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December 5, 2016 14:35
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Clustering UP Vidhan Sabha Dataset using Sparse Matrices\n", | |
| "#### Aashish K. Tiwari [Persistent Systems Ltd]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "slideshow": { | |
| "slide_type": "slide" | |
| } | |
| }, | |
| "source": [ | |
| "#### Loading the vidhan sabha dataset." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": { | |
| "collapsed": false, | |
| "slideshow": { | |
| "slide_type": "-" | |
| } | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "import pandas as pd\n", | |
| "import numpy\n", | |
| "df = pd.read_csv('headline_dump.csv')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| " प्रदेश में जिला पंचायत अध्यक्षों तथा क्षेत्र पंचायत अध्यक्षों का चुनाव जनता द्वारा सीधे कराये जाने का सरकार का विचार\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "print df.headline_text[1]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "#### Column Link Name has some NaN or Missing values, we clean up dataset to substitute blank strings with missing data" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "<class 'pandas.core.frame.DataFrame'>\n", | |
| "Int64Index: 7897 entries, 0 to 7896\n", | |
| "Data columns (total 8 columns):\n", | |
| "headline_text 7897 non-null object\n", | |
| "headline_keywords 7897 non-null object\n", | |
| "headline_keypersons 7897 non-null object\n", | |
| "book_year 7897 non-null int64\n", | |
| "book_session 7897 non-null int64\n", | |
| "book_volume 7897 non-null int64\n", | |
| "book_number 7897 non-null int64\n", | |
| "book_proceeding_date 7897 non-null object\n", | |
| "dtypes: int64(4), object(4)\n", | |
| "memory usage: 555.3+ KB\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "df = df.fillna(\"\")\n", | |
| "df.info()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "#### Writing cleansed dataset to tsv file." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "df.to_csv(\"headlines_training.tsv\", sep='\\t', index = False, header=False)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 23, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "# INDIC_NLP_LIB_HOME=\"./indic_nlp_library\"\n", | |
| "# INDIC_NLP_RESOURCES=\"./indic_nlp_resources\"\n", | |
| "# import sys\n", | |
| "# sys.path.append('{}/src'.format(INDIC_NLP_LIB_HOME))\n", | |
| "# from indicnlp import common\n", | |
| "# common.set_resources_path(INDIC_NLP_RESOURCES)\n", | |
| "# from indicnlp import loader\n", | |
| "# loader.load()\n", | |
| "\n", | |
| "# from indicnlp.tokenize import indic_tokenize \n", | |
| "\n", | |
| "from HindiTokenizer import Tokenizer\n", | |
| "\n", | |
| "def tokenize_headline(headline):\n", | |
| " t=Tokenizer(headline)\n", | |
| " t.remove_only_space_words()\n", | |
| " return t.remove_stop_words()\n", | |
| "\n", | |
| "\n", | |
| "# def tokenize_headline(headline):\n", | |
| "# indic_string=headline.decode('utf-8')\n", | |
| "# tokens = indic_tokenize.trivial_tokenize(indic_string)\n", | |
| "# return tokens\n", | |
| "\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 24, | |
| "metadata": { | |
| "collapsed": false, | |
| "slideshow": { | |
| "slide_type": "-" | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "(4533, 16761)\n", | |
| "Wall time: 5.58 s\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "%%time\n", | |
| "\n", | |
| "headline_ids = []\n", | |
| "word_ids = []\n", | |
| "word_to_id = {}\n", | |
| "i=0\n", | |
| "with open(\"headlines_training.tsv\", 'r') as f:\n", | |
| " for line in f:\n", | |
| " try:\n", | |
| " headline = line.rstrip().split(\"\\t\")[0]\n", | |
| " for w in tokenize_headline(headline):\n", | |
| " if w not in word_to_id: \n", | |
| " word_to_id[w] = len(word_to_id)\n", | |
