\n", | |
| " <td>सिमरावारी</td>\n", | |
| " <td>:</td>\n", | |
| " <td>...</td>\n", | |
| " <td>नवम्</td>\n", | |
| " <td>व्यवस्या</td>\n", | |
| " <td>हरे</td>\n", | |
| " <td>कौधियारा</td>\n", | |
| " <td>बैरिया</td>\n", | |
| " <td>न्यायालय</td>\n", | |
| " <td>अनुपस्थित</td>\n", | |
| " <td>चर्चा</td>\n", | |
| " <td>एकौनी</td>\n", | |
| " <td>उ</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>17</th>\n", | |
| " <td>रामपुरा</td>\n", | |
| " <td>राष्ट्रीय</td>\n", | |
| " <td>गौरीबाजार</td>\n", | |
| " <td>निर्माण</td>\n", | |
| " <td>ऋषिकुल</td>\n", | |
| " <td>जयन्ती</td>\n", | |
| " <td>सी</td>\n", | |
| " <td>आशुलिपिक</td>\n", | |
| " <td>ठकुरपुरा</td>\n", | |
| " <td>मी</td>\n", | |
| " <td>...</td>\n", | |
| " <td>तेरहवां</td>\n", | |
| " <td>कुओं</td>\n", | |
| " <td>ऊन</td>\n", | |
| " <td>प्रतापपुर</td>\n", | |
| " <td>नजूल</td>\n", | |
| " <td>नदी</td>\n", | |
| " <td>क्षमता</td>\n", | |
| " <td>सर्वश्री</td>\n", | |
| " <td>छलका</td>\n", | |
| " <td>रक्सा</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>18</th>\n", | |
| " <td>कुवानों</td>\n", | |
| " <td>सैंया</td>\n", | |
| " <td>कौड़ीराम</td>\n", | |
| " <td>ग्राम</td>\n", | |
| " <td>योगेश्वर</td>\n", | |
| " <td>बस्ती</td>\n", | |
| " <td>बारहवां</td>\n", | |
| " <td>पंखा</td>\n", | |
| " <td>उत्पन्न</td>\n", | |
| " <td>शान्ति</td>\n", | |
| " <td>...</td>\n", | |
| " <td>कब्जे</td>\n", | |
| " <td>लौदा</td>\n", | |
| " <td>डेरी</td>\n", | |
| " <td>बारा</td>\n", | |
| " <td>किंग</td>\n", | |
| " <td>फिल्मों</td>\n", | |
| " <td>आवंटन</td>\n", | |
| " <td>मार्गीं</td>\n", | |
| " <td>समिति</td>\n", | |
| " <td>प्र</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>19</th>\n", | |
| " <td>चन्धासी</td>\n", | |
| " <td>जांच</td>\n", | |
| " <td>दी</td>\n", | |
| " <td>मांग</td>\n", | |
| " <td>गौरीबाजार</td>\n", | |
| " <td>इण्टर</td>\n", | |
| " <td>स्थानीय</td>\n", | |
| " <td>निकली</td>\n", | |
| " <td>मुख्य</td>\n", | |
| " <td>अधूरा</td>\n", | |
| " <td>...</td>\n", | |
| " <td>अधिग्रहण</td>\n", | |
| " <td>संचयन</td>\n", | |
| " <td>नौ</td>\n", | |
| " <td>न्ययालय</td>\n", | |
| " <td>सम्बन्धित</td>\n", | |
| " <td>बेंच</td>\n", | |
| " <td>एक्सप्रेस</td>\n", | |
| " <td>वित्तीय</td>\n", | |
| " <td>नं</td>\n", | |
| " <td>गाजियाबाद</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>20</th>\n", | |
| " <td>सीधा</td>\n", | |
| " <td>कोटेशन</td>\n", | |
| " <td>करहकोल</td>\n", | |
| " <td>विकास</td>\n", | |
| " <td>कैमरे</td>\n", | |
| " <td>रौनकपुरा</td>\n", | |
| " <td>ग्यारहवां</td>\n", | |
| " <td>चकबन्दी</td>\n", | |
| " <td>हीरापुर</td>\n", | |
| " <td>राई</td>\n", | |
| " <td>...</td>\n", | |
| " <td>शिकोई</td>\n", | |
| " <td>बड़ागांव</td>\n", | |
| " <td>पुलिस</td>\n", | |
| " <td>सभआ</td>\n", | |
| " <td>मानक</td>\n", | |
| " <td>अभ्यर्थियों</td>\n", | |
| " <td>उसकी</td>\n", | |
| " <td>दिहाड़ी</td>\n", | |
| " <td>पोखर</td>\n", | |
| " <td>उच्चीकृत</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>21</th>\n", | |
| " <td>अध्यक्षों</td>\n", | |
| " <td>भ्रष्टाचार</td>\n", | |
| " <td>51</td>\n", | |
| " <td>प्रदेश</td>\n", | |
| " <td>कपरवार</td>\n", | |
| " <td>लेते</td>\n", | |
| " <td>संयुक्त</td>\n", | |
| " <td>निरीक्षक</td>\n", | |
| " <td>स्वास्थ्य</td>\n", | |
| " <td>संकट</td>\n", | |
| " <td>...</td>\n", | |
| " <td>रु</td>\n", | |
| " <td>तहसील</td>\n", | |
| " <td>महानन्दपुर</td>\n", | |
| " <td>मरस्मत</td>\n", | |
| " <td>रेवती</td>\n", | |
| " <td>खोलने</td>\n", | |
| " <td>निरस्त</td>\n", | |
| " <td>मोहम्मद</td>\n", | |
| " <td>शिक्षा</td>\n", | |
| " <td>बालिका</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>22</th>\n", | |
| " <td>कुठौद</td>\n", | |
| " <td>घोटालों</td>\n", | |
| " <td>आर्डिट</td>\n", | |
| " <td>श्री</td>\n", | |
| " <td>शहादतगंज</td>\n", | |
| " <td>उपवेशन</td>\n", | |
| " <td>विद्या</td>\n", | |
| " <td>सुल्लानपुर</td>\n", | |
| " <td>मुहल्ला</td>\n", | |
| " <td>इ</td>\n", | |
| " <td>...</td>\n", | |
| " <td>जमींदारी</td>\n", | |
| " <td>सम्बन्य</td>\n", | |
| " <td>बल</td>\n", | |
| " <td>मेजा</td>\n", | |
| " <td>संस्तुति</td>\n", | |
| " <td>इस्तेमाल</td>\n", | |
| " <td>सेण्टर</td>\n", | |
| " <td>.</td>\n", | |
| " <td>मलोखर</td>\n", | |
| " <td>800</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>23</th>\n", | |
| " <td>बजहां</td>\n", | |
| " <td>पिसावा</td>\n", | |
| " <td>प्रश्नकर्ता</td>\n", | |
| " <td>नगर</td>\n", | |
| " <td>एजेन्सी</td>\n", | |
| " <td>अहिरवां</td>\n", | |
| " <td>आश्रयहीन</td>\n", | |
| " <td>साधक</td>\n", | |
| " <td>मानपुर</td>\n", | |
| " <td>भागीदारी</td>\n", | |
| " <td>...</td>\n", | |
| " <td>विनाश</td>\n", | |
| " <td>पीने</td>\n", | |
| " <td>चौकी</td>\n", | |
| " <td>सत्यवीर</td>\n", | |
| " <td>राधिका</td>\n", | |
| " <td>बढ़या</td>\n", | |
| " <td>302</td>\n", | |
| " <td>नत्थू</td>\n", | |
| " <td>बोनस</td>\n", | |
| " <td>कचरे</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>24</th>\n", | |
| " <td>चुकाया</td>\n", | |
| " <td>शान्तीनगर</td>\n", | |
| " <td>विषम</td>\n", | |
| " <td>तथा</td>\n", | |
| " <td>कौड़ीराम</td>\n", | |
| " <td>सक्रिय</td>\n", | |
| " <td>बसन्तकुंज</td>\n", | |
| " <td>लेने</td>\n", | |
| " <td>नियामताबाद</td>\n", | |
| " <td>दूर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>प्राथमिक</td>\n", | |
| " <td>रक्सा</td>\n", | |
| " <td>शिफ्ट</td>\n", | |
| " <td>जलमग्न</td>\n", | |
| " <td>भरवारा</td>\n", | |
| " <td>खण्डपीठ</td>\n", | |
| " <td>साथा</td>\n", | |
| " <td>82</td>\n", | |
| " <td>एन्क्लेव</td>\n", | |
| " <td>मनोज</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>25</th>\n", | |
| " <td>उबरने</td>\n", | |
| " <td>खालीलाबाद</td>\n", | |
| " <td>लगायी</td>\n", | |
| " <td>विषयक</td>\n", | |
| " <td>कसया</td>\n", | |
| " <td>कन्या</td>\n", | |
| " <td>प्राधिकारण</td>\n", | |
| " <td>आवासों</td>\n", | |
| " <td>डोमागोर</td>\n", | |
| " <td>प्रभावित</td>\n", | |
| " <td>...</td>\n", | |
| " <td>खेड़ी</td>\n", | |
| " <td>नियमताबाद</td>\n", | |
| " <td>बारादरी</td>\n", | |
| " <td>आर्सेनिक</td>\n", | |
| " <td>मन्दिर</td>\n", | |
| " <td>प्रदर्शित</td>\n", | |
| " <td>गोण्डा</td>\n", | |
| " <td>क्षतिग्रस्त</td>\n", | |
| " <td>नियमताबाद</td>\n", | |
| " <td>बझेड़ा</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>26</th>\n", | |
| " <td>जाता</td>\n", | |
| " <td>चौड़ा</td>\n", | |
| " <td>राजमार्ग</td>\n", | |
| " <td>हेतु</td>\n", | |
| " <td>अध्यक्षों</td>\n", | |
| " <td>राजकीय</td>\n", | |
| " <td>308</td>\n", | |
| " <td>चिकित्साधिकारियों</td>\n", | |
| " <td>चौचनयाऊ</td>\n", | |
| " <td>रिंग</td>\n", | |
| " <td>...</td>\n", | |
| " <td>सिकन्द्राबाद</td>\n", | |
| " <td>सतपोखरी</td>\n", | |
| " <td>56</td>\n", | |
| " <td>शंकरगढ़</td>\n", | |
| " <td>बेहटा</td>\n", | |
| " <td>अध्यक्षों</td>\n", | |
| " <td>ट्रान्सफार्मर</td>\n", | |
| " <td>एकीकरण</td>\n", | |
| " <td>72</td>\n", | |
| " <td>खरखौदा</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>27</th>\n", | |
| " <td>जगदीशपुर</td>\n", | |
| " <td>मड़िहान</td>\n", | |
| " <td>लगी</td>\n", | |
| " <td>किये</td>\n", | |
| " <td>पिपाला</td>\n", | |
| " <td>सोमवार</td>\n", | |
| " <td>निर्देशित</td>\n", | |
| " <td>अनियमितता</td>\n", | |
| " <td>पा</td>\n", | |
| " <td>विसंगतियों</td>\n", | |
| " <td>...</td>\n", | |
| " <td>अष्टम्</td>\n", | |
| " <td>कोलवा</td>\n", | |
| " <td>काटे</td>\n", | |
| " <td>तघा</td>\n", | |
| " <td>आजादनगर</td>\n", | |
| " <td>भीषण</td>\n", | |
| " <td>संसाधनों</td>\n", | |
| " <td>हरीश</td>\n", | |
| " <td>लागत</td>\n", | |
| " <td>असीजा</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>28</th>\n", | |
| " <td>कोटेशन</td>\n", | |
| " <td>कराये</td>\n", | |
| " <td>टंकी</td>\n", | |
| " <td>/</td>\n", | |
| " <td>राजमार्ग</td>\n", | |
| " <td>नही</td>\n", | |
| " <td>प्रतिवेदना</td>\n", | |
| " <td>प्रैक्टिस</td>\n", | |
| " <td>सिपाहियों</td>\n", | |
| " <td>उद्यम</td>\n", | |
| " <td>...</td>\n", | |
| " <td>लखावटी</td>\n", | |
| " <td>सुविधायें</td>\n", | |
| " <td>आचार्य</td>\n", | |
| " <td>शिकार</td>\n", | |
| " <td>अनुरूप</td>\n", | |
| " <td>पारित</td>\n", | |
| " <td>प्राधिकृत</td>\n", | |
| " <td>बर्ष</td>\n", | |
| " <td>नग</td>\n", | |
| " <td>गदाना</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>29</th>\n", | |
| " <td>गडई</td>\n", | |
| " <td>बनकटी</td>\n", | |
| " <td>397</td>\n", | |
| " <td>मार्ग</td>\n", | |
| " <td>वार्ड</td>\n", | |
| " <td>000</td>\n", | |
| " <td>परीक्षा</td>\n", | |
| " <td>नस्ल</td>\n", | |
| " <td>गुढ़ा</td>\n", | |
| " <td>अनुशंसा</td>\n", | |
| " <td>...</td>\n", | |
| " <td>चारागाहों</td>\n", | |
| " <td>बेरोजगार</td>\n", | |
| " <td>अजीत</td>\n", | |
| " <td>घूरपुर</td>\n", | |
| " <td>भारतीय</td>\n", | |
| " <td>उत्तीर्ण</td>\n", | |
| " <td>नन्दिता</td>\n", | |
| " <td>श्री</td>\n", | |
| " <td>रसायनों</td>\n", | |
