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November 21, 2016 13:45
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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": 98, | |
| "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": 99, | |
| "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 907 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.info()" | |
| ] | |
| }, | |
| { | |
| "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": 100, | |
| "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": 101, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "df.to_csv(\"headlines_training.tsv\", sep='\\t', index = False, header=False)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 102, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "from HindiTokenizer import Tokenizer\n", | |
| "def tokenize_headline(headline):\n", | |
| " t=Tokenizer(headline)\n", | |
| " t.tokenize()\n", | |
| " return t.tokens\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 103, | |
| "metadata": { | |
| "collapsed": false, | |
| "slideshow": { | |
| "slide_type": "-" | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "(5220, 16761)\n", | |
| "Wall time: 561 ms\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": 104, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "11125\n", | |
| "170940\n", | |
| "170940\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "print len(word_to_id)\n", | |
| "print len(word_ids)\n", | |
| "print len(headline_ids)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 105, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "न्यायाधीश\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "print words[1]" | |
| ] | |
| }, | |
| { | |
| "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": 106, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "(5220L, 150L)\n", | |
| "Wall time: 1.04 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=150)\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": 107, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.axes._subplots.AxesSubplot at 0x1eea31d0>" | |
| ] | |
| }, | |
| "execution_count": 107, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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H+bvvbgL8nDnJK16R7LlnMm1ay0UCwBgI9kBPuv/+5MILmxB//vlNkD/ooCbIz5nTdOQF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\nTk1yxDDnTame9Yc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| |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xd082048>" | |
| ] | |
| }, | |
| "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": 144, | |
| "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>118</th>\n", | |
| " <th>144</th>\n", | |
| " <th>1</th>\n", | |
| " <th>0</th>\n", | |
| " <th>123</th>\n", | |
| " <th>9</th>\n", | |
| " <th>105</th>\n", | |
| " <th>119</th>\n", | |
| " <th>2</th>\n", | |
| " <th>5</th>\n", | |
| " <th>...</th>\n", | |
| " <th>100</th>\n", | |
| " <th>145</th>\n", | |
| " <th>110</th>\n", | |
| " <th>79</th>\n", | |
| " <th>36</th>\n", | |
| " <th>129</th>\n", | |
| " <th>12</th>\n", | |
| " <th>125</th>\n", | |
| " <th>17</th>\n", | |
| " <th>3</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0</th>\n", | |
| " <td>अलीगढ़</td>\n", | |
| " <td>विभिन्न</td>\n", | |
| " <td>की</td>\n", | |
| " <td>के</td>\n", | |
| " <td>दातागंज</td>\n", | |
| " <td>को</td>\n", | |
| " <td>विनियमित</td>\n", | |
| " <td>भागीदारी</td>\n", | |
| " <td></td>\n", | |
| " <td>में</td>\n", | |
| " <td>...</td>\n", | |
| " <td>विधानसभा</td>\n", | |
| " <td>सरकारी</td>\n", | |
| " <td>मथुरा</td>\n", | |
| " <td>इलाहाबाद</td>\n", | |
| " <td>आश्वासन</td>\n", | |
| " <td>अवर</td>\n", | |
| " <td>से</td>\n", | |
| " <td>इन्दिरा</td>\n", | |
| " <td>विनियोग</td>\n", | |
| " <td></td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1</th>\n", | |
| " <td>खैर</td>\n", | |
| " <td>समस्याओं</td>\n", | |
| " <td>मांग</td>\n", | |
| " <td>में</td>\n", | |
| " <td>नं०</td>\n", | |
| " <td>जाने</td>\n", | |
| " <td>नियभ</td>\n", | |
| " <td>निशक्त</td>\n", | |
| " <td>में</td>\n", | |
| " <td></td>\n", | |
| " <td>...</td>\n", | |
| " <td>कैसरगंज</td>\n", | |
| " <td>फैजाबाद</td>\n", | |
| " <td>भूमि/मकानों</td>\n", | |
| " <td>करछना</td>\n", | |
| " <td>सदस्यगण</td>\n", | |
| " <td>रिक्त</td>\n", | |
| " <td>श्री</td>\n", | |
| " <td>आवास</td>\n", | |
| " <td>शोकोद्गार</td>\n", | |
| " <td>व्यययक</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>लगायत</td>\n", | |
| " <td>अधिकारियों/कर्मचारियों</td>\n", | |
| " <td>में</td>\n", | |
| " <td>की</td>\n", | |
| " <td>सनगवां</td>\n", | |
| " <td>अहेतुक</td>\n", | |
| " <td>अतिथि</td>\n", | |
| " <td>और</td>\n", | |
| " <td>नियम</td>\n", | |
| " <td>विधान</td>\n", | |
| " <td>...</td>\n", | |
| " <td>बहराइच</td>\n", | |
| " <td>गल्ले</td>\n", | |
| " <td>वृन्दावन</td>\n", | |
| " <td>मेजा</td>\n", | |
| " <td>खण्डहर</td>\n", | |
| " <td>पदों</td>\n", | |
| " <td>प्रदेश</td>\n", | |
| " <td>रामकोला</td>\n", | |
| " <td>निर्माण</td>\n", | |
| " <td>मतदान</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3</th>\n", | |
| " <td>एटा</td>\n", | |
| " <td>पलायन</td>\n", | |
| " <td>जानकारी</td>\n", | |
| " <td>जनपद</td>\n", | |
| " <td>दस</td>\n", | |
| " <td>कराये</td>\n", | |
| " <td>अड्डे</td>\n", | |
| " <td>व्यक्तियों</td>\n", | |
| " <td>अनुदान</td>\n", | |
| " <td>क्षेत्र</td>\n", | |
| " <td>...</td>\n", | |
| " <td>हास्टल</td>\n", | |
| " <td>रूदौली</td>\n", | |
| " <td>रजिस्ट्रियों</td>\n", | |
| " <td>न्ययालय</td>\n", | |
| " <td>पुरैना</td>\n", | |
| " <td>जुडीशियरी</td>\n", | |
| " <td>निधन</td>\n", | |
| " <td>आवासों</td>\n", | |
| " <td>एमवीए</td>\n", | |
| " <td>की</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4</th>\n", | |
| " <td>नौरंगाबाद</td>\n", | |
| " <td>पीआरडी</td>\n", | |
| " <td>कामर्स</td>\n", | |
| " <td>जाने</td>\n", | |
| " <td>उसावां</td>\n", | |
| " <td>प्रदेश</td>\n", | |
| " <td>विनियमितीकरण</td>\n", | |
| " <td>रखने</td>\n", | |
| " <td>मतदान</td>\n", | |
| " <td>सभा</td>\n", | |
| " <td>...</td>\n", | |
| " <td>महत्वपूर्ण</td>\n", | |
| " <td>सस्ते</td>\n", | |
| " <td>राजेन्द्र</td>\n", | |
| " <td>प्रतापपुर</td>\n", | |
| " <td>गंगौली</td>\n", | |
| " <td>सींच</td>\n", | |
| " <td>शोकोद्गार</td>\n", | |
| " <td>कुशीनगर</td>\n", | |
| " <td></td>\n", | |
| " <td>व्ययक</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5</th>\n", | |
| " <td>रेलिंग</td>\n", | |
| " <td>निराकरण</td>\n", | |
| " <td>प्रदेश</td>\n", | |
| " <td></td>\n", | |
| " <td>संजयनगर</td>\n", | |
| " <td>अच्छी</td>\n", | |
| " <td>वक्ता/प्रशिक्षण</td>\n", | |
| " <td>विकलांग</td>\n", | |
| " <td>खादी</td>\n", | |
| " <td>अनुदान</td>\n", | |
| " <td>...</td>\n", | |
| " <td>पयागपुर</td>\n", | |
| " <td>प्रैक्टिस</td>\n", | |
| " <td>टोल</td>\n", | |
| " <td>सोरांव</td>\n", | |
| " <td>शकील</td>\n", | |
| " <td>लोअर</td>\n", | |
| " <td>एवं</td>\n", | |
| " <td>जमसड़ा</td>\n", | |
| " <td>-</td>\n", | |
| " <td>अनुदान</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>6</th>\n", | |
| " <td>रामघाट</td>\n", | |
| " <td>उपाय</td>\n", | |
| " <td>को</td>\n", | |
| " <td>का</td>\n", | |
| " <td>लकड़ी</td>\n", | |
| " <td>जमवाड़े</td>\n", | |
| " <td>विनियमन</td>\n", | |
| " <td>सेनानियों</td>\n", | |
| " <td>वित्तीय</td>\n", | |
| " <td>वित्तीय</td>\n", | |
| " <td>...</td>\n", | |
| " <td>हुजूरपुर</td>\n", | |
| " <td>गैर</td>\n", | |
| " <td>माट</td>\n", | |
| " <td>चाका</td>\n", | |
| " <td>दिशा</td>\n", | |
| " <td>भरे</td>\n", | |
| " <td>द्वारा</td>\n", | |
| " <td>सौर</td>\n", | |
| " <td>सोलहवीं</td>\n", | |
| " <td>आय</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>7</th>\n", | |
| " <td>टप्पल</td>\n", | |
| " <td>धनराशि</td>\n", | |
| " <td>कमी</td>\n", | |
| " <td>अन्तर्गत</td>\n", | |
| " <td>शेखर</td>\n", | |
| " <td>चार</td>\n", | |
| " <td>नीति</td>\n", | |
| " <td>संरक्षण</td>\n", | |
| " <td>व्ययक</td>\n", | |
| " <td>मतदान</td>\n", | |
| " <td>...</td>\n", | |
| " <td>प्रदूषित</td>\n", | |
| " <td>कामाख्या</td>\n", | |
| " <td>वातानुकूलित</td>\n", | |
| " <td>खण्डपीठ</td>\n", | |
| " <td>सभा</td>\n", | |
| " <td>भरा</td>\n", | |
| " <td>शोकोद्गार</td>\n", | |
| " <td>कांशीराम</td>\n", | |
| " <td>पर</td>\n", | |
| " <td>उद्यम</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>8</th>\n", | |
| " <td>कृत्त</td>\n", | |
| " <td>विवरण</td>\n", | |
| " <td>वैट</td>\n", | |
| " <td>सम्बन्ध</td>\n", | |
| " <td>चार्जेज</td>\n", | |
| " <td>केशव</td>\n", | |
| " <td>सिटी</td>\n", | |
| " <td>लक्ष्मीबाई</td>\n", | |
| " <td>व्यययक</td>\n", | |
| " <td>आय</td>\n", | |
| " <td>...</td>\n", | |
| " <td>रखने</td>\n", | |
| " <td>सैदपुर</td>\n", | |
| " <td>जेड</td>\n", | |
| " <td>कोरांव</td>\n", | |
| " <td>पैड़ी</td>\n", | |
| " <td>लाइनमैनों</td>\n", | |
| " <td>मोहम्मद</td>\n", | |
| " <td>तमकुहीराज</td>\n", | |
| " <td>बिजनेस</td>\n", | |
| " <td>खादी</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>9</th>\n", | |
| " <td>इगलास</td>\n", | |
| " <td>हाथरस</td>\n", | |
| " <td>दर</td>\n", | |
| " <td>से</td>\n", | |
| " <td>गोपालनगर</td>\n", | |
| " <td>मांग</td>\n", | |
| " <td>पूरे</td>\n", | |
| " <td>सेनानी</td>\n", | |
| " <td>आय</td>\n", | |
| " <td>व्ययक</td>\n", | |
| " <td>...</td>\n", | |
| " <td>गन्दे</td>\n", | |
| " <td>रुदौली</td>\n", | |
| " <td>भूमि</td>\n", | |
| " <td>करमा</td>\n", | |
| " <td>सोलहवीं</td>\n", | |
| " <td>फार्मासिस्ट</td>\n", | |
| " <td>मसाला</td>\n", | |
| " <td>लोहिया</td>\n", | |
| " <td>श्री</td>\n", | |
| " <td>वित्तीय</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>10</th>\n", | |
| " <td>उन्मूलन</td>\n", | |
| " <td>व्याप्त</td>\n", | |
| " <td>बढ़ाने</td>\n", | |
| " <td>क्षेत्र</td>\n", | |
| " <td>डालकर</td>\n", | |
| " <td>लगता</td>\n", | |
| " <td>औद्योगिक</td>\n", | |
| " <td>स्वतंत्रता</td>\n", | |
| " <td>उद्यम</td>\n", | |
| " <td>वर्ष</td>\n", | |
| " <td>...</td>\n", | |
| " <td>जीवों</td>\n", | |
| " <td>उससे</td>\n", | |
| " <td>ऐक्ट</td>\n", | |
| " <td>हथसरा</td>\n", | |
| " <td>हनुमानगंज</td>\n", | |
| " <td>अभियंता</td>\n", | |
| " <td>पदार्थों</td>\n", | |
| " <td>उन्हें</td>\n", | |
| " <td>नाथ</td>\n", | |
| " <td>ग्रामोद्योग</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11</th>\n", | |
| " <td>जवां</td>\n", | |
| " <td>सिद्धार्थ</td>\n", | |
| " <td>मातृ</td>\n", | |
| " <td>को</td>\n", | |
| " <td>महुवारी</td>\n", | |
| " <td>वक्त</td>\n", | |
| " <td>बनाये</td>\n", | |
| " <td>संग्राम</td>\n", | |
| " <td>सूचना</td>\n", | |
| " <td>उद्यम</td>\n", | |
| " <td>...</td>\n", | |
| " <td>नदियों</td>\n", | |
| " <td>टू</td>\n", | |
| " <td>राया</td>\n", | |
| " <td>महुवारी</td>\n", | |
| " <td>वां</td>\n", | |
| " <td>टेक्नीशियन</td>\n", | |
| " <td>भूतपूर्व</td>\n", | |
| " <td>सत्येन्द्र</td>\n", | |
| " <td>कार्ययाही</td>\n", | |
| " <td>के</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>12</th>\n", | |
| " <td>अन्त्योदय</td>\n", | |
| " <td>विभागों</td>\n", | |
| " <td>दिलाने</td>\n", | |
| " <td>सभा</td>\n", | |
| " <td>बल्लियों</td>\n", | |
| " <td>नौचन्दी</td>\n", | |
| " <td>कर्मचारियों</td>\n", | |
| " <td>रानी</td>\n", | |
| " <td>सम्बन्ध</td>\n", | |
| " <td>व्यययक</td>\n", | |
| " <td>...</td>\n", | |
| " <td>कच्चे</td>\n", | |
| " <td>ट्रांस</td>\n", | |
| " <td>जिले</td>\n", | |
| " <td>भुण्डा</td>\n", | |
| " <td>निर्वाचित</td>\n", | |
| " <td>सृजित</td>\n", | |
| " <td>दलवीर</td>\n", | |
| " <td>झोपड़ी</td>\n", | |
| " <td>राधेश्याम</td>\n", | |
| " <td>मांग</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>13</th>\n", | |
| " <td>किरन</td>\n", | |
| " <td>दिये</td>\n", | |
| " <td>भांति</td>\n", | |
| " <td>नियम</td>\n", | |
| " <td>वैज्ञानिकों</td>\n", | |
| " <td>मुफ्त</td>\n", | |
| " <td>आमेलन</td>\n", | |
| " <td>पेंशन</td>\n", | |
| " <td>मांगों</td>\n", | |
| " <td>खादी</td>\n", | |
| " <td>...</td>\n", | |
| " <td>गन्दा</td>\n", | |
| " <td>छंटनीशुदा</td>\n", | |
| " <td>चोरी</td>\n", | |
| " <td>पश्चिमी</td>\n", | |
| " <td>चितरंजन</td>\n", | |
| " <td>जर्जर</td>\n", | |
| " <td>उत्तर</td>\n", | |
| " <td>झुग्गी</td>\n", | |
| " <td>शोकोद्गार</td>\n", | |
| " <td>कार्मिक</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>14</th>\n", | |
| " <td>निर्धारण</td>\n", | |
| " <td>वाड़ी</td>\n", | |
| " <td>कार्डधारकों</td>\n", | |
| " <td>विधान</td>\n", | |
| " <td>डाल</td>\n", | |
| " <td>खिलाड़ियों</td>\n", | |
| " <td>नगरीय</td>\n", | |
| " <td>अवसर</td>\n", | |
| " <td>ग्रामोद्योग</td>\n", | |
| " <td>नागरिक</td>\n", | |
| " <td>...</td>\n", | |
| " <td>चहारदीवारी</td>\n", | |
| " <td>विखण्डन</td>\n", | |
| " <td>चौहान</td>\n", | |
| " <td>होम</td>\n", | |
| " <td>प्रातिवेदन</td>\n", | |
| " <td>दीवानी</td>\n", | |
| " <td>लक्ष्मी</td>\n", | |
| " <td>निवारण</td>\n", | |
| " <td>एनएच</td>\n", | |
| " <td>संख्या</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>15</th>\n", | |
| " <td>गरीबी</td>\n", | |
| " <td>बेमौसम</td>\n", | |
| " <td>बेरोजगारी</td>\n", | |
| " <td>पर</td>\n", | |
| " <td>प्रा</td>\n", | |
| " <td>भत्ता</td>\n", | |
| " <td>प्रदत्त</td>\n", | |
| " <td>व्यक्ति</td>\n", | |
| " <td>वर्ष</td>\n", | |
| " <td>बिजनेस</td>\n", | |
| " <td>...</td>\n", | |
| " <td>बनाये</td>\n", | |
| " <td>मत्रीं</td>\n", | |
| " <td>गोवर्धन</td>\n", | |
| " <td>कोहड़ार</td>\n", | |
| " <td>सदस्य</td>\n", | |
| " <td>न्यायिक</td>\n", | |
| " <td>राधेश्याम</td>\n", | |
| " <td>पिपराघाट</td>\n", | |
| " <td>मीसा/डीआईआर</td>\n", | |
| " <td>कोषागार</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>16</th>\n", | |
| " <td>संसाधनों</td>\n", | |
| " <td>प्राविधान</td>\n", | |
| " <td>वृद्धि</td>\n", | |
| " <td>कराये</td>\n", | |
| " <td>मिली</td>\n", | |
| " <td>पर्यटक</td>\n", | |
| " <td>छोड़ने</td>\n", | |
| " <td>वृद्धावस्था</td>\n", | |
| " <td>कार्मिक</td>\n", | |
| " <td>मीसा/डीआईआर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>मल</td>\n", | |
| " <td>एडमीशन</td>\n", | |
| " <td>ज्वैल</td>\n", | |
| " <td>भडिवार</td>\n", | |
| " <td>बारहवां</td>\n", | |
| " <td>मुसिफ</td>\n", | |
| " <td>नत्थू</td>\n", | |
| " <td>पडरौना</td>\n", | |
| " <td>जाना</td>\n", | |
| " <td>नागरिक</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>17</th>\n", | |
| " <td>नीति</td>\n", | |
| " <td>अनुसेवकों</td>\n", | |
| " <td>उपलब्धता</td>\n", | |
| " <td>सूचना</td>\n", | |
| " <td>सिनोद</td>\n", | |
| " <td>मुखिया</td>\n", | |
| " <td>क्रियान्वयन</td>\n", | |
| " <td>नियामक</td>\n", | |
| " <td>चर्चा</td>\n", | |
| " <td>ग्रामोद्योग</td>\n", | |
| " <td>...</td>\n", | |
| " <td>डाले</td>\n", | |
| " <td>निजी</td>\n", | |
| " <td>रस्तोगी</td>\n", | |
| " <td>बारा</td>\n", | |
| " <td>प्राक्कलन</td>\n", | |
| " <td>अधिकारियों</td>\n", | |
| " <td>खन्ना</td>\n", | |
| " <td>पड़रौना</td>\n", | |
| " <td>जिन</td>\n", | |
| " <td>हथकरधा</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>18</th>\n", | |
| " <td>परिवहन</td>\n", | |
| " <td>कर्ज</td>\n", | |
| " <td>दरों</td>\n", | |
| " <td>एवं</td>\n", | |
| " <td>मार्गों</td>\n", | |
| " <td>चलवाने</td>\n", | |
| " <td>भुगतान</td>\n", | |
| " <td>बीकापुर</td>\n", | |
| " <td>पर</td>\n", | |