| " headline_ids.append(i)\n", | |
| " word_ids.append(word_to_id[w])\n", | |
| " i+=1\n", | |
| " except:\n", | |
| " pass\n", | |
| " \n", | |
| " \n", | |
| "import numpy as np\n", | |
| "from scipy.sparse import csr_matrix \n", | |
| "\n", | |
| "adj = csr_matrix( \n", | |
| " ( np.ones((len(word_ids),)), (np.array(word_ids),np.array(headline_ids)) ), \n", | |
| " shape=(len(word_to_id), i) )\n", | |
| "\n", | |
| "row_sums = adj.sum(axis=1).A1\n", | |
| "words = range(len(word_to_id))\n", | |
| "for w in word_to_id:\n", | |
| " words[word_to_id[w]] = w\n", | |
| "words = np.array(words)\n", | |
| "\n", | |
| "adj = adj[np.where(row_sums>1)]\n", | |
| "words = words[np.where(row_sums>1)]\n", | |
| "row_sums = adj.sum(axis=1).A1\n", | |
| "print adj.shape" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 25, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "9558\n", | |
| "121809\n", | |
| "121809\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "print len(word_to_id)\n", | |
| "print len(word_ids)\n", | |
| "print len(headline_ids)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 26, | |
| "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": 27, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "(4533L, 150L)\n", | |
| "Wall time: 1.12 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": 28, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.axes._subplots.AxesSubplot at 0x2465e4a8>" | |
| ] | |
| }, | |
| "execution_count": 28, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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| |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x244c0be0>" | |
| ] | |
| }, | |
| "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": 29, | |
| "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>149</th>\n", | |
| " <th>4</th>\n", | |
| " <th>111</th>\n", | |
| " <th>123</th>\n", | |
| " <th>38</th>\n", | |
| " <th>148</th>\n", | |
| " <th>6</th>\n", | |
| " <th>3</th>\n", | |
| " <th>140</th>\n", | |
| " <th>109</th>\n", | |
| " <th>...</th>\n", | |
| " <th>73</th>\n", | |
| " <th>20</th>\n", | |
| " <th>131</th>\n", | |
| " <th>104</th>\n", | |
| " <th>25</th>\n", | |
| " <th>102</th>\n", | |
| " <th>21</th>\n", | |
| " <th>116</th>\n", | |
| " <th>16</th>\n", | |
| " <th>126</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0</th>\n", | |
| " <td>विभिन्न</td>\n", | |
| " <td>प्रदेश</td>\n", | |
| " <td>आधुनिकीकरण</td>\n", | |
| " <td>बारादर</td>\n", | |
| " <td>सितम्बर</td>\n", | |
| " <td>महालेख</td>\n", | |
| " <td>प्रदेश</td>\n", | |
| " <td>द्वार</td>\n", | |
| " <td>वाणिज्य</td>\n", | |
| " <td>अलीगढ़</td>\n", | |
| " <td>...</td>\n", | |
| " <td>कारण</td>\n", | |
| " <td>आगर</td>\n", | |
| " <td>भवन</td>\n", | |
| " <td>अलीगढ़</td>\n", | |
| " <td>तथ</td>\n", | |
| " <td>आवास</td>\n", | |
| " <td>हेत</td>\n", | |
| " <td>अतिरिक्त</td>\n", | |
| " <td>किय</td>\n", | |
| " <td>नौकर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1</th>\n", | |
| " <td>सुविध</td>\n", | |
| " <td>जानकार</td>\n", | |
| " <td>राममनोहर</td>\n", | |
| " <td>नं</td>\n", | |
| " <td>आईट</td>\n", | |
| " <td>परीक्षक</td>\n", | |
| " <td>मांग</td>\n", | |
| " <td>श्र</td>\n", | |
| " <td>उपधार</td>\n", | |
| " <td>बुलन्द</td>\n", | |
| " <td>...</td>\n", | |
| " <td>विलम्ब</td>\n", | |
| " <td>नैन</td>\n", | |
| " <td>गज</td>\n", | |
| " <td>उग्र</td>\n", | |
| " <td>द्वार</td>\n", | |
| " <td>इन्दिर</td>\n", | |
| " <td>बल्ब</td>\n", | |
| " <td>इन्दिर</td>\n", | |
| " <td>उत्तर</td>\n", | |
| " <td>फौज</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>प्लेटिनम</td>\n", | |
| " <td>हेत</td>\n", | |
| " <td>बरेल</td>\n", | |
| " <td>बरेल</td>\n", | |
| " <td>अग्रतर</td>\n", | |
| " <td>नियन्त्रक</td>\n", | |
| " <td>नियत्रंण</td>\n", | |