| " <td>उपलब्ध</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>...</th>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5196</th>\n", | |
| " <td>कैमरे</td>\n", | |
| " <td>डबल</td>\n", | |
| " <td>बिलग्राम</td>\n", | |
| " <td>प्लांटों</td>\n", | |
| " <td>किनारें</td>\n", | |
| " <td>धर्मेश</td>\n", | |
| " <td>विश्वविघालय</td>\n", | |
| " <td>डैम</td>\n", | |
| " <td>व्यवस्या</td>\n", | |
| " <td>हनन</td>\n", | |
| " <td>...</td>\n", | |
| " <td>प्रेक्षागृह</td>\n", | |
| " <td>नामजद</td>\n", | |
| " <td>सें</td>\n", | |
| " <td>पीपे</td>\n", | |
| " <td>संस्थानों</td>\n", | |
| " <td>सही</td>\n", | |
| " <td>लगायी</td>\n", | |
| " <td>जनेश्वर</td>\n", | |
| " <td>बहेड़ी</td>\n", | |
| " <td>अनुरक्षण</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5197</th>\n", | |
| " <td>दिनांक</td>\n", | |
| " <td>सड़के</td>\n", | |
| " <td>राशन</td>\n", | |
| " <td>लैपटापों</td>\n", | |
| " <td>रामघाट</td>\n", | |
| " <td>1599</td>\n", | |
| " <td>अधीनस्थ</td>\n", | |
| " <td>बारे</td>\n", | |
| " <td>लोक</td>\n", | |
| " <td>खाने</td>\n", | |
| " <td>...</td>\n", | |
| " <td>टमठा</td>\n", | |
| " <td>कोहड़ार</td>\n", | |
| " <td>नाली</td>\n", | |
| " <td>कार्यकर्ताओं</td>\n", | |
| " <td>बढ़ाकर</td>\n", | |
| " <td>सुमाली</td>\n", | |
| " <td>अनाज</td>\n", | |
| " <td>ऐतेहासिक</td>\n", | |
| " <td>अनियमितता</td>\n", | |
| " <td>बस्ती</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5198</th>\n", | |
| " <td>शान्तीनगर</td>\n", | |
| " <td>कन्होई</td>\n", | |
| " <td>सोरांव</td>\n", | |
| " <td>न्यायमूर्ति</td>\n", | |
| " <td>फुटा</td>\n", | |
| " <td>प्रतिवेदन</td>\n", | |
| " <td>संशोधन</td>\n", | |
| " <td></td>\n", | |
| " <td>भुण्डा</td>\n", | |
| " <td>कार्यसूची</td>\n", | |
| " <td>...</td>\n", | |
| " <td>ब्रहमपुर</td>\n", | |
| " <td>उजाड़े</td>\n", | |
| " <td>प्रोत्साहन</td>\n", | |
| " <td>मुरादनगर</td>\n", | |
| " <td>डीजल</td>\n", | |
| " <td>अमरौली</td>\n", | |
| " <td>अनाधिकृत</td>\n", | |
| " <td>लगवाने</td>\n", | |
| " <td>नरवल</td>\n", | |
| " <td>झांझर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5199</th>\n", | |
| " <td>2013</td>\n", | |
| " <td>कब्जेदारों</td>\n", | |
| " <td>मेजा</td>\n", | |
| " <td>समरसेविल</td>\n", | |
| " <td>विकास</td>\n", | |
| " <td>अहिरौली</td>\n", | |
| " <td>78</td>\n", | |
| " <td>बचाव</td>\n", | |
| " <td>168</td>\n", | |
| " <td>कूड़ा</td>\n", | |
| " <td>...</td>\n", | |
| " <td>रामगढ़</td>\n", | |
| " <td>विभागीय</td>\n", | |
| " <td>पैदावार</td>\n", | |
| " <td>पुल</td>\n", | |
| " <td>मंगापुर</td>\n", | |
| " <td>एल</td>\n", | |
| " <td>भ्रष्टाचार</td>\n", | |
| " <td>करोन</td>\n", | |
| " <td>कोहड़ार</td>\n", | |
| " <td>ठेकेदार</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5200</th>\n", | |
| " <td>जज</td>\n", | |
| " <td>अष्टम्</td>\n", | |
| " <td>2002</td>\n", | |
| " <td>मैगी</td>\n", | |
| " <td>विसरात</td>\n", | |
| " <td>माने</td>\n", | |
| " <td>कार्य</td>\n", | |
| " <td>अधिकारियों</td>\n", | |
| " <td>संख्या</td>\n", | |
| " <td>वोल्टेज</td>\n", | |
| " <td>...</td>\n", | |
| " <td>खोराबार</td>\n", | |
| " <td>कुम्भ</td>\n", | |
| " <td>राऊ</td>\n", | |
| " <td>पुस्तकों</td>\n", | |
| " <td>एरिया</td>\n", | |
| " <td>रसीना</td>\n", | |
| " <td>प्रभावित</td>\n", | |
| " <td>गलत</td>\n", | |
| " <td>टेस्ट</td>\n", | |
| " <td>आख्या</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5201</th>\n", | |
| " <td>ईश्वरा</td>\n", | |
| " <td>तारा</td>\n", | |
| " <td>करछना</td>\n", | |
| " <td>प्रश्नकर्त्ता</td>\n", | |
| " <td>हनुमत</td>\n", | |
| " <td>सरकार</td>\n", | |
| " <td>सोमवार</td>\n", | |
| " <td>स्थानान्तरण</td>\n", | |
| " <td>अतारांकित</td>\n", | |
| " <td>राजेश</td>\n", | |
| " <td>...</td>\n", | |
| " <td>जन्तु</td>\n", | |
| " <td>शंकरगढ़</td>\n", | |
| " <td>वीर</td>\n", | |
| " <td>एन</td>\n", | |
| " <td>मानदेय</td>\n", | |
| " <td>पौधों</td>\n", | |
| " <td>छात्र</td>\n", | |
| " <td>प्रश्नर्क्ता</td>\n", | |
| " <td>प्रतापपुर</td>\n", | |
| " <td>मामलों</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5202</th>\n", | |
| " <td>41</td>\n", | |
| " <td>फ्लैट</td>\n", | |
| " <td>शिवराजपुर</td>\n", | |
| " <td>चुइंगम</td>\n", | |
| " <td>इरादत</td>\n", | |
| " <td>कानून</td>\n", | |
| " <td>19</td>\n", | |
| " <td>कारखानों</td>\n", | |
| " <td>करमा</td>\n", | |
| " <td>घोषणानुसार</td>\n", | |
| " <td>...</td>\n", | |
| " <td>मौजा</td>\n", | |
| " <td>इण्टरलाकिंग</td>\n", | |
| " <td>ताजपुर</td>\n", | |
| " <td>कार्ययोजना</td>\n", | |
| " <td>विलासपुर</td>\n", | |
| " <td>घटिया</td>\n", | |
| " <td>दुकानों</td>\n", | |
| " <td>कोटेदार</td>\n", | |
| " <td>आख्या</td>\n", | |
| " <td>नियमों</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5203</th>\n", | |
| " <td>नकहा</td>\n", | |
| " <td>नवम्</td>\n", | |
| " <td>असहाय</td>\n", | |
| " <td>वैज्ञानिकों</td>\n", | |
| " <td>आउटर</td>\n", | |
| " <td>सहित</td>\n", | |
| " <td>दिसम्बर</td>\n", | |
| " <td>पैदल</td>\n", | |
| " <td>बेसिक</td>\n", | |
| " <td>बढ़ाने</td>\n", | |
| " <td>...</td>\n", | |
| " <td>कालीचरन</td>\n", | |
| " <td>जमुनापार</td>\n", | |
| " <td>हाथरस</td>\n", | |
| " <td>पौधों</td>\n", | |
| " <td>केमरी</td>\n", | |
| " <td>शिक्षा</td>\n", | |
| " <td>बरही</td>\n", | |
| " <td>मल्टी</td>\n", | |
| " <td>पालीग्राफ</td>\n", | |
| " <td>सिन्द्धार्थनगर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5204</th>\n", | |
| " <td>अभिसूचित</td>\n", | |
| " <td>सहजना</td>\n", | |
| " <td>पोल</td>\n", | |
| " <td>स्नाकोत्तर</td>\n", | |
| " <td>रामजी</td>\n", | |
| " <td>पार्ट</td>\n", | |
| " <td>कार्यक्रमों</td>\n", | |
| " <td>परिसीमन</td>\n", | |
| " <td>निदेश</td>\n", | |
| " <td>मुख्यालयों</td>\n", | |
| " <td>...</td>\n", | |
| " <td>मिटठा</td>\n", | |
| " <td>कोरांव</td>\n", | |
| " <td>गोण्डा</td>\n", | |
| " <td>चिकित्सा</td>\n", | |
| " <td>बढ़ाया</td>\n", | |
| " <td>विहीन</td>\n", | |
| " <td>बाढ़ग्रस्त</td>\n", | |
| " <td>सेक्टोरल</td>\n", | |
| " <td>रेप</td>\n", | |
| " <td>जू</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5205</th>\n", | |
| " <td>साउघाट</td>\n", | |
| " <td>खन्देवरा</td>\n", | |
| " <td>अड्डे</td>\n", | |
| " <td>राजकींय</td>\n", | |
| " <td>खजूर</td>\n", | |
| " <td>दी</td>\n", | |
| " <td>25</td>\n", | |
| " <td>बढ़ती</td>\n", | |
| " <td>कोरांव</td>\n", | |
| " <td>बस्तियों</td>\n", | |
| " <td>...</td>\n", | |
| " <td>शर्मा</td>\n", | |
| " <td>अमरनाथ</td>\n", | |
| " <td>पोरा</td>\n", | |
| " <td>डबाना</td>\n", | |
| " <td>बिलासपुर</td>\n", | |
| " <td>अवमानना</td>\n", | |
| " <td>पथ</td>\n", | |
| " <td>डेंटल</td>\n", | |
| " <td>कांग्रेस</td>\n", | |
| " <td>हेराफेरी</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5206</th>\n", | |
| " <td>सिविल</td>\n", | |
| " <td>मौजा</td>\n", | |
| " <td>बारा</td>\n", | |
| " <td>शक्त</td>\n", | |
| " <td>जवाहिर</td>\n", | |
| " <td>विस्तृत</td>\n", | |
| " <td>संवर्धित</td>\n", | |
| " <td>हरगांव</td>\n", | |
| " <td>सहित</td>\n", | |
| " <td>निस्तारण</td>\n", | |
| " <td>...</td>\n", | |
| " <td>प्रेम</td>\n", | |
| " <td>होम</td>\n", | |
| " <td>बच्चू</td>\n", | |
| " <td>स्थिति</td>\n", | |
| " <td>भोगी</td>\n", | |
| " <td>इन्दिरा</td>\n", | |
| " <td>मूल</td>\n", | |
| " <td>बेलघाट</td>\n", | |
| " <td>मेजा</td>\n", | |
| " <td>विलसण्डा</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5207</th>\n", | |
| " <td>क्षतिग्रस्त</td>\n", | |
| " <td>गुंजन</td>\n", | |
| " <td>वक्तव्य</td>\n", | |
| " <td>जोन्स</td>\n", | |
| " <td>ग्राम्य</td>\n", | |
| " <td>सलिल</td>\n", | |
| " <td>लखीमपुर</td>\n", | |
| " <td>पथ</td>\n", | |
| " <td>अवमानना</td>\n", | |
| " <td>विश्नोई</td>\n", | |
| " <td>...</td>\n", | |
| " <td>बड़हलगंज</td>\n", | |
| " <td>सत्यवीर</td>\n", | |
| " <td>बनगांव</td>\n", | |
| " <td>फार्मों</td>\n", | |
| " <td>असामाजिक</td>\n", | |
| " <td>वालों</td>\n", | |
| " <td>पैदल</td>\n", | |
| " <td>संदर्भ</td>\n", | |
| " <td>न्ययालय</td>\n", | |
| " <td>मुडाडीहा</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5208</th>\n", | |
| " <td>136</td>\n", | |
| " <td>तहसील</td>\n", | |
| " <td>केवल</td>\n", | |
| " <td>कठिनाई</td>\n", | |
| " <td>पहुंज</td>\n", | |
| " <td>जे</td>\n", | |
| " <td>उच्चतर</td>\n", | |
| " <td>बल्केश्वर</td>\n", | |
| " <td>घूरपुर</td>\n", | |
| " <td>अधिष्ठापन</td>\n", | |
| " <td>...</td>\n", | |
| " <td>नगवा</td>\n", | |
| " <td>नैनी</td>\n", | |
| " <td>क्रसिंग</td>\n", | |
| " <td>पुलों</td>\n", | |
| " <td>आश्रित</td>\n", | |
| " <td>बबीना</td>\n", | |
| " <td>सशक्तिकरण</td>\n", | |
| " <td>सम्बन्धी</td>\n", | |
| " <td>भ्रष्टाचार</td>\n", | |
| " <td>सांऊघाट</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5209</th>\n", | |
| " <td>मई</td>\n", | |
| " <td>लखनऊ</td>\n", | |
| " <td>फिल्मों</td>\n", | |
| " <td>जगदेश</td>\n", | |
| " <td>बिल्थरा</td>\n", | |
| " <td>व्यवस्था</td>\n", | |
| " <td>खीरी</td>\n", | |
| " <td>महंगाई</td>\n", | |