| " <td>मांगों</td>\n", | |
| " <td>...</td>\n", | |
| " <td>हिन्दुस्तान</td>\n", | |
| " <td>छात्रों</td>\n", | |
| " <td>आर</td>\n", | |
| " <td>बर्दनी</td>\n", | |
| " <td>लेखा</td>\n", | |
| " <td>बांधों</td>\n", | |
| " <td>टीकाकरण</td>\n", | |
| " <td>आवंटित</td>\n", | |
| " <td>पाठशालाओं</td>\n", | |
| " <td>एकीकरण</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>19</th>\n", | |
| " <td>सोमना</td>\n", | |
| " <td>रक्षक</td>\n", | |
| " <td>बैटरी</td>\n", | |
| " <td>ग्राम</td>\n", | |
| " <td>गोसाई</td>\n", | |
| " <td>दूर</td>\n", | |
| " <td>देयों</td>\n", | |
| " <td>अधिकार</td>\n", | |
| " <td>संख्या</td>\n", | |
| " <td>कार्मिक</td>\n", | |
| " <td>...</td>\n", | |
| " <td>भीमपुरा</td>\n", | |
| " <td>इमरजेंसी</td>\n", | |
| " <td>प्लाजा</td>\n", | |
| " <td>शिवराजपुर</td>\n", | |
| " <td>प्रतिवेदनों</td>\n", | |
| " <td>डिप्लोमा</td>\n", | |
| " <td>सैय्यद</td>\n", | |
| " <td>आसरा</td>\n", | |
| " <td>ममतेश</td>\n", | |
| " <td>चर्चा</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>20</th>\n", | |
| " <td>कदाचार</td>\n", | |
| " <td>सिंचाईं</td>\n", | |
| " <td>हेतु</td>\n", | |
| " <td>द्वारा</td>\n", | |
| " <td>विशेषज्ञों</td>\n", | |
| " <td>चुइंगम</td>\n", | |
| " <td>अभियंत्रण</td>\n", | |
| " <td>प्राविधानों</td>\n", | |
| " <td>एवं</td>\n", | |
| " <td>निरूद्ध</td>\n", | |
| " <td>...</td>\n", | |
| " <td>सुल्तान</td>\n", | |
| " <td>मवई</td>\n", | |
| " <td>प्रेक्षागृह</td>\n", | |
| " <td>नैनी</td>\n", | |
| " <td>थाम</td>\n", | |
| " <td>वर्गो</td>\n", | |
| " <td>चन्द्र</td>\n", | |
| " <td>विहीन</td>\n", | |
| " <td>अनुपूरक</td>\n", | |
| " <td>संख्या-</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>21</th>\n", | |
| " <td>बामौती</td>\n", | |
| " <td>वर्गो</td>\n", | |
| " <td>मुंसिफ</td>\n", | |
| " <td>निर्माण</td>\n", | |
| " <td>नरेन्द्र</td>\n", | |
| " <td>उच्चीकृत</td>\n", | |
| " <td>शोषण</td>\n", | |
| " <td>सैनिकों</td>\n", | |
| " <td>श्रम</td>\n", | |
| " <td>संख्या-</td>\n", | |
| " <td>...</td>\n", | |
| " <td>सिम्भावली</td>\n", | |
| " <td>भविष्य</td>\n", | |
| " <td>खाली</td>\n", | |
| " <td>घूरपुर</td>\n", | |
| " <td>टेमारहमत</td>\n", | |
| " <td>अध्यापकों</td>\n", | |
| " <td>जायसवाल</td>\n", | |
| " <td>सेवरही</td>\n", | |
| " <td>लक्ष्मी</td>\n", | |
| " <td>अधिवर्ष</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>22</th>\n", | |
| " <td>अपराध</td>\n", | |
| " <td>फील्ड</td>\n", | |
| " <td>वैकल्पित</td>\n", | |
| " <td>विकास</td>\n", | |
| " <td>कमी</td>\n", | |
| " <td>बहाल</td>\n", | |
| " <td>प्र</td>\n", | |
| " <td>विधवा</td>\n", | |
| " <td>दी</td>\n", | |
| " <td>उझानी</td>\n", | |
| " <td>...</td>\n", | |
| " <td>नं</td>\n", | |
| " <td>प्राइवेट</td>\n", | |
| " <td>अनुमति</td>\n", | |
| " <td>शंकरगढ़</td>\n", | |
| " <td>परीक्षा</td>\n", | |
| " <td>सेवला</td>\n", | |
| " <td>निपटने</td>\n", | |
| " <td>आई</td>\n", | |
| " <td>नत्थू</td>\n", | |
| " <td>मांगों</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>23</th>\n", | |
| " <td>गभाना</td>\n", | |
| " <td>हसायन</td>\n", | |
| " <td>कैदियों</td>\n", | |
| " <td>मांग</td>\n", | |
| " <td>कृषि</td>\n", | |
| " <td>अविलम्ब</td>\n", | |
| " <td>आफिस</td>\n", | |
| " <td>समान</td>\n", | |
| " <td>कोषागार</td>\n", | |
| " <td>कोषागार</td>\n", | |
| " <td>...</td>\n", | |
| " <td>झबरी</td>\n", | |
| " <td>वां</td>\n", | |
| " <td>महावन</td>\n", | |
| " <td>फाफामऊ</td>\n", | |
| " <td>एम्बुलेन्स</td>\n", | |
| " <td>गावों</td>\n", | |
| " <td>सर्वश्री</td>\n", | |
| " <td>बूढ़ी</td>\n", | |
| " <td>सैय्यद</td>\n", | |
| " <td>सख्या</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>24</th>\n", | |
| " <td>वर्गो</td>\n", | |
| " <td>जिलेवार</td>\n", | |
| " <td>रिहाई</td>\n", | |
| " <td>सहारनपुर</td>\n", | |
| " <td>जलकर</td>\n", | |
| " <td>अलग</td>\n", | |
| " <td>अण्डा</td>\n", | |
| " <td>काटजू</td>\n", | |
| " <td>विभाग</td>\n", | |
| " <td>हथकरघा</td>\n", | |
| " <td>...</td>\n", | |
| " <td>विशेश्वरगंज</td>\n", | |
| " <td>मार्च</td>\n", | |
| " <td>मेरठ</td>\n", | |
| " <td>सत्यवीर</td>\n", | |
| " <td>सत्रकाल</td>\n", | |
| " <td>सापेक्ष</td>\n", | |
| " <td>क्राइम</td>\n", | |
| " <td>खुलवाये</td>\n", | |
| " <td>बोलने</td>\n", | |
| " <td>विभाग</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>25</th>\n", | |
| " <td>उल्लिखित</td>\n", | |
| " <td>फ्लैट</td>\n", | |
| " <td>दृष्टि</td>\n", | |
| " <td>प्रदेश</td>\n", | |
| " <td>शाहदरा</td>\n", | |
| " <td>पुत्रियों</td>\n", | |
| " <td>संविधान</td>\n", | |
| " <td>न्यायाधीश</td>\n", | |
| " <td>निदेशालय</td>\n", | |
| " <td>संख्या</td>\n", | |
| " <td>...</td>\n", | |
| " <td>शोधन</td>\n", | |
| " <td>फीस</td>\n", | |
| " <td>कचरे</td>\n", | |
| " <td>अड्डे</td>\n", | |
| " <td>प्रथम</td>\n", | |
| " <td>प्रेरक</td>\n", | |
| " <td>जमाकर्ताओं</td>\n", | |
| " <td>तनकुहीराज</td>\n", | |
| " <td>भाई</td>\n", | |
| " <td>वर्ष</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>26</th>\n", | |
| " <td>दीवार</td>\n", | |
| " <td>सग</td>\n", | |
| " <td>शिकायत</td>\n", | |
| " <td>नगर</td>\n", | |
| " <td>मुल्ला</td>\n", | |
| " <td>वाला</td>\n", | |
| " <td>नवयुवकों</td>\n", | |
| " <td>शारीरिक</td>\n", | |
| " <td>मीसा/डीआईआर</td>\n", | |
| " <td>एवं</td>\n", | |
| " <td>...</td>\n", | |
| " <td>नेपाल</td>\n", | |
| " <td>सुपर</td>\n", | |
| " <td>घनी</td>\n", | |
| " <td>जमुनापार</td>\n", | |
| " <td>ग्यारहवां</td>\n", | |
| " <td>रसधान</td>\n", | |
| " <td>नारायण</td>\n", | |
| " <td>निदान</td>\n", | |
| " <td>सुखलाल</td>\n", | |
| " <td>अधिष्ठान</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>27</th>\n", | |
| " <td>पराग</td>\n", | |
| " <td>झोलाछाप</td>\n", | |
| " <td>कार्ययोजना</td>\n", | |
| " <td>किये</td>\n", | |
| " <td>बोल्डर</td>\n", | |
| " <td>भौतिक</td>\n", | |
| " <td>केन्द्रीय</td>\n", | |
| " <td>आयोग</td>\n", | |
| " <td>संख्या-</td>\n", | |
| " <td>सेवायोजन</td>\n", | |
| " <td>...</td>\n", | |
| " <td>एलएच</td>\n", | |
| " <td>शासनादेशानुसार</td>\n", | |
| " <td>कारोबार</td>\n", | |
| " <td>कौधियारा</td>\n", | |
| " <td>पुत्रियों</td>\n", | |
| " <td>देवपुर</td>\n", | |
| " <td>पान</td>\n", | |
| " <td>खड्डा</td>\n", | |
| " <td>लेखानुदान</td>\n", | |
| " <td>अनुदानों</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>28</th>\n", | |
| " <td>सार्वजजिक</td>\n", | |
| " <td>अंतिम</td>\n", | |
| " <td>खरीद</td>\n", | |
| " <td>हेतु</td>\n", | |
| " <td>स्मैक</td>\n", | |
| " <td>अनुमोदन</td>\n", | |
| " <td>आवटित</td>\n", | |
| " <td>मंहगाई</td>\n", | |
| " <td>लेवल</td>\n", | |
| " <td>अनदान</td>\n", | |
| " <td>...</td>\n", | |
| " <td>वार्ड</td>\n", | |
| " <td>यौन</td>\n", | |
| " <td>अनुराग</td>\n", | |
| " <td>बेंच</td>\n", | |
| " <td>पब्लिक</td>\n", | |
| " <td>गड्ढा</td>\n", | |
| " <td>नजीबाबाद</td>\n", | |
| " <td>चयनित</td>\n", | |
| " <td>बनकर</td>\n", | |
| " <td>हथकरघा</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>29</th>\n", | |
| " <td>अलीगढ़</td>\n", | |
| " <td>कृत्त</td>\n", | |
| " <td>टीकाकरण</td>\n", | |
| " <td>दी</td>\n", | |
| " <td>टूट</td>\n", | |
| " <td>बढ़ाया</td>\n", | |
| " <td>सहयोग</td>\n", | |
| " <td>आरक्षण</td>\n", | |
| " <td>-</td>\n", | |
| " <td>विलसण्डा</td>\n", | |
| " <td>...</td>\n", | |
| " <td>उत्सर्जित</td>\n", | |
| " <td>नजदीक</td>\n", | |
| " <td>मुर्गा</td>\n", | |
| " <td>इण्टरलाकिंग</td>\n", | |
| " <td>निरूद्ध</td>\n", | |
| " <td>अभियन्ताओं</td>\n", | |
| " <td>चितरंजन</td>\n", | |
| " <td>क्रियान्वयन</td>\n", | |
| " <td>ओवरब्रिज</td>\n", | |
| " <td>बर्ष</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>5190</th>\n", | |
| " <td>शहनवाज</td>\n", | |
| " <td>विचाराधीन</td>\n", | |
| " <td>चाँदपुर</td>\n", | |
| " <td>डलवाया</td>\n", | |
| " <td>ज्वैल</td>\n", | |
| " <td>सड़को</td>\n", | |
| " <td>सभी</td>\n", | |
| " <td>शोधित</td>\n", | |
| " <td>बरबर</td>\n", | |
| " <td>शर्मा</td>\n", | |
| " <td>...</td>\n", | |
| " <td>बजे]</td>\n", | |
| " <td>निशक्त</td>\n", | |
| " <td>पलटने</td>\n", | |
| " <td>खोला</td>\n", | |
| " <td>सकंल्प</td>\n", | |
| " <td>उद्देश्य</td>\n", | |
| " <td>बढ़ावा</td>\n", | |
| " <td>अनुराग</td>\n", | |
| " <td>रिछोहा</td>\n", | |
| " <td>पत्राचार</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5191</th>\n", | |
| " <td>मुरादाबाद</td>\n", | |
| " <td>अनुपालन</td>\n", | |
| " <td>मंत्री</td>\n", | |
| " <td>व्ययगत</td>\n", | |
| " <td>रिसाव</td>\n", | |
| " <td>कोच</td>\n", | |
| " <td>भारी</td>\n", | |
| " <td>प्रतिबन्धित</td>\n", | |
| " <td>खुर्द</td>\n", | |
| " <td>गई</td>\n", | |
| " <td>...</td>\n", | |
| " <td>[</td>\n", | |
| " <td>अधिनियम</td>\n", | |
| " <td>नवजीवन</td>\n", | |
| " <td>झांसी</td>\n", | |
| " <td>भवानीगंज</td>\n", | |
| " <td>वधशालाओं</td>\n", | |
| " <td>टंकियों</td>\n", | |
| " <td>शेड</td>\n", | |
| " <td>नवनिर्माण</td>\n", | |
| " <td>टैक्स</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5192</th>\n", | |
| " <td>लेखाकार</td>\n", | |
| " <td>चयन</td>\n", | |
| " <td>टाण्डा</td>\n", | |
| " <td>विनाश</td>\n", | |
| " <td>कर्मचारियों</td>\n", | |
| " <td>नियुक्तियों</td>\n", | |
| " <td>पेड़</td>\n", | |
| " <td>बरौली</td>\n", | |
| " <td>हमजापुर</td>\n", | |
| " <td>व्यपगत</td>\n", | |
| " <td>...</td>\n", | |
| " <td>कृत्त</td>\n", | |
| " <td>मदें</td>\n", | |
| " <td>शम्भू</td>\n", | |
| " <td>धोबीघाट</td>\n", | |
| " <td>पुनर्गठित</td>\n", | |
| " <td>फर्म</td>\n", | |
| " <td>प्रश्नरकर्ता</td>\n", | |
| " <td>गुलावटी</td>\n", | |
| " <td>मौरंग</td>\n", | |
| " <td>पीडीएस</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5193</th>\n", | |
| " <td>तृतीय</td>\n", | |
| " <td>कृषक</td>\n", | |
| " <td>सरेनी</td>\n", | |
| " <td>जमींदारी</td>\n", | |
| " <td>उपाय</td>\n", | |
| " <td>तह</td>\n", | |
| " <td>लगाये</td>\n", | |
| " <td>बालू</td>\n", | |
| " <td>कच्चे</td>\n", | |
| " <td>मौर्य</td>\n", | |
| " <td>...</td>\n", | |
| " <td>सूखा</td>\n", | |
| " <td>उ</td>\n", | |
| " <td>अमीनों</td>\n", | |
| " <td>सम्बन्य</td>\n", | |
| " <td>कराने</td>\n", | |
| " <td>अयोध्या</td>\n", | |
| " <td>चन्दौस</td>\n", | |
| " <td>रोजगार</td>\n", | |
| " <td>गहरी</td>\n", | |
| " <td>आफ</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5194</th>\n", | |
| " <td>राधाकृष्ण</td>\n", | |
| " <td>पलटने</td>\n", | |
| " <td>ममतेश</td>\n", | |
| " <td>निशक्त</td>\n", | |
| " <td>अत्याधुनिक</td>\n", | |
| " <td>प्रश्नकर्ता</td>\n", | |
| " <td>काटे</td>\n", | |
| " <td>दयौरऊ</td>\n", | |
| " <td>सिंधौली</td>\n", | |
| " <td>इन्द्रजीत</td>\n", | |
| " <td>...</td>\n", | |
| " <td>ओलावृष्टि</td>\n", | |
| " <td>माधोटाडा</td>\n", | |
| " <td>मोहनलालगंज</td>\n", | |
| " <td>गरीब</td>\n", | |
| " <td>शीतलपुर</td>\n", | |
| " <td>ब्रिज</td>\n", | |
| " <td>निरस्त</td>\n", | |
| " <td>हेड</td>\n", | |
| " <td>यूनानी</td>\n", | |
| " <td>दुष्कर्म</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5195</th>\n", | |
| " <td>कैम्पस</td>\n", | |
| " <td>नेताजी</td>\n", | |
| " <td>नियय</td>\n", | |
| " <td>मुहैय्या</td>\n", | |
| " <td>पावर</td>\n", | |
| " <td>जनद</td>\n", | |
| " <td>क्रिटिकल</td>\n", | |
| " <td>रही</td>\n", | |
| " <td>मियापुर</td>\n", | |
| " <td>पंकज</td>\n", | |
| " <td>...</td>\n", | |
| " <td>चौराहा</td>\n", | |
| " <td>बौद्ध</td>\n", | |
| " <td>सेवरही</td>\n", | |
| " <td>आवासीय</td>\n", | |
| " <td>कालीन</td>\n", | |
| " <td>योजनाओं</td>\n", | |
| " <td></td>\n", | |
| " <td>दिया</td>\n", | |
| " <td>औद्यानिक</td>\n", | |
| " <td>कौलक्खा</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5196</th>\n", | |
| " <td>खतरनाक</td>\n", | |
| " <td>सुभाष</td>\n", | |
| " <td>कौशाम्बी</td>\n", | |
| " <td>विषेयक</td>\n", | |
| " <td>ट्रिब्यूनल</td>\n", | |
| " <td>गई</td>\n", | |
| " <td>प्रकरणों</td>\n", | |
| " <td>रजिस्ट्रियों</td>\n", | |
| " <td>महमदपुर</td>\n", | |
| " <td>ममतेश</td>\n", | |
| " <td>...</td>\n", | |
| " <td>दिलाये</td>\n", | |
| " <td>साधारण</td>\n", | |
| " <td>सत्येन्द्र</td>\n", | |
| " <td>किया</td>\n", | |
| " <td>निष्पादन</td>\n", | |
| " <td>II</td>\n", | |
| " <td>मिस्त्रियों</td>\n", | |
| " <td>बढ़ा</td>\n", | |
| " <td>समीक्षाधिकारी</td>\n", | |
| " <td>मिट्टी</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5197</th>\n", | |
| " <td>विहार</td>\n", | |
| " <td>सोलर</td>\n", | |
| " <td>उच्चीकरण</td>\n", | |
| " <td>खानें</td>\n", | |
| " <td>मेन्टीनेंस</td>\n", | |
| " <td>ईओ</td>\n", | |
| " <td>गुलावटी</td>\n", | |
| " <td>विधायन</td>\n", | |
| " <td>डामरीकरण</td>\n", | |
| " <td>रामवीर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>फसल</td>\n", | |
| " <td>पटरी</td>\n", | |
| " <td>रामचन्द्र</td>\n", | |
| " <td>पुर</td>\n", | |
| " <td>सिहं</td>\n", | |
| " <td>प्रतिभाओं</td>\n", | |
| " <td>दिया</td>\n", | |
| " <td>मालिक</td>\n", | |
| " <td>मौर्या</td>\n", | |
| " <td>जुड़े</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5198</th>\n", | |
| " <td>चौबीसा</td>\n", | |
| " <td>उर्फ</td>\n", | |
| " <td>खड्डा</td>\n", | |
| " <td>गिरोहबन्द</td>\n", | |
| " <td>हाथरस</td>\n", | |
| " <td>डेंटल</td>\n", | |
| " <td>हड़पने</td>\n", | |
| " <td>रेलिंग</td>\n", | |
| " <td>सिधौली</td>\n", | |
| " <td>फाल</td>\n", | |
| " <td>...</td>\n", | |
| " <td>प्रभावित</td>\n", | |
| " <td>गत</td>\n", | |
| " <td>बासी</td>\n", | |
| " <td>अवस्थापना</td>\n", | |
| " <td>प्राथमिकी</td>\n", | |
| " <td>बनाकर</td>\n", | |
| " <td>इमारत</td>\n", | |
| " <td>कनेक्शन</td>\n", | |
| " <td>आशुतोषनगर</td>\n", | |
| " <td>सहायकों</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5199</th>\n", | |
| " <td>सोहना</td>\n", | |
| " <td>इगलास</td>\n", | |
| " <td>विधान</td>\n", | |
| " <td>इंडियन</td>\n", | |
| " <td>गुलाब</td>\n", | |
| " <td>मरम्मत/पुननिर्माण</td>\n", | |
| " <td>जमीन/सम्पत्ति</td>\n", | |
| " <td>नौरंगाबाद</td>\n", | |
| " <td>टपरा</td>\n", | |
| " <td>रेन्ज</td>\n", | |
| " <td>...</td>\n", | |
| " <td>एमएलडी</td>\n", | |
| " <td>मुअसं</td>\n", | |
| " <td>कर्मचारी</td>\n", | |
| " <td>चालित</td>\n", | |
| " <td>विकसित</td>\n", | |
| " <td>इण्डिया</td>\n", | |
| " <td>फाल</td>\n", | |
| " <td>नगरीय</td>\n", | |
| " <td>दुर्गापल्ली</td>\n", | |
| " <td>विलसण्डा</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5200</th>\n", | |
| " <td>तकनीकी</td>\n", | |
| " <td>सेवा</td>\n", | |
| " <td>फाल</td>\n", | |
| " <td>मोटरयान</td>\n", | |
| " <td>शहर</td>\n", | |
| " <td>डिडौली</td>\n", | |
| " <td>कुडिया</td>\n", | |
| " <td>तालिबनगर</td>\n", | |
| " <td>उझानी</td>\n", | |
| " <td>गयी</td>\n", | |
| " <td>...</td>\n", | |
| " <td>दिये</td>\n", | |
| " <td>सुअर</td>\n", | |
| " <td>मृत्योपरान्त</td>\n", | |
| " <td>विद्यार्थी</td>\n", | |
| " <td>निवेशकों</td>\n", | |
| " <td>कारोबार</td>\n", | |
| " <td>मरम्मत/पुननिर्माण</td>\n", | |
| " <td>पीने</td>\n", | |
| " <td>ईश्वर</td>\n", | |
| " <td>सम्मिलित</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5201</th>\n", | |
| " <td>पथ</td>\n", | |
| " <td>संवर्ग</td>\n", | |
| " <td>चरन</td>\n", | |
| " <td>कराधान</td>\n", | |
| " <td>कन्ट्रोल</td>\n", | |
| " <td>नियम</td>\n", | |
| " <td>अतिवृष्टि</td>\n", | |
| " <td>साधू</td>\n", | |
| " <td>गौरा</td>\n", | |
| " <td>गुप्ता</td>\n", | |
| " <td>...</td>\n", | |
| " <td>कर्ज</td>\n", | |
| " <td>एससी/एसटी</td>\n", | |
| " <td>ट्रैक्टर</td>\n", | |