| " <td>जनपद</td>\n", | |
| " <td>जीपीएफ</td>\n", | |
| " <td>यंत्र</td>\n", | |
| " <td>...</td>\n", | |
| " <td>हाउस</td>\n", | |
| " <td>अजीजपुर</td>\n", | |
| " <td>उग्र</td>\n", | |
| " <td>गज</td>\n", | |
| " <td>प्राक्कलन</td>\n", | |
| " <td>किश्त</td>\n", | |
| " <td>बैठ</td>\n", | |
| " <td>कोष</td>\n", | |
| " <td>बेदखल</td>\n", | |
| " <td>लेवल</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3</th>\n", | |
| " <td>बंदियों/लोकतंत्र</td>\n", | |
| " <td>उत्तर</td>\n", | |
| " <td>कातिपय</td>\n", | |
| " <td>सन्निर्माण</td>\n", | |
| " <td>धर्मपाल</td>\n", | |
| " <td>कार्ड</td>\n", | |
| " <td>उत्तर</td>\n", | |
| " <td>विषयक</td>\n", | |
| " <td>शाह</td>\n", | |
| " <td>वक्त</td>\n", | |
| " <td>...</td>\n", | |
| " <td>विसर्जन</td>\n", | |
| " <td>जाट</td>\n", | |
| " <td>प्रदर्शन</td>\n", | |
| " <td>गभ</td>\n", | |
| " <td>विमुक्त</td>\n", | |
| " <td>आसर</td>\n", | |
| " <td>बायोमेट्रिक</td>\n", | |
| " <td>रेव</td>\n", | |
| " <td>इंडियन</td>\n", | |
| " <td>भिन्नरूपेण</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4</th>\n", | |
| " <td>यात्र</td>\n", | |
| " <td>कार्यवाह</td>\n", | |
| " <td>पुनर्निर्माण</td>\n", | |
| " <td>बकुलाह</td>\n", | |
| " <td>प्रस्तुत</td>\n", | |
| " <td>लगायत</td>\n", | |
| " <td>इंडियन</td>\n", | |
| " <td>जानकार</td>\n", | |
| " <td>अनूप</td>\n", | |
| " <td>जव</td>\n", | |
| " <td>...</td>\n", | |
| " <td>अधिकांश</td>\n", | |
| " <td>टपर</td>\n", | |
| " <td>आयुर्वेद</td>\n", | |
| " <td>विजिलेंस</td>\n", | |
| " <td>समित</td>\n", | |
| " <td>विहीन</td>\n", | |
| " <td>बचाव</td>\n", | |
| " <td>पूल</td>\n", | |
| " <td>अनुमोदन</td>\n", | |
| " <td>होटल</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5</th>\n", | |
| " <td>मुहैय्य</td>\n", | |
| " <td>विधान</td>\n", | |
| " <td>आंवल</td>\n", | |
| " <td>गिन्</td>\n", | |
| " <td>हबबनाय</td>\n", | |
| " <td>उन्नीसव</td>\n", | |
| " <td>कराधान</td>\n", | |
| " <td>पत्र</td>\n", | |
| " <td>शहर</td>\n", | |
| " <td>खैर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>इलाहाबाद</td>\n", | |
| " <td>ठाकुरदास</td>\n", | |
| " <td>पिट</td>\n", | |
| " <td>किरन</td>\n", | |
| " <td>अन्तर्गत</td>\n", | |
| " <td>कांशीराम</td>\n", | |
| " <td>भिन्न</td>\n", | |
| " <td>मानचित्र</td>\n", | |
| " <td>कराधान</td>\n", | |
| " <td>स्थानान्तरण</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>6</th>\n", | |
| " <td>निरूद्ध</td>\n", | |
| " <td>पत्र</td>\n", | |
| " <td>लोहिय</td>\n", | |
| " <td>राजीव</td>\n", | |
| " <td>आध</td>\n", | |
| " <td>राशन</td>\n", | |
| " <td>मोटरयान</td>\n", | |
| " <td>कार्यवाह</td>\n", | |
| " <td>विपक्ष</td>\n", | |
| " <td>शोधित</td>\n", | |
| " <td>...</td>\n", | |
| " <td>बरुआसागर</td>\n", | |
| " <td>रौह</td>\n", | |
| " <td>बाट</td>\n", | |
| " <td>पिट</td>\n", | |
| " <td>स्थाय</td>\n", | |
| " <td>सुमाल</td>\n", | |
| " <td>जानवर</td>\n", | |
| " <td>कोरारीकल</td>\n", | |
| " <td>मोटरयान</td>\n", | |
| " <td>शकुन्तल</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>7</th>\n", | |
| " <td>अनुसेवक</td>\n", | |
| " <td>सभ</td>\n", | |
| " <td>मनोहर</td>\n", | |
| " <td>माडल</td>\n", | |
| " <td>जार</td>\n", | |
| " <td>अमीन</td>\n", | |
| " <td>मेडिसिन</td>\n", | |
| " <td>प्रदेश</td>\n", | |
| " <td>गांध</td>\n", | |
| " <td>जम</td>\n", | |
| " <td>...</td>\n", | |
| " <td>शिकार</td>\n", | |
| " <td>ककरार</td>\n", | |
| " <td>भूमिगत</td>\n", | |
| " <td>बदरपुर</td>\n", | |
| " <td>प्रकिय</td>\n", | |
| " <td>अमरौल</td>\n", | |
| " <td>सड़क</td>\n", | |
| " <td>कुलहाबगह</td>\n", | |
| " <td>विषयक</td>\n", | |
| " <td>डा</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>8</th>\n", | |
| " <td>कृत्त</td>\n", | |
| " <td>क्षेत्र</td>\n", | |
| " <td>अरिल</td>\n", | |
| " <td>कुआं</td>\n", | |
| " <td>घण्ट</td>\n", | |
| " <td>नियंत्रक</td>\n", | |