| " <td>औचित्य</td>\n", | |
| " <td>आरक्षी</td>\n", | |
| " <td>...</td>\n", | |
| " <td>मझने</td>\n", | |
| " <td>हथसरा</td>\n", | |
| " <td>नकदीकरण</td>\n", | |
| " <td>पिछली</td>\n", | |
| " <td>विसंगति</td>\n", | |
| " <td>झांसी</td>\n", | |
| " <td>मदरसा</td>\n", | |
| " <td>गई</td>\n", | |
| " <td>चाका</td>\n", | |
| " <td>जगदेश</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5210</th>\n", | |
| " <td>टी</td>\n", | |
| " <td>तिन्दवारी</td>\n", | |
| " <td>कार्ड</td>\n", | |
| " <td>स्वायत्ता</td>\n", | |
| " <td>सर्विस</td>\n", | |
| " <td>800</td>\n", | |
| " <td>निरसन</td>\n", | |
| " <td>जनसंख्या</td>\n", | |
| " <td>सोरांव</td>\n", | |
| " <td>वैट</td>\n", | |
| " <td>...</td>\n", | |
| " <td>हरपुर</td>\n", | |
| " <td>घूरपुर</td>\n", | |
| " <td>छंटनीशुदा</td>\n", | |
| " <td>अलीगढ़</td>\n", | |
| " <td>बल्ब</td>\n", | |
| " <td>अवस्थी</td>\n", | |
| " <td>बाढ़</td>\n", | |
| " <td>असहायों</td>\n", | |
| " <td>भराव</td>\n", | |
| " <td>लखनऊ</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5211</th>\n", | |
| " <td>अधि</td>\n", | |
| " <td>महाराजपुर</td>\n", | |
| " <td>नेपालगंज</td>\n", | |
| " <td>वासियों</td>\n", | |
| " <td>गगोल</td>\n", | |
| " <td>सर्वप्रथम</td>\n", | |
| " <td>द्वितीय</td>\n", | |
| " <td>अथिकारियों</td>\n", | |
| " <td>04</td>\n", | |
| " <td>जागरूकता</td>\n", | |
| " <td>...</td>\n", | |
| " <td>पठखौली</td>\n", | |
| " <td>कोटेदार</td>\n", | |
| " <td>विखण्डन</td>\n", | |
| " <td>गबन</td>\n", | |
| " <td>सूरजपाल</td>\n", | |
| " <td>पार्ट</td>\n", | |
| " <td>छात्राओं</td>\n", | |
| " <td>प्रश्नरकर्ता</td>\n", | |
| " <td>समस्या</td>\n", | |
| " <td>बब्बन</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5212</th>\n", | |
| " <td>साऊघाट</td>\n", | |
| " <td>समिति</td>\n", | |
| " <td>विहीन</td>\n", | |
| " <td>करोन</td>\n", | |
| " <td>पिच</td>\n", | |
| " <td>मोल्हू</td>\n", | |
| " <td>अनुदाज</td>\n", | |
| " <td>पार्क</td>\n", | |
| " <td>पेयजल</td>\n", | |
| " <td>सोमवार</td>\n", | |
| " <td>...</td>\n", | |
| " <td>उरुवा</td>\n", | |
| " <td>महुवारी</td>\n", | |
| " <td>हसायन</td>\n", | |
| " <td>प्रान्तीय</td>\n", | |
| " <td>कुबेरपुर</td>\n", | |
| " <td>मामलों</td>\n", | |
| " <td>बदायूं</td>\n", | |
| " <td>प्रश्नकर्त्ता</td>\n", | |
| " <td>इण्टरलाकिंग</td>\n", | |
| " <td>अध्यक्षों</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5213</th>\n", | |
| " <td>अनुभाग</td>\n", | |
| " <td>क्षतिग्रस्त</td>\n", | |
| " <td>एल</td>\n", | |
| " <td>बायोमेट्रिक</td>\n", | |
| " <td>गड्ढ़ायुक्त</td>\n", | |
| " <td>अमेठी</td>\n", | |
| " <td>लेखानुदान</td>\n", | |
| " <td>भदफर</td>\n", | |
| " <td>विशेष</td>\n", | |
| " <td>चौराहा</td>\n", | |
| " <td>...</td>\n", | |
| " <td>छितहरी</td>\n", | |
| " <td>करमा</td>\n", | |
| " <td>सेन्ट</td>\n", | |
| " <td>रामघाट</td>\n", | |
| " <td>विनियमितीकरण</td>\n", | |
| " <td>असहायों</td>\n", | |
| " <td>प्रतिवेदना</td>\n", | |
| " <td>शिकायती</td>\n", | |
| " <td>भुण्डा</td>\n", | |
| " <td>सीधा</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5214</th>\n", | |
| " <td>संस्थागत</td>\n", | |
| " <td>महराजपुर</td>\n", | |
| " <td>बर्दनी</td>\n", | |
| " <td>जनगणना</td>\n", | |
| " <td>पीपे</td>\n", | |
| " <td>बेलघाट</td>\n", | |
| " <td>व्यावसायिक</td>\n", | |
| " <td>काटजू</td>\n", | |
| " <td>करछना</td>\n", | |
| " <td>कागारौल</td>\n", | |
| " <td>...</td>\n", | |
| " <td>जानकी</td>\n", | |
| " <td>शिवराजपुर</td>\n", | |
| " <td>सहाय</td>\n", | |
| " <td>बघौली</td>\n", | |
| " <td>कर्मियों</td>\n", | |
| " <td>खिलाफ</td>\n", | |
| " <td>49</td>\n", | |
| " <td>योजना</td>\n", | |
| " <td>पेयजल</td>\n", | |
| " <td>कारण</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5215</th>\n", | |
| " <td>नि</td>\n", | |
| " <td>हालत</td>\n", | |
| " <td>स्वास्थ्य</td>\n", | |
| " <td>संसाधनों</td>\n", | |
| " <td>जोड़ने</td>\n", | |
| " <td>लोकायुक्त</td>\n", | |
| " <td>जेपी</td>\n", | |
| " <td>न्यायाधीश</td>\n", | |
| " <td>हथसरा</td>\n", | |
| " <td>औद्योगिक</td>\n", | |
| " <td>...</td>\n", | |
| " <td>गाजियाबाद</td>\n", | |
| " <td>भडिवार</td>\n", | |
| " <td>बरेठी</td>\n", | |
| " <td>उपलब्ध</td>\n", | |
| " <td>अमीनों</td>\n", | |
| " <td>धारकों</td>\n", | |
| " <td>शिकायतों</td>\n", | |
| " <td>(</td>\n", | |
| " <td>पकड़ने</td>\n", | |
| " <td>कुडिया</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5216</th>\n", | |
| " <td>9</td>\n", | |
| " <td>कतिपय</td>\n", | |
| " <td>कार्डधारकों</td>\n", | |
| " <td>लाइटिंग</td>\n", | |
| " <td>शाहजहापुरं</td>\n", | |
| " <td>आर</td>\n", | |
| " <td>राज्यों</td>\n", | |
| " <td>आधार</td>\n", | |
| " <td>आ</td>\n", | |
| " <td>विशेषाधिकार</td>\n", | |
| " <td>...</td>\n", | |
| " <td>उरूवा</td>\n", | |
| " <td>प्रतापपुर</td>\n", | |
| " <td>विद्यालय</td>\n", | |
| " <td>अपेक्षा</td>\n", | |
| " <td>सहायकों</td>\n", | |
| " <td>कठोर</td>\n", | |
| " <td>युवकों</td>\n", | |
| " <td>)</td>\n", | |
| " <td>घोटालों</td>\n", | |
| " <td>मौजपुर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5217</th>\n", | |
| " <td>हिन्दी</td>\n", | |
| " <td>कानपुर</td>\n", | |
| " <td>आवास</td>\n", | |
| " <td>हमलों</td>\n", | |
| " <td>जलेसर</td>\n", | |
| " <td>रैपुरा</td>\n", | |
| " <td>विधेयक</td>\n", | |
| " <td>वर्षों</td>\n", | |
| " <td>शिवराजपुर</td>\n", | |
| " <td>उच्चीकृत</td>\n", | |
| " <td>...</td>\n", | |
| " <td>रवि</td>\n", | |
| " <td>मेजा</td>\n", | |
| " <td>तरबगंज</td>\n", | |
| " <td>सरकार</td>\n", | |
| " <td>रामपुर</td>\n", | |
| " <td>सुविधाएं</td>\n", | |
| " <td>बेघर</td>\n", | |
| " <td>कामर्स</td>\n", | |
| " <td>जल</td>\n", | |
| " <td>पुनर्गठित</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5218</th>\n", | |
| " <td>मोहम्मदपुर</td>\n", | |
| " <td>नरवल</td>\n", | |
| " <td>पार्ट</td>\n", | |
| " <td>आख्या</td>\n", | |
| " <td>तीर्थ</td>\n", | |
| " <td>विशेष</td>\n", | |
| " <td>दिनाकं</td>\n", | |
| " <td>ग्रीन</td>\n", | |
| " <td>प्रतिवेदन</td>\n", | |
| " <td>अवमानना</td>\n", | |
| " <td>...</td>\n", | |
| " <td>राजकुमार</td>\n", | |
| " <td>जांच</td>\n", | |
| " <td>जोन्स</td>\n", | |
| " <td>महानिदेशालय</td>\n", | |
| " <td>एच</td>\n", | |
| " <td>झुग्गी</td>\n", | |
| " <td>सेविका</td>\n", | |
| " <td>हेतु</td>\n", | |
| " <td>कोरांव</td>\n", | |
| " <td>भवानीगंज</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5219</th>\n", | |
| " <td>2</td>\n", | |
| " <td>सरसौल</td>\n", | |
| " <td>सी</td>\n", | |
| " <td>शीशी</td>\n", | |
| " <td>सेवरा</td>\n", | |
| " <td>सूचना</td>\n", | |
| " <td>जानकारी</td>\n", | |
| " <td>पंचायतों</td>\n", | |
| " <td>प्रश्न</td>\n", | |
| " <td>साइड</td>\n", | |
| " <td>...</td>\n", | |
| " <td>चौरी</td>\n", | |
| " <td>पकड़ने</td>\n", | |
| " <td>कुइयां</td>\n", | |
| " <td>बनाये</td>\n", | |
| " <td>संवर्ग</td>\n", | |
| " <td>झोपड़ी</td>\n", | |
| " <td>आगनबाड़ी</td>\n", | |
| " <td>प्रदेश</td>\n", | |
| " <td>अनियमितताओं</td>\n", | |
| " <td>हड़पने</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5220</th>\n", | |
| " <td>अधिसूचना</td>\n", | |
| " <td>लखीमपुर</td>\n", | |
| " <td>झोपड़ी</td>\n", | |
| " <td>हादसों</td>\n", | |
| " <td>नदी</td>\n", | |
| " <td>आयुक्त</td>\n", | |
| " <td>धर्मान्तरण</td>\n", | |
| " <td>लहरपुर</td>\n", | |
| " <td>शिक्षा</td>\n", | |
| " <td>पक्की</td>\n", | |
| " <td>...</td>\n", | |
| " <td>चौरा</td>\n", | |
| " <td>फाफामऊ</td>\n", | |
| " <td>मकसूदपुर</td>\n", | |
| " <td>एप्रोच</td>\n", | |
| " <td>प्रयोगशाला</td>\n", | |
| " <td>रकम</td>\n", | |
| " <td>पुष्टाहार</td>\n", | |
| " <td>प्रश्नकर्ता</td>\n", | |
| " <td>कार्यकर्ताओं</td>\n", | |
| " <td>मैना</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5221</th>\n", | |
| " <td>ग्यारह</td>\n", | |
| " <td>सड़कों</td>\n", | |
| " <td>झुग्गी</td>\n", | |
| " <td>डलवाया</td>\n", | |
| " <td>चर्च</td>\n", | |
| " <td>ज्ञापन</td>\n", | |
| " <td>कराधान</td>\n", | |
| " <td>स्टेडियम</td>\n", | |
| " <td>लोकायुक्त</td>\n", | |
| " <td>सीकरी</td>\n", | |
| " <td>...</td>\n", | |
| " <td>ब्रह्मपुर</td>\n", | |
| " <td>बर्दनी</td>\n", | |
| " <td>खड़ण्जा</td>\n", | |
| " <td>केन्द्र</td>\n", | |
| " <td>सामयिक</td>\n", | |
| " <td>बस्ती</td>\n", | |
| " <td>महिला</td>\n", | |
| " <td>विषयक</td>\n", | |
| " <td>घूरपुर</td>\n", | |
| " <td>भ्रष्टाचार</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5222</th>\n", | |
| " <td>क</td>\n", | |
| " <td>खीरी</td>\n", | |
| " <td>पी</td>\n", | |
| " <td>मुहैय्या</td>\n", | |
| " <td>अमरनाथ</td>\n", | |
| " <td>स्पष्टीकरण</td>\n", | |
| " <td>मोटरयान</td>\n", | |
| " <td>बिसवां</td>\n", | |
| " <td>ज्ञापन</td>\n", | |
| " <td>अनाज</td>\n", | |
| " <td>...</td>\n", | |
| " <td>रौनापार</td>\n", | |
| " <td>चाका</td>\n", | |
| " <td>कुसुम्ही</td>\n", | |
| " <td>अलीगढ़</td>\n", | |
| " <td>होमगार्ड्स</td>\n", | |
| " <td>आवास</td>\n", | |
| " <td>पद</td>\n", | |
| " <td>कृत</td>\n", | |
| " <td>करछना</td>\n", | |