| " <td>स्वीकार</td>\n", | |
| " <td>निजामाबाद</td>\n", | |
| " <td>लगे</td>\n", | |
| " <td>भेजा</td>\n", | |
| " <td>विच्छेदन</td>\n", | |
| " <td>कंकाल</td>\n", | |
| " <td>मिलावट</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5202</th>\n", | |
| " <td>थर्मल</td>\n", | |
| " <td>मा</td>\n", | |
| " <td>सुमन</td>\n", | |
| " <td>रूपेण</td>\n", | |
| " <td>रूम</td>\n", | |
| " <td>घटिया</td>\n", | |
| " <td>ट्रक</td>\n", | |
| " <td>चण्डौस</td>\n", | |
| " <td>क्षतिग्रस्त</td>\n", | |
| " <td>पर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>प्रोजेक्ट</td>\n", | |
| " <td>तरबगंज</td>\n", | |
| " <td>टीवी</td>\n", | |
| " <td>रक्सा</td>\n", | |
| " <td>बायोमेट्रिक</td>\n", | |
| " <td>उपयोग</td>\n", | |
| " <td>प्रश्नकर्ता</td>\n", | |
| " <td>रजिस्ट्रियों</td>\n", | |
| " <td>आगनबाड़ी</td>\n", | |
| " <td>बन्दियों</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5203</th>\n", | |
| " <td>पशुधन</td>\n", | |
| " <td>आदेशों</td>\n", | |
| " <td>सभा</td>\n", | |
| " <td>शकुन्तला</td>\n", | |
| " <td>अनुराग</td>\n", | |
| " <td>ग्राम</td>\n", | |
| " <td>आत्महत्या</td>\n", | |
| " <td>करवन</td>\n", | |
| " <td>खेड़ी</td>\n", | |
| " <td>सुरेश</td>\n", | |
| " <td>...</td>\n", | |
| " <td>केन्द्र</td>\n", | |
| " <td>दल</td>\n", | |
| " <td>लखावटी</td>\n", | |
| " <td>लाभार्थियों</td>\n", | |
| " <td>स्पोर्टस</td>\n", | |
| " <td>मांस</td>\n", | |
| " <td>प्लान</td>\n", | |
| " <td>लालपुर</td>\n", | |
| " <td>नथुआपुर</td>\n", | |
| " <td>एडमीशन</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5204</th>\n", | |
| " <td>कचरी</td>\n", | |
| " <td>अंकुश</td>\n", | |
| " <td>शरीरा</td>\n", | |
| " <td>पंडित</td>\n", | |
| " <td>संयंत्र</td>\n", | |
| " <td>कामर्स</td>\n", | |
| " <td>राशि</td>\n", | |
| " <td>भयानक</td>\n", | |
| " <td>विख</td>\n", | |
| " <td>टोल</td>\n", | |
| " <td>...</td>\n", | |
| " <td>महराजपुर</td>\n", | |
| " <td>पुलिया</td>\n", | |
| " <td>आई</td>\n", | |
| " <td>बस्ती</td>\n", | |
| " <td>अभ्यर्थी</td>\n", | |
| " <td>सामाजिक</td>\n", | |
| " <td>विकलांगजनों</td>\n", | |
| " <td>महानगर</td>\n", | |
| " <td>खण्डसाल</td>\n", | |
| " <td>आपातकालीन</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5205</th>\n", | |
| " <td>कर</td>\n", | |
| " <td>निवासी</td>\n", | |
| " <td>फरेन्दा</td>\n", | |
| " <td>भिन्नरूपेण</td>\n", | |
| " <td>हो</td>\n", | |
| " <td>कृत</td>\n", | |
| " <td>शिलान्यास</td>\n", | |
| " <td>वधशालाओं</td>\n", | |
| " <td>चाँदपुर</td>\n", | |
| " <td>उपाध्याय</td>\n", | |
| " <td>...</td>\n", | |
| " <td>नौहझील</td>\n", | |
| " <td>उद्देश्य</td>\n", | |
| " <td>पुलों</td>\n", | |
| " <td>बबीना</td>\n", | |
| " <td>रूपरेखा</td>\n", | |
| " <td>बारादरी</td>\n", | |
| " <td>बेरोजगारी</td>\n", | |
| " <td>विज्ञान</td>\n", | |
| " <td>जनरल</td>\n", | |
| " <td>पार्ट</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5206</th>\n", | |
| " <td>बलरामपुर</td>\n", | |
| " <td>कादिराबाद</td>\n", | |
| " <td>क्षेत्र</td>\n", | |
| " <td>रामा</td>\n", | |
| " <td>पूर्णतः</td>\n", | |
| " <td>शेड</td>\n", | |
| " <td>पैरा</td>\n", | |
| " <td>जिम्मेदारी</td>\n", | |
| " <td>अम्बियापुर</td>\n", | |
| " <td>सम्बन्ध</td>\n", | |
| " <td>...</td>\n", | |
| " <td>महरौली</td>\n", | |
| " <td>सन्निर्माण</td>\n", | |
| " <td>तमकुहीराज</td>\n", | |
| " <td>मूलभूत</td>\n", | |
| " <td>पकरिया</td>\n", | |
| " <td>हैण्ड</td>\n", | |
| " <td>बृजमनगंज</td>\n", | |
| " <td>एमएलडी</td>\n", | |
| " <td>खागा</td>\n", | |
| " <td>प्रवेश</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5207</th>\n", | |
| " <td>सम्बद्ध</td>\n", | |
| " <td>बोस</td>\n", | |
| " <td>दी</td>\n", | |
| " <td>जेपी</td>\n", | |
| " <td>प्रतिमा</td>\n", | |
| " <td>कार्यवाही</td>\n", | |
| " <td>पकड़े</td>\n", | |
| " <td>रामघाट</td>\n", | |
| " <td>खालीलाबाद</td>\n", | |
| " <td>केवल</td>\n", | |
| " <td>...</td>\n", | |
| " <td>राया</td>\n", | |
| " <td>नेता</td>\n", | |
| " <td>गोलाघाट</td>\n", | |
| " <td>शेखुल</td>\n", | |
| " <td>पगरोई</td>\n", | |
| " <td>ब्रिज/अण्डर</td>\n", | |
| " <td>बढ़ाया</td>\n", | |
| " <td>मथुरा</td>\n", | |
| " <td>निर्यात</td>\n", | |
| " <td>ध्यान</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5208</th>\n", | |
| " <td>सौंठ</td>\n", | |
| " <td>महरौली</td>\n", | |
| " <td>विपरीत</td>\n", | |
| " <td>सैफई</td>\n", | |
| " <td>पम्प</td>\n", | |
| " <td>सूचना</td>\n", | |
| " <td>वोल्टेज</td>\n", | |
| " <td>केन्द्रीय</td>\n", | |
| " <td>निर्माण</td>\n", | |
| " <td>की</td>\n", | |
| " <td>...</td>\n", | |
| " <td>मुआवजा</td>\n", | |
| " <td>भागीदारी</td>\n", | |
| " <td>क्रमशः</td>\n", | |
| " <td>महमूद</td>\n", | |
| " <td>दवायें</td>\n", | |
| " <td>एत्मादपुर</td>\n", | |
| " <td>प्रश्नकर्त्ता</td>\n", | |
| " <td>संयंत्र</td>\n", | |
| " <td>कृष्णा</td>\n", | |
| " <td>बढ़ोत्तरी</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5209</th>\n", | |
| " <td>रेशम</td>\n", | |
| " <td>भतीजी</td>\n", | |
| " <td>विरोहिया</td>\n", | |
| " <td>उपबन्ध</td>\n", | |
| " <td>अल्पसंख्यकों</td>\n", | |
| " <td>पत्र</td>\n", | |
| " <td>मारे</td>\n", | |
| " <td>कासिमपुर</td>\n", | |
| " <td>तक</td>\n", | |
| " <td>वक्तव्य</td>\n", | |
| " <td>...</td>\n", | |
| " <td>बरेली</td>\n", | |
| " <td>कर्मकार</td>\n", | |
| " <td>कोर्ट</td>\n", | |
| " <td>नई</td>\n", | |
| " <td>अलीनगर</td>\n", | |
| " <td>कृत्त</td>\n", | |
| " <td>पीड़ितों</td>\n", | |
| " <td>मोड़</td>\n", | |
| " <td>लेखन</td>\n", | |
| " <td>सम्बन्ध</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5210</th>\n", | |
| " <td>वैज्ञानिकों</td>\n", | |
| " <td>अधिसूचित</td>\n", | |
| " <td>पिकअप</td>\n", | |
| " <td>सशोधन</td>\n", | |
| " <td>बिलाई</td>\n", | |
| " <td>अनियमितता</td>\n", | |
| " <td>सराय</td>\n", | |
| " <td>इगलास</td>\n", | |
| " <td>विकास</td>\n", | |
| " <td>श्री</td>\n", | |
| " <td>...</td>\n", | |
| " <td>जोन्स</td>\n", | |
| " <td>व्यक्ति</td>\n", | |
| " <td>इन्द्रजीत</td>\n", | |
| " <td>प्रावि</td>\n", | |
| " <td>सीयर</td>\n", | |
| " <td>मार्का</td>\n", | |
| " <td>जाना</td>\n", | |
| " <td>वाली</td>\n", | |
| " <td>मुद्रण</td>\n", | |
| " <td>जाने</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5211</th>\n", | |
| " <td>अन्य</td>\n", | |
| " <td>दायर</td>\n", | |
| " <td>सवायजपुर</td>\n", | |
| " <td>महाप्रशासक</td>\n", | |
| " <td>प्रतिभाओं</td>\n", | |
| " <td>जानकारी</td>\n", | |
| " <td>मरने</td>\n", | |
| " <td>किरन</td>\n", | |
| " <td>मार्ग</td>\n", | |
| " <td>अन्तर्गत</td>\n", | |
| " <td>...</td>\n", | |
| " <td>स्कीम</td>\n", | |
| " <td>सामाजिक</td>\n", | |
| " <td>बनगांव</td>\n", | |
| " <td>पार्ट</td>\n", | |
| " <td>उझानी</td>\n", | |
| " <td>सहारनपुर</td>\n", | |
| " <td>कार्यवाही</td>\n", | |
| " <td>रेल</td>\n", | |
| " <td>पासवान</td>\n", | |
| " <td>का</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5212</th>\n", | |
| " <td>उसी</td>\n", | |
| " <td>कु</td>\n", | |
| " <td>केराकत</td>\n", | |
| " <td>चलचित्र</td>\n", | |
| " <td>मण्डलीय</td>\n", | |
| " <td>धांधली</td>\n", | |
| " <td>लो</td>\n", | |
| " <td>खैर</td>\n", | |
| " <td>से</td>\n", | |
| " <td>सूचना</td>\n", | |
| " <td>...</td>\n", | |
| " <td>पुरोनिधानित</td>\n", | |
| " <td>न्यायाधीश</td>\n", | |
| " <td>फसल</td>\n", | |
| " <td>युवाओं</td>\n", | |
| " <td>योजना</td>\n", | |
| " <td>विधालय</td>\n", | |
| " <td>वक्त</td>\n", | |
| " <td>बचत</td>\n", | |
| " <td>स्कुल</td>\n", | |
| " <td>किराया</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5213</th>\n", | |
| " <td>पंचायती</td>\n", | |
| " <td>याचिकायें</td>\n", | |
| " <td>पहाड़ी</td>\n", | |
| " <td>एरा</td>\n", | |
| " <td>पालीथीन</td>\n", | |
| " <td>गड़बड़ी</td>\n", | |
| " <td>ईदगाह</td>\n", | |
| " <td>दुर्गन्ध</td>\n", | |
| " <td>खण्ड</td>\n", | |
| " <td>नियम</td>\n", | |
| " <td>...</td>\n", | |
| " <td>अतिवृष्टि</td>\n", | |
| " <td>काटजू</td>\n", | |
| " <td>दिलवाये</td>\n", | |
| " <td>हिन्द</td>\n", | |
| " <td>गढ़वा</td>\n", | |
| " <td>खराब</td>\n", | |
| " <td>लगता</td>\n", | |
| " <td>बोरिंग</td>\n", | |
| " <td>टैबलेट</td>\n", | |
| " <td>पाठ्यक्रम</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5214</th>\n", | |
| " <td>प्लान्ट</td>\n", | |
| " <td>ललिता</td>\n", | |
| " <td></td>\n", | |
| " <td>स्वायत्त</td>\n", | |
| " <td>॥</td>\n", | |
| " <td>दुर्व्यवस्था</td>\n", | |
| " <td>वादों</td>\n", | |
| " <td>बामौती</td>\n", | |
| " <td>ग्राम</td>\n", | |
| " <td>मंत्री</td>\n", | |
| " <td>...</td>\n", | |
| " <td>निजाम</td>\n", | |
| " <td>विरोधी</td>\n", | |
| " <td>पिपराघाट</td>\n", | |
| " <td>सुविधाएं</td>\n", | |
| " <td>प्रधानों</td>\n", | |
| " <td>प्रमाण</td>\n", | |
| " <td>कृत</td>\n", | |
| " <td>कृत्त</td>\n", | |
| " <td>अमाह</td>\n", | |
| " <td>लगता</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5215</th>\n", | |
| " <td>राज</td>\n", | |
| " <td>गुमनामी</td>\n", | |
| " <td>सम्बन्ध</td>\n", | |
| " <td>अधिकरण</td>\n", | |
| " <td>विनोद</td>\n", | |
| " <td>में</td>\n", | |
| " <td>गये</td>\n", | |
| " <td>कदाचार</td>\n", | |
| " <td>के</td>\n", | |
| " <td>दी</td>\n", | |
| " <td>...</td>\n", | |
| " <td>यशोदा</td>\n", | |
| " <td>बनगांव</td>\n", | |
| " <td>निरीक्षक</td>\n", | |
| " <td>सुमाली</td>\n", | |
| " <td>परिसीमन</td>\n", | |
| " <td>हैण्डपम्पों</td>\n", | |
| " <td>जनपद</td>\n", | |
| " <td>स्तर</td>\n", | |
| " <td>ओवरलोडिंग</td>\n", | |
| " <td>वक्त</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5216</th>\n", | |
| " <td>वाली</td>\n", | |
| " <td>उच्चतम</td>\n", | |
| " <td>सूचना</td>\n", | |
| " <td>शिकोहाबाद</td>\n", | |
| " <td>हमलों</td>\n", | |
| " <td>सेक्टोरल</td>\n", | |
| " <td>वोक्टेज</td>\n", | |
| " <td>गभाना</td>\n", | |
| " <td>विधान</td>\n", | |
| " <td>द्वारा</td>\n", | |
| " <td>...</td>\n", | |
| " <td>नमक</td>\n", | |
| " <td>नहर</td>\n", | |
| " <td>कुशीनगर</td>\n", | |
| " <td>अमरौली</td>\n", | |
| " <td>करने</td>\n", | |
| " <td>पड़े</td>\n", | |
| " <td>अन्तर्गत</td>\n", | |
| " <td>मुर्गा</td>\n", | |
| " <td>शाह</td>\n", | |
| " <td>घटतौली</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5217</th>\n", | |
| " <td>उन्नीसवां</td>\n", | |
| " <td>आदेशानुसार</td>\n", | |
| " <td>नियम</td>\n", | |
| " <td>जेएस</td>\n", | |
| " <td>कम्प्यूटरीकृत</td>\n", | |
| " <td>मल्टी</td>\n", | |
| " <td>बैण्ड</td>\n", | |
| " <td>हरदुआगंज</td>\n", | |
| " <td>क्षेत्र</td>\n", | |
| " <td>कराये</td>\n", | |
| " <td>...</td>\n", | |
| " <td>संकट</td>\n", | |
| " <td>अनुदानों</td>\n", | |
| " <td>जमाकर्ताओं</td>\n", | |
| " <td>सुविधायें</td>\n", | |
| " <td>नांदिन</td>\n", | |
| " <td>सुरक्षा</td>\n", | |
| " <td>जानकारी</td>\n", | |
| " <td>निशातगंज</td>\n", | |
| " <td>खनिकर्म</td>\n", | |
| " <td>को</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5218</th>\n", | |
| " <td>कृषि</td>\n", | |
| " <td>अधीनस्थ</td>\n", | |
| " <td>अन्तर्गत</td>\n", | |
| " <td>संवर्धित</td>\n", | |
| " <td>स्थापित</td>\n", | |
| " <td>की</td>\n", | |
| " <td>दिये</td>\n", | |
| " <td>बदरपुर</td>\n", | |
| " <td>सभा</td>\n", | |
| " <td>का</td>\n", | |
| " <td>...</td>\n", | |
| " <td>पेयजल</td>\n", | |
| " <td>यात्रा</td>\n", | |
| " <td>बैंकिंग</td>\n", | |
| " <td>उपलब्ध</td>\n", | |
| " <td>क्षेत्र</td>\n", | |
| " <td>राजनैतिक</td>\n", | |
| " <td>पत्र</td>\n", | |
| " <td>शोधन</td>\n", | |
| " <td>तत्व</td>\n", | |
| " <td>निरूद्ध</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5219</th>\n", | |
| " <td>यंत्रों</td>\n", | |
| " <td>डोर</td>\n", | |
| " <td>के</td>\n", | |
| " <td>उन्नीसवां</td>\n", | |
| " <td>खण्डित</td>\n", | |
| " <td>अन्तर्गत</td>\n", | |
| " <td>सफीपुर</td>\n", | |
| " <td>अलीगढ़</td>\n", | |
| " <td>जनपद</td>\n", | |
| " <td>जाने</td>\n", | |
| " <td>...</td>\n", | |
| " <td>गर्मी</td>\n", | |
| " <td>लगायत</td>\n", | |
| " <td>रबी</td>\n", | |
| " <td>बेरोजगार</td>\n", | |
| " <td>तथा</td>\n", | |
| " <td>बच्चू</td>\n", | |
| " <td>को</td>\n", | |
| " <td>मण्डी</td>\n", | |
| " <td>एवं</td>\n", | |
| " <td>में</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "<p>5220 rows × 150 columns</p>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " 118 144 1 0 \\\n", | |
| "0 अलीगढ़ विभिन्न की के \n", | |
| "1 खैर समस्याओं मांग में \n", | |
| "2 लगायत अधिकारियों/कर्मचारियों में की \n", | |
| "3 एटा पलायन जानकारी जनपद \n", | |
| "4 नौरंगाबाद पीआरडी कामर्स जाने \n", | |
| "5 रेलिंग निराकरण प्रदेश \n", | |
| "6 रामघाट उपाय को का \n", | |
| "7 टप्पल धनराशि कमी अन्तर्गत \n", | |
| "8 कृत्त विवरण वैट सम्बन्ध \n", | |
| "9 इगलास हाथरस दर से \n", | |
| "10 उन्मूलन व्याप्त बढ़ाने क्षेत्र \n", | |
| "11 जवां सिद्धार्थ मातृ को \n", | |
| "12 अन्त्योदय विभागों दिलाने सभा \n", | |
| "13 किरन दिये भांति नियम \n", | |
| "14 निर्धारण वाड़ी कार्डधारकों विधान \n", | |
| "15 गरीबी बेमौसम बेरोजगारी पर \n", | |
| "16 संसाधनों प्राविधान वृद्धि कराये \n", | |
| "17 नीति अनुसेवकों उपलब्धता सूचना \n", | |
| "18 परिवहन कर्ज दरों एवं \n", | |
| "19 सोमना रक्षक बैटरी ग्राम \n", | |
| "20 कदाचार सिंचाईं हेतु द्वारा \n", | |
| "21 बामौती वर्गो मुंसिफ निर्माण \n", | |
| "22 अपराध फील्ड वैकल्पित विकास \n", | |
| "23 गभाना हसायन कैदियों मांग \n", | |
| "24 वर्गो जिलेवार रिहाई सहारनपुर \n", | |
| "25 उल्लिखित फ्लैट दृष्टि प्रदेश \n", | |
| "26 दीवार सग शिकायत नगर \n", | |
| "27 पराग झोलाछाप कार्ययोजना किये \n", | |
| "28 सार्वजजिक अंतिम खरीद हेतु \n", | |
| "29 अलीगढ़ कृत्त टीकाकरण दी \n", | |
| "... ... ... ... ... \n", | |
| "5190 शहनवाज विचाराधीन चाँदपुर डलवाया \n", | |
| "5191 मुरादाबाद अनुपालन मंत्री व्ययगत \n", | |
| "5192 लेखाकार चयन टाण्डा विनाश \n", | |
| "5193 तृतीय कृषक सरेनी जमींदारी \n", | |
| "5194 राधाकृष्ण पलटने ममतेश निशक्त \n", | |
| "5195 कैम्पस नेताजी नियय मुहैय्या \n", | |
| "5196 खतरनाक सुभाष कौशाम्बी विषेयक \n", | |
| "5197 विहार सोलर उच्चीकरण खानें \n", | |
| "5198 चौबीसा उर्फ खड्डा गिरोहबन्द \n", | |
| "5199 सोहना इगलास विधान इंडियन \n", | |
| "5200 तकनीकी सेवा फाल मोटरयान \n", | |
| "5201 पथ संवर्ग चरन कराधान \n", | |
| "5202 थर्मल मा सुमन रूपेण \n", | |
| "5203 पशुधन आदेशों सभा शकुन्तला \n", | |
| "5204 कचरी अंकुश शरीरा पंडित \n", | |
| "5205 कर निवासी फरेन्दा भिन्नरूपेण \n", | |
| "5206 बलरामपुर कादिराबाद क्षेत्र रामा \n", | |
| "5207 सम्बद्ध बोस दी जेपी \n", | |
| "5208 सौंठ महरौली विपरीत सैफई \n", | |
| "5209 रेशम भतीजी विरोहिया उपबन्ध \n", | |
| "5210 वैज्ञानिकों अधिसूचित पिकअप सशोधन \n", | |
| "5211 अन्य दायर सवायजपुर महाप्रशासक \n", | |
| "5212 उसी कु केराकत चलचित्र \n", | |
| "5213 पंचायती याचिकायें पहाड़ी एरा \n", | |
| "5214 प्लान्ट ललिता स्वायत्त \n", | |
| "5215 राज गुमनामी सम्बन्ध अधिकरण \n", | |
| "5216 वाली उच्चतम सूचना शिकोहाबाद \n", | |
| "5217 उन्नीसवां आदेशानुसार नियम जेएस \n", | |
| "5218 कृषि अधीनस्थ अन्तर्गत संवर्धित \n", | |
| "5219 यंत्रों डोर के उन्नीसवां \n", | |
| "\n", | |
| " 123 9 105 119 \\\n", | |
| "0 दातागंज को विनियमित भागीदारी \n", | |
| "1 नं० जाने नियभ निशक्त \n", | |
| "2 सनगवां अहेतुक अतिथि और \n", | |
| "3 दस कराये अड्डे व्यक्तियों \n", | |
| "4 उसावां प्रदेश विनियमितीकरण रखने \n", | |
| "5 संजयनगर अच्छी वक्ता/प्रशिक्षण विकलांग \n", | |
| "6 लकड़ी जमवाड़े विनियमन सेनानियों \n", | |
| "7 शेखर चार नीति संरक्षण \n", | |
| "8 चार्जेज केशव सिटी लक्ष्मीबाई \n", | |
| "9 गोपालनगर मांग पूरे सेनानी \n", | |
| "10 डालकर लगता औद्योगिक स्वतंत्रता \n", | |