| " <td>विषेयक</td>\n", | |
| " <td>निवासीगण</td>\n", | |
| " <td>महानगरों/नगर</td>\n", | |
| " <td>रामघाट</td>\n", | |
| " <td>...</td>\n", | |
| " <td>लाश</td>\n", | |
| " <td>धनौल</td>\n", | |
| " <td>परिसर</td>\n", | |
| " <td>पार्ट</td>\n", | |
| " <td>परामर्श</td>\n", | |
| " <td>दूसर</td>\n", | |
| " <td>सहयोग</td>\n", | |
| " <td>तारगांव</td>\n", | |
| " <td>विधेयक</td>\n", | |
| " <td>रूपेण</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>9</th>\n", | |
| " <td>प्रान्त</td>\n", | |
| " <td>नियंत्रण</td>\n", | |
| " <td>महमूदपुर</td>\n", | |
| " <td>ब्वाय</td>\n", | |
| " <td>देवरिय</td>\n", | |
| " <td>नय</td>\n", | |
| " <td>टीकाकरण</td>\n", | |
| " <td>हेत</td>\n", | |
| " <td>रूप</td>\n", | |
| " <td>टप्पल</td>\n", | |
| " <td>...</td>\n", | |
| " <td>फुंक</td>\n", | |
| " <td>अहीर</td>\n", | |
| " <td>दूर</td>\n", | |
| " <td>बामौ</td>\n", | |
| " <td>सदस्यगण</td>\n", | |
| " <td>सूचन</td>\n", | |
| " <td>मेहनतकश</td>\n", | |
| " <td>निबईगैर</td>\n", | |
| " <td>विषेयक</td>\n", | |
| " <td>अधिकार</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>10</th>\n", | |
| " <td>आर्थिक</td>\n", | |
| " <td>इंडियन</td>\n", | |
| " <td>राम</td>\n", | |
| " <td>कृत्त</td>\n", | |
| " <td>अग्रत्तर</td>\n", | |
| " <td>उपधार</td>\n", | |
| " <td>अध्यादेश</td>\n", | |
| " <td>हस्ताक्षरित</td>\n", | |
| " <td>अधिकार</td>\n", | |
| " <td>वंशीय</td>\n", | |
| " <td>...</td>\n", | |
| " <td>हल</td>\n", | |
| " <td>करभ</td>\n", | |
| " <td>जोड़</td>\n", | |
| " <td>कदाचार</td>\n", | |
| " <td>विस्तारीकरण</td>\n", | |
| " <td>अतिरिक्त</td>\n", | |
| " <td>बचत</td>\n", | |
| " <td>यथाशीघ्र</td>\n", | |
| " <td>संशोधन</td>\n", | |
| " <td>चिकित्स</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11</th>\n", | |
| " <td>चिट्ठ</td>\n", | |
| " <td>फिल्म</td>\n", | |
| " <td>आपूर्त</td>\n", | |
| " <td>आंवल</td>\n", | |
| " <td>पंचायत</td>\n", | |
| " <td>गैर</td>\n", | |
| " <td>स्वाइन</td>\n", | |
| " <td>याचिक</td>\n", | |
| " <td>जेप</td>\n", | |
| " <td>कासिमपुर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>बेतव</td>\n", | |
| " <td>पथौल</td>\n", | |
| " <td>किराय</td>\n", | |
| " <td>फण्ड</td>\n", | |
| " <td>निर्देशित</td>\n", | |
| " <td>मुरलीनगर</td>\n", | |
| " <td>इलाज</td>\n", | |
| " <td>ओरहर</td>\n", | |
| " <td>महाप्रशासक</td>\n", | |
| " <td>अथिकार</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>12</th>\n", | |
| " <td>उन्मूलन</td>\n", | |
| " <td>विषेयक</td>\n", | |
| " <td>सालिड</td>\n", | |
| " <td>सुल्तान</td>\n", | |
| " <td>विलसण्ड</td>\n", | |
| " <td>भारत</td>\n", | |
| " <td>गुण्ड</td>\n", | |
| " <td>मांग</td>\n", | |
| " <td>समन्वय</td>\n", | |
| " <td>औद्यानिक</td>\n", | |
| " <td>...</td>\n", | |
| " <td>दौरान</td>\n", | |
| " <td>बिचपुर</td>\n", | |
| " <td>निरीक्षण</td>\n", | |
| " <td>रामघाट</td>\n", | |
| " <td>उच्चस्तरीय</td>\n", | |
| " <td>बरफख</td>\n", | |
| " <td>आवेदन</td>\n", | |
| " <td>कर्मचारियों/अधिकार</td>\n", | |
| " <td>चलचित्र</td>\n", | |
| " <td>मनोहर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>13</th>\n", | |
| " <td>बस</td>\n", | |
| " <td>मोटरयान</td>\n", | |
| " <td>स्वच्छ</td>\n", | |
| " <td>भवन</td>\n", | |
| " <td>रूदपुर</td>\n", | |
| " <td>भातखण्ड</td>\n", | |
| " <td>विधेयक</td>\n", | |
| " <td>विकास</td>\n", | |
| " <td>स्नातकोत्तर</td>\n", | |
| " <td>कोष</td>\n", | |
| " <td>...</td>\n", | |
| " <td>आर्सेनिक</td>\n", | |
| " <td>जगनेर</td>\n", | |
| " <td>स्तरोन्नयन</td>\n", | |
| " <td>राजनैतिक</td>\n", | |
| " <td>काजीपुर</td>\n", | |
| " <td>गत</td>\n", | |
| " <td>रूपेण</td>\n", | |
| " <td>आवंटित</td>\n", | |
| " <td>संवर्धित</td>\n", | |
| " <td>बंदियों/लोकतंत्र</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>14</th>\n", | |
| " <td>महानन्दपुर</td>\n", | |
| " <td>कराधान</td>\n", | |
| " <td>अरूण</td>\n", | |
| " <td>मीरगंज</td>\n", | |