| " <td>मिलाकर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5223</th>\n", | |
| " <td>निबन्धन</td>\n", | |
| " <td>स्थिति</td>\n", | |
| " <td>कोरांव</td>\n", | |
| " <td>समीक्षाधिकारी</td>\n", | |
| " <td>एप्रोच</td>\n", | |
| " <td>गेंदालाल</td>\n", | |
| " <td>सशोधन</td>\n", | |
| " <td>महमूदाबाद</td>\n", | |
| " <td>आयुक्त</td>\n", | |
| " <td>बिन्दकी</td>\n", | |
| " <td>...</td>\n", | |
| " <td>पिपराइच</td>\n", | |
| " <td>करछना</td>\n", | |
| " <td>रीवा</td>\n", | |
| " <td>स्वास्थ्य</td>\n", | |
| " <td>होमगार्ड</td>\n", | |
| " <td>आख्या</td>\n", | |
| " <td>रहते</td>\n", | |
| " <td>कार्यवाही</td>\n", | |
| " <td>शिवराजपुर</td>\n", | |
| " <td>उसरा</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5224</th>\n", | |
| " <td>235</td>\n", | |
| " <td>उत्पन्न</td>\n", | |
| " <td>सम्बन्धी</td>\n", | |
| " <td>उन्नीसवां</td>\n", | |
| " <td>रोहटा</td>\n", | |
| " <td>ब्लाक</td>\n", | |
| " <td>शिक्षा</td>\n", | |
| " <td>आयी</td>\n", | |
| " <td>इलाहाबाद</td>\n", | |
| " <td>खागा</td>\n", | |
| " <td>...</td>\n", | |
| " <td>गोला</td>\n", | |
| " <td>सोरांव</td>\n", | |
| " <td>जुओं</td>\n", | |
| " <td>सामुदायिक</td>\n", | |
| " <td>आशुलिपिक</td>\n", | |
| " <td>आदिवासी</td>\n", | |
| " <td>धौरहरा</td>\n", | |
| " <td>पत्र</td>\n", | |
| " <td>इलाहाबाद</td>\n", | |
| " <td>जांच</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5225</th>\n", | |
| " <td>बस्ती</td>\n", | |
| " <td>स्थित</td>\n", | |
| " <td>इलाहाबाद</td>\n", | |
| " <td></td>\n", | |
| " <td>रोड</td>\n", | |
| " <td>फिरोजाबाद</td>\n", | |
| " <td>2014</td>\n", | |
| " <td>सीतापुर</td>\n", | |
| " <td>स्पष्टीकरण</td>\n", | |
| " <td>फतेहपुर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>गोरखपुर</td>\n", | |
| " <td>इलाहाबाद</td>\n", | |
| " <td>;</td>\n", | |
| " <td>जांच</td>\n", | |
| " <td>कार्यरत</td>\n", | |
| " <td>जांच</td>\n", | |
| " <td>बाल</td>\n", | |
| " <td>जानकारी</td>\n", | |
| " <td>जांच</td>\n", | |
| " <td>पंचायत</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "<p>5226 rows × 300 columns</p>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " 70 44 73 0 66 \\\n", | |
| "0 सरकार सड़क टी \" कालेज \n", | |
| "1 ब्लाक कराने प्रकरण - सी \n", | |
| "2 कारण सी गेंदालाल . सरकार \n", | |
| "3 मुगलसराय सादुल्लानगर ब्लाक जनपद इण्टर \n", | |
| "4 चन्दौली गैड़ास व्यवस्था , राजकीय \n", | |
| "5 पुनर्जीवित हाटा मोल्हू जाने बालिका \n", | |
| "6 नदी अलीनगर जांच अन्तर्गत लखनऊ \n", | |
| "7 इससे गौरीबाजार उ नियम साइंस \n", | |
| "8 गिधौली करहकोल गयी सम्बन्ध खण्ड \n", | |
| "9 पा कौड़ीराम टंकियों क्षेत्र शान्तीनगर \n", | |
| "10 कर्जा राजमार्ग प्र सभा रक्सा \n", | |
| "11 जांच कपरवार हाटा विधान कन्या \n", | |
| "12 पीपे रूदपुर कृत सूचना जांच \n", | |
| "13 भ्रष्टाचार टाकीज कसया ( कैमरा \n", | |
| "14 समृद्धि सेमरियांवा नारखी कराये डिग्री \n", | |
| "15 छर्रा कसया कपरवार ) अनुच्छेद \n", | |
| "16 घाटे उच्चीकरण सत्येन्द्र 301 न्यूरो \n", | |
| "17 रामपुरा राष्ट्रीय गौरीबाजार निर्माण ऋषिकुल \n", | |
| "18 कुवानों सैंया कौड़ीराम ग्राम योगेश्वर \n", | |
| "19 चन्धासी जांच दी मांग गौरीबाजार \n", | |
| "20 सीधा कोटेशन करहकोल विकास कैमरे \n", | |
| "21 अध्यक्षों भ्रष्टाचार 51 प्रदेश कपरवार \n", | |
| "22 कुठौद घोटालों आर्डिट श्री शहादतगंज \n", | |
| "23 बजहां पिसावा प्रश्नकर्ता नगर एजेन्सी \n", | |
| "24 चुकाया शान्तीनगर विषम तथा कौड़ीराम \n", | |
| "25 उबरने खालीलाबाद लगायी विषयक कसया \n", | |
| "26 जाता चौड़ा राजमार्ग हेतु अध्यक्षों \n", | |
| "27 जगदीशपुर मड़िहान लगी किये पिपाला \n", | |
| "28 कोटेशन कराये टंकी / राजमार्ग \n", | |
| "29 गडई बनकटी 397 मार्ग वार्ड \n", | |
| "... ... ... ... ... ... \n", | |
| "5196 कैमरे डबल बिलग्राम प्लांटों किनारें \n", | |
| "5197 दिनांक सड़के राशन लैपटापों रामघाट \n", | |
| "5198 शान्तीनगर कन्होई सोरांव न्यायमूर्ति फुटा \n", | |
| "5199 2013 कब्जेदारों मेजा समरसेविल विकास \n", | |
| "5200 जज अष्टम् 2002 मैगी विसरात \n", | |
| "5201 ईश्वरा तारा करछना प्रश्नकर्त्ता हनुमत \n", | |
| "5202 41 फ्लैट शिवराजपुर चुइंगम इरादत \n", | |
| "5203 नकहा नवम् असहाय वैज्ञानिकों आउटर \n", | |
| "5204 अभिसूचित सहजना पोल स्नाकोत्तर रामजी \n", | |
| "5205 साउघाट खन्देवरा अड्डे राजकींय खजूर \n", | |
| "5206 सिविल मौजा बारा शक्त जवाहिर \n", | |
| "5207 क्षतिग्रस्त गुंजन वक्तव्य जोन्स ग्राम्य \n", | |
| "5208 136 तहसील केवल कठिनाई पहुंज \n", | |
| "5209 मई लखनऊ फिल्मों जगदेश बिल्थरा \n", | |
| "5210 टी तिन्दवारी कार्ड स्वायत्ता सर्विस \n", | |
| "5211 अधि महाराजपुर नेपालगंज वासियों गगोल \n", | |
| "5212 साऊघाट समिति विहीन करोन पिच \n", | |
| "5213 अनुभाग क्षतिग्रस्त एल बायोमेट्रिक गड्ढ़ायुक्त \n", | |
| "5214 संस्थागत महराजपुर बर्दनी जनगणना पीपे \n", | |
| "5215 नि हालत स्वास्थ्य संसाधनों जोड़ने \n", | |
| "5216 9 कतिपय कार्डधारकों लाइटिंग शाहजहापुरं \n", | |
| "5217 हिन्दी कानपुर आवास हमलों जलेसर \n", | |
| "5218 मोहम्मदपुर नरवल पार्ट आख्या तीर्थ \n", | |
| "5219 2 सरसौल सी शीशी सेवरा \n", | |
| "5220 अधिसूचना लखीमपुर झोपड़ी हादसों नदी \n", | |
| "5221 ग्यारह सड़कों झुग्गी डलवाया चर्च \n", | |
| "5222 क खीरी पी मुहैय्या अमरनाथ \n", | |
| "5223 निबन्धन स्थिति कोरांव समीक्षाधिकारी एप्रोच \n", | |
| "5224 235 उत्पन्न सम्बन्धी उन्नीसवां रोहटा \n", | |
| "5225 बस्ती स्थित इलाहाबाद रोड \n", | |
| "\n", | |
| " 77 42 264 75 292 \\\n", | |
| "0 प्रश्न रोड प्रसार झांसी मकान \n", | |
| "1 औचित्य समिति पशु चन्दौली लागू \n", | |
| "2 अवमानना प्रतिवेदनों दीन मुगलसराय बब्लू \n", | |
| "3 टी मंत्रियों प्रक्रिया बबीना भीषण \n", | |
| "4 सूचनाएं परामर्श पंडित व्यवस्था बायोमेट्रिक \n", | |
| "5 जांच लेखा दयाल बड़ागांव बाढ़ \n", | |
| "6 जवाब 2016 राजेसुल्तानपुर खजुराहा बांध \n", | |
| "7 मुख्य सम्बन्धी बिजली सुकुवां व्याप्त \n", | |
| "8 सूचनायें विमुक्त पदाधिकारी विभाग त्रिस्तरीय \n", | |
| "9 कालेज जनजातियों बनवाये गिधौली निवारण \n", | |
| "10 मेरठ प्राक्कलन वधशालाओं खांडी किशन \n", | |
| "11 एसोसियेशन जातियों स्थान कोलवा सम्बम्ध \n", | |
| "12 अल्पसूचित निकायों उत्तराखण्ड हाइवे पूर्व \n", | |
| "13 दिलनवाज जांच प्रमाण चन्धासी खर्दराई \n", | |
| "14 असरकारी समितियों मृतकों स्थिति बेरी \n", | |
| "15 रिसीव स्थायी बल्ली सरवां बाईपास \n", | |
| "16 निर्देशों दशम् हुयी सिमरावारी : \n", | |
| "17 जयन्ती सी आशुलिपिक ठकुरपुरा मी \n", | |
| "18 बस्ती बारहवां पंखा उत्पन्न शान्ति \n", | |
| "19 इण्टर स्थानीय निकली मुख्य अधूरा \n", | |
| "20 रौनकपुरा ग्यारहवां चकबन्दी हीरापुर राई \n", | |
| "21 लेते संयुक्त निरीक्षक स्वास्थ्य संकट \n", | |
| "22 उपवेशन विद्या सुल्लानपुर मुहल्ला इ \n", | |
| "23 अहिरवां आश्रयहीन साधक मानपुर भागीदारी \n", | |
| "24 सक्रिय बसन्तकुंज लेने नियामताबाद दूर \n", | |
| "25 कन्या प्राधिकारण आवासों डोमागोर प्रभावित \n", | |
| "26 राजकीय 308 चिकित्साधिकारियों चौचनयाऊ रिंग \n", | |
| "27 सोमवार निर्देशित अनियमितता पा विसंगतियों \n", | |
| "28 नही प्रतिवेदना प्रैक्टिस सिपाहियों उद्यम \n", | |
| "29 000 परीक्षा नस्ल गुढ़ा अनुशंसा \n", | |
| "... ... ... ... ... ... \n", | |
| "5196 धर्मेश विश्वविघालय डैम व्यवस्या हनन \n", | |
| "5197 1599 अधीनस्थ बारे लोक खाने \n", | |
| "5198 प्रतिवेदन संशोधन भुण्डा कार्यसूची \n", | |
| "5199 अहिरौली 78 बचाव 168 कूड़ा \n", | |
| "5200 माने कार्य अधिकारियों संख्या वोल्टेज \n", | |
| "5201 सरकार सोमवार स्थानान्तरण अतारांकित राजेश \n", | |
| "5202 कानून 19 कारखानों करमा घोषणानुसार \n", | |
| "5203 सहित दिसम्बर पैदल बेसिक बढ़ाने \n", | |
| "5204 पार्ट कार्यक्रमों परिसीमन निदेश मुख्यालयों \n", | |
| "5205 दी 25 बढ़ती कोरांव बस्तियों \n", | |
| "5206 विस्तृत संवर्धित हरगांव सहित निस्तारण \n", | |
| "5207 सलिल लखीमपुर पथ अवमानना विश्नोई \n", | |
| "5208 जे उच्चतर बल्केश्वर घूरपुर अधिष्ठापन \n", | |
| "5209 व्यवस्था खीरी महंगाई औचित्य आरक्षी \n", | |
| "5210 800 निरसन जनसंख्या सोरांव वैट \n", | |
| "5211 सर्वप्रथम द्वितीय अथिकारियों 04 जागरूकता \n", | |
| "5212 मोल्हू अनुदाज पार्क पेयजल सोमवार \n", | |
| "5213 अमेठी लेखानुदान भदफर विशेष चौराहा \n", | |
| "5214 बेलघाट व्यावसायिक काटजू करछना कागारौल \n", | |
| "5215 लोकायुक्त जेपी न्यायाधीश हथसरा औद्योगिक \n", | |
| "5216 आर राज्यों आधार आ विशेषाधिकार \n", | |
| "5217 रैपुरा विधेयक वर्षों शिवराजपुर उच्चीकृत \n", | |
| "5218 विशेष दिनाकं ग्रीन प्रतिवेदन अवमानना \n", | |
| "5219 सूचना जानकारी पंचायतों प्रश्न साइड \n", | |
| "5220 आयुक्त धर्मान्तरण लहरपुर शिक्षा पक्की \n", | |
| "5221 ज्ञापन कराधान स्टेडियम लोकायुक्त सीकरी \n", | |
| "5222 स्पष्टीकरण मोटरयान बिसवां ज्ञापन अनाज \n", | |
| "5223 गेंदालाल सशोधन महमूदाबाद आयुक्त बिन्दकी \n", | |
| "5224 ब्लाक शिक्षा आयी इलाहाबाद खागा \n", | |
| "5225 फिरोजाबाद 2014 सीतापुर स्पष्टीकरण फतेहपुर \n", | |
| "\n", | |
| " ... 90 78 166 81 \\\n", | |
| "0 ... भूमि पेयजल फैजाबाद कारण \n", | |
| "1 ... बुलन्दशहर उपलब्ध रूदौली इलाहाबाद \n", | |
| "2 ... संक्रमणीय समस्या मवई सड़कों \n", | |
| "3 ... भूमिधर जल रुदौली पकड़ने \n", | |
| "4 ... असंक्रमणीय चन्दौली मिल्कीपुर सोरांव \n", | |
| "5 ... किसानों मुगलसराय अनुरुप करछना \n", | |
| "6 ... पट्टा झांसी सर्किल बाढ़ \n", | |
| "7 ... बांगर शुद्ध वाहनों जीवों \n", | |
| "8 ... खुर्जा विसौरी हैदरगढ़ मुन्ना \n", | |