| "11 महुवारी वक्त बनाये संग्राम \n", | |
| "12 बल्लियों नौचन्दी कर्मचारियों रानी \n", | |
| "13 वैज्ञानिकों मुफ्त आमेलन पेंशन \n", | |
| "14 डाल खिलाड़ियों नगरीय अवसर \n", | |
| "15 प्रा भत्ता प्रदत्त व्यक्ति \n", | |
| "16 मिली पर्यटक छोड़ने वृद्धावस्था \n", | |
| "17 सिनोद मुखिया क्रियान्वयन नियामक \n", | |
| "18 मार्गों चलवाने भुगतान बीकापुर \n", | |
| "19 गोसाई दूर देयों अधिकार \n", | |
| "20 विशेषज्ञों चुइंगम अभियंत्रण प्राविधानों \n", | |
| "21 नरेन्द्र उच्चीकृत शोषण सैनिकों \n", | |
| "22 कमी बहाल प्र विधवा \n", | |
| "23 कृषि अविलम्ब आफिस समान \n", | |
| "24 जलकर अलग अण्डा काटजू \n", | |
| "25 शाहदरा पुत्रियों संविधान न्यायाधीश \n", | |
| "26 मुल्ला वाला नवयुवकों शारीरिक \n", | |
| "27 बोल्डर भौतिक केन्द्रीय आयोग \n", | |
| "28 स्मैक अनुमोदन आवटित मंहगाई \n", | |
| "29 टूट बढ़ाया सहयोग आरक्षण \n", | |
| "... ... ... ... ... \n", | |
| "5190 ज्वैल सड़को सभी शोधित \n", | |
| "5191 रिसाव कोच भारी प्रतिबन्धित \n", | |
| "5192 कर्मचारियों नियुक्तियों पेड़ बरौली \n", | |
| "5193 उपाय तह लगाये बालू \n", | |
| "5194 अत्याधुनिक प्रश्नकर्ता काटे दयौरऊ \n", | |
| "5195 पावर जनद क्रिटिकल रही \n", | |
| "5196 ट्रिब्यूनल गई प्रकरणों रजिस्ट्रियों \n", | |
| "5197 मेन्टीनेंस ईओ गुलावटी विधायन \n", | |
| "5198 हाथरस डेंटल हड़पने रेलिंग \n", | |
| "5199 गुलाब मरम्मत/पुननिर्माण जमीन/सम्पत्ति नौरंगाबाद \n", | |
| "5200 शहर डिडौली कुडिया तालिबनगर \n", | |
| "5201 कन्ट्रोल नियम अतिवृष्टि साधू \n", | |
| "5202 रूम घटिया ट्रक चण्डौस \n", | |
| "5203 अनुराग ग्राम आत्महत्या करवन \n", | |
| "5204 संयंत्र कामर्स राशि भयानक \n", | |
| "5205 हो कृत शिलान्यास वधशालाओं \n", | |
| "5206 पूर्णतः शेड पैरा जिम्मेदारी \n", | |
| "5207 प्रतिमा कार्यवाही पकड़े रामघाट \n", | |
| "5208 पम्प सूचना वोल्टेज केन्द्रीय \n", | |
| "5209 अल्पसंख्यकों पत्र मारे कासिमपुर \n", | |
| "5210 बिलाई अनियमितता सराय इगलास \n", | |
| "5211 प्रतिभाओं जानकारी मरने किरन \n", | |
| "5212 मण्डलीय धांधली लो खैर \n", | |
| "5213 पालीथीन गड़बड़ी ईदगाह दुर्गन्ध \n", | |
| "5214 ॥ दुर्व्यवस्था वादों बामौती \n", | |
| "5215 विनोद में गये कदाचार \n", | |
| "5216 हमलों सेक्टोरल वोक्टेज गभाना \n", | |
| "5217 कम्प्यूटरीकृत मल्टी बैण्ड हरदुआगंज \n", | |
| "5218 स्थापित की दिये बदरपुर \n", | |
| "5219 खण्डित अन्तर्गत सफीपुर अलीगढ़ \n", | |
| "\n", | |
| " 2 5 ... 100 145 \\\n", | |
| "0 में ... विधानसभा सरकारी \n", | |
| "1 में ... कैसरगंज फैजाबाद \n", | |
| "2 नियम विधान ... बहराइच गल्ले \n", | |
| "3 अनुदान क्षेत्र ... हास्टल रूदौली \n", | |
| "4 मतदान सभा ... महत्वपूर्ण सस्ते \n", | |
| "5 खादी अनुदान ... पयागपुर प्रैक्टिस \n", | |
| "6 वित्तीय वित्तीय ... हुजूरपुर गैर \n", | |
| "7 व्ययक मतदान ... प्रदूषित कामाख्या \n", | |
| "8 व्यययक आय ... रखने सैदपुर \n", | |
| "9 आय व्ययक ... गन्दे रुदौली \n", | |
| "10 उद्यम वर्ष ... जीवों उससे \n", | |
| "11 सूचना उद्यम ... नदियों टू \n", | |
| "12 सम्बन्ध व्यययक ... कच्चे ट्रांस \n", | |
| "13 मांगों खादी ... गन्दा छंटनीशुदा \n", | |
| "14 ग्रामोद्योग नागरिक ... चहारदीवारी विखण्डन \n", | |
| "15 वर्ष बिजनेस ... बनाये मत्रीं \n", | |
| "16 कार्मिक मीसा/डीआईआर ... मल एडमीशन \n", | |
| "17 चर्चा ग्रामोद्योग ... डाले निजी \n", | |
| "18 पर मांगों ... हिन्दुस्तान छात्रों \n", | |
| "19 संख्या कार्मिक ... भीमपुरा इमरजेंसी \n", | |
| "20 एवं निरूद्ध ... सुल्तान मवई \n", | |
| "21 श्रम संख्या- ... सिम्भावली भविष्य \n", | |
| "22 दी उझानी ... नं प्राइवेट \n", | |
| "23 कोषागार कोषागार ... झबरी वां \n", | |
| "24 विभाग हथकरघा ... विशेश्वरगंज मार्च \n", | |
| "25 निदेशालय संख्या ... शोधन फीस \n", | |
| "26 मीसा/डीआईआर एवं ... नेपाल सुपर \n", | |
| "27 संख्या- सेवायोजन ... एलएच शासनादेशानुसार \n", | |
| "28 लेवल अनदान ... वार्ड यौन \n", | |
| "29 - विलसण्डा ... उत्सर्जित नजदीक \n", | |
| "... ... ... ... ... ... \n", | |
| "5190 बरबर शर्मा ... बजे] निशक्त \n", | |
| "5191 खुर्द गई ... [ अधिनियम \n", | |
| "5192 हमजापुर व्यपगत ... कृत्त मदें \n", | |
| "5193 कच्चे मौर्य ... सूखा उ \n", | |
| "5194 सिंधौली इन्द्रजीत ... ओलावृष्टि माधोटाडा \n", | |
| "5195 मियापुर पंकज ... चौराहा बौद्ध \n", | |
| "5196 महमदपुर ममतेश ... दिलाये साधारण \n", | |
| "5197 डामरीकरण रामवीर ... फसल पटरी \n", | |
| "5198 सिधौली फाल ... प्रभावित गत \n", | |
| "5199 टपरा रेन्ज ... एमएलडी मुअसं \n", | |
| "5200 उझानी गयी ... दिये सुअर \n", | |
| "5201 गौरा गुप्ता ... कर्ज एससी/एसटी \n", | |
| "5202 क्षतिग्रस्त पर ... प्रोजेक्ट तरबगंज \n", | |
| "5203 खेड़ी सुरेश ... केन्द्र दल \n", | |
| "5204 विख टोल ... महराजपुर पुलिया \n", | |
| "5205 चाँदपुर उपाध्याय ... नौहझील उद्देश्य \n", | |
| "5206 अम्बियापुर सम्बन्ध ... महरौली सन्निर्माण \n", | |
| "5207 खालीलाबाद केवल ... राया नेता \n", | |
| "5208 निर्माण की ... मुआवजा भागीदारी \n", | |
| "5209 तक वक्तव्य ... बरेली कर्मकार \n", | |
| "5210 विकास श्री ... जोन्स व्यक्ति \n", | |
| "5211 मार्ग अन्तर्गत ... स्कीम सामाजिक \n", | |
| "5212 से सूचना ... पुरोनिधानित न्यायाधीश \n", | |
| "5213 खण्ड नियम ... अतिवृष्टि काटजू \n", | |
| "5214 ग्राम मंत्री ... निजाम विरोधी \n", | |
| "5215 के दी ... यशोदा बनगांव \n", | |
| "5216 विधान द्वारा ... नमक नहर \n", | |
| "5217 क्षेत्र कराये ... संकट अनुदानों \n", | |
| "5218 सभा का ... पेयजल यात्रा \n", | |
| "5219 जनपद जाने ... गर्मी लगायत \n", | |
| "\n", | |
| " 110 79 36 129 12 \\\n", | |
| "0 मथुरा इलाहाबाद आश्वासन अवर से \n", | |
| "1 भूमि/मकानों करछना सदस्यगण रिक्त श्री \n", | |
| "2 वृन्दावन मेजा खण्डहर पदों प्रदेश \n", | |
| "3 रजिस्ट्रियों न्ययालय पुरैना जुडीशियरी निधन \n", | |
| "4 राजेन्द्र प्रतापपुर गंगौली सींच शोकोद्गार \n", | |
| "5 टोल सोरांव शकील लोअर एवं \n", | |
| "6 माट चाका दिशा भरे द्वारा \n", | |
| "7 वातानुकूलित खण्डपीठ सभा भरा शोकोद्गार \n", | |
| "8 जेड कोरांव पैड़ी लाइनमैनों मोहम्मद \n", | |
| "9 भूमि करमा सोलहवीं फार्मासिस्ट मसाला \n", | |
| "10 ऐक्ट हथसरा हनुमानगंज अभियंता पदार्थों \n", | |
| "11 राया महुवारी वां टेक्नीशियन भूतपूर्व \n", | |
| "12 जिले भुण्डा निर्वाचित सृजित दलवीर \n", | |
| "13 चोरी पश्चिमी चितरंजन जर्जर उत्तर \n", | |
| "14 चौहान होम प्रातिवेदन दीवानी लक्ष्मी \n", | |
| "15 गोवर्धन कोहड़ार सदस्य न्यायिक राधेश्याम \n", | |
| "16 ज्वैल भडिवार बारहवां मुसिफ नत्थू \n", | |
| "17 रस्तोगी बारा प्राक्कलन अधिकारियों खन्ना \n", | |
| "18 आर बर्दनी लेखा बांधों टीकाकरण \n", | |
| "19 प्लाजा शिवराजपुर प्रतिवेदनों डिप्लोमा सैय्यद \n", | |
| "20 प्रेक्षागृह नैनी थाम वर्गो चन्द्र \n", | |
| "21 खाली घूरपुर टेमारहमत अध्यापकों जायसवाल \n", | |
| "22 अनुमति शंकरगढ़ परीक्षा सेवला निपटने \n", | |
| "23 महावन फाफामऊ एम्बुलेन्स गावों सर्वश्री \n", | |
| "24 मेरठ सत्यवीर सत्रकाल सापेक्ष क्राइम \n", | |
| "25 कचरे अड्डे प्रथम प्रेरक जमाकर्ताओं \n", | |
| "26 घनी जमुनापार ग्यारहवां रसधान नारायण \n", | |
| "27 कारोबार कौधियारा पुत्रियों देवपुर पान \n", | |
| "28 अनुराग बेंच पब्लिक गड्ढा नजीबाबाद \n", | |
| "29 मुर्गा इण्टरलाकिंग निरूद्ध अभियन्ताओं चितरंजन \n", | |
| "... ... ... ... ... ... \n", | |
| "5190 पलटने खोला सकंल्प उद्देश्य बढ़ावा \n", | |
| "5191 नवजीवन झांसी भवानीगंज वधशालाओं टंकियों \n", | |
| "5192 शम्भू धोबीघाट पुनर्गठित फर्म प्रश्नरकर्ता \n", | |
| "5193 अमीनों सम्बन्य कराने अयोध्या चन्दौस \n", | |
| "5194 मोहनलालगंज गरीब शीतलपुर ब्रिज निरस्त \n", | |
| "5195 सेवरही आवासीय कालीन योजनाओं \n", | |
| "5196 सत्येन्द्र किया निष्पादन II मिस्त्रियों \n", | |
| "5197 रामचन्द्र पुर सिहं प्रतिभाओं दिया \n", | |
| "5198 बासी अवस्थापना प्राथमिकी बनाकर इमारत \n", | |
| "5199 कर्मचारी चालित विकसित इण्डिया फाल \n", | |
| "5200 मृत्योपरान्त विद्यार्थी निवेशकों कारोबार मरम्मत/पुननिर्माण \n", | |
| "5201 ट्रैक्टर स्वीकार निजामाबाद लगे भेजा \n", | |
| "5202 टीवी रक्सा बायोमेट्रिक उपयोग प्रश्नकर्ता \n", | |
| "5203 लखावटी लाभार्थियों स्पोर्टस मांस प्लान \n", | |
| "5204 आई बस्ती अभ्यर्थी सामाजिक विकलांगजनों \n", | |
| "5205 पुलों बबीना रूपरेखा बारादरी बेरोजगारी \n", | |
| "5206 तमकुहीराज मूलभूत पकरिया हैण्ड बृजमनगंज \n", | |
| "5207 गोलाघाट शेखुल पगरोई ब्रिज/अण्डर बढ़ाया \n", | |
| "5208 क्रमशः महमूद दवायें एत्मादपुर प्रश्नकर्त्ता \n", | |
| "5209 कोर्ट नई अलीनगर कृत्त पीड़ितों \n", | |
| "5210 इन्द्रजीत प्रावि सीयर मार्का जाना \n", | |
| "5211 बनगांव पार्ट उझानी सहारनपुर कार्यवाही \n", | |
| "5212 फसल युवाओं योजना विधालय वक्त \n", | |
| "5213 दिलवाये हिन्द गढ़वा खराब लगता \n", | |
| "5214 पिपराघाट सुविधाएं प्रधानों प्रमाण कृत \n", | |
| "5215 निरीक्षक सुमाली परिसीमन हैण्डपम्पों जनपद \n", | |
| "5216 कुशीनगर अमरौली करने पड़े अन्तर्गत \n", | |
| "5217 जमाकर्ताओं सुविधायें नांदिन सुरक्षा जानकारी \n", | |
| "5218 बैंकिंग उपलब्ध क्षेत्र राजनैतिक पत्र \n", | |
| "5219 रबी बेरोजगार तथा बच्चू को \n", | |
| "\n", | |
| " 125 17 3 \n", | |
| "0 इन्दिरा विनियोग \n", | |
| "1 आवास शोकोद्गार व्यययक \n", | |
| "2 रामकोला निर्माण मतदान \n", | |
| "3 आवासों एमवीए की \n", | |
| "4 कुशीनगर व्ययक \n", | |
| "5 जमसड़ा - अनुदान \n", | |
| "6 सौर सोलहवीं आय \n", | |
| "7 कांशीराम पर उद्यम \n", | |
| "8 तमकुहीराज बिजनेस खादी \n", | |
| "9 लोहिया श्री वित्तीय \n", | |
| "10 उन्हें नाथ ग्रामोद्योग \n", | |
| "11 सत्येन्द्र कार्ययाही के \n", | |
| "12 झोपड़ी राधेश्याम मांग \n", | |
| "13 झुग्गी शोकोद्गार कार्मिक \n", | |
| "14 निवारण एनएच संख्या \n", | |
| "15 पिपराघाट मीसा/डीआईआर कोषागार \n", | |
| "16 पडरौना जाना नागरिक \n", | |
| "17 पड़रौना जिन हथकरधा \n", | |
| "18 आवंटित पाठशालाओं एकीकरण \n", | |
| "19 आसरा ममतेश चर्चा \n", | |
| "20 विहीन अनुपूरक संख्या- \n", | |
| "21 सेवरही लक्ष्मी अधिवर्ष \n", | |
| "22 आई नत्थू मांगों \n", | |
| "23 बूढ़ी सैय्यद सख्या \n", | |
| "24 खुलवाये बोलने विभाग \n", | |
| "25 तनकुहीराज भाई वर्ष \n", | |
| "26 निदान सुखलाल अधिष्ठान \n", | |
| "27 खड्डा लेखानुदान अनुदानों \n", | |
| "28 चयनित बनकर हथकरघा \n", | |
| "29 क्रियान्वयन ओवरब्रिज बर्ष \n", | |
| "... ... ... ... \n", | |
| "5190 अनुराग रिछोहा पत्राचार \n", | |
| "5191 शेड नवनिर्माण टैक्स \n", | |
| "5192 गुलावटी मौरंग पीडीएस \n", | |
| "5193 रोजगार गहरी आफ \n", | |
| "5194 हेड यूनानी दुष्कर्म \n", | |
| "5195 दिया औद्यानिक कौलक्खा \n", | |
| "5196 बढ़ा समीक्षाधिकारी मिट्टी \n", | |
| "5197 मालिक मौर्या जुड़े \n", | |
| "5198 कनेक्शन आशुतोषनगर सहायकों \n", | |
| "5199 नगरीय दुर्गापल्ली विलसण्डा \n", | |
| "5200 पीने ईश्वर सम्मिलित \n", | |
| "5201 विच्छेदन कंकाल मिलावट \n", | |
| "5202 रजिस्ट्रियों आगनबाड़ी बन्दियों \n", | |
| "5203 लालपुर नथुआपुर एडमीशन \n", | |
| "5204 महानगर खण्डसाल आपातकालीन \n", | |
| "5205 विज्ञान जनरल पार्ट \n", | |
| "5206 एमएलडी खागा प्रवेश \n", | |
| "5207 मथुरा निर्यात ध्यान \n", | |
| "5208 संयंत्र कृष्णा बढ़ोत्तरी \n", | |
| "5209 मोड़ लेखन सम्बन्ध \n", | |
| "5210 वाली मुद्रण जाने \n", | |
| "5211 रेल पासवान का \n", | |
| "5212 बचत स्कुल किराया \n", | |
| "5213 बोरिंग टैबलेट पाठ्यक्रम \n", | |
| "5214 कृत्त अमाह लगता \n", | |
| "5215 स्तर ओवरलोडिंग वक्त \n", | |
| "5216 मुर्गा शाह घटतौली \n", | |
| "5217 निशातगंज खनिकर्म को \n", | |
| "5218 शोधन तत्व निरूद्ध \n", | |
| "5219 मण्डी एवं में \n", | |
| "\n", | |
| "[5220 rows x 150 columns]" | |
| ] | |
| }, | |
| "execution_count": 144, | |
| "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": 147, | |
| "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>78</th>\n", | |
| " <th>73</th>\n", | |
| " <th>22</th>\n", | |
| " <th>0</th>\n", | |
| " <th>1</th>\n", | |
| " <th>39</th>\n", | |
| " <th>57</th>\n", | |
| " <th>64</th>\n", | |
| " <th>47</th>\n", | |
| " <th>99</th>\n", | |
| " <th>...</th>\n", | |
| " <th>109</th>\n", | |
| " <th>88</th>\n", | |
| " <th>30</th>\n", | |
| " <th>55</th>\n", | |
| " <th>56</th>\n", | |
| " <th>9</th>\n", | |
| " <th>142</th>\n", | |
| " <th>86</th>\n", | |
| " <th>17</th>\n", | |
| " <th>67</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0</th>\n", | |
| " <td>जांच</td>\n", | |
| " <td>हाटा</td>\n", | |
| " <td>किये</td>\n", | |
| " <td>के</td>\n", | |
| " <td>की</td>\n", | |
| " <td>व</td>\n", | |
| " <td>शिक्षा</td>\n", | |
| " <td>मुगलसराय</td>\n", | |
| " <td>प्रतिवेदनों</td>\n", | |
| " <td>गाजियाबाद</td>\n", | |
| " <td>...</td>\n", | |
| " <td>चरण</td>\n", | |
| " <td>शुगर</td>\n", | |
| " <td>तथा</td>\n", | |
| " <td>कानपुर</td>\n", | |
| " <td>विद्युत</td>\n", | |
| " <td>को</td>\n", | |
| " <td>राजस्व</td>\n", | |
| " <td>मेरठ</td>\n", | |
| " <td>विनियोग</td>\n", | |
| " <td>बनकटी</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1</th>\n", | |
| " <td>भ्रष्टाचार</td>\n", | |
| " <td>जांच</td>\n", | |
| " <td>निर्माण</td>\n", | |
| " <td>में</td>\n", | |
| " <td>मांग</td>\n", | |
| " <td>खेरा</td>\n", | |
| " <td>तथ्यों</td>\n", | |
| " <td>चन्दौली</td>\n", | |
| " <td>लेखा</td>\n", | |
| " <td>मोदीनगर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>सेवायें</td>\n", | |
| " <td>उत्पीड़न</td>\n", | |
| " <td>बाजीकर</td>\n", | |
| " <td>डी</td>\n", | |
| " <td>क्षतिग्रस्त</td>\n", | |
| " <td>जाने</td>\n", | |
| " <td>प्राविधिक</td>\n", | |
| " <td>था</td>\n", | |
| " <td>शोकोद्गार</td>\n", | |
| " <td>बस्ती</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>नपा</td>\n", | |
| " <td>भ्रष्टाचार</td>\n", | |
| " <td>आगरा</td>\n", | |
| " <td>की</td>\n", | |
| " <td>में</td>\n", | |
| " <td>खीरी</td>\n", | |
| " <td>मित्रों</td>\n", | |
| " <td>नियमताबाद</td>\n", | |
| " <td>समिति</td>\n", | |
| " <td>साहिबाबाद</td>\n", | |
| " <td>...</td>\n", | |
| " <td>दवाई</td>\n", | |
| " <td>चारागाहों</td>\n", | |
| " <td>कोषागार</td>\n", | |
| " <td>सिकन्दरा</td>\n", | |
| " <td>रेयांव</td>\n", | |
| " <td>अहेतुक</td>\n", | |
| " <td>नक्शा</td>\n", | |
| " <td>प्रभुदयाल</td>\n", | |
| " <td>निर्माण</td>\n", | |
| " <td>सरकार</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3</th>\n", | |
| " <td>अनियमितता</td>\n", | |
| " <td>पंचायत</td>\n", | |
| " <td>एवं</td>\n", | |
| " <td>जनपद</td>\n", | |
| " <td>जानकारी</td>\n", | |
| " <td>अंग्रेजी</td>\n", | |
| " <td>माध्यमिक</td>\n", | |
| " <td>नियामताबाद</td>\n", | |
| " <td>मंत्रियों</td>\n", | |
| " <td>भोजपुर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>जमुही</td>\n", | |
| " <td>बजाज</td>\n", | |
| " <td>हरे</td>\n", | |
| " <td>छावनी</td>\n", | |
| " <td>सियरही</td>\n", | |
| " <td>कराये</td>\n", | |
| " <td>पाठ्यक्रमों</td>\n", | |
| " <td>साफ</td>\n", | |
| " <td>एमवीए</td>\n", | |
| " <td>खरखौदा</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4</th>\n", | |
| " <td>उप</td>\n", | |
| " <td>अनियमितताओं</td>\n", | |
| " <td>अनुमोदन</td>\n", | |
| " <td>जाने</td>\n", | |
| " <td>कामर्स</td>\n", | |
| " <td>लखीमपुर</td>\n", | |
| " <td>मिलकर</td>\n", | |
| " <td>हिन्दवारी</td>\n", | |
| " <td>परामर्श</td>\n", | |
| " <td>विजय</td>\n", | |
| " <td>...</td>\n", | |
| " <td>दिनेश</td>\n", | |
| " <td>जहरीले</td>\n", | |
| " <td>मंत्री</td>\n", | |
| " <td>तहसील</td>\n", | |
| " <td>सहिता</td>\n", | |
| " <td>प्रदेश</td>\n", | |
| " <td>छात्रों</td>\n", | |
| " <td>कम्यूटर</td>\n", | |
| " <td></td>\n", | |
| " <td>साउघाट</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5</th>\n", | |
| " <td>धांधली</td>\n", | |
| " <td>अध्यक्षों</td>\n", | |
| " <td>आरोपियों</td>\n", | |
| " <td></td>\n", | |
| " <td>प्रदेश</td>\n", | |
| " <td>डीएपी</td>\n", | |
| " <td>बेसिक</td>\n", | |
| " <td>एकौनी</td>\n", | |
| " <td>जनजातियों</td>\n", | |
| " <td>कादराबाद</td>\n", | |
| " <td>...</td>\n", | |
| " <td>विद्युतीकरण</td>\n", | |
| " <td>उत्सर्जित</td>\n", | |
| " <td>विषयक</td>\n", | |
| " <td>श्यामनगर</td>\n", | |
| " <td>स्थान</td>\n", | |