| " <td>अखिलेश</td>\n", | |
| " <td>मृतक</td>\n", | |
| " <td>फाल</td>\n", | |
| " <td>कृत</td>\n", | |
| " <td>कांठ</td>\n", | |
| " <td>हरदुआगंज</td>\n", | |
| " <td>...</td>\n", | |
| " <td>कोरांव</td>\n", | |
| " <td>नगलाकर</td>\n", | |
| " <td>सीकर</td>\n", | |
| " <td>खैर</td>\n", | |
| " <td>प्राधिकृत</td>\n", | |
| " <td>आवंटित</td>\n", | |
| " <td>सहायिक</td>\n", | |
| " <td>जमसड़</td>\n", | |
| " <td>कार्यवाह</td>\n", | |
| " <td>जीवन</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>15</th>\n", | |
| " <td>संग्रह</td>\n", | |
| " <td>कृत</td>\n", | |
| " <td>शैय्य</td>\n", | |
| " <td>बहेड़</td>\n", | |
| " <td>अखिल</td>\n", | |
| " <td>परिवार</td>\n", | |
| " <td>नियंत्रण</td>\n", | |
| " <td>गुप्</td>\n", | |
| " <td>पाठ्यक्रम</td>\n", | |
| " <td>चिम</td>\n", | |
| " <td>...</td>\n", | |
| " <td>अस्थ</td>\n", | |
| " <td>लाड़म</td>\n", | |
| " <td>होम्योपैथ</td>\n", | |
| " <td>कासिमपुर</td>\n", | |
| " <td>फाल</td>\n", | |
| " <td>साइबर</td>\n", | |
| " <td>मरम्मत/पुनर्निर्माण</td>\n", | |
| " <td>आपातकाल</td>\n", | |
| " <td>अध्यादेश</td>\n", | |
| " <td>कर्मकार</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>16</th>\n", | |
| " <td>कार्डधारक</td>\n", | |
| " <td>सम्बन्ध</td>\n", | |
| " <td>मीरगंज</td>\n", | |
| " <td>जूनियर</td>\n", | |
| " <td>हाट</td>\n", | |
| " <td>समय</td>\n", | |
| " <td>लाग</td>\n", | |
| " <td>जनहित</td>\n", | |
| " <td>लगायत</td>\n", | |
| " <td>साध</td>\n", | |
| " <td>...</td>\n", | |
| " <td>गठित</td>\n", | |
| " <td>जाटव</td>\n", | |
| " <td>कर्म</td>\n", | |
| " <td>जव</td>\n", | |
| " <td>काटज</td>\n", | |
| " <td>चूड़</td>\n", | |
| " <td>मिट्ट</td>\n", | |
| " <td>डीजल</td>\n", | |
| " <td>गुण्ड</td>\n", | |
| " <td>होम्योपैथ</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>17</th>\n", | |
| " <td>पाठक</td>\n", | |
| " <td>किय</td>\n", | |
| " <td>बारादर</td>\n", | |
| " <td>परिध</td>\n", | |
| " <td>गौरीबाजार</td>\n", | |
| " <td>मार्च</td>\n", | |
| " <td>ब्रज</td>\n", | |
| " <td>उमेश</td>\n", | |
| " <td>रिसीव</td>\n", | |
| " <td>सार्वजजिक</td>\n", | |
| " <td>...</td>\n", | |
| " <td>ठकुरपुर</td>\n", | |
| " <td>एसप</td>\n", | |
| " <td>पुलिस</td>\n", | |
| " <td>तालिबनगर</td>\n", | |
| " <td>न्यायाधीश</td>\n", | |
| " <td>नं</td>\n", | |
| " <td>शकुन्तल</td>\n", | |
| " <td>धनराश</td>\n", | |
| " <td>अन्तर्जनपदीय</td>\n", | |
| " <td>क्षेत्रीय</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>18</th>\n", | |
| " <td>अपग्रेड</td>\n", | |
| " <td>मानव</td>\n", | |
| " <td>अतुल</td>\n", | |
| " <td>चरपुरव</td>\n", | |
| " <td>कौड़ीराम</td>\n", | |
| " <td>उत्तराखण्ड</td>\n", | |
| " <td>संशोधन</td>\n", | |
| " <td>नगर</td>\n", | |
| " <td>मनोरंजन</td>\n", | |
| " <td>टाइल्स</td>\n", | |
| " <td>...</td>\n", | |
| " <td>बार</td>\n", | |
| " <td>रोह</td>\n", | |
| " <td>महानिदेशक</td>\n", | |
| " <td>दान</td>\n", | |
| " <td>सवायजपुर</td>\n", | |
| " <td>भयानक</td>\n", | |
| " <td>मंत्रीगण</td>\n", | |
| " <td>विकलांग</td>\n", | |
| " <td>गृहाद</td>\n", | |
| " <td>निरूद्ध</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>19</th>\n", | |
| " <td>ददिउर</td>\n", | |
| " <td>उन्ह</td>\n", | |
| " <td>अलीगंज</td>\n", | |
| " <td>वार्ड</td>\n", | |
| " <td>पीएचस</td>\n", | |
| " <td>मांस</td>\n", | |
| " <td>संवर्धित</td>\n", | |
| " <td>आद</td>\n", | |
| " <td>बाल</td>\n", | |
| " <td>गभ</td>\n", | |
| " <td>...</td>\n", | |
| " <td>रिपोर्ट</td>\n", | |
| " <td>मरम्मत/लेपन</td>\n", | |
| " <td>शामल</td>\n", | |
| " <td>नौरंगाबाद</td>\n", | |
| " <td>बिन्दपुरव</td>\n", | |
| " <td>लाभार्थ</td>\n", | |
| " <td>आवागमन</td>\n", | |
| " <td>अन्य</td>\n", | |
| " <td>अप्राधिकृत</td>\n", | |
| " <td>बारह</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>20</th>\n", | |
| " <td>अधिक</td>\n", | |
| " <td>लाग</td>\n", | |
| " <td>राठ</td>\n", | |