| "9 ... अधिग्रहीत नियामताबाद बाराबंकी कोरांव \n", | |
| "10 ... गये बबीना सैदपुर जमुनापार \n", | |
| "11 ... सिकन्दराबाद पानी मार्गों असुविधा \n", | |
| "12 ... एकड़ भराव भविष्य भुखमरी \n", | |
| "13 ... अनूपशहर निदान अमानीगंज कुर्सी \n", | |
| "14 ... सिंह दूषित राष्ट्रीयकृत वोक्टेज \n", | |
| "15 ... इनर नेपालगंज महानिदेशक इंच \n", | |
| "16 ... नवम् व्यवस्या हरे कौधियारा \n", | |
| "17 ... तेरहवां कुओं ऊन प्रतापपुर \n", | |
| "18 ... कब्जे लौदा डेरी बारा \n", | |
| "19 ... अधिग्रहण संचयन नौ न्ययालय \n", | |
| "20 ... शिकोई बड़ागांव पुलिस सभआ \n", | |
| "21 ... रु तहसील महानन्दपुर मरस्मत \n", | |
| "22 ... जमींदारी सम्बन्य बल मेजा \n", | |
| "23 ... विनाश पीने चौकी सत्यवीर \n", | |
| "24 ... प्राथमिक रक्सा शिफ्ट जलमग्न \n", | |
| "25 ... खेड़ी नियमताबाद बारादरी आर्सेनिक \n", | |
| "26 ... सिकन्द्राबाद सतपोखरी 56 शंकरगढ़ \n", | |
| "27 ... अष्टम् कोलवा काटे तघा \n", | |
| "28 ... लखावटी सुविधायें आचार्य शिकार \n", | |
| "29 ... चारागाहों बेरोजगार अजीत घूरपुर \n", | |
| "... ... ... ... ... ... \n", | |
| "5196 ... प्रेक्षागृह नामजद सें पीपे \n", | |
| "5197 ... टमठा कोहड़ार नाली कार्यकर्ताओं \n", | |
| "5198 ... ब्रहमपुर उजाड़े प्रोत्साहन मुरादनगर \n", | |
| "5199 ... रामगढ़ विभागीय पैदावार पुल \n", | |
| "5200 ... खोराबार कुम्भ राऊ पुस्तकों \n", | |
| "5201 ... जन्तु शंकरगढ़ वीर एन \n", | |
| "5202 ... मौजा इण्टरलाकिंग ताजपुर कार्ययोजना \n", | |
| "5203 ... कालीचरन जमुनापार हाथरस पौधों \n", | |
| "5204 ... मिटठा कोरांव गोण्डा चिकित्सा \n", | |
| "5205 ... शर्मा अमरनाथ पोरा डबाना \n", | |
| "5206 ... प्रेम होम बच्चू स्थिति \n", | |
| "5207 ... बड़हलगंज सत्यवीर बनगांव फार्मों \n", | |
| "5208 ... नगवा नैनी क्रसिंग पुलों \n", | |
| "5209 ... मझने हथसरा नकदीकरण पिछली \n", | |
| "5210 ... हरपुर घूरपुर छंटनीशुदा अलीगढ़ \n", | |
| "5211 ... पठखौली कोटेदार विखण्डन गबन \n", | |
| "5212 ... उरुवा महुवारी हसायन प्रान्तीय \n", | |
| "5213 ... छितहरी करमा सेन्ट रामघाट \n", | |
| "5214 ... जानकी शिवराजपुर सहाय बघौली \n", | |
| "5215 ... गाजियाबाद भडिवार बरेठी उपलब्ध \n", | |
| "5216 ... उरूवा प्रतापपुर विद्यालय अपेक्षा \n", | |
| "5217 ... रवि मेजा तरबगंज सरकार \n", | |
| "5218 ... राजकुमार जांच जोन्स महानिदेशालय \n", | |
| "5219 ... चौरी पकड़ने कुइयां बनाये \n", | |
| "5220 ... चौरा फाफामऊ मकसूदपुर एप्रोच \n", | |
| "5221 ... ब्रह्मपुर बर्दनी खड़ण्जा केन्द्र \n", | |
| "5222 ... रौनापार चाका कुसुम्ही अलीगढ़ \n", | |
| "5223 ... पिपराइच करछना रीवा स्वास्थ्य \n", | |
| "5224 ... गोला सोरांव जुओं सामुदायिक \n", | |
| "5225 ... गोरखपुर इलाहाबाद ; जांच \n", | |
| "\n", | |
| " 217 72 250 9 79 \\\n", | |
| "0 केन्द्रीय सम्बन्धी लाइनें मांग चन्दौली \n", | |
| "1 ऐक्ट इलाहाबाद प्राधिकरण , मुगलसराय \n", | |
| "2 अनुसार टी पशु कराये सरकार \n", | |
| "3 बारह जिला मोहम्मदी जाने टी \n", | |
| "4 निर्मित अनियमितताएं प्रधानों मतदान बकाये \n", | |
| "5 गन्दगी हड़पने सदस्यों अनुदान किसानों \n", | |
| "6 एडमीशन टंकियों अधिक व्ययक ठीक \n", | |
| "7 कक्षा मेजा लीज आय रजिस्ट्री \n", | |
| "8 बनारस न्ययालय नोएडा आगरा प्रभुदयाल \n", | |
| "9 अतर्रा पश्चिमी रिहाई 2016 नियामताबाद \n", | |
| "10 हाल बिचपुरी करो व्यययक गाजियाबाद \n", | |
| "11 नायब पत्र मियापुर उद्यम प्रश्नरकर्ता \n", | |
| "12 मण्डी करोन वधशालाओं मरम्मत वार्ड \n", | |
| "13 बंधा टंकी माफियों बहादुर बकाया \n", | |
| "14 हितों करछना ग्रेटर नाथ हिलौनी \n", | |
| "15 1953 विभाग भू 92 मेरठ \n", | |
| "16 बैरिया न्यायालय अनुपस्थित चर्चा एकौनी \n", | |
| "17 नजूल नदी क्षमता सर्वश्री छलका \n", | |
| "18 किंग फिल्मों आवंटन मार्गीं समिति \n", | |
| "19 सम्बन्धित बेंच एक्सप्रेस वित्तीय नं \n", | |
| "20 मानक अभ्यर्थियों उसकी दिहाड़ी पोखर \n", | |
| "21 रेवती खोलने निरस्त मोहम्मद शिक्षा \n", | |
| "22 संस्तुति इस्तेमाल सेण्टर . मलोखर \n", | |
| "23 राधिका बढ़या 302 नत्थू बोनस \n", | |
| "24 भरवारा खण्डपीठ साथा 82 एन्क्लेव \n", | |
| "25 मन्दिर प्रदर्शित गोण्डा क्षतिग्रस्त नियमताबाद \n", | |
| "26 बेहटा अध्यक्षों ट्रान्सफार्मर एकीकरण 72 \n", | |
| "27 आजादनगर भीषण संसाधनों हरीश लागत \n", | |
| "28 अनुरूप पारित प्राधिकृत बर्ष नग \n", | |
| "29 भारतीय उत्तीर्ण नन्दिता श्री रसायनों \n", | |
| "... ... ... ... ... ... \n", | |
| "5196 संस्थानों सही लगायी जनेश्वर बहेड़ी \n", | |
| "5197 बढ़ाकर सुमाली अनाज ऐतेहासिक अनियमितता \n", | |
| "5198 डीजल अमरौली अनाधिकृत लगवाने नरवल \n", | |
| "5199 मंगापुर एल भ्रष्टाचार करोन कोहड़ार \n", | |
| "5200 एरिया रसीना प्रभावित गलत टेस्ट \n", | |
| "5201 मानदेय पौधों छात्र प्रश्नर्क्ता प्रतापपुर \n", | |
| "5202 विलासपुर घटिया दुकानों कोटेदार आख्या \n", | |
| "5203 केमरी शिक्षा बरही मल्टी पालीग्राफ \n", | |
| "5204 बढ़ाया विहीन बाढ़ग्रस्त सेक्टोरल रेप \n", | |
| "5205 बिलासपुर अवमानना पथ डेंटल कांग्रेस \n", | |
| "5206 भोगी इन्दिरा मूल बेलघाट मेजा \n", | |
| "5207 असामाजिक वालों पैदल संदर्भ न्ययालय \n", | |
| "5208 आश्रित बबीना सशक्तिकरण सम्बन्धी भ्रष्टाचार \n", | |
| "5209 विसंगति झांसी मदरसा गई चाका \n", | |
| "5210 बल्ब अवस्थी बाढ़ असहायों भराव \n", | |
| "5211 सूरजपाल पार्ट छात्राओं प्रश्नरकर्ता समस्या \n", | |
| "5212 कुबेरपुर मामलों बदायूं प्रश्नकर्त्ता इण्टरलाकिंग \n", | |
| "5213 विनियमितीकरण असहायों प्रतिवेदना शिकायती भुण्डा \n", | |
| "5214 कर्मियों खिलाफ 49 योजना पेयजल \n", | |
| "5215 अमीनों धारकों शिकायतों ( पकड़ने \n", | |
| "5216 सहायकों कठोर युवकों ) घोटालों \n", | |
| "5217 रामपुर सुविधाएं बेघर कामर्स जल \n", | |
| "5218 एच झुग्गी सेविका हेतु कोरांव \n", | |
| "5219 संवर्ग झोपड़ी आगनबाड़ी प्रदेश अनियमितताओं \n", | |
| "5220 प्रयोगशाला रकम पुष्टाहार प्रश्नकर्ता कार्यकर्ताओं \n", | |
| "5221 सामयिक बस्ती महिला विषयक घूरपुर \n", | |
| "5222 होमगार्ड्स आवास पद कृत करछना \n", | |
| "5223 होमगार्ड आख्या रहते कार्यवाही शिवराजपुर \n", | |
| "5224 आशुलिपिक आदिवासी धौरहरा पत्र इलाहाबाद \n", | |
| "5225 कार्यरत जांच बाल जानकारी जांच \n", | |
| "\n", | |
| " 68 \n", | |
| "0 कालेज \n", | |
| "1 निगम \n", | |
| "2 सरकार \n", | |
| "3 फिरोजाबाद \n", | |
| "4 राजकीय \n", | |
| "5 रौनकपुरा \n", | |
| "6 मेरठ \n", | |
| "7 इण्टर \n", | |
| "8 याचिका \n", | |
| "9 हस्ताक्षरित \n", | |
| "10 गोस्वामी \n", | |
| "11 हिमायूंपुर \n", | |
| "12 सी \n", | |
| "13 मनीष \n", | |
| "14 शर्मा \n", | |
| "15 कन्या \n", | |
| "16 उ \n", | |
| "17 रक्सा \n", | |
| "18 प्र \n", | |
| "19 गाजियाबाद \n", | |
| "20 उच्चीकृत \n", | |
| "21 बालिका \n", | |
| "22 800 \n", | |
| "23 कचरे \n", | |
| "24 मनोज \n", | |
| "25 बझेड़ा \n", | |
| "26 खरखौदा \n", | |
| "27 असीजा \n", | |
| "28 गदाना \n", | |
| "29 उपलब्ध \n", | |
| "... ... \n", | |
| "5196 अनुरक्षण \n", | |
| "5197 बस्ती \n", | |
| "5198 झांझर \n", | |
| "5199 ठेकेदार \n", | |
| "5200 आख्या \n", | |
| "5201 मामलों \n", | |
| "5202 नियमों \n", | |
| "5203 सिन्द्धार्थनगर \n", | |
| "5204 जू \n", | |
| "5205 हेराफेरी \n", | |
| "5206 विलसण्डा \n", | |
| "5207 मुडाडीहा \n", | |
| "5208 सांऊघाट \n", | |
| "5209 जगदेश \n", | |
| "5210 लखनऊ \n", | |
| "5211 बब्बन \n", | |
| "5212 अध्यक्षों \n", | |
| "5213 सीधा \n", | |
| "5214 कारण \n", | |
| "5215 कुडिया \n", | |
| "5216 मौजपुर \n", | |
| "5217 पुनर्गठित \n", | |
| "5218 भवानीगंज \n", | |
| "5219 हड़पने \n", | |
| "5220 मैना \n", | |
| "5221 भ्रष्टाचार \n", | |
| "5222 मिलाकर \n", | |
| "5223 उसरा \n", | |
| "5224 जांच \n", | |
| "5225 पंचायत \n", | |
| "\n", | |
| "[5226 rows x 300 columns]" | |
| ] | |
| }, | |
| "execution_count": 12, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "pickHeadline(u\"भ्रष्टाचार\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "slideshow": { | |
| "slide_type": "slide" | |
| } | |
| }, | |
| "source": [ | |
| "# Visualizing these dimensions\n", | |
| "\n", | |
| "* [Bokeh](http://bokeh.pydata.org/) makes it easy to get hover-tooltips!" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 13, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "0.12.2\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "import bokeh.plotting\n", | |
| "print bokeh.__version__" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 14, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "\n", | |
| " <div class=\"bk-root\">\n", | |
| " <a href=\"http://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n", | |
| " <span id=\"8ffbff07-6162-4d7c-b446-e2eaa7a47fcb\">Loading BokehJS ...</span>\n", | |
| " </div>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "application/javascript": [ | |
| "\n", | |
| "(function(global) {\n", | |
| " function now() {\n", | |
| " return new Date();\n", | |
| " }\n", | |
| "\n", | |
| " var force = \"1\";\n", | |
| "\n", | |
| " if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force !== \"\") {\n", | |
| " window._bokeh_onload_callbacks = [];\n", | |
| " window._bokeh_is_loading = undefined;\n", | |
| " }\n", | |
| "\n", | |
| "\n", | |
| " \n", | |
| " if (typeof (window._bokeh_timeout) === \"undefined\" || force !== \"\") {\n", | |
| " window._bokeh_timeout = Date.now() + 5000;\n", | |
| " window._bokeh_failed_load = false;\n", | |
| " }\n", | |