| " <td>अच्छी</td>\n", | |
| " <td>अभिलेख</td>\n", | |
| " <td>हापुड़</td>\n", | |
| " <td>-</td>\n", | |
| " <td>बांध</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>6</th>\n", | |
| " <td>अनियमितताओं</td>\n", | |
| " <td>हेराफेरी</td>\n", | |
| " <td>गड्ढ़ायुक्त</td>\n", | |
| " <td>का</td>\n", | |
| " <td>को</td>\n", | |
| " <td>उर्दू</td>\n", | |
| " <td>बंगला</td>\n", | |
| " <td>विसौरी</td>\n", | |
| " <td>विमुक्त</td>\n", | |
| " <td>मोदी</td>\n", | |
| " <td>...</td>\n", | |
| " <td>पाने</td>\n", | |
| " <td>मिल</td>\n", | |
| " <td>वक्तव्य</td>\n", | |
| " <td>ईडब्लूएस</td>\n", | |
| " <td>अचल</td>\n", | |
| " <td>जमवाड़े</td>\n", | |
| " <td>विपत्तियों</td>\n", | |
| " <td>पम्पों</td>\n", | |
| " <td>सोलहवीं</td>\n", | |
| " <td>भारत</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>7</th>\n", | |
| " <td>गिधौली</td>\n", | |
| " <td>गौरीबाजार</td>\n", | |
| " <td>पश्चिमपुरी</td>\n", | |
| " <td>अन्तर्गत</td>\n", | |
| " <td>कमी</td>\n", | |
| " <td>किये</td>\n", | |
| " <td>रोड</td>\n", | |
| " <td>विखं</td>\n", | |
| " <td>निकायों</td>\n", | |
| " <td>नाहली</td>\n", | |
| " <td>...</td>\n", | |
| " <td>वाले</td>\n", | |
| " <td>हिन्दुस्तान</td>\n", | |
| " <td>मनोरंजन</td>\n", | |
| " <td>जोन-</td>\n", | |
| " <td>कौलक्खा</td>\n", | |
| " <td>चार</td>\n", | |
| " <td>दैवी</td>\n", | |
| " <td>जिले</td>\n", | |
| " <td>पर</td>\n", | |
| " <td>खराबी</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>8</th>\n", | |
| " <td>चन्धासी</td>\n", | |
| " <td>कार्यवाहक</td>\n", | |
| " <td>कार्यवाही</td>\n", | |
| " <td>सम्बन्ध</td>\n", | |
| " <td>वैट</td>\n", | |
| " <td>पोलों</td>\n", | |
| " <td>सिबगतुल्ला</td>\n", | |
| " <td>नपा</td>\n", | |
| " <td>स्थानीय</td>\n", | |
| " <td>विद्यापुर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>भूड</td>\n", | |
| " <td>बिलाई</td>\n", | |
| " <td>रेशम</td>\n", | |
| " <td>देहली</td>\n", | |
| " <td>विकरनपुर</td>\n", | |
| " <td>केशव</td>\n", | |
| " <td>शुल्क</td>\n", | |
| " <td>सम्बन्म</td>\n", | |
| " <td>बिजनेस</td>\n", | |
| " <td>सूरजपुर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>9</th>\n", | |
| " <td>कांग्रेस</td>\n", | |
| " <td>रूदपुर</td>\n", | |
| " <td>मांग</td>\n", | |
| " <td>से</td>\n", | |
| " <td>दर</td>\n", | |
| " <td>नमूनों</td>\n", | |
| " <td>सर्वप्रथम</td>\n", | |
| " <td>गिधौली</td>\n", | |
| " <td>स्थायी</td>\n", | |
| " <td>विवेकानन्द</td>\n", | |
| " <td>...</td>\n", | |
| " <td>दिलानें</td>\n", | |
| " <td>फैल</td>\n", | |
| " <td>दवायें</td>\n", | |
| " <td>देहात</td>\n", | |
| " <td>पहाड़ी</td>\n", | |
| " <td>मांग</td>\n", | |
| " <td>अराजी</td>\n", | |
| " <td>हस्तिनापुर</td>\n", | |
| " <td>श्री</td>\n", | |
| " <td>मरम्मत</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>10</th>\n", | |
| " <td>उन्नीसवां</td>\n", | |
| " <td>अक्टूबर</td>\n", | |
| " <td>गिरफ्तार</td>\n", | |
| " <td>क्षेत्र</td>\n", | |
| " <td>बढ़ाने</td>\n", | |
| " <td>मैगी</td>\n", | |
| " <td>चन्धासी</td>\n", | |
| " <td>बिन्दपुरवा</td>\n", | |
| " <td>समितियों</td>\n", | |
| " <td>त्यौड़ी</td>\n", | |
| " <td>...</td>\n", | |
| " <td>शाहगंज</td>\n", | |
| " <td>वरखेड़ा</td>\n", | |
| " <td>केवल</td>\n", | |
| " <td>सुजानपुर</td>\n", | |
| " <td>सेजनी</td>\n", | |
| " <td>लगता</td>\n", | |
| " <td>व्यय</td>\n", | |
| " <td>अभिलेखों</td>\n", | |
| " <td>नाथ</td>\n", | |
| " <td>आजमगढ़</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11</th>\n", | |
| " <td>लोआ</td>\n", | |
| " <td>कौड़ीराम</td>\n", | |
| " <td>मिढ़ाकुर</td>\n", | |
| " <td>को</td>\n", | |
| " <td>मातृ</td>\n", | |
| " <td>भागलपुर</td>\n", | |
| " <td>सतवारी</td>\n", | |
| " <td>पोखर</td>\n", | |
| " <td>प्राक्कलन</td>\n", | |
| " <td>कैला</td>\n", | |
| " <td>...</td>\n", | |
| " <td>गुलावठी</td>\n", | |
| " <td>एलएच</td>\n", | |
| " <td>अभिसूचना</td>\n", | |
| " <td>बाबूपुरवा</td>\n", | |
| " <td>खम्भों</td>\n", | |
| " <td>वक्त</td>\n", | |
| " <td>पिछड़े</td>\n", | |
| " <td>चरण</td>\n", | |
| " <td>कार्ययाही</td>\n", | |
| " <td>राप्ती</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>12</th>\n", | |
| " <td>कार्यकर्ताओं</td>\n", | |
| " <td>अनियमितता</td>\n", | |
| " <td>उत्तर</td>\n", | |
| " <td>सभा</td>\n", | |
| " <td>दिलाने</td>\n", | |
| " <td>रजनीखण्ड</td>\n", | |
| " <td>कार्यवाई</td>\n", | |
| " <td>परमानन्दपुर</td>\n", | |
| " <td>जातियों</td>\n", | |
| " <td>अमीपुर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>लम्बे</td>\n", | |
| " <td>गौतमबुद्ध</td>\n", | |
| " <td>शिकायतें</td>\n", | |
| " <td>सतवारी</td>\n", | |
| " <td>उपकेन्द्र</td>\n", | |
| " <td>नौचन्दी</td>\n", | |
| " <td>राहत</td>\n", | |
| " <td>विवेकानन्द</td>\n", | |
| " <td>राधेश्याम</td>\n", | |
| " <td>एसटीपी</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>13</th>\n", | |
| " <td>स्पष्टीकरण</td>\n", | |
| " <td>सीबीआई</td>\n", | |
| " <td>बरामद</td>\n", | |
| " <td>नियम</td>\n", | |
| " <td>भांति</td>\n", | |
| " <td>तेदौल</td>\n", | |
| " <td>गई</td>\n", | |
| " <td>चन्धासी</td>\n", | |
| " <td>संयुक्त</td>\n", | |
| " <td>इस्लाम</td>\n", | |
| " <td>...</td>\n", | |
| " <td>ग्रेटर</td>\n", | |
| " <td>बरुआसागर</td>\n", | |
| " <td>प्रशासन</td>\n", | |
| " <td>शीशगढ़</td>\n", | |
| " <td>प्रतिमाओं</td>\n", | |
| " <td>मुफ्त</td>\n", | |
| " <td>जमीन</td>\n", | |
| " <td>तय</td>\n", | |
| " <td>शोकोद्गार</td>\n", | |
| " <td>कुआं</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>14</th>\n", | |
| " <td>आयुक्त</td>\n", | |
| " <td>कपरवार</td>\n", | |
| " <td>उत्पीड़न</td>\n", | |
| " <td>विधान</td>\n", | |
| " <td>कार्डधारकों</td>\n", | |
| " <td>धौरहरा</td>\n", | |
| " <td>प्रधानाध्यापक</td>\n", | |
| " <td>अमोघपुर</td>\n", | |
| " <td>परीक्षा</td>\n", | |
| " <td>खंजरपुर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>गजेन्द्र</td>\n", | |
| " <td>जन</td>\n", | |
| " <td>औद्यानिक</td>\n", | |
| " <td>गोविन्दनगर</td>\n", | |
| " <td>नवलपुर</td>\n", | |
| " <td>खिलाड़ियों</td>\n", | |
| " <td>विशिष्ट</td>\n", | |
| " <td>इनर</td>\n", | |
| " <td>एनएच</td>\n", | |
| " <td>बनने</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>15</th>\n", | |
| " <td>मानकों</td>\n", | |
| " <td>तथ्यों</td>\n", | |
| " <td>लिखित</td>\n", | |
| " <td>पर</td>\n", | |
| " <td>बेरोजगारी</td>\n", | |
| " <td>निवासीगणों</td>\n", | |
| " <td>पंचवर्षीय</td>\n", | |
| " <td>जफरपुर</td>\n", | |
| " <td>प्रतिवेदना</td>\n", | |
| " <td>फरीदनगर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>लाइसेन्स</td>\n", | |
| " <td>परती</td>\n", | |
| " <td>वसिलिया</td>\n", | |
| " <td>जूही</td>\n", | |
| " <td>गिन्नी</td>\n", | |
| " <td>भत्ता</td>\n", | |
| " <td>रेत</td>\n", | |
| " <td>गाजियाबाद</td>\n", | |
| " <td>मीसा/डीआईआर</td>\n", | |
| " <td>महामारी</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>16</th>\n", | |
| " <td>प्रतिवेदन</td>\n", | |
| " <td>ठेका</td>\n", | |
| " <td>रौहता</td>\n", | |
| " <td>कराये</td>\n", | |
| " <td>वृद्धि</td>\n", | |
| " <td>सुविधाएं</td>\n", | |
| " <td>ठा</td>\n", | |
| " <td>कोटेशन</td>\n", | |
| " <td>निर्देशित</td>\n", | |
| " <td>हिण्डन</td>\n", | |
| " <td>...</td>\n", | |
| " <td>गाजियाबाद</td>\n", | |
| " <td>ग्रेटर</td>\n", | |
| " <td>बचे</td>\n", | |
| " <td>भूतेश्वरी</td>\n", | |
| " <td>पटरी</td>\n", | |
| " <td>पर्यटक</td>\n", | |
| " <td>जनजाति</td>\n", | |
| " <td>रौनकपुरा</td>\n", | |
| " <td>जाना</td>\n", | |
| " <td>ब्रहमपुर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>17</th>\n", | |
| " <td>ज्ञापन</td>\n", | |
| " <td>कसया</td>\n", | |
| " <td>द्वारा</td>\n", | |
| " <td>सूचना</td>\n", | |
| " <td>उपलब्धता</td>\n", | |
| " <td>गढ़मुक्तेश्वर</td>\n", | |
| " <td>पोखर</td>\n", | |
| " <td>लौदा</td>\n", | |
| " <td>दशम्</td>\n", | |
| " <td>चपभोला</td>\n", | |
| " <td>...</td>\n", | |
| " <td>पदाधिकारियों</td>\n", | |
| " <td>प्रवाहित</td>\n", | |
| " <td>विशिष्ट</td>\n", | |
| " <td>बुनकरों</td>\n", | |
| " <td>दुकानदारों</td>\n", | |
| " <td>मुखिया</td>\n", | |
| " <td>गांव</td>\n", | |
| " <td>चेकिंग</td>\n", | |
| " <td>जिन</td>\n", | |
| " <td>पुरानी</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>18</th>\n", | |
| " <td>घोटालों</td>\n", | |
| " <td>दऊ</td>\n", | |
| " <td>गोदावरी</td>\n", | |
| " <td>एवं</td>\n", | |
| " <td>दरों</td>\n", | |
| " <td>मदों</td>\n", | |
| " <td>शैक्षिक</td>\n", | |
| " <td>परोरवां</td>\n", | |
| " <td>पंचायती</td>\n", | |
| " <td>त्यागी</td>\n", | |
| " <td>...</td>\n", | |
| " <td>ट्रांस</td>\n", | |
| " <td>जमाकर्ताओं</td>\n", | |
| " <td>सिफारिश</td>\n", | |
| " <td>मित्रों</td>\n", | |
| " <td>किसी</td>\n", | |
| " <td>चलवाने</td>\n", | |
| " <td>अलग</td>\n", | |
| " <td>नौचन्दी</td>\n", | |
| " <td>पाठशालाओं</td>\n", | |
| " <td>आंशिक</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>19</th>\n", | |
| " <td>रही</td>\n", | |
| " <td>गबन</td>\n", | |
| " <td>बवीना</td>\n", | |
| " <td>ग्राम</td>\n", | |
| " <td>बैटरी</td>\n", | |
| " <td>मोहम्मदी</td>\n", | |
| " <td>ढाबा</td>\n", | |
| " <td>बजहां</td>\n", | |
| " <td>उपक्रम</td>\n", | |
| " <td>पिलखुआ</td>\n", | |
| " <td>...</td>\n", | |
| " <td>वर्षी</td>\n", | |
| " <td>रोकथाम</td>\n", | |
| " <td>संख्या</td>\n", | |
| " <td>नं०</td>\n", | |
| " <td>सुल्तान</td>\n", | |
| " <td>दूर</td>\n", | |
| " <td>बिजौली</td>\n", | |
| " <td>स्टेट</td>\n", | |
| " <td>ममतेश</td>\n", | |
| " <td>तातपुर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>20</th>\n", | |
| " <td>पौधों</td>\n", | |
| " <td>बाबूपुरवा</td>\n", | |
| " <td>सितम्बर</td>\n", | |
| " <td>द्वारा</td>\n", | |
| " <td>हेतु</td>\n", | |
| " <td>खमरिया</td>\n", | |
| " <td>मुरलीनगर</td>\n", | |
| " <td>चकिया</td>\n", | |
| " <td>बारहवां</td>\n", | |
| " <td>अमरपाल</td>\n", | |
| " <td>...</td>\n", | |
| " <td>न्याय</td>\n", | |
| " <td>पानी</td>\n", | |
| " <td>सम्बद्ध</td>\n", | |
| " <td>मनं</td>\n", | |
| " <td>भगवानपुर</td>\n", | |
| " <td>चुइंगम</td>\n", | |
| " <td>प्लांट</td>\n", | |
| " <td>अनुराग</td>\n", | |
| " <td>अनुपूरक</td>\n", | |
| " <td>मुबारकपुर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>21</th>\n", | |
| " <td>लोकायुक्त</td>\n", | |
| " <td>जिलापूर्ति</td>\n", | |
| " <td>महाविघालय</td>\n", | |
| " <td>निर्माण</td>\n", | |
| " <td>मुंसिफ</td>\n", | |
| " <td>सीसा</td>\n", | |
| " <td>बरफखाना</td>\n", | |
| " <td>लाइट</td>\n", | |
| " <td>ग्यारहवां</td>\n", | |
| " <td>ट्रांस</td>\n", | |
| " <td>...</td>\n", | |
| " <td>मांस</td>\n", | |
| " <td>सेमरी</td>\n", | |
| " <td>सर्जरी</td>\n", | |
| " <td>मुहल्लों</td>\n", | |
| " <td>करना</td>\n", | |
| " <td>उच्चीकृत</td>\n", | |
| " <td>भीखमपुर</td>\n", | |
| " <td>टिप्पणी</td>\n", | |
| " <td>लक्ष्मी</td>\n", | |
| " <td>कर्जा</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>22</th>\n", | |
| " <td>पाये</td>\n", | |
| " <td>राजमार्ग</td>\n", | |
| " <td>डा०</td>\n", | |
| " <td>विकास</td>\n", | |
| " <td>वैकल्पित</td>\n", | |
| " <td>ऐरा</td>\n", | |
| " <td>जूनियर</td>\n", | |
| " <td>हिलौनी</td>\n", | |
| " <td>राज</td>\n", | |
| " <td>मुरादनगर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>स्वास्थ्य</td>\n", | |
| " <td>गन्दा</td>\n", | |
| " <td>रेफ्रीजरेटर</td>\n", | |
| " <td>होकर</td>\n", | |
| " <td>मौसम</td>\n", | |
| " <td>बहाल</td>\n", | |
| " <td>नन्दिता</td>\n", | |
| " <td>नाहली</td>\n", | |
| " <td>नत्थू</td>\n", | |
| " <td>बेल्तुआ</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>23</th>\n", | |
| " <td>जा</td>\n", | |
| " <td>नदीगांव</td>\n", | |
| " <td>मौजूदा</td>\n", | |
| " <td>मांग</td>\n", | |
| " <td>कैदियों</td>\n", | |
| " <td>शुक्ल</td>\n", | |
| " <td>अंसारी</td>\n", | |
| " <td>सोलर</td>\n", | |
| " <td>सार्वजनिक</td>\n", | |
| " <td>सुल्तान</td>\n", | |
| " <td>...</td>\n", | |
| " <td>अपूर्ण</td>\n", | |
| " <td>चीनी</td>\n", | |
| " <td>मैकेनिकों</td>\n", | |
| " <td>विलासपुर</td>\n", | |
| " <td>आफसाबाद</td>\n", | |
| " <td>अविलम्ब</td>\n", | |
| " <td>लिया</td>\n", | |
| " <td>बच्चा</td>\n", | |
| " <td>सैय्यद</td>\n", | |
| " <td>छंटनीशुदा</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>24</th>\n", | |
| " <td>सुकुवां</td>\n", | |
| " <td>देवरिया</td>\n", | |
| " <td>नीलगायों</td>\n", | |
| " <td>सहारनपुर</td>\n", | |
| " <td>रिहाई</td>\n", | |
| " <td>इसका</td>\n", | |
| " <td>डिपों</td>\n", | |
| " <td>मलोखर</td>\n", | |
| " <td>निर्वाचन</td>\n", | |
| " <td>गदाना</td>\n", | |
| " <td>...</td>\n", | |
| " <td>संक्रमणीय</td>\n", | |
| " <td>टेक</td>\n", | |
| " <td>लेखन</td>\n", | |
| " <td>सहायक/प्राविधिक</td>\n", | |
| " <td>सैमरी</td>\n", | |
| " <td>अलग</td>\n", | |
| " <td>संतधारी</td>\n", | |
| " <td>भोजपुर</td>\n", | |
| " <td>बोलने</td>\n", | |
| " <td>विखण्डन</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>25</th>\n", | |
| " <td>प्रबन्धक</td>\n", | |
| " <td>तहसीलदार</td>\n", | |
| " <td>जमुना</td>\n", | |
| " <td>प्रदेश</td>\n", | |
| " <td>दृष्टि</td>\n", | |
| " <td>मंत्रीगणों</td>\n", | |
| " <td>हिलौनी</td>\n", | |
| " <td>अनियमिततायें</td>\n", | |
| " <td>सम्बन्धी</td>\n", | |
| " <td>निवाड़ी</td>\n", | |
| " <td>...</td>\n", | |
| " <td>असंक्रमणीय</td>\n", | |
| " <td>सीधे</td>\n", | |
| " <td>मुद्रण</td>\n", | |
| " <td>भोग</td>\n", | |
| " <td>बरांव</td>\n", | |
| " <td>पुत्रियों</td>\n", | |
| " <td>बैठकवा</td>\n", | |
| " <td>फेस</td>\n", | |
| " <td>भाई</td>\n", | |
| " <td>कृत्रिम</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>26</th>\n", | |
| " <td>प्रधानाचार्य</td>\n", | |
| " <td>ददरौल</td>\n", | |
| " <td>दयालबाग</td>\n", | |
| " <td>नगर</td>\n", | |
| " <td>शिकायत</td>\n", | |
| " <td>रिहा</td>\n", | |
| " <td>बरारा</td>\n", | |
| " <td>कैथापुर</td>\n", | |
| " <td>अनुसूचित</td>\n", | |
| " <td>कलछीना</td>\n", | |
| " <td>...</td>\n", | |
| " <td>भूमिधर</td>\n", | |
| " <td>कताई</td>\n", | |
| " <td>पुष्टि</td>\n", | |
| " <td>निजामाबाद</td>\n", | |
| " <td>प्लाण्टों</td>\n", | |
| " <td>वाला</td>\n", | |
| " <td>छात्रवृत्ति</td>\n", | |
| " <td>भूड</td>\n", | |
| " <td>सुखलाल</td>\n", | |
| " <td>गौरीबाजार</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>27</th>\n", | |
| " <td>विशेष</td>\n", | |
| " <td>दोषी</td>\n", | |
| " <td>हाईकोर्ट</td>\n", | |
| " <td>किये</td>\n", | |
| " <td>कार्ययोजना</td>\n", | |
| " <td>करते</td>\n", | |
| " <td>अध्यापकों</td>\n", | |
| " <td>संगठित</td>\n", | |
| " <td>प्राधिकृत</td>\n", | |
| " <td>रजवाहे</td>\n", | |
| " <td>...</td>\n", | |
| " <td>निकलने</td>\n", | |
| " <td>फैक्ट्री</td>\n", | |
| " <td>देख</td>\n", | |
| " <td>जमुनापार</td>\n", | |
| " <td>सब</td>\n", | |
| " <td>भौतिक</td>\n", | |
| " <td>कनपरा</td>\n", | |
| " <td>दक्षिण</td>\n", | |
| " <td>लेखानुदान</td>\n", | |
| " <td>गड्ढा</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>28</th>\n", | |
| " <td>अनियमिततायें</td>\n", | |
| " <td>रूद्रपुर</td>\n", | |
| " <td>सेन्ट्रल</td>\n", | |
| " <td>हेतु</td>\n", | |
| " <td>खरीद</td>\n", | |
| " <td>सड़के</td>\n", | |
| " <td>चन्दौली</td>\n", | |
| " <td>चौहान</td>\n", | |
| " <td>भवानीगंज</td>\n", | |
| " <td>पटरियों</td>\n", | |
| " <td>...</td>\n", | |
| " <td>द्धितीय</td>\n", | |
| " <td>हो</td>\n", | |
| " <td>रेख</td>\n", | |
| " <td>गोला</td>\n", | |
| " <td>रामपुर</td>\n", | |
| " <td>अनुमोदन</td>\n", | |
| " <td>अल्पिका</td>\n", | |
| " <td>सोडियम</td>\n", | |