| " <td>जवाहर</td>\n", | |
| " <td>कपरवार</td>\n", | |
| " <td>महालेखापरीक्षक</td>\n", | |
| " <td>अन्तर्गत</td>\n", | |
| " <td>वर्म</td>\n", | |
| " <td>फील्ड</td>\n", | |
| " <td>तेल</td>\n", | |
| " <td>...</td>\n", | |
| " <td>पोस्टमार्टम</td>\n", | |
| " <td>खेरिय</td>\n", | |
| " <td>पठन</td>\n", | |
| " <td>रेलिंग</td>\n", | |
| " <td>फार्मसिस्ट</td>\n", | |
| " <td>आयल</td>\n", | |
| " <td>संबंधित</td>\n", | |
| " <td>कीमत</td>\n", | |
| " <td>सैफई</td>\n", | |
| " <td>एलोपैथ</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>21</th>\n", | |
| " <td>मूल</td>\n", | |
| " <td>वां</td>\n", | |
| " <td>भवन</td>\n", | |
| " <td>सिरौल</td>\n", | |
| " <td>राष्ट्रीय</td>\n", | |
| " <td>डेंग</td>\n", | |
| " <td>महाप्रशासक</td>\n", | |
| " <td>गय</td>\n", | |
| " <td>मुरादाबाद</td>\n", | |
| " <td>बरेल</td>\n", | |
| " <td>...</td>\n", | |
| " <td>एदं</td>\n", | |
| " <td>ताजमहल</td>\n", | |
| " <td>पाठन</td>\n", | |
| " <td>चण्डौस</td>\n", | |
| " <td>गुरुगव</td>\n", | |
| " <td>जमसड़</td>\n", | |
| " <td>दाम</td>\n", | |
| " <td>रेगुलेटर</td>\n", | |
| " <td>मांग</td>\n", | |
| " <td>भिन्न</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>22</th>\n", | |
| " <td>दिवाल</td>\n", | |
| " <td>अध्यादेश</td>\n", | |
| " <td>समग्र</td>\n", | |
| " <td>मुल्लापुर</td>\n", | |
| " <td>अगय</td>\n", | |
| " <td>बोल</td>\n", | |
| " <td>संशोधनविधेयक</td>\n", | |
| " <td>पटेल</td>\n", | |
| " <td>क्षेत्रीय</td>\n", | |
| " <td>हटव</td>\n", | |
| " <td>...</td>\n", | |
| " <td>वेस्ट</td>\n", | |
| " <td>सैमर</td>\n", | |
| " <td>कम्प</td>\n", | |
| " <td>सार्वजजिक</td>\n", | |
| " <td>ऐक्ट</td>\n", | |
| " <td>मध्यम</td>\n", | |
| " <td>भिन्नरूपेण</td>\n", | |
| " <td>अविलम्ब</td>\n", | |
| " <td>ब्रज</td>\n", | |
| " <td>श्री;</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>23</th>\n", | |
| " <td>सरन</td>\n", | |
| " <td>निवेश</td>\n", | |
| " <td>भूमिगत</td>\n", | |
| " <td>हाई</td>\n", | |
| " <td>कसय</td>\n", | |
| " <td>विश्वविद्यालय</td>\n", | |
| " <td>चलचित्र</td>\n", | |
| " <td>कोटेदार</td>\n", | |
| " <td>प्राधिकृत</td>\n", | |
| " <td>बल्ल</td>\n", | |
| " <td>...</td>\n", | |
| " <td>जेल</td>\n", | |
| " <td>चमरौल</td>\n", | |
| " <td>एडमीशन</td>\n", | |
| " <td>जिम्मेदार</td>\n", | |
| " <td>अन्दर</td>\n", | |
| " <td>श्यामनगर</td>\n", | |
| " <td>कदम</td>\n", | |
| " <td>आवास</td>\n", | |
| " <td>पदोन्नत</td>\n", | |
| " <td>आर्थिक</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>24</th>\n", | |
| " <td>अगयश</td>\n", | |
| " <td>दुष्कर्म</td>\n", | |
| " <td>डा</td>\n", | |
| " <td>ट्रान्सपोर्टनगर</td>\n", | |
| " <td>सीडब्लूआर</td>\n", | |
| " <td>किंग</td>\n", | |
| " <td>इटाव</td>\n", | |
| " <td>मां</td>\n", | |
| " <td>खण्डसाल</td>\n", | |
| " <td>नौरंगाबाद</td>\n", | |
| " <td>...</td>\n", | |
| " <td>ऊर्जीकृत</td>\n", | |
| " <td>मनकेड़</td>\n", | |
| " <td>राजनैतिक</td>\n", | |
| " <td>इगलास</td>\n", | |
| " <td>लेख</td>\n", | |
| " <td>क्राइम</td>\n", | |
| " <td>डीपीआर</td>\n", | |
| " <td>उसम</td>\n", | |
| " <td>सशोधन</td>\n", | |
| " <td>गनर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>25</th>\n", | |
| " <td>एम्बुलेंस</td>\n", | |
| " <td>खिलाड़</td>\n", | |
| " <td>द्रौपद</td>\n", | |
| " <td>फार्मेसिस्ट</td>\n", | |
| " <td>टोड</td>\n", | |
| " <td>घायल</td>\n", | |
| " <td>सैफई</td>\n", | |
| " <td>रमेश</td>\n", | |
| " <td>उल्लेख</td>\n", | |
| " <td>रेलिंग</td>\n", | |
| " <td>...</td>\n", | |
| " <td>पावर</td>\n", | |
| " <td>अकोल</td>\n", | |
| " <td>थानान्तर्गत</td>\n", | |
| " <td>दौरऊ</td>\n", | |
| " <td>संयुक्त</td>\n", | |
| " <td>सतवर</td>\n", | |
| " <td>मिर्जपुर</td>\n", | |
| " <td>मान</td>\n", | |
| " <td>अधिष्ठान</td>\n", | |
| " <td>पास</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>26</th>\n", | |
| " <td>जिनक</td>\n", | |