| "\n", | |
| " var NB_LOAD_WARNING = {'data': {'text/html':\n", | |
| " \"<div style='background-color: #fdd'>\\n\"+\n", | |
| " \"<p>\\n\"+\n", | |
| " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", | |
| " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", | |
| " \"</p>\\n\"+\n", | |
| " \"<ul>\\n\"+\n", | |
| " \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n", | |
| " \"<li>use INLINE resources instead, as so:</li>\\n\"+\n", | |
| " \"</ul>\\n\"+\n", | |
| " \"<code>\\n\"+\n", | |
| " \"from bokeh.resources import INLINE\\n\"+\n", | |
| " \"output_notebook(resources=INLINE)\\n\"+\n", | |
| " \"</code>\\n\"+\n", | |
| " \"</div>\"}};\n", | |
| "\n", | |
| " function display_loaded() {\n", | |
| " if (window.Bokeh !== undefined) {\n", | |
| " Bokeh.$(\"#8ffbff07-6162-4d7c-b446-e2eaa7a47fcb\").text(\"BokehJS successfully loaded.\");\n", | |
| " } else if (Date.now() < window._bokeh_timeout) {\n", | |
| " setTimeout(display_loaded, 100)\n", | |
| " }\n", | |
| " }\n", | |
| "\n", | |
| " function run_callbacks() {\n", | |
| " window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n", | |
| " delete window._bokeh_onload_callbacks\n", | |
| " console.info(\"Bokeh: all callbacks have finished\");\n", | |
| " }\n", | |
| "\n", | |
| " function load_libs(js_urls, callback) {\n", | |
| " window._bokeh_onload_callbacks.push(callback);\n", | |
| " if (window._bokeh_is_loading > 0) {\n", | |
| " console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", | |
| " return null;\n", | |
| " }\n", | |
| " if (js_urls == null || js_urls.length === 0) {\n", | |
| " run_callbacks();\n", | |
| " return null;\n", | |
| " }\n", | |
| " console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", | |
| " window._bokeh_is_loading = js_urls.length;\n", | |
| " for (var i = 0; i < js_urls.length; i++) {\n", | |
| " var url = js_urls[i];\n", | |
| " var s = document.createElement('script');\n", | |
| " s.src = url;\n", | |
| " s.async = false;\n", | |
| " s.onreadystatechange = s.onload = function() {\n", | |
| " window._bokeh_is_loading--;\n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: all BokehJS libraries loaded\");\n", | |
| " run_callbacks()\n", | |
| " }\n", | |
| " };\n", | |
| " s.onerror = function() {\n", | |
| " console.warn(\"failed to load library \" + url);\n", | |
| " };\n", | |
| " console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", | |
| " document.getElementsByTagName(\"head\")[0].appendChild(s);\n", | |
| " }\n", | |
| " };var element = document.getElementById(\"8ffbff07-6162-4d7c-b446-e2eaa7a47fcb\");\n", | |
| " if (element == null) {\n", | |
| " console.log(\"Bokeh: ERROR: autoload.js configured with elementid '8ffbff07-6162-4d7c-b446-e2eaa7a47fcb' but no matching script tag was found. \")\n", | |
| " return false;\n", | |
| " }\n", | |
| "\n", | |
| " var js_urls = ['https://cdn.pydata.org/bokeh/release/bokeh-0.12.2.min.js', 'https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.2.min.js', 'https://cdn.pydata.org/bokeh/release/bokeh-compiler-0.12.2.min.js'];\n", | |
| "\n", | |
| " var inline_js = [\n", | |
| " function(Bokeh) {\n", | |
| " Bokeh.set_log_level(\"info\");\n", | |
| " },\n", | |
| " \n", | |
| " function(Bokeh) {\n", | |
| " \n", | |
| " Bokeh.$(\"#8ffbff07-6162-4d7c-b446-e2eaa7a47fcb\").text(\"BokehJS is loading...\");\n", | |
| " },\n", | |
| " function(Bokeh) {\n", | |
| " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.2.min.css\");\n", | |
| " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.2.min.css\");\n", | |
| " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.2.min.css\");\n", | |
| " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.2.min.css\");\n", | |
| " }\n", | |
| " ];\n", | |
| "\n", | |
| " function run_inline_js() {\n", | |
| " \n", | |
| " if ((window.Bokeh !== undefined) || (force === \"1\")) {\n", | |
| " for (var i = 0; i < inline_js.length; i++) {\n", | |
| " inline_js[i](window.Bokeh);\n", | |
| " }if (force === \"1\") {\n", | |
| " display_loaded();\n", | |
| " }} else if (Date.now() < window._bokeh_timeout) {\n", | |
| " setTimeout(run_inline_js, 100);\n", | |
| " } else if (!window._bokeh_failed_load) {\n", | |
| " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", | |
| " window._bokeh_failed_load = true;\n", | |
| " } else if (!force) {\n", | |
| " var cell = $(\"#8ffbff07-6162-4d7c-b446-e2eaa7a47fcb\").parents('.cell').data().cell;\n", | |
| " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", | |
| " }\n", | |
| "\n", | |
| " }\n", | |
| "\n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", | |
| " run_inline_js();\n", | |
| " } else {\n", | |
| " load_libs(js_urls, function() {\n", | |
| " console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n", | |
| " run_inline_js();\n", | |
| " });\n", | |
| " }\n", | |
| "}(this));" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "(676L,)" | |
| ] | |
| }, | |
| "execution_count": 14, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "import bokeh.plotting as bp\n", | |
| "from bokeh.plotting import figure, output_file, show\n", | |
| "from bokeh.models import HoverTool \n", | |
| "bp.output_notebook()\n", | |
| "row_selector = np.where(row_sums>25)\n", | |
| "row_selector[0].shape" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 15, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "\n", | |
| "\n", | |
| " <div class=\"bk-root\">\n", | |
| " <div class=\"plotdiv\" id=\"e40f6baf-fb91-48e1-8543-b1ed629d6a29\"></div>\n", | |
| " </div>\n", | |
| "<script type=\"text/javascript\">\n", | |
| " \n", | |
| " (function(global) {\n", | |
| " function now() {\n", | |
| " return new Date();\n", | |
| " }\n", | |
| " \n", | |
| " var force = \"\";\n", | |
| " \n", | |
| " if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force !== \"\") {\n", | |
| " window._bokeh_onload_callbacks = [];\n", | |
| " window._bokeh_is_loading = undefined;\n", | |
| " }\n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " if (typeof (window._bokeh_timeout) === \"undefined\" || force !== \"\") {\n", | |
| " window._bokeh_timeout = Date.now() + 0;\n", | |
| " window._bokeh_failed_load = false;\n", | |
| " }\n", | |
| " \n", | |
| " var NB_LOAD_WARNING = {'data': {'text/html':\n", | |
| " \"<div style='background-color: #fdd'>\\n\"+\n", | |
| " \"<p>\\n\"+\n", | |
| " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", | |
| " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", | |
| " \"</p>\\n\"+\n", | |
| " \"<ul>\\n\"+\n", | |
| " \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n", | |
| " \"<li>use INLINE resources instead, as so:</li>\\n\"+\n", | |
| " \"</ul>\\n\"+\n", | |
| " \"<code>\\n\"+\n", | |
| " \"from bokeh.resources import INLINE\\n\"+\n", | |
| " \"output_notebook(resources=INLINE)\\n\"+\n", | |
| " \"</code>\\n\"+\n", | |
| " \"</div>\"}};\n", | |
| " \n", | |
| " function display_loaded() {\n", | |
| " if (window.Bokeh !== undefined) {\n", | |
| " Bokeh.$(\"#e40f6baf-fb91-48e1-8543-b1ed629d6a29\").text(\"BokehJS successfully loaded.\");\n", | |
| " } else if (Date.now() < window._bokeh_timeout) {\n", | |
| " setTimeout(display_loaded, 100)\n", | |
| " }\n", | |
| " }\n", | |
| " \n", | |
| " function run_callbacks() {\n", | |
| " window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n", | |
| " delete window._bokeh_onload_callbacks\n", | |
| " console.info(\"Bokeh: all callbacks have finished\");\n", | |
| " }\n", | |
| " \n", | |
| " function load_libs(js_urls, callback) {\n", | |
| " window._bokeh_onload_callbacks.push(callback);\n", | |
| " if (window._bokeh_is_loading > 0) {\n", | |
| " console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", | |
| " return null;\n", | |
| " }\n", | |
| " if (js_urls == null || js_urls.length === 0) {\n", | |
| " run_callbacks();\n", | |
| " return null;\n", | |
| " }\n", | |
| " console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", | |
| " window._bokeh_is_loading = js_urls.length;\n", | |
| " for (var i = 0; i < js_urls.length; i++) {\n", | |
| " var url = js_urls[i];\n", | |
| " var s = document.createElement('script');\n", | |
| " s.src = url;\n", | |
| " s.async = false;\n", | |
| " s.onreadystatechange = s.onload = function() {\n", | |
| " window._bokeh_is_loading--;\n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: all BokehJS libraries loaded\");\n", | |
| " run_callbacks()\n", | |
| " }\n", | |
| " };\n", | |
| " s.onerror = function() {\n", | |
| " console.warn(\"failed to load library \" + url);\n", | |
| " };\n", | |
| " console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", | |
| " document.getElementsByTagName(\"head\")[0].appendChild(s);\n", | |
| " }\n", | |