| " <td>बनकर</td>\n", | |
| " <td>माननीय</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>29</th>\n", | |
| " <td>रंग</td>\n", | |
| " <td>डेरापुर</td>\n", | |
| " <td>दुष्कर्म</td>\n", | |
| " <td>दी</td>\n", | |
| " <td>टीकाकरण</td>\n", | |
| " <td>असरकारी</td>\n", | |
| " <td>मुगलसराय</td>\n", | |
| " <td>परमिट</td>\n", | |
| " <td>पुनर्गठित</td>\n", | |
| " <td>टूटे</td>\n", | |
| " <td>...</td>\n", | |
| " <td>सूचनाओं</td>\n", | |
| " <td>निष्प्रयोज्य</td>\n", | |
| " <td>समरसेविल</td>\n", | |
| " <td>पीएसी</td>\n", | |
| " <td>कनेक्शन</td>\n", | |
| " <td>बढ़ाया</td>\n", | |
| " <td>शिकायत</td>\n", | |
| " <td>निर्गत</td>\n", | |
| " <td>ओवरब्रिज</td>\n", | |
| " <td>कितना</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>5190</th>\n", | |
| " <td>समस्या</td>\n", | |
| " <td>उपकरण</td>\n", | |
| " <td>अनुदान</td>\n", | |
| " <td>डलवाया</td>\n", | |
| " <td>चाँदपुर</td>\n", | |
| " <td>संतोषपुर</td>\n", | |
| " <td>दोषियों</td>\n", | |
| " <td>बरुआसागर</td>\n", | |
| " <td>श्यामनगर</td>\n", | |
| " <td>आवेदन</td>\n", | |
| " <td>...</td>\n", | |
| " <td>टीपी</td>\n", | |
| " <td>सीधी</td>\n", | |
| " <td>ग्लोबल</td>\n", | |
| " <td>आफसाबाद</td>\n", | |
| " <td>चन्दौली</td>\n", | |
| " <td>सड़को</td>\n", | |
| " <td>बसों</td>\n", | |
| " <td>पं</td>\n", | |
| " <td>रिछोहा</td>\n", | |
| " <td>बरौरा</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5191</th>\n", | |
| " <td>मिल्कीपुर</td>\n", | |
| " <td>विशेषज्ञों</td>\n", | |
| " <td>जागरूकता</td>\n", | |
| " <td>व्ययगत</td>\n", | |
| " <td>मंत्री</td>\n", | |
| " <td>झवाना</td>\n", | |
| " <td>फर्म</td>\n", | |
| " <td>सरवां</td>\n", | |
| " <td>कानपुर</td>\n", | |
| " <td>चुरेह</td>\n", | |
| " <td>...</td>\n", | |
| " <td>एलएच</td>\n", | |
| " <td>बर्ष</td>\n", | |
| " <td>वार्मिग</td>\n", | |
| " <td>चन्धासी</td>\n", | |
| " <td>सूचना;</td>\n", | |
| " <td>कोच</td>\n", | |
| " <td>कक्षायें</td>\n", | |
| " <td>जन</td>\n", | |
| " <td>नवनिर्माण</td>\n", | |
| " <td>उपमण्डी</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5192</th>\n", | |
| " <td>प्रवाहित</td>\n", | |
| " <td>केन्द्र</td>\n", | |
| " <td>पर्यटकों</td>\n", | |
| " <td>विनाश</td>\n", | |
| " <td>टाण्डा</td>\n", | |
| " <td>एवजपुर</td>\n", | |
| " <td>वालों</td>\n", | |
| " <td>डोमागोर</td>\n", | |
| " <td>सकंल्प</td>\n", | |
| " <td>अन्तगत</td>\n", | |
| " <td>...</td>\n", | |
| " <td>पार</td>\n", | |
| " <td>चेकों</td>\n", | |
| " <td>प्लान</td>\n", | |
| " <td>रकम</td>\n", | |
| " <td>नपा</td>\n", | |
| " <td>नियुक्तियों</td>\n", | |
| " <td>रज्जू</td>\n", | |
| " <td>जिनका</td>\n", | |
| " <td>मौरंग</td>\n", | |
| " <td>सिवान</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5193</th>\n", | |
| " <td>निबन्धन</td>\n", | |
| " <td>ऊबड़</td>\n", | |
| " <td>तथा</td>\n", | |
| " <td>जमींदारी</td>\n", | |
| " <td>सरेनी</td>\n", | |
| " <td>जलालाबाद</td>\n", | |
| " <td>सीपेट</td>\n", | |
| " <td>शिवपुरी</td>\n", | |
| " <td>चर्चा</td>\n", | |
| " <td>विधानसभा</td>\n", | |
| " <td>...</td>\n", | |
| " <td>नव</td>\n", | |
| " <td>उदयपुर</td>\n", | |
| " <td>याचिकायें</td>\n", | |
| " <td>लौदा</td>\n", | |
| " <td>मुगलसराय</td>\n", | |
| " <td>तह</td>\n", | |
| " <td>चुरेह</td>\n", | |
| " <td>एएनएम</td>\n", | |
| " <td>गहरी</td>\n", | |
| " <td>चक</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5194</th>\n", | |
| " <td>संस्थागत</td>\n", | |
| " <td>खाबड़</td>\n", | |
| " <td>एन</td>\n", | |
| " <td>निशक्त</td>\n", | |
| " <td>ममतेश</td>\n", | |
| " <td>निवासीगण</td>\n", | |
| " <td>लखनऊ</td>\n", | |
| " <td>सिमरा</td>\n", | |
| " <td>परिवर्तित</td>\n", | |
| " <td>विशेश्वरगंज</td>\n", | |
| " <td>...</td>\n", | |
| " <td>पंकज</td>\n", | |
| " <td>घोटालों</td>\n", | |
| " <td>भतीजी</td>\n", | |
| " <td>जफरपुर</td>\n", | |
| " <td>कैथापुर</td>\n", | |
| " <td>प्रश्नकर्ता</td>\n", | |
| " <td>नगला</td>\n", | |
| " <td>रहे</td>\n", | |
| " <td>यूनानी</td>\n", | |
| " <td>सासनी</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5195</th>\n", | |
| " <td>निराश्रित</td>\n", | |
| " <td>ककरऊ</td>\n", | |
| " <td>कोषागार</td>\n", | |
| " <td>मुहैय्या</td>\n", | |
| " <td>नियय</td>\n", | |
| " <td>रोडों</td>\n", | |
| " <td>हाउसिंग</td>\n", | |
| " <td>मुहल्ला</td>\n", | |
| " <td>महानगर</td>\n", | |
| " <td>पहुंच</td>\n", | |
| " <td>...</td>\n", | |
| " <td>प्रधानाचार्य</td>\n", | |
| " <td>कार्यवाहक</td>\n", | |
| " <td>ग्रामोद्योग</td>\n", | |
| " <td>नियामताबाद</td>\n", | |
| " <td>व्यवस्था</td>\n", | |
| " <td>जनद</td>\n", | |
| " <td>उद्योंगों</td>\n", | |
| " <td>अनियमितताओं</td>\n", | |
| " <td>औद्यानिक</td>\n", | |
| " <td>बढ़या</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5196</th>\n", | |
| " <td>मुनाफा</td>\n", | |
| " <td>आरएपीडीआरपी</td>\n", | |
| " <td>लक्ष्य</td>\n", | |
| " <td>विषेयक</td>\n", | |
| " <td>कौशाम्बी</td>\n", | |
| " <td>पुरायूं</td>\n", | |
| " <td>बहने</td>\n", | |
| " <td>हीरापुर</td>\n", | |
| " <td>ट्रेन</td>\n", | |
| " <td>आक्सीजन</td>\n", | |
| " <td>...</td>\n", | |
| " <td>मंत्रालय</td>\n", | |
| " <td>मरम्मतीकरण</td>\n", | |
| " <td>मुश्त</td>\n", | |
| " <td>झलकारी</td>\n", | |
| " <td>बरबर</td>\n", | |
| " <td>गई</td>\n", | |
| " <td>अतिथि</td>\n", | |
| " <td>ग्रसित</td>\n", | |
| " <td>समीक्षाधिकारी</td>\n", | |
| " <td>असद</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5197</th>\n", | |
| " <td>प्रअधि</td>\n", | |
| " <td>कांच</td>\n", | |
| " <td>आतंकवादी</td>\n", | |
| " <td>खानें</td>\n", | |
| " <td>उच्चीकरण</td>\n", | |
| " <td>काजीपुर</td>\n", | |
| " <td>वितरित</td>\n", | |
| " <td>पटरियों</td>\n", | |
| " <td>मंगला</td>\n", | |
| " <td>हैदरगढ़</td>\n", | |
| " <td>...</td>\n", | |
| " <td>प्रबन्धक</td>\n", | |
| " <td>प्रअधि</td>\n", | |
| " <td>कार्यों</td>\n", | |
| " <td>विसौरी</td>\n", | |
| " <td>इकबालपुर</td>\n", | |
| " <td>ईओ</td>\n", | |
| " <td>वक्ता/प्रशिक्षण</td>\n", | |
| " <td>फार्मों</td>\n", | |
| " <td>मौर्या</td>\n", | |
| " <td>न्याय</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5198</th>\n", | |
| " <td>महोना</td>\n", | |
| " <td>रोगियों</td>\n", | |
| " <td>लैपटाप</td>\n", | |
| " <td>गिरोहबन्द</td>\n", | |
| " <td>खड्डा</td>\n", | |
| " <td>बरैचा</td>\n", | |
| " <td>नकली</td>\n", | |
| " <td>धुधुवा</td>\n", | |
| " <td>प्रक्रिया</td>\n", | |
| " <td>मानिकपुर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>फलस्वरूप</td>\n", | |
| " <td>मैगी</td>\n", | |
| " <td>एण्ड</td>\n", | |
| " <td>विकरनपुर</td>\n", | |
| " <td>जिरौली</td>\n", | |
| " <td>डेंटल</td>\n", | |
| " <td>उर्वरकों</td>\n", | |
| " <td>कनिष्ठ</td>\n", | |
| " <td>आशुतोषनगर</td>\n", | |
| " <td>राष्ट्रीयकृत</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5199</th>\n", | |
| " <td>मनोरंजन</td>\n", | |
| " <td>बिल्डिंग</td>\n", | |
| " <td>भेजी</td>\n", | |
| " <td>इंडियन</td>\n", | |
| " <td>विधान</td>\n", | |
| " <td>सिधौली</td>\n", | |
| " <td>विलासपुर</td>\n", | |
| " <td>मदारीपुर</td>\n", | |
| " <td>डा०</td>\n", | |
| " <td>पयागपुर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>राममनोहर</td>\n", | |
| " <td>आधि</td>\n", | |
| " <td>धर्मपाल</td>\n", | |
| " <td>पिकअप</td>\n", | |
| " <td>माड़ी</td>\n", | |
| " <td>मरम्मत/पुननिर्माण</td>\n", | |
| " <td>महोबा</td>\n", | |
| " <td>संक्रामक</td>\n", | |
| " <td>दुर्गापल्ली</td>\n", | |
| " <td>छपिया</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5200</th>\n", | |
| " <td>निजात</td>\n", | |
| " <td>जिरौली</td>\n", | |
| " <td>जेएनएनयूआरएम</td>\n", | |
| " <td>मोटरयान</td>\n", | |
| " <td>फाल</td>\n", | |
| " <td>दूल्हा</td>\n", | |
| " <td>बैटरी</td>\n", | |
| " <td>कजरी</td>\n", | |
| " <td>जारी</td>\n", | |
| " <td>हुजूरपुर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>गिरते</td>\n", | |
| " <td>पराग</td>\n", | |
| " <td>जंगल</td>\n", | |
| " <td>विरोहिया</td>\n", | |
| " <td>ग्रस्त</td>\n", | |
| " <td>डिडौली</td>\n", | |
| " <td>स्थापना</td>\n", | |
| " <td>डाक्टरों</td>\n", | |
| " <td>ईश्वर</td>\n", | |
| " <td>उपस्थित</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5201</th>\n", | |
| " <td>अधिसूचना</td>\n", | |
| " <td>माड़ी</td>\n", | |
| " <td>डेंगू</td>\n", | |
| " <td>कराधान</td>\n", | |
| " <td>चरन</td>\n", | |
| " <td>पुवायां</td>\n", | |
| " <td>कादीपुर</td>\n", | |
| " <td>खोला</td>\n", | |
| " <td>मेट्रो</td>\n", | |
| " <td>भूपानी</td>\n", | |
| " <td>...</td>\n", | |
| " <td>अलीगढ़</td>\n", | |
| " <td>निगम</td>\n", | |
| " <td>दायर</td>\n", | |
| " <td>खन्देवरा</td>\n", | |
| " <td>गड्ढ़ायुक्त</td>\n", | |
| " <td>नियम</td>\n", | |
| " <td>मानिकपुर</td>\n", | |
| " <td>लिपिक</td>\n", | |
| " <td>कंकाल</td>\n", | |
| " <td>तत्त्वों</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5202</th>\n", | |
| " <td>माननीय</td>\n", | |
| " <td>इकबालपुर</td>\n", | |
| " <td>दर</td>\n", | |
| " <td>रूपेण</td>\n", | |
| " <td>सुमन</td>\n", | |
| " <td>उमेश</td>\n", | |
| " <td>विस्तार</td>\n", | |
| " <td>वैकल्पिक</td>\n", | |
| " <td>संस्थान</td>\n", | |
| " <td>पुरवा</td>\n", | |
| " <td>...</td>\n", | |
| " <td>रमकोला</td>\n", | |
| " <td>कलापों</td>\n", | |
| " <td>योजना</td>\n", | |
| " <td>सहजना</td>\n", | |
| " <td>लाइट</td>\n", | |
| " <td>घटिया</td>\n", | |
| " <td>कम्प्यूटर</td>\n", | |
| " <td>फिरोजाबाद</td>\n", | |
| " <td>आगनबाड़ी</td>\n", | |
| " <td>दऊ</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5203</th>\n", | |
| " <td>करछना</td>\n", | |
| " <td>कोठी</td>\n", | |
| " <td>चालित</td>\n", | |
| " <td>शकुन्तला</td>\n", | |
| " <td>सभा</td>\n", | |
| " <td>सतवां</td>\n", | |
| " <td>अभी</td>\n", | |
| " <td>रसीना</td>\n", | |
| " <td>प्रौद्योगिकी</td>\n", | |
| " <td>विजौव्वापुर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>फुंकने/खराब</td>\n", | |
| " <td>करनापुर</td>\n", | |
| " <td>गुमनामी</td>\n", | |
| " <td>नियमताबाद</td>\n", | |
| " <td>महल</td>\n", | |
| " <td>ग्राम</td>\n", | |
| " <td>सम्पत्ति</td>\n", | |
| " <td>प्रतिदिन</td>\n", | |
| " <td>नथुआपुर</td>\n", | |
| " <td>पिपरिया</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5204</th>\n", | |
| " <td>बिलग्राम</td>\n", | |
| " <td>महिला</td>\n", | |
| " <td>रेल</td>\n", | |
| " <td>पंडित</td>\n", | |
| " <td>शरीरा</td>\n", | |
| " <td>बनवाये</td>\n", | |
| " <td>रोडवेज</td>\n", | |
| " <td>पलींदा</td>\n", | |
| " <td>लखीमपुर</td>\n", | |
| " <td>बोरिंग/शिफ्टिंग</td>\n", | |
| " <td>...</td>\n", | |
| " <td>मण्डलीय</td>\n", | |
| " <td>टण्डन</td>\n", | |
| " <td>नेताजी</td>\n", | |
| " <td>छलका</td>\n", | |
| " <td>रजनीखण्ड</td>\n", | |
| " <td>कामर्स</td>\n", | |
| " <td>सहायता</td>\n", | |
| " <td>श्रमिकों</td>\n", | |
| " <td>खण्डसाल</td>\n", | |
| " <td>मझनपुर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5205</th>\n", | |
| " <td>क</td>\n", | |
| " <td>किया</td>\n", | |
| " <td>प्रयास</td>\n", | |
| " <td>भिन्नरूपेण</td>\n", | |
| " <td>फरेन्दा</td>\n", | |
| " <td>महमदपुर</td>\n", | |
| " <td>टेल</td>\n", | |
| " <td>प्रधानाध्यापक</td>\n", | |
| " <td>अखिल</td>\n", | |
| " <td>सटाकर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>बर्बाद</td>\n", | |
| " <td>उ</td>\n", | |
| " <td>अखिल</td>\n", | |
| " <td>एकौनी</td>\n", | |
| " <td>कैसरबाग</td>\n", | |
| " <td>कृत</td>\n", | |
| " <td>खानें</td>\n", | |
| " <td>कांच</td>\n", | |
| " <td>जनरल</td>\n", | |
| " <td>भक्तनगर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5206</th>\n", | |
| " <td>विस्तृत</td>\n", | |
| " <td>अवशीतन</td>\n", | |
| " <td>स्कूली</td>\n", | |
| " <td>रामा</td>\n", | |
| " <td>क्षेत्र</td>\n", | |
| " <td>कैमुआ</td>\n", | |
| " <td>अप्रैल</td>\n", | |
| " <td>डेरा</td>\n", | |
| " <td>भारतीय</td>\n", | |
| " <td>घटनायें</td>\n", | |
| " <td>...</td>\n", | |
| " <td>सीबीआई</td>\n", | |
| " <td>प्र</td>\n", | |
| " <td>आधे</td>\n", | |
| " <td>गई</td>\n", | |
| " <td>शमशाबाद</td>\n", | |
| " <td>शेड</td>\n", | |
| " <td>ट्रान्सपोर्टनगर</td>\n", | |
| " <td>डीपीआर</td>\n", | |
| " <td>खागा</td>\n", | |
| " <td>जमीन/सम्पत्ति</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5207</th>\n", | |
| " <td>माइनरों</td>\n", | |
| " <td>सामुदायिक</td>\n", | |
| " <td>विचाराधीन</td>\n", | |
| " <td>जेपी</td>\n", | |
| " <td>दी</td>\n", | |
| " <td>महानन्दपुर</td>\n", | |
| " <td>छोटा</td>\n", | |
| " <td>बड़ागांव</td>\n", | |
| " <td>खीरी</td>\n", | |
| " <td>धुनुवां</td>\n", | |
| " <td>...</td>\n", | |
| " <td>लगातार</td>\n", | |
| " <td>लगायी</td>\n", | |
| " <td>साधारण</td>\n", | |
| " <td>सडकों</td>\n", | |
| " <td>लखनऊ</td>\n", | |
| " <td>कार्यवाही</td>\n", | |
| " <td>भागीदारी</td>\n", | |
| " <td>अव्यवस्था</td>\n", | |
| " <td>निर्यात</td>\n", | |
| " <td>कुडिया</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5208</th>\n", | |
| " <td>कृत्रिम</td>\n", | |
| " <td>बाजपेई</td>\n", | |
| " <td>योजन</td>\n", | |
| " <td>सैफई</td>\n", | |
| " <td>विपरीत</td>\n", | |
| " <td>जितेन्द्र</td>\n", | |
| " <td>ट्यूबवेल</td>\n", | |
| " <td>टोडी</td>\n", | |
| " <td>सितम्बर</td>\n", | |
| " <td>बरेठी</td>\n", | |
| " <td>...</td>\n", | |
| " <td>देहाती</td>\n", | |
| " <td>कार्यकर्ताओं</td>\n", | |
| " <td>ललिता</td>\n", | |
| " <td>डगरा</td>\n", | |
| " <td>रूस्तम</td>\n", | |
| " <td>सूचना</td>\n", | |
| " <td>अवसर</td>\n", | |
| " <td>तैयार</td>\n", | |
| " <td>कृष्णा</td>\n", | |
| " <td>बसडीला</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5209</th>\n", | |
| " <td>तरणताल</td>\n", | |
| " <td>हिमायूंपुर</td>\n", | |
| " <td>नगर</td>\n", | |
| " <td>उपबन्ध</td>\n", | |
| " <td>विरोहिया</td>\n", | |
| " <td>खुदागंज</td>\n", | |
| " <td>भारती</td>\n", | |
| " <td>व्यवस्था</td>\n", | |
| " <td>प्रभावी</td>\n", | |
| " <td>लक्ष्मण</td>\n", | |
| " <td>...</td>\n", | |
| " <td>पूर्णमासी</td>\n", | |
| " <td>वृक्षारोपण</td>\n", | |
| " <td>अग्रतर</td>\n", | |
| " <td>अचल</td>\n", | |
| " <td>चन्धासी</td>\n", | |
| " <td>पत्र</td>\n", | |
| " <td>निशक्त</td>\n", | |
| " <td>जहरीले</td>\n", | |
| " <td>लेखन</td>\n", | |
| " <td>मौजपुर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5210</th>\n", | |
| " <td>ओलम्पिक</td>\n", | |
| " <td>फिरोजाबाद</td>\n", | |
| " <td>मत्स्य</td>\n", | |
| " <td>सशोधन</td>\n", | |
| " <td>पिकअप</td>\n", | |
| " <td>सिंधौली</td>\n", | |
| " <td>दंगों</td>\n", | |
| " <td>गुढ़ा</td>\n", | |
| " <td>प्रस्तुत</td>\n", | |
| " <td>चित्रकूट</td>\n", | |
| " <td>...</td>\n", | |
| " <td>इगलास</td>\n", | |
| " <td>रंग</td>\n", | |
| " <td>गारन्टी</td>\n", | |
| " <td>मलोखर</td>\n", | |
| " <td>बरफखाना</td>\n", | |
| " <td>अनियमितता</td>\n", | |
| " <td>डा०</td>\n", | |
| " <td>महिलाओं</td>\n", | |
| " <td>मुद्रण</td>\n", | |
| " <td>अमानीगंज</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5211</th>\n", | |
| " <td>पोषित</td>\n", | |
| " <td>पं</td>\n", | |
| " <td>खेती</td>\n", | |
| " <td>महाप्रशासक</td>\n", | |
| " <td>सवायजपुर</td>\n", | |
| " <td>हमजापुर</td>\n", | |
| " <td>सरोजनी</td>\n", | |
| " <td>दायित्त्वों</td>\n", | |
| " <td>आयुर्विज्ञान</td>\n", | |
| " <td>लगा</td>\n", | |
| " <td>...</td>\n", | |
| " <td>संगम</td>\n", | |
| " <td>अनिययितता</td>\n", | |
| " <td>खादी</td>\n", | |
| " <td>पैडस्टल</td>\n", | |
| " <td>मुरलीनगर</td>\n", | |
| " <td>जानकारी</td>\n", | |
| " <td>राममनोहर</td>\n", | |
| " <td>बढ़</td>\n", | |