| " <td>नियत्रंण</td>\n", | |
| " <td>पेयजल</td>\n", | |
| " <td>हाई-व</td>\n", | |
| " <td>करनापुर</td>\n", | |
| " <td>बीपीएल</td>\n", | |
| " <td>हेत</td>\n", | |
| " <td>रऊफ</td>\n", | |
| " <td>अपन</td>\n", | |
| " <td>मझवार</td>\n", | |
| " <td>...</td>\n", | |
| " <td>आदिवास</td>\n", | |
| " <td>विचपुर</td>\n", | |
| " <td>आयुर्वेदिक</td>\n", | |
| " <td>लोध</td>\n", | |
| " <td>उतरौल</td>\n", | |
| " <td>परम्परागत</td>\n", | |
| " <td>डांड</td>\n", | |
| " <td>डीआईआर/मीस</td>\n", | |
| " <td>नियोजन</td>\n", | |
| " <td>बनारस</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>27</th>\n", | |
| " <td>पुवाय</td>\n", | |
| " <td>डेंग</td>\n", | |
| " <td>आंगनबाड़</td>\n", | |
| " <td>महमूदपुर</td>\n", | |
| " <td>राजमार्ग</td>\n", | |
| " <td>महेश</td>\n", | |
| " <td>दाम</td>\n", | |
| " <td>बेग</td>\n", | |
| " <td>वंचित</td>\n", | |
| " <td>ओवरब्रिज</td>\n", | |
| " <td>...</td>\n", | |
| " <td>कारगर</td>\n", | |
| " <td>एत्मादपुर</td>\n", | |
| " <td>जोगिय</td>\n", | |
| " <td>टप्पल</td>\n", | |
| " <td>बजह</td>\n", | |
| " <td>उदयगंज</td>\n", | |
| " <td>धोब</td>\n", | |
| " <td>स्पेशियलिट</td>\n", | |
| " <td>अध्यास</td>\n", | |
| " <td>तत्काल</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>28</th>\n", | |
| " <td>नौकर</td>\n", | |
| " <td>सोलहव</td>\n", | |
| " <td>चलवाय</td>\n", | |
| " <td>अरिल</td>\n", | |
| " <td>संकल्प</td>\n", | |
| " <td>अंग्रेज</td>\n", | |
| " <td>सशोधन</td>\n", | |
| " <td>नन्द</td>\n", | |
| " <td>बारह</td>\n", | |
| " <td>लकड़</td>\n", | |
| " <td>...</td>\n", | |
| " <td>शव</td>\n", | |
| " <td>तल्फ</td>\n", | |
| " <td>बेर</td>\n", | |
| " <td>अधिक</td>\n", | |
| " <td>जनजात</td>\n", | |
| " <td>वार्ड</td>\n", | |
| " <td>उत्तम</td>\n", | |
| " <td>कृष्ण</td>\n", | |
| " <td>स्वायत्</td>\n", | |
| " <td>विज्ञान</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>29</th>\n", | |
| " <td>गनर</td>\n", | |
| " <td>विधेयक</td>\n", | |
| " <td>परियोज</td>\n", | |
| " <td>सनगव</td>\n", | |
| " <td>रुद्रपुर</td>\n", | |
| " <td>सर्व</td>\n", | |
| " <td>सन्</td>\n", | |
| " <td>विरूद्ध</td>\n", | |
| " <td>लाल</td>\n", | |
| " <td>लग</td>\n", | |
| " <td>...</td>\n", | |
| " <td>हथसर</td>\n", | |
| " <td>सीकर</td>\n", | |
| " <td>खर्दर</td>\n", | |
| " <td>प्रदर्शन</td>\n", | |
| " <td>सुदृढीकरण</td>\n", | |
| " <td>पूर्व</td>\n", | |
| " <td>पुनर्वास</td>\n", | |
| " <td>जम</td>\n", | |
| " <td>इटाव</td>\n", | |
| " <td>पुनर्वास</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>4503</th>\n", | |
| " <td>मसंद</td>\n", | |
| " <td>बरैच</td>\n", | |
| " <td>न्याय</td>\n", | |
| " <td>तमकुहीराज</td>\n", | |
| " <td>मायानगर</td>\n", | |
| " <td>बकुलाह</td>\n", | |
| " <td>नायब</td>\n", | |
| " <td>चांदपुर</td>\n", | |
| " <td>व्यापक</td>\n", | |
| " <td>संस्थागत</td>\n", | |
| " <td>...</td>\n", | |
| " <td>पालन</td>\n", | |
| " <td>अमिल</td>\n", | |
| " <td>आमेलन</td>\n", | |
| " <td>सीडब्लूआर</td>\n", | |
| " <td>बीआरजीएफ</td>\n", | |
| " <td>माल</td>\n", | |
| " <td>जागरूक</td>\n", | |
| " <td>पुलिस</td>\n", | |
| " <td>ढो</td>\n", | |
| " <td>टी</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4504</th>\n", | |
| " <td>रख</td>\n", | |
| " <td>परस</td>\n", | |
| " <td>विधव</td>\n", | |
| " <td>पूर्व</td>\n", | |
| " <td>टाइप</td>\n", | |
| " <td>वाणिज्य</td>\n", | |
| " <td>शाक्य</td>\n", | |
| " <td>सरे</td>\n", | |
| " <td>सौंठ</td>\n", | |
| " <td>निबन्धन</td>\n", | |
| " <td>...</td>\n", | |
| " <td>जलभराव</td>\n", | |
| " <td>ऊंच</td>\n", | |
| " <td>उसक</td>\n", | |
| " <td>वास</td>\n", | |
| " <td>केव</td>\n", | |
| " <td>आर</td>\n", | |
| " <td>औसत</td>\n", | |
| " <td>सेवाकाल</td>\n", | |
| " <td>प्रोत्साहित</td>\n", | |
| " <td>नाट्य</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4505</th>\n", | |
| " <td>तिलहर</td>\n", | |
| " <td>बझेड़</td>\n", | |
| " <td>आक्सीजन</td>\n", | |
| " <td>सिकन्दर</td>\n", | |
| " <td>मकान</td>\n", | |
| " <td>संशोधनविधेयक</td>\n", | |
| " <td>केवल</td>\n", | |
| " <td>मुंगर</td>\n", | |
| " <td>हाई</td>\n", | |
| " <td>अधिसूच</td>\n", | |
| " <td>...</td>\n", | |
| " <td>बगिय</td>\n", | |
| " <td>क्षतिग्रस्त</td>\n", | |
| " <td>पड़रौ</td>\n", | |
| " <td>एडमीशन</td>\n", | |
| " <td>बी</td>\n", | |
| " <td>पिछड़</td>\n", | |
| " <td>घाटमपुर</td>\n", | |
| " <td>दुग्ध</td>\n", | |
| " <td>जेएनयूआरएम</td>\n", | |
| " <td>भारतेन्द</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4506</th>\n", | |
| " <td>चौड़</td>\n", | |
| " <td>गड्ढ़ायुक्त</td>\n", | |
| " <td>आवेदिक</td>\n", | |
| " <td>एम्स</td>\n", | |
| " <td>जानकीपुरम्</td>\n", | |
| " <td>गृह</td>\n", | |
| " <td>गिरिज</td>\n", | |
| " <td>मड़िहान</td>\n", | |
| " <td>सिल्ट</td>\n", | |
| " <td>प्रअध</td>\n", | |
| " <td>...</td>\n", | |
| " <td>अनिश्चित</td>\n", | |
| " <td>निजामाबाद</td>\n", | |
| " <td>पेपर</td>\n", | |
| " <td>आर्सेनिक</td>\n", | |
| " <td>कार्य</td>\n", | |
| " <td>फरह</td>\n", | |
| " <td>कित</td>\n", | |
| " <td>प्रसार</td>\n", | |
| " <td>मातृ</td>\n", | |
| " <td>राज्य</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4507</th>\n", | |
| " <td>खाबड़</td>\n", | |
| " <td>गुरगव</td>\n", | |
| " <td>तीर्थ</td>\n", | |
| " <td>बल्लभ</td>\n", | |
| " <td>प्लाट</td>\n", | |
| " <td>पट्ट</td>\n", | |
| " <td>जायसवाल</td>\n", | |
| " <td>खैरागढ़</td>\n", | |
| " <td>लायर्स</td>\n", | |
| " <td>II</td>\n", | |
| " <td>...</td>\n", | |
| " <td>गण्डक</td>\n", | |
| " <td>पुरकाज</td>\n", | |
| " <td>पोषण</td>\n", | |
| " <td>नेबुआ</td>\n", | |
| " <td>वक्तव्य</td>\n", | |
| " <td>नवाबगंज</td>\n", | |
| " <td>जेएनएनयूआरएम</td>\n", | |
| " <td>रविन्द्र</td>\n", | |
| " <td>धर्मान्तरण</td>\n", | |
| " <td>हाई</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4508</th>\n", | |
| " <td>ऊबड़</td>\n", | |
| " <td>हाजीपुर</td>\n", | |
| " <td>आंध</td>\n", | |
| " <td>प्रतापगंज</td>\n", | |
| " <td>उदयगंज</td>\n", | |
| " <td>नम्बर</td>\n", | |
| " <td>पाठ</td>\n", | |
| " <td>पुरकाज</td>\n", | |
| " <td>टाइप</td>\n", | |
| " <td>क</td>\n", | |
| " <td>...</td>\n", | |
| " <td>जिलेवार</td>\n", | |
| " <td>जैयनेन्द्र</td>\n", | |
| " <td>मुर्ग</td>\n", | |
| " <td>ग्लास</td>\n", | |
| " <td>शास्त्रीनगर</td>\n", | |
| " <td>कल्याण</td>\n", | |
| " <td>एण्ड</td>\n", | |
| " <td>बनारस</td>\n", | |
| " <td>कित</td>\n", | |
| " <td>एटीएम</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4509</th>\n", | |
| " <td>पोर</td>\n", | |
| " <td>उद्यम</td>\n", | |
| " <td>विघान</td>\n", | |
| " <td>मण्डलीय</td>\n", | |
| " <td>माय</td>\n", | |
| " <td>वाराणस</td>\n", | |
| " <td>राजबल</td>\n", | |
| " <td>मजार</td>\n", | |
| " <td>बाउण्ड्रीवाल</td>\n", | |
| " <td>अनुभाग</td>\n", | |
| " <td>...</td>\n", | |
| " <td>कनिष्ठ</td>\n", | |
| " <td>कुइय</td>\n", | |
| " <td>स्थानान्तरण</td>\n", | |
| " <td>परसौ</td>\n", | |
| " <td>एम</td>\n", | |
| " <td>सन्मिलित</td>\n", | |
| " <td>किय</td>\n", | |
| " <td>खड्ड</td>\n", | |
| " <td>योजन</td>\n", | |
| " <td>जनसोई</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4510</th>\n", | |
| " <td>मँ</td>\n", | |
| " <td>बनकट</td>\n", | |
| " <td>गौतमबुद्धनगर</td>\n", | |
| " <td>मा</td>\n", | |
| " <td>हटवाय</td>\n", | |
| " <td>कनेक्शन</td>\n", | |
| " <td>शास्त्र</td>\n", | |
| " <td>सिराथ</td>\n", | |
| " <td>हस्तानान्तरण</td>\n", | |
| " <td>जनवर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>लिपिक</td>\n", | |
| " <td>राजभर</td>\n", | |
| " <td>नीत</td>\n", | |
| " <td>कटिहार</td>\n", | |
| " <td>सें</td>\n", | |
| " <td>बिछाय</td>\n", | |
| " <td>भात</td>\n", | |
| " <td>जीपीएफ</td>\n", | |
| " <td>आदम</td>\n", | |
| " <td>अलीगंज</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4511</th>\n", | |
| " <td>वाराणस</