| " };var element = document.getElementById(\"e40f6baf-fb91-48e1-8543-b1ed629d6a29\");\n", | |
| " if (element == null) {\n", | |
| " console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'e40f6baf-fb91-48e1-8543-b1ed629d6a29' but no matching script tag was found. \")\n", | |
| " return false;\n", | |
| " }\n", | |
| " \n", | |
| " var js_urls = [];\n", | |
| " \n", | |
| " var inline_js = [\n", | |
| " function(Bokeh) {\n", | |
| " Bokeh.$(function() {\n", | |
| " var docs_json = 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$y)\"],[\"Topic\",\"@word\"]]},\"id\":\"b5fcbc41-4c89-4501-a69b-19f11b4c3fb5\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"f390acfb-f682-4ced-a145-db222f8235e4\",\"type\":\"ToolEvents\"},{\"attributes\":{\"plot\":null,\"text\":\"Posts by Most Informative Dimensions\"},\"id\":\"84bc7c81-7550-4962-8091-ea1446d256d7\",\"type\":\"Title\"}],\"root_ids\":[\"340ffbf1-9a54-429a-b346-51bb1ed1ce37\"]},\"title\":\"Bokeh Application\",\"version\":\"0.12.2\"}};\n", | |
| " var render_items = [{\"docid\":\"850e7095-dd5c-4560-b783-eff1bc56a2e7\",\"elementid\":\"e40f6baf-fb91-48e1-8543-b1ed629d6a29\",\"modelid\":\"340ffbf1-9a54-429a-b346-51bb1ed1ce37\"}];\n", | |
| " \n", | |
| " Bokeh.embed.embed_items(docs_json, render_items);\n", | |
| " });\n", | |
| " },\n", | |
| " function(Bokeh) {\n", | |
| " }\n", | |
| " ];\n", | |
| " \n", | |
| " function run_inline_js() {\n", | |
| " \n", | |
| " if ((window.Bokeh !== undefined) || (force === \"1\")) {\n", | |
| " for (var i = 0; i < inline_js.length; i++) {\n", | |
| " inline_js[i](window.Bokeh);\n", | |
| " }if (force === \"1\") {\n", | |
| " display_loaded();\n", | |
| " }} else if (Date.now() < window._bokeh_timeout) {\n", | |
| " setTimeout(run_inline_js, 100);\n", | |
| " } else if (!window._bokeh_failed_load) {\n", | |
| " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", | |
| " window._bokeh_failed_load = true;\n", | |
| " } else if (!force) {\n", | |
| " var cell = $(\"#e40f6baf-fb91-48e1-8543-b1ed629d6a29\").parents('.cell').data().cell;\n", | |
| " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", | |
| " }\n", | |
| " \n", | |
| " }\n", | |
| " \n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", | |
| " run_inline_js();\n", | |
| " } else {\n", | |
| " load_libs(js_urls, function() {\n", | |
| " console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n", | |
| " run_inline_js();\n", | |
| " });\n", | |
| " }\n", | |
| " }(this));\n", | |
| "</script>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "hover = HoverTool(\n", | |
| " tooltips=[\n", | |
| " (\"index\", \"$index\"),\n", | |
| " (\"(x,y)\", \"($x, $y)\"),\n", | |
| " (\"Topic\", \"@word\"),\n", | |
| " ]\n", | |
| " )\n", | |
| "\n", | |
| "plt = bp.figure(plot_width=900, plot_height=700, title=\"Posts by Most Informative Dimensions\",\n", | |
| " x_axis_label = \"Dimension 0\",\n", | |
| " y_axis_label = \"Dimension 1\",\n", | |
| " tools=[hover, \"pan,wheel_zoom,box_zoom,reset,previewsave\"],\n", | |
| " min_border=1)\n", | |
| "\n", | |
| "plt.scatter(\n", | |
| " x = embedded_coords_l1[:,0][row_selector],\n", | |
| " y = embedded_coords_l1[:,1][row_selector],\n", | |
| " radius= np.log2(row_sums[row_selector])/6000, \n", | |
| " source=bp.ColumnDataSource({\"word\": words[row_selector]})\n", | |
| ")\n", | |
| "\n", | |
| "show(plt)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "slideshow": { | |
| "slide_type": "slide" | |
| } | |
| }, | |
| "source": [ | |
| "# We'll use `KMeans`\n", | |
| "\n", | |
| "* [KMeans](http://scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html) from `scikit-learn`\n", | |
| "* Take K points and try to distribute them in the space so that they sit in the middle of clusters, i.e. close to the mean" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 16, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Wall time: 9.12 s\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "%%time\n", | |
| "\n", | |
| "from sklearn.cluster import KMeans\n", | |
| "n_clusters = 10\n", | |
| "km = KMeans(n_clusters)\n", | |
| "clusters = km.fit_predict(embedded_ranks_l1)\n", | |
| "\n", | |
| "row_selector = np.where(row_sums>25)\n", | |
| "row_selector[0].shape" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "slideshow": { | |
| "slide_type": "slide" | |
| } | |
| }, | |
| "source": [ | |
| "# Visualization in Technicolour\n", | |
| "\n", | |
| "* This time we'll colour-code each dot by cluster" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 17, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "\n", | |
| "\n", | |
| " <div class=\"bk-root\">\n", | |
| " <div class=\"plotdiv\" id=\"1850763f-974d-48b3-97c3-5134d99fc176\"></div>\n", | |
| " </div>\n", | |
| "<script type=\"text/javascript\">\n", | |
| " \n", | |
| " (function(global) {\n", | |
| " function now() {\n", | |
| " return new Date();\n", | |
| " }\n", | |
| " \n", | |
| " var force = \"\";\n", | |
| " \n", | |
| " if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force !== \"\") {\n", | |
| " window._bokeh_onload_callbacks = [];\n", | |
| " window._bokeh_is_loading = undefined;\n", | |
| " }\n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " if (typeof (window._bokeh_timeout) === \"undefined\" || force !== \"\") {\n", | |
| " window._bokeh_timeout = Date.now() + 0;\n", | |
| " window._bokeh_failed_load = false;\n", | |
| " }\n", | |
| " \n", | |
| " var NB_LOAD_WARNING = {'data': {'text/html':\n", | |
| " \"<div style='background-color: #fdd'>\\n\"+\n", | |
| " \"<p>\\n\"+\n", | |
| " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", | |
| " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", | |
| " \"</p>\\n\"+\n", | |
| " \"<ul>\\n\"+\n", | |
| " \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n", | |
| " \"<li>use INLINE resources instead, as so:</li>\\n\"+\n", | |
| " \"</ul>\\n\"+\n", | |
| " \"<code>\\n\"+\n", | |
| " \"from bokeh.resources import INLINE\\n\"+\n", | |
| " \"output_notebook(resources=INLINE)\\n\"+\n", | |
| " \"</code>\\n\"+\n", | |
| " \"</div>\"}};\n", | |
| " \n", | |
| " function display_loaded() {\n", | |
| " if (window.Bokeh !== undefined) {\n", | |
| " Bokeh.$(\"#1850763f-974d-48b3-97c3-5134d99fc176\").text(\"BokehJS successfully loaded.\");\n", | |
| " } else if (Date.now() < window._bokeh_timeout) {\n", | |
| " setTimeout(display_loaded, 100)\n", | |
| " }\n", | |
| " }\n", | |
| " \n", | |
| " function run_callbacks() {\n", | |
| " window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n", | |
| " delete window._bokeh_onload_callbacks\n", | |
| " console.info(\"Bokeh: all callbacks have finished\");\n", | |
| " }\n", | |
| " \n", | |
| " function load_libs(js_urls, callback) {\n", | |
| " window._bokeh_onload_callbacks.push(callback);\n", | |
| " if (window._bokeh_is_loading > 0) {\n", | |
| " console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", | |
| " return null;\n", | |
| " }\n", | |
| " if (js_urls == null || js_urls.length === 0) {\n", | |
| " run_callbacks();\n", | |
| " return null;\n", | |
| " }\n", | |
| " console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", | |
| " window._bokeh_is_loading = js_urls.length;\n", | |
| " for (var i = 0; i < js_urls.length; i++) {\n", | |
| " var url = js_urls[i];\n", | |
| " var s = document.createElement('script');\n", | |
| " s.src = url;\n", | |
| " s.async = false;\n", | |
| " s.onreadystatechange = s.onload = function() {\n", | |
| " window._bokeh_is_loading--;\n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: all BokehJS libraries loaded\");\n", | |
| " run_callbacks()\n", | |
| " }\n", | |
| " };\n", | |
| " s.onerror = function() {\n", | |
| " console.warn(\"failed to load library \" + url);\n", | |
| " };\n", | |
| " console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", | |
| " document.getElementsByTagName(\"head\")[0].appendChild(s);\n", | |
| " }\n", | |
| " };var element = document.getElementById(\"1850763f-974d-48b3-97c3-5134d99fc176\");\n", | |
| " if (element == null) {\n", | |
| " console.log(\"Bokeh: ERROR: autoload.js configured with elementid '1850763f-974d-48b3-97c3-5134d99fc176' but no matching script tag was found. \")\n", | |
| " return false;\n", | |
| " }\n", | |
| " \n", | |
| " var js_urls = [];\n", | |
| " \n", | |
| " var inline_js = [\n", | |
| " function(Bokeh) {\n", | |
| " Bokeh.$(function() {\n", | |
| " var docs_json = {\"9dd93b03-2ef9-490a-a6e3-215e03b17012\":{\"roots\":{\"references\":[{\"attributes\":{\"callback\":null,\"plot\":{\"id\":\"6c6e81e3-d579-43e3-abdc-50c6fb3a7579\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"tooltips\":[[\"index\",\"$index\"],[\"(x,y)\",\"($x, 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Dimensions\"},\"id\":\"a560a489-a1a3-43e3-96bc-8ce77d7e8640\",\"type\":\"Title\"}],\"root_ids\":[\"6c6e81e3-d579-43e3-abdc-50c6fb3a7579\"]},\"title\":\"Bokeh Application\",\"version\":\"0.12.2\"}};\n", | |