| " <td>पासवान</td>\n", | |
| " <td>ईजू</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5212</th>\n", | |
| " <td>सेवानिवृत्ति</td>\n", | |
| " <td>स्टाफ</td>\n", | |
| " <td>काम</td>\n", | |
| " <td>चलचित्र</td>\n", | |
| " <td>केराकत</td>\n", | |
| " <td>सिन्धौली</td>\n", | |
| " <td>इन्स्टीट्यूट</td>\n", | |
| " <td>खजुराहा</td>\n", | |
| " <td>हबबनाये</td>\n", | |
| " <td>बहराइच</td>\n", | |
| " <td>...</td>\n", | |
| " <td>नियय</td>\n", | |
| " <td>सीबीआई</td>\n", | |
| " <td>करो</td>\n", | |
| " <td>पड़ाव</td>\n", | |
| " <td>उदयगंज</td>\n", | |
| " <td>धांधली</td>\n", | |
| " <td>चिट्ठा</td>\n", | |
| " <td>रही</td>\n", | |
| " <td>स्कुल</td>\n", | |
| " <td>मैना</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5213</th>\n", | |
| " <td>हड़पने</td>\n", | |
| " <td>शर्मा</td>\n", | |
| " <td>निपटने</td>\n", | |
| " <td>एरा</td>\n", | |
| " <td>पहाड़ी</td>\n", | |
| " <td>बझेड़ा</td>\n", | |
| " <td>तक</td>\n", | |
| " <td>सिमरावारी</td>\n", | |
| " <td>आईटी</td>\n", | |
| " <td>अपहरण</td>\n", | |
| " <td>...</td>\n", | |
| " <td>देना</td>\n", | |
| " <td>नव</td>\n", | |
| " <td>चर्चा</td>\n", | |
| " <td>महापुरुषों</td>\n", | |
| " <td>शनिदेव</td>\n", | |
| " <td>गड़बड़ी</td>\n", | |
| " <td>रेणुसागर</td>\n", | |
| " <td>मौतों</td>\n", | |
| " <td>टैबलेट</td>\n", | |
| " <td>टोडी</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5214</th>\n", | |
| " <td>नदीगांव</td>\n", | |
| " <td>केन्द्रों</td>\n", | |
| " <td>हेतु</td>\n", | |
| " <td>स्वायत्त</td>\n", | |
| " <td></td>\n", | |
| " <td>गर्रा</td>\n", | |
| " <td>पुरस्कार</td>\n", | |
| " <td>कोलवा</td>\n", | |
| " <td>धर्मपाल</td>\n", | |
| " <td>तजवापुर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>जिम्मेदारी</td>\n", | |
| " <td>चित्रकूटधाम</td>\n", | |
| " <td>जारी</td>\n", | |
| " <td>कैथापुर</td>\n", | |
| " <td>हिलौनी</td>\n", | |
| " <td>दुर्व्यवस्था</td>\n", | |
| " <td>प्रदान</td>\n", | |
| " <td>केन्द्रों</td>\n", | |
| " <td>अमाह</td>\n", | |
| " <td>हड़पने</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5215</th>\n", | |
| " <td>नवाबगंज</td>\n", | |
| " <td>स्वा</td>\n", | |
| " <td>करने</td>\n", | |
| " <td>अधिकरण</td>\n", | |
| " <td>सम्बन्ध</td>\n", | |
| " <td>नरायनपुर</td>\n", | |
| " <td>करनपुर</td>\n", | |
| " <td>चिरगांव</td>\n", | |
| " <td>स्थगन</td>\n", | |
| " <td>कोटवामाफी</td>\n", | |
| " <td>...</td>\n", | |
| " <td>अभिभाषण</td>\n", | |
| " <td>आख्या</td>\n", | |
| " <td>सेक्टोरल</td>\n", | |
| " <td>चकिया</td>\n", | |
| " <td>सीसी</td>\n", | |
| " <td>में</td>\n", | |
| " <td>उर्वरक</td>\n", | |
| " <td>चलायी</td>\n", | |
| " <td>ओवरलोडिंग</td>\n", | |
| " <td>प्रधानों</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5216</th>\n", | |
| " <td>संघ</td>\n", | |
| " <td>चिकित्सालय</td>\n", | |
| " <td>विस्तृत</td>\n", | |
| " <td>शिकोहाबाद</td>\n", | |
| " <td>सूचना</td>\n", | |
| " <td>तिलहर</td>\n", | |
| " <td>बालागंज</td>\n", | |
| " <td>रनगुवां</td>\n", | |
| " <td>अग्रत्तर</td>\n", | |
| " <td>तेजबहादुर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>राज्यपाल</td>\n", | |
| " <td>भ्रष्ट</td>\n", | |
| " <td>मल्टी</td>\n", | |
| " <td>अशोक</td>\n", | |
| " <td>सुजानपुर</td>\n", | |
| " <td>सेक्टोरल</td>\n", | |
| " <td>आधुनिकीकरण</td>\n", | |
| " <td>सामुदायिक</td>\n", | |
| " <td>शाह</td>\n", | |
| " <td>भवानीगंज</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5217</th>\n", | |
| " <td>डीपीआर</td>\n", | |
| " <td>डाक्टर</td>\n", | |
| " <td>बायोमेट्रिक</td>\n", | |
| " <td>जेएस</td>\n", | |
| " <td>नियम</td>\n", | |
| " <td>राजपाल</td>\n", | |
| " <td>तहसील</td>\n", | |
| " <td>रक्सा</td>\n", | |
| " <td>घण्टे</td>\n", | |
| " <td>कैसरगंज</td>\n", | |
| " <td>...</td>\n", | |
| " <td>किरन</td>\n", | |
| " <td>दस</td>\n", | |
| " <td>प्रस्तुत</td>\n", | |
| " <td>चन्दौली</td>\n", | |
| " <td>जीटी</td>\n", | |
| " <td>मल्टी</td>\n", | |
| " <td>वाली</td>\n", | |
| " <td>जा</td>\n", | |
| " <td>खनिकर्म</td>\n", | |
| " <td>पुनर्गठित</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5218</th>\n", | |
| " <td>इलाहाबाद</td>\n", | |
| " <td>स्वास्थ्य</td>\n", | |
| " <td>योजना</td>\n", | |
| " <td>संवर्धित</td>\n", | |
| " <td>अन्तर्गत</td>\n", | |
| " <td>निगोही</td>\n", | |
| " <td>?</td>\n", | |
| " <td>बबीना</td>\n", | |
| " <td>अग्रतर</td>\n", | |
| " <td>बृजभान</td>\n", | |
| " <td>...</td>\n", | |
| " <td>प्रस्ताव</td>\n", | |
| " <td>जोगिया</td>\n", | |
| " <td>अथारिटी</td>\n", | |
| " <td>मुगलसराय</td>\n", | |
| " <td>गई</td>\n", | |
| " <td>की</td>\n", | |
| " <td>उ</td>\n", | |
| " <td>स्वास्थ्य</td>\n", | |
| " <td>तत्व</td>\n", | |
| " <td>मिलाकर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5219</th>\n", | |
| " <td>सम्बन्धी</td>\n", | |
| " <td>उच्चीकृत</td>\n", | |
| " <td>कराये</td>\n", | |
| " <td>उन्नीसवां</td>\n", | |
| " <td>के</td>\n", | |
| " <td>शाहजहांपुर</td>\n", | |
| " <td>यश</td>\n", | |
| " <td>झांसी</td>\n", | |
| " <td>आधे</td>\n", | |
| " <td>गुलरिहा</td>\n", | |
| " <td>...</td>\n", | |
| " <td>धन्यवाद</td>\n", | |
| " <td>जांच</td>\n", | |
| " <td>द्वारा</td>\n", | |
| " <td>क्षतिग्रस्त</td>\n", | |
| " <td>रोड</td>\n", | |
| " <td>अन्तर्गत</td>\n", | |
| " <td>प्र</td>\n", | |
| " <td>उत्पादों</td>\n", | |
| " <td>एवं</td>\n", | |
| " <td>पंचायत</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "<p>5220 rows × 150 columns</p>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " 78 73 22 0 1 \\\n", | |
| "0 जांच हाटा किये के की \n", | |
| "1 भ्रष्टाचार जांच निर्माण में मांग \n", | |
| "2 नपा भ्रष्टाचार आगरा की में \n", | |
| "3 अनियमितता पंचायत एवं जनपद जानकारी \n", | |
| "4 उप अनियमितताओं अनुमोदन जाने कामर्स \n", | |
| "5 धांधली अध्यक्षों आरोपियों प्रदेश \n", | |
| "6 अनियमितताओं हेराफेरी गड्ढ़ायुक्त का को \n", | |
| "7 गिधौली गौरीबाजार पश्चिमपुरी अन्तर्गत कमी \n", | |
| "8 चन्धासी कार्यवाहक कार्यवाही सम्बन्ध वैट \n", | |
| "9 कांग्रेस रूदपुर मांग से दर \n", | |
| "10 उन्नीसवां अक्टूबर गिरफ्तार क्षेत्र बढ़ाने \n", | |
| "11 लोआ कौड़ीराम मिढ़ाकुर को मातृ \n", | |
| "12 कार्यकर्ताओं अनियमितता उत्तर सभा दिलाने \n", | |
| "13 स्पष्टीकरण सीबीआई बरामद नियम भांति \n", | |
| "14 आयुक्त कपरवार उत्पीड़न विधान कार्डधारकों \n", | |
| "15 मानकों तथ्यों लिखित पर बेरोजगारी \n", | |
| "16 प्रतिवेदन ठेका रौहता कराये वृद्धि \n", | |
| "17 ज्ञापन कसया द्वारा सूचना उपलब्धता \n", | |
| "18 घोटालों दऊ गोदावरी एवं दरों \n", | |
| "19 रही गबन बवीना ग्राम बैटरी \n", | |
| "20 पौधों बाबूपुरवा सितम्बर द्वारा हेतु \n", | |
| "21 लोकायुक्त जिलापूर्ति महाविघालय निर्माण मुंसिफ \n", | |
| "22 पाये राजमार्ग डा० विकास वैकल्पित \n", | |
| "23 जा नदीगांव मौजूदा मांग कैदियों \n", | |
| "24 सुकुवां देवरिया नीलगायों सहारनपुर रिहाई \n", | |
| "25 प्रबन्धक तहसीलदार जमुना प्रदेश दृष्टि \n", | |
| "26 प्रधानाचार्य ददरौल दयालबाग नगर शिकायत \n", | |
| "27 विशेष दोषी हाईकोर्ट किये कार्ययोजना \n", | |
| "28 अनियमिततायें रूद्रपुर सेन्ट्रल हेतु खरीद \n", | |
| "29 रंग डेरापुर दुष्कर्म दी टीकाकरण \n", | |
| "... ... ... ... ... ... \n", | |
| "5190 समस्या उपकरण अनुदान डलवाया चाँदपुर \n", | |
| "5191 मिल्कीपुर विशेषज्ञों जागरूकता व्ययगत मंत्री \n", | |
| "5192 प्रवाहित केन्द्र पर्यटकों विनाश टाण्डा \n", | |
| "5193 निबन्धन ऊबड़ तथा जमींदारी सरेनी \n", | |
| "5194 संस्थागत खाबड़ एन निशक्त ममतेश \n", | |
| "5195 निराश्रित ककरऊ कोषागार मुहैय्या नियय \n", | |
| "5196 मुनाफा आरएपीडीआरपी लक्ष्य विषेयक कौशाम्बी \n", | |
| "5197 प्रअधि कांच आतंकवादी खानें उच्चीकरण \n", | |
| "5198 महोना रोगियों लैपटाप गिरोहबन्द खड्डा \n", | |
| "5199 मनोरंजन बिल्डिंग भेजी इंडियन विधान \n", | |
| "5200 निजात जिरौली जेएनएनयूआरएम मोटरयान फाल \n", | |
| "5201 अधिसूचना माड़ी डेंगू कराधान चरन \n", | |
| "5202 माननीय इकबालपुर दर रूपेण सुमन \n", | |
| "5203 करछना कोठी चालित शकुन्तला सभा \n", | |
| "5204 बिलग्राम महिला रेल पंडित शरीरा \n", | |
| "5205 क किया प्रयास भिन्नरूपेण फरेन्दा \n", | |
| "5206 विस्तृत अवशीतन स्कूली रामा क्षेत्र \n", | |
| "5207 माइनरों सामुदायिक विचाराधीन जेपी दी \n", | |
| "5208 कृत्रिम बाजपेई योजन सैफई विपरीत \n", | |
| "5209 तरणताल हिमायूंपुर नगर उपबन्ध विरोहिया \n", | |
| "5210 ओलम्पिक फिरोजाबाद मत्स्य सशोधन पिकअप \n", | |
| "5211 पोषित पं खेती महाप्रशासक सवायजपुर \n", | |
| "5212 सेवानिवृत्ति स्टाफ काम चलचित्र केराकत \n", | |
| "5213 हड़पने शर्मा निपटने एरा पहाड़ी \n", | |
| "5214 नदीगांव केन्द्रों हेतु स्वायत्त \n", | |
| "5215 नवाबगंज स्वा करने अधिकरण सम्बन्ध \n", | |
| "5216 संघ चिकित्सालय विस्तृत शिकोहाबाद सूचना \n", | |
| "5217 डीपीआर डाक्टर बायोमेट्रिक जेएस नियम \n", | |
| "5218 इलाहाबाद स्वास्थ्य योजना संवर्धित अन्तर्गत \n", | |
| "5219 सम्बन्धी उच्चीकृत कराये उन्नीसवां के \n", | |
| "\n", | |
| " 39 57 64 47 \\\n", | |
| "0 व शिक्षा मुगलसराय प्रतिवेदनों \n", | |
| "1 खेरा तथ्यों चन्दौली लेखा \n", | |
| "2 खीरी मित्रों नियमताबाद समिति \n", | |
| "3 अंग्रेजी माध्यमिक नियामताबाद मंत्रियों \n", | |
| "4 लखीमपुर मिलकर हिन्दवारी परामर्श \n", | |
| "5 डीएपी बेसिक एकौनी जनजातियों \n", | |
| "6 उर्दू बंगला विसौरी विमुक्त \n", | |
| "7 किये रोड विखं निकायों \n", | |
| "8 पोलों सिबगतुल्ला नपा स्थानीय \n", | |
| "9 नमूनों सर्वप्रथम गिधौली स्थायी \n", | |
| "10 मैगी चन्धासी बिन्दपुरवा समितियों \n", | |
| "11 भागलपुर सतवारी पोखर प्राक्कलन \n", | |
| "12 रजनीखण्ड कार्यवाई परमानन्दपुर जातियों \n", | |
| "13 तेदौल गई चन्धासी संयुक्त \n", | |
| "14 धौरहरा प्रधानाध्यापक अमोघपुर परीक्षा \n", | |
| "15 निवासीगणों पंचवर्षीय जफरपुर प्रतिवेदना \n", | |
| "16 सुविधाएं ठा कोटेशन निर्देशित \n", | |
| "17 गढ़मुक्तेश्वर पोखर लौदा दशम् \n", | |
| "18 मदों शैक्षिक परोरवां पंचायती \n", | |
| "19 मोहम्मदी ढाबा बजहां उपक्रम \n", | |
| "20 खमरिया मुरलीनगर चकिया बारहवां \n", | |
| "21 सीसा बरफखाना लाइट ग्यारहवां \n", | |
| "22 ऐरा जूनियर हिलौनी राज \n", | |
| "23 शुक्ल अंसारी सोलर सार्वजनिक \n", | |
| "24 इसका डिपों मलोखर निर्वाचन \n", | |
| "25 मंत्रीगणों हिलौनी अनियमिततायें सम्बन्धी \n", | |
| "26 रिहा बरारा कैथापुर अनुसूचित \n", | |
| "27 करते अध्यापकों संगठित प्राधिकृत \n", | |
| "28 सड़के चन्दौली चौहान भवानीगंज \n", | |
| "29 असरकारी मुगलसराय परमिट पुनर्गठित \n", | |
| "... ... ... ... ... \n", | |
| "5190 संतोषपुर दोषियों बरुआसागर श्यामनगर \n", | |
| "5191 झवाना फर्म सरवां कानपुर \n", | |
| "5192 एवजपुर वालों डोमागोर सकंल्प \n", | |
| "5193 जलालाबाद सीपेट शिवपुरी चर्चा \n", | |
| "5194 निवासीगण लखनऊ सिमरा परिवर्तित \n", | |
| "5195 रोडों हाउसिंग मुहल्ला महानगर \n", | |
| "5196 पुरायूं बहने हीरापुर ट्रेन \n", | |
| "5197 काजीपुर वितरित पटरियों मंगला \n", | |
| "5198 बरैचा नकली धुधुवा प्रक्रिया \n", | |
| "5199 सिधौली विलासपुर मदारीपुर डा० \n", | |
| "5200 दूल्हा बैटरी कजरी जारी \n", | |
| "5201 पुवायां कादीपुर खोला मेट्रो \n", | |
| "5202 उमेश विस्तार वैकल्पिक संस्थान \n", | |
| "5203 सतवां अभी रसीना प्रौद्योगिकी \n", | |
| "5204 बनवाये रोडवेज पलींदा लखीमपुर \n", | |
| "5205 महमदपुर टेल प्रधानाध्यापक अखिल \n", | |
| "5206 कैमुआ अप्रैल डेरा भारतीय \n", | |
| "5207 महानन्दपुर छोटा बड़ागांव खीरी \n", | |
| "5208 जितेन्द्र ट्यूबवेल टोडी सितम्बर \n", | |
| "5209 खुदागंज भारती व्यवस्था प्रभावी \n", | |
| "5210 सिंधौली दंगों गुढ़ा प्रस्तुत \n", | |
| "5211 हमजापुर सरोजनी दायित्त्वों आयुर्विज्ञान \n", | |
| "5212 सिन्धौली इन्स्टीट्यूट खजुराहा हबबनाये \n", | |
| "5213 बझेड़ा तक सिमरावारी आईटी \n", | |
| "5214 गर्रा पुरस्कार कोलवा धर्मपाल \n", | |
| "5215 नरायनपुर करनपुर चिरगांव स्थगन \n", | |
| "5216 तिलहर बालागंज रनगुवां अग्रत्तर \n", | |
| "5217 राजपाल तहसील रक्सा घण्टे \n", | |
| "5218 निगोही ? बबीना अग्रतर \n", | |
| "5219 शाहजहांपुर यश झांसी आधे \n", | |
| "\n", | |
| " 99 ... 109 88 30 \\\n", | |
| "0 गाजियाबाद ... चरण शुगर तथा \n", | |
| "1 मोदीनगर ... सेवायें उत्पीड़न बाजीकर \n", | |
| "2 साहिबाबाद ... दवाई चारागाहों कोषागार \n", | |
| "3 भोजपुर ... जमुही बजाज हरे \n", | |
| "4 विजय ... दिनेश जहरीले मंत्री \n", | |
| "5 कादराबाद ... विद्युतीकरण उत्सर्जित विषयक \n", | |
| "6 मोदी ... पाने मिल वक्तव्य \n", | |
| "7 नाहली ... वाले हिन्दुस्तान मनोरंजन \n", | |
| "8 विद्यापुर ... भूड बिलाई रेशम \n", | |
| "9 विवेकानन्द ... दिलानें फैल दवायें \n", | |
| "10 त्यौड़ी ... शाहगंज वरखेड़ा केवल \n", | |
| "11 कैला ... गुलावठी एलएच अभिसूचना \n", | |
| "12 अमीपुर ... लम्बे गौतमबुद्ध शिकायतें \n", | |
| "13 इस्लाम ... ग्रेटर बरुआसागर प्रशासन \n", | |
| "14 खंजरपुर ... गजेन्द्र जन औद्यानिक \n", | |
| "15 फरीदनगर ... लाइसेन्स परती वसिलिया \n", | |
| "16 हिण्डन ... गाजियाबाद ग्रेटर बचे \n", | |
| "17 चपभोला ... पदाधिकारियों प्रवाहित विशिष्ट \n", | |
| "18 त्यागी ... ट्रांस जमाकर्ताओं सिफारिश \n", | |
| "19 पिलखुआ ... वर्षी रोकथाम संख्या \n", | |
| "20 अमरपाल ... न्याय पानी सम्बद्ध \n", | |
| "21 ट्रांस ... मांस सेमरी सर्जरी \n", | |
| "22 मुरादनगर ... स्वास्थ्य गन्दा रेफ्रीजरेटर \n", | |
| "23 सुल्तान ... अपूर्ण चीनी मैकेनिकों \n", | |
| "24 गदाना ... संक्रमणीय टेक लेखन \n", | |
| "25 निवाड़ी ... असंक्रमणीय सीधे मुद्रण \n", | |
| "26 कलछीना ... भूमिधर कताई पुष्टि \n", | |
| "27 रजवाहे ... निकलने फैक्ट्री देख \n", | |
| "28 पटरियों ... द्धितीय हो रेख \n", | |
| "29 टूटे ... सूचनाओं निष्प्रयोज्य समरसेविल \n", | |
| "... ... ... ... ... ... \n", | |
| "5190 आवेदन ... टीपी सीधी ग्लोबल \n", | |
| "5191 चुरेह ... एलएच बर्ष वार्मिग \n", | |
| "5192 अन्तगत ... पार चेकों प्लान \n", | |
| "5193 विधानसभा ... नव उदयपुर याचिकायें \n", | |
| "5194 विशेश्वरगंज ... पंकज घोटालों भतीजी \n", | |
| "5195 पहुंच ... प्रधानाचार्य कार्यवाहक ग्रामोद्योग \n", | |
| "5196 आक्सीजन ... मंत्रालय मरम्मतीकरण मुश्त \n", | |
| "5197 हैदरगढ़ ... प्रबन्धक प्रअधि कार्यों \n", | |
| "5198 मानिकपुर ... फलस्वरूप मैगी एण्ड \n", | |
| "5199 पयागपुर ... राममनोहर आधि धर्मपाल \n", | |
| "5200 हुजूरपुर ... गिरते पराग जंगल \n", | |
| "5201 भूपानी ... अलीगढ़ निगम दायर \n", | |
| "5202 पुरवा ... रमकोला कलापों योजना \n", | |
| "5203 विजौव्वापुर ... फुंकने/खराब करनापुर गुमनामी \n", | |
| "5204 बोरिंग/शिफ्टिंग ... मण्डलीय टण्डन नेताजी \n", | |
| "5205 सटाकर ... बर्बाद उ अखिल \n", | |
| "5206 घटनायें ... सीबीआई प्र आधे \n", | |
| "5207 धुनुवां ... लगातार लगायी साधारण \n", | |
| "5208 बरेठी ... देहाती कार्यकर्ताओं ललिता \n", | |
| "5209 लक्ष्मण ... पूर्णमासी वृक्षारोपण अग्रतर \n", | |
| "5210 चित्रकूट ... इगलास रंग गारन्टी \n", | |
| "5211 लगा ... संगम अनिययितता खादी \n", | |
| "5212 बहराइच ... नियय सीबीआई करो \n", | |
| "5213 अपहरण ... देना नव चर्चा \n", | |
| "5214 तजवापुर ... जिम्मेदारी चित्रकूटधाम जारी \n", | |
| "5215 कोटवामाफी ... अभिभाषण आख्या सेक्टोरल \n", | |
| "5216 तेजबहादुर ... राज्यपाल भ्रष्ट मल्टी \n", | |
| "5217 कैसरगंज ... किरन दस प्रस्तुत \n", | |
| "5218 बृजभान ... प्रस्ताव जोगिया अथारिटी \n", | |
| "5219 गुलरिहा ... धन्यवाद जांच द्वारा \n", | |
| "\n", | |
| " 55 56 9 142 \\\n", | |
| "0 कानपुर विद्युत को राजस्व \n", | |
| "1 डी क्षतिग्रस्त जाने प्राविधिक \n", | |
| "2 सिकन्दरा रेयांव अहेतुक नक्शा \n", | |
| "3 छावनी सियरही कराये पाठ्यक्रमों \n", | |
| "4 तहसील सहिता प्रदेश छात्रों \n", | |
| "5 श्यामनगर स्थान अच्छी अभिलेख \n", | |
| "6 ईडब्लूएस अचल जमवाड़े विपत्तियों \n", | |
| "7 जोन- कौलक्खा चार दैवी \n", | |
| "8 देहली विकरनपुर केशव शुल्क \n", | |
| "9 देहात पहाड़ी मांग अराजी \n", | |
| "10 सुजानपुर सेजनी लगता व्यय \n", | |
| "11 बाबूपुरवा खम्भों वक्त पिछड़े \n", | |
| "12 सतवारी उपकेन्द्र नौचन्दी राहत \n", | |
| "13 शीशगढ़ प्रतिमाओं मुफ्त जमीन \n", | |
| "14 गोविन्दनगर नवलपुर खिलाड़ियों विशिष्ट \n", | |