| " var render_items = [{\"docid\":\"9dd93b03-2ef9-490a-a6e3-215e03b17012\",\"elementid\":\"1850763f-974d-48b3-97c3-5134d99fc176\",\"modelid\":\"6c6e81e3-d579-43e3-abdc-50c6fb3a7579\"}];\n", | |
| " \n", | |
| " Bokeh.embed.embed_items(docs_json, render_items);\n", | |
| " });\n", | |
| " },\n", | |
| " function(Bokeh) {\n", | |
| " }\n", | |
| " ];\n", | |
| " \n", | |
| " function run_inline_js() {\n", | |
| " \n", | |
| " if ((window.Bokeh !== undefined) || (force === \"1\")) {\n", | |
| " for (var i = 0; i < inline_js.length; i++) {\n", | |
| " inline_js[i](window.Bokeh);\n", | |
| " }if (force === \"1\") {\n", | |
| " display_loaded();\n", | |
| " }} else if (Date.now() < window._bokeh_timeout) {\n", | |
| " setTimeout(run_inline_js, 100);\n", | |
| " } else if (!window._bokeh_failed_load) {\n", | |
| " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", | |
| " window._bokeh_failed_load = true;\n", | |
| " } else if (!force) {\n", | |
| " var cell = $(\"#1850763f-974d-48b3-97c3-5134d99fc176\").parents('.cell').data().cell;\n", | |
| " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", | |
| " }\n", | |
| " \n", | |
| " }\n", | |
| " \n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", | |
| " run_inline_js();\n", | |
| " } else {\n", | |
| " load_libs(js_urls, function() {\n", | |
| " console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n", | |
| " run_inline_js();\n", | |
| " });\n", | |
| " }\n", | |
| " }(this));\n", | |
| "</script>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "hover = HoverTool(\n", | |
| " tooltips=[\n", | |
| " (\"index\", \"$index\"),\n", | |
| " (\"(x,y)\", \"($x, $y)\"),\n", | |
| " (\"Topic\", \"@word\"),\n", | |
| " ]\n", | |
| " )\n", | |
| "\n", | |
| "colormap = np.array([\n", | |
| " \"#1f77b4\", \"#aec7e8\", \"#ff7f0e\", \"#ffbb78\", \"#2ca02c\", \n", | |
| " \"#98df8a\", \"#d62728\", \"#ff9896\", \"#9467bd\", \"#c5b0d5\", \n", | |
| " \"#8c564b\", \"#c49c94\", \"#e377c2\", \"#f7b6d2\", \"#7f7f7f\", \n", | |
| " \"#c7c7c7\", \"#bcbd22\", \"#dbdb8d\", \"#17becf\", \"#9edae5\"\n", | |
| "])\n", | |
| "\n", | |
| "plt2 = bp.figure(plot_width=900, plot_height=700, title=\"Interesting Dimensions\",\n", | |
| " x_axis_label = \"Dimension 70: भ्रष्टाचार \",\n", | |
| " y_axis_label = \"Dimension 78 : रोजगार\",\n", | |
| " tools=[hover,\"pan,wheel_zoom,box_zoom,reset,previewsave\"],\n", | |
| " min_border=1)\n", | |
| "\n", | |
| "plt2.scatter(\n", | |
| " x = embedded_coords_l1[:,70][row_selector],\n", | |
| " y = embedded_coords_l1[:,78][row_selector],\n", | |
| " color= colormap[clusters[row_selector]], \n", | |
| " radius= np.log2(row_sums[row_selector])/6000, \n", | |
| " source=bp.ColumnDataSource({\"word\": words[row_selector]})\n", | |
| ")\n", | |
| "show(plt2)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 18, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Wall time: 15.6 s\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "%%time\n", | |
| "from sklearn.manifold import TSNE\n", | |
| "xycoords = TSNE().fit_transform(embedded_coords_l1[row_selector])" | |
| ] | |
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| { | |
| "cell_type": "code", | |
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| { | |
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| " var render_items = [{\"docid\":\"b95262bb-ade5-4b74-b2bf-8fe397faf679\",\"elementid\":\"a9c6d3f9-d480-4d05-9c66-9016ffbcfefc\",\"modelid\":\"633c3cc8-69e8-485f-ad5f-43701c31afc9\"}];\n", | |
| " \n", | |
| " Bokeh.embed.embed_items(docs_json, render_items);\n", | |
| " });\n", | |
| " },\n", | |
| " function(Bokeh) {\n", | |
| " }\n", | |
| " ];\n", | |
| " \n", | |
| " function run_inline_js() {\n", | |
| " \n", | |
| " if ((window.Bokeh !== undefined) || (force === \"1\")) {\n", | |
| " for (var i = 0; i < inline_js.length; i++) {\n", | |
| " inline_js[i](window.Bokeh);\n", | |
| " }if (force === \"1\") {\n", | |
| " display_loaded();\n", | |
| " }} else if (Date.now() < window._bokeh_timeout) {\n", | |
| " setTimeout(run_inline_js, 100);\n", | |
| " } else if (!window._bokeh_failed_load) {\n", | |
| " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", | |
| " window._bokeh_failed_load = true;\n", | |
| " } else if (!force) {\n", | |
| " var cell = $(\"#a9c6d3f9-d480-4d05-9c66-9016ffbcfefc\").parents('.cell').data().cell;\n", | |
| " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", | |
| " }\n", | |
| " \n", | |
| " }\n", | |
| " \n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", | |
| " run_inline_js();\n", | |
| " } else {\n", | |
| " load_libs(js_urls, function() {\n", | |
| " console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n", | |
| " run_inline_js();\n", | |
| " });\n", | |
| " }\n", | |
| " }(this));\n", | |
| "</script>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "hover = HoverTool(\n", | |
| " tooltips=[\n", | |
| " (\"index\", \"$index\"),\n", | |
| " (\"(x,y)\", \"($x, $y)\"),\n", | |
| " (\"Topic\", \"@word\"),\n", | |
| " ]\n", | |
| " )\n", | |
| "\n", | |
| "plt3 = bp.figure(plot_width=900, plot_height=700, title=\"Headlines Map by t-SNE\",\n", | |
| " tools=[hover, \"pan,wheel_zoom,box_zoom,reset,previewsave\"],\n", | |
| " x_axis_type=None, y_axis_type=None, min_border=1)\n", | |
| "\n", | |
| "plt3.scatter(\n", | |
| " x = xycoords[:,0],\n", | |
| " y = xycoords[:,1],\n", | |
| " color= colormap[clusters[row_selector]], \n", | |
| " radius= np.log2(row_sums[row_selector])/60, \n", | |
| " source=bp.ColumnDataSource({\"word\": words[row_selector]})\n", | |
| ")\n", | |
| "show(plt3)\n" | |
| ] | |
| }, | |
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Application\",\"version\":\"0.12.2\"}};\n", | |
| " var render_items = [{\"docid\":\"4df70c56-619c-4e54-83fa-0f861d3f9726\",\"elementid\":\"d43bbf68-c46d-4463-a219-98b4d15e9179\",\"modelid\":\"56324bc5-454b-48b0-957a-6251a5a47886\"}];\n", | |
| " \n", | |
| " Bokeh.embed.embed_items(docs_json, render_items);\n", | |
| " });\n", | |
| " },\n", | |
| " function(Bokeh) {\n", | |
| " }\n", | |
| " ];\n", | |
| " \n", | |
| " function run_inline_js() {\n", | |
| " \n", | |
| " if ((window.Bokeh !== undefined) || (force === \"1\")) {\n", | |
| " for (var i = 0; i < inline_js.length; i++) {\n", | |
| " inline_js[i](window.Bokeh);\n", | |
| " }if (force === \"1\") {\n", | |
| " display_loaded();\n", | |
| " }} else if (Date.now() < window._bokeh_timeout) {\n", | |
| " setTimeout(run_inline_js, 100);\n", | |
| " } else if (!window._bokeh_failed_load) {\n", | |
| " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", | |
| " window._bokeh_failed_load = true;\n", | |
| " } else if (!force) {\n", | |
| " var cell = $(\"#d43bbf68-c46d-4463-a219-98b4d15e9179\").parents('.cell').data().cell;\n", | |
| " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", | |
| " }\n", | |
| " \n", | |
| " }\n", | |
| " \n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", | |
| " run_inline_js();\n", | |
| " } else {\n", | |
| " load_libs(js_urls, function() {\n", | |
| " console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n", | |
| " run_inline_js();\n", | |
| " });\n", | |
| " }\n", | |
| " }(this));\n", | |
| "</script>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "\n", | |
| "plot_data = bp.ColumnDataSource(data=dict( \n", | |
| " word = words[row_selector],\n", | |
| " x = xycoords[:,0],\n", | |
| " y = xycoords[:,1],\n", | |
| " r = np.log2(row_sums[row_selector])/100,\n", | |
| "))\n", | |
| "\n", | |
| "hover = HoverTool(\n", | |
| " tooltips=[\n", | |
| " (\"index\", \"$index\"),\n", | |
| " (\"(x,y)\", \"($x, $y)\"),\n", | |
| " (\"Topic\", \"@word\"),\n", | |
| " ]\n", | |
| " )\n", | |
| "\n", | |
| "\n", | |
| "plt_fig = bp.figure(plot_width=900, plot_height=900, title=\"Words in Headlines Map via t-SNE\",\n", | |
| " tools=[hover, \"pan,wheel_zoom,box_zoom,reset,previewsave\"],\n", | |
| " x_axis_type=None, y_axis_type=None, min_border=1)\n", | |
| "\n", | |
| "plt_fig.scatter(\"x\",\"y\",radius=\"r\", source=plot_data)\n", | |
| "show(plt_fig)\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "celltoolbar": "Slideshow", | |
| "kernelspec": { | |
| "display_name": "Python 2", | |
| "language": "python", | |
| "name": "python2" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 2 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython2", | |
| "version": "2.7.10" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 0 | |
| } |
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