| "15 जूही गिन्नी भत्ता रेत \n", | |
| "16 भूतेश्वरी पटरी पर्यटक जनजाति \n", | |
| "17 बुनकरों दुकानदारों मुखिया गांव \n", | |
| "18 मित्रों किसी चलवाने अलग \n", | |
| "19 नं० सुल्तान दूर बिजौली \n", | |
| "20 मनं भगवानपुर चुइंगम प्लांट \n", | |
| "21 मुहल्लों करना उच्चीकृत भीखमपुर \n", | |
| "22 होकर मौसम बहाल नन्दिता \n", | |
| "23 विलासपुर आफसाबाद अविलम्ब लिया \n", | |
| "24 सहायक/प्राविधिक सैमरी अलग संतधारी \n", | |
| "25 भोग बरांव पुत्रियों बैठकवा \n", | |
| "26 निजामाबाद प्लाण्टों वाला छात्रवृत्ति \n", | |
| "27 जमुनापार सब भौतिक कनपरा \n", | |
| "28 गोला रामपुर अनुमोदन अल्पिका \n", | |
| "29 पीएसी कनेक्शन बढ़ाया शिकायत \n", | |
| "... ... ... ... ... \n", | |
| "5190 आफसाबाद चन्दौली सड़को बसों \n", | |
| "5191 चन्धासी सूचना; कोच कक्षायें \n", | |
| "5192 रकम नपा नियुक्तियों रज्जू \n", | |
| "5193 लौदा मुगलसराय तह चुरेह \n", | |
| "5194 जफरपुर कैथापुर प्रश्नकर्ता नगला \n", | |
| "5195 नियामताबाद व्यवस्था जनद उद्योंगों \n", | |
| "5196 झलकारी बरबर गई अतिथि \n", | |
| "5197 विसौरी इकबालपुर ईओ वक्ता/प्रशिक्षण \n", | |
| "5198 विकरनपुर जिरौली डेंटल उर्वरकों \n", | |
| "5199 पिकअप माड़ी मरम्मत/पुननिर्माण महोबा \n", | |
| "5200 विरोहिया ग्रस्त डिडौली स्थापना \n", | |
| "5201 खन्देवरा गड्ढ़ायुक्त नियम मानिकपुर \n", | |
| "5202 सहजना लाइट घटिया कम्प्यूटर \n", | |
| "5203 नियमताबाद महल ग्राम सम्पत्ति \n", | |
| "5204 छलका रजनीखण्ड कामर्स सहायता \n", | |
| "5205 एकौनी कैसरबाग कृत खानें \n", | |
| "5206 गई शमशाबाद शेड ट्रान्सपोर्टनगर \n", | |
| "5207 सडकों लखनऊ कार्यवाही भागीदारी \n", | |
| "5208 डगरा रूस्तम सूचना अवसर \n", | |
| "5209 अचल चन्धासी पत्र निशक्त \n", | |
| "5210 मलोखर बरफखाना अनियमितता डा० \n", | |
| "5211 पैडस्टल मुरलीनगर जानकारी राममनोहर \n", | |
| "5212 पड़ाव उदयगंज धांधली चिट्ठा \n", | |
| "5213 महापुरुषों शनिदेव गड़बड़ी रेणुसागर \n", | |
| "5214 कैथापुर हिलौनी दुर्व्यवस्था प्रदान \n", | |
| "5215 चकिया सीसी में उर्वरक \n", | |
| "5216 अशोक सुजानपुर सेक्टोरल आधुनिकीकरण \n", | |
| "5217 चन्दौली जीटी मल्टी वाली \n", | |
| "5218 मुगलसराय गई की उ \n", | |
| "5219 क्षतिग्रस्त रोड अन्तर्गत प्र \n", | |
| "\n", | |
| " 86 17 67 \n", | |
| "0 मेरठ विनियोग बनकटी \n", | |
| "1 था शोकोद्गार बस्ती \n", | |
| "2 प्रभुदयाल निर्माण सरकार \n", | |
| "3 साफ एमवीए खरखौदा \n", | |
| "4 कम्यूटर साउघाट \n", | |
| "5 हापुड़ - बांध \n", | |
| "6 पम्पों सोलहवीं भारत \n", | |
| "7 जिले पर खराबी \n", | |
| "8 सम्बन्म बिजनेस सूरजपुर \n", | |
| "9 हस्तिनापुर श्री मरम्मत \n", | |
| "10 अभिलेखों नाथ आजमगढ़ \n", | |
| "11 चरण कार्ययाही राप्ती \n", | |
| "12 विवेकानन्द राधेश्याम एसटीपी \n", | |
| "13 तय शोकोद्गार कुआं \n", | |
| "14 इनर एनएच बनने \n", | |
| "15 गाजियाबाद मीसा/डीआईआर महामारी \n", | |
| "16 रौनकपुरा जाना ब्रहमपुर \n", | |
| "17 चेकिंग जिन पुरानी \n", | |
| "18 नौचन्दी पाठशालाओं आंशिक \n", | |
| "19 स्टेट ममतेश तातपुर \n", | |
| "20 अनुराग अनुपूरक मुबारकपुर \n", | |
| "21 टिप्पणी लक्ष्मी कर्जा \n", | |
| "22 नाहली नत्थू बेल्तुआ \n", | |
| "23 बच्चा सैय्यद छंटनीशुदा \n", | |
| "24 भोजपुर बोलने विखण्डन \n", | |
| "25 फेस भाई कृत्रिम \n", | |
| "26 भूड सुखलाल गौरीबाजार \n", | |
| "27 दक्षिण लेखानुदान गड्ढा \n", | |
| "28 सोडियम बनकर माननीय \n", | |
| "29 निर्गत ओवरब्रिज कितना \n", | |
| "... ... ... ... \n", | |
| "5190 पं रिछोहा बरौरा \n", | |
| "5191 जन नवनिर्माण उपमण्डी \n", | |
| "5192 जिनका मौरंग सिवान \n", | |
| "5193 एएनएम गहरी चक \n", | |
| "5194 रहे यूनानी सासनी \n", | |
| "5195 अनियमितताओं औद्यानिक बढ़या \n", | |
| "5196 ग्रसित समीक्षाधिकारी असद \n", | |
| "5197 फार्मों मौर्या न्याय \n", | |
| "5198 कनिष्ठ आशुतोषनगर राष्ट्रीयकृत \n", | |
| "5199 संक्रामक दुर्गापल्ली छपिया \n", | |
| "5200 डाक्टरों ईश्वर उपस्थित \n", | |
| "5201 लिपिक कंकाल तत्त्वों \n", | |
| "5202 फिरोजाबाद आगनबाड़ी दऊ \n", | |
| "5203 प्रतिदिन नथुआपुर पिपरिया \n", | |
| "5204 श्रमिकों खण्डसाल मझनपुर \n", | |
| "5205 कांच जनरल भक्तनगर \n", | |
| "5206 डीपीआर खागा जमीन/सम्पत्ति \n", | |
| "5207 अव्यवस्था निर्यात कुडिया \n", | |
| "5208 तैयार कृष्णा बसडीला \n", | |
| "5209 जहरीले लेखन मौजपुर \n", | |
| "5210 महिलाओं मुद्रण अमानीगंज \n", | |
| "5211 बढ़ पासवान ईजू \n", | |
| "5212 रही स्कुल मैना \n", | |
| "5213 मौतों टैबलेट टोडी \n", | |
| "5214 केन्द्रों अमाह हड़पने \n", | |
| "5215 चलायी ओवरलोडिंग प्रधानों \n", | |
| "5216 सामुदायिक शाह भवानीगंज \n", | |
| "5217 जा खनिकर्म पुनर्गठित \n", | |
| "5218 स्वास्थ्य तत्व मिलाकर \n", | |
| "5219 उत्पादों एवं पंचायत \n", | |
| "\n", | |
| "[5220 rows x 150 columns]" | |
| ] | |
| }, | |
| "execution_count": 147, | |
| "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": 108, | |
| "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": 109, | |
| "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=\"e473588a-332e-4168-b01d-84902b23d34e\">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.$(\"#e473588a-332e-4168-b01d-84902b23d34e\").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(\"e473588a-332e-4168-b01d-84902b23d34e\");\n", | |
| " if (element == null) {\n", | |
| " console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'e473588a-332e-4168-b01d-84902b23d34e' 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.$(\"#e473588a-332e-4168-b01d-84902b23d34e\").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 = $(\"#e473588a-332e-4168-b01d-84902b23d34e\").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": [ | |
| "(651L,)" | |
| ] | |
| }, | |
| "execution_count": 109, | |
| "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": 110, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "\n", | |
| "\n", | |
| " <div class=\"bk-root\">\n", | |
| " <div class=\"plotdiv\" id=\"bfa0d8f5-6c10-420b-83c0-c49fc25e1b50\"></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.$(\"#bfa0d8f5-6c10-420b-83c0-c49fc25e1b50\").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(\"bfa0d8f5-6c10-420b-83c0-c49fc25e1b50\");\n", | |
| " if (element == null) {\n", | |
| " console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'bfa0d8f5-6c10-420b-83c0-c49fc25e1b50' 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", | |
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| " var render_items = [{\"docid\":\"2b43a559-99eb-4b10-9056-e5551cb74014\",\"elementid\":\"bfa0d8f5-6c10-420b-83c0-c49fc25e1b50\",\"modelid\":\"08bbec29-b51d-43c9-9348-8304fa7e38cb\"}];\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 = $(\"#bfa0d8f5-6c10-420b-83c0-c49fc25e1b50\").parents('.cell').data().cell;\n", | |
| " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", | |
| " }\n", | |
| " \n", | |
| " }\n", | |
| " \n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", | |
| " run_inline_js();\n", | |
| " } else {\n", | |
| " load_libs(js_urls, function() {\n", | |
| " console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n", | |
| " run_inline_js();\n", | |
| " });\n", | |
| " }\n", | |
| " }(this));\n", | |
| "</script>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "hover = HoverTool(\n", | |
| " tooltips=[\n", | |
| " (\"index\", \"$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": 111, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Wall time: 5.06 s\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "%%time\n", | |
| "\n", | |
| "from sklearn.cluster import KMeans\n", | |
| "n_clusters = 20\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": 149, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "\n", | |
| "\n", | |
| " <div class=\"bk-root\">\n", | |
| " <div class=\"plotdiv\" id=\"93194a94-9d65-479b-bd4e-5ff80c679cc7\"></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.$(\"#93194a94-9d65-479b-bd4e-5ff80c679cc7\").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(\"93194a94-9d65-479b-bd4e-5ff80c679cc7\");\n", | |
| " if (element == null) {\n", | |
| " console.log(\"Bokeh: ERROR: autoload.js configured with elementid '93194a94-9d65-479b-bd4e-5ff80c679cc7' 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", | |
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Application\",\"version\":\"0.12.2\"}};\n", | |
| " var render_items = [{\"docid\":\"f67d29a5-b29a-4011-98d5-75174dfe86ae\",\"elementid\":\"93194a94-9d65-479b-bd4e-5ff80c679cc7\",\"modelid\":\"aeda8c33-fb80-4df1-970b-846aebad7343\"}];\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 = $(\"#93194a94-9d65-479b-bd4e-5ff80c679cc7\").parents('.cell').data().cell;\n", | |
| " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", | |
| " }\n", | |
| " \n", | |
| " }\n", | |
| " \n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", | |
| " run_inline_js();\n", | |
| " } else {\n", | |
| " load_libs(js_urls, function() {\n", | |
| " console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n", | |
| " run_inline_js();\n", | |
| " });\n", | |
| " }\n", | |
| " }(this));\n", | |
| "</script>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "hover = HoverTool(\n", | |
| " tooltips=[\n", | |
| " (\"index\", \"$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 78: भ्रष्टाचार \",\n", | |
| " y_axis_label = \"Dimension 118 : रोजगार\",\n", | |
| " tools=[hover,\"pan,wheel_zoom,box_zoom,reset,previewsave\"],\n", | |
| " min_border=1)\n", | |
| "\n", | |
| "plt2.scatter(\n", | |
| " x = embedded_coords_l1[:,78][row_selector],\n", | |
| " y = embedded_coords_l1[:,118][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": 113, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Wall time: 9.44 s\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "%%time\n", | |
| "from sklearn.manifold import TSNE\n", | |
| "xycoords = TSNE().fit_transform(embedded_coords_l1[row_selector])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 114, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
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| " (function(global) {\n", | |
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| " var force = \"\";\n", | |
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| " \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", | |
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| " function display_loaded() {\n", | |
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| " Bokeh.$(\"#c2710e05-b3a5-471d-9569-0c284935fe3e\").text(\"BokehJS successfully loaded.\");\n", | |
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| " setTimeout(display_loaded, 100)\n", | |
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| " }\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", | |
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| " }\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", | |
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| " var s = document.createElement('script');\n", | |
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| " s.async = false;\n", | |
| " s.onreadystatechange = s.onload = function() {\n", | |
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| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: all BokehJS libraries loaded\");\n", | |
| " run_callbacks()\n", | |
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| " };\n", | |
| " s.onerror = function() {\n", | |
| " console.warn(\"failed to load library \" + url);\n", | |
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| " console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'c2710e05-b3a5-471d-9569-0c284935fe3e' 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.$(function() {\n", | |
| " var docs_json = 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| " var render_items = [{\"docid\":\"94ab449b-e307-4202-adc7-21263b749109\",\"elementid\":\"c2710e05-b3a5-471d-9569-0c284935fe3e\",\"modelid\":\"9f3802a7-c8a3-43f3-9d2d-30ce4b906455\"}];\n", | |
| " \n", | |
| " Bokeh.embed.embed_items(docs_json, render_items);\n", | |
| " });\n", | |
| " },\n", | |
| " function(Bokeh) {\n", | |
| " }\n", | |
| " ];\n", | |
| " \n", | |
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| " \n", | |
| " if ((window.Bokeh !== undefined) || (force === \"1\")) {\n", | |
| " for (var i = 0; i < inline_js.length; i++) {\n", | |
| " inline_js[i](window.Bokeh);\n", | |
| " }if (force === \"1\") {\n", | |
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| " window._bokeh_failed_load = true;\n", | |
| " } else if (!force) {\n", | |
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| " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", | |
| " }\n", | |
| " \n", | |
| " }\n", | |
| " \n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", | |
| " run_inline_js();\n", | |
| " } else {\n", | |
| " load_libs(js_urls, function() {\n", | |
| " console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n", | |
| " run_inline_js();\n", | |
| " });\n", | |
| " }\n", | |
| " }(this));\n", | |
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| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "hover = HoverTool(\n", | |
| " tooltips=[\n", | |
| " (\"index\", \"$index\"),\n", | |
| " (\"(x,y)\", \"($x, $y)\"),\n", | |
| " (\"Topic\", \"@word\"),\n", | |
| " ]\n", | |
| " )\n", | |
| "\n", | |
| "plt3 = bp.figure(plot_width=900, plot_height=700, title=\"Word 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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| { | |
| "cell_type": "code", | |
| "execution_count": 115, | |
| "metadata": { | |
| "collapsed": false | |
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| { | |
| "data": { | |
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| " <div class=\"bk-root\">\n", | |
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| " 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", | |
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| " console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", | |
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| " var render_items = [{\"docid\":\"482b08c7-1e3a-46f1-b875-0a68d47fafdc\",\"elementid\":\"4640ebf2-52ea-415d-89ed-42dcd454d359\",\"modelid\":\"7f4eef9f-d113-4197-938d-8d2e16a6f28d\"}];\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 = $(\"#4640ebf2-52ea-415d-89ed-42dcd454d359\").parents('.cell').data().cell;\n", | |
| " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", | |
| " }\n", | |
| " \n", | |
| " }\n", | |
| " \n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", | |
| " run_inline_js();\n", | |
| " } else {\n", | |
| " load_libs(js_urls, function() {\n", | |
| " console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n", | |
| " run_inline_js();\n", | |
| " });\n", | |
| " }\n", | |
| " }(this));\n", | |
| "</script>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "\n", | |
| "plot_data = bp.ColumnDataSource(data=dict( \n", | |
| " word = words[row_selector],\n", | |
| " x = xycoords[:,0],\n", | |
| " y = xycoords[:,1],\n", | |
| " r = np.log2(row_sums[row_selector])/100,\n", | |
| "))\n", | |
| "\n", | |
| "hover = HoverTool(\n", | |
| " tooltips=[\n", | |
| " (\"index\", \"$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 Posts 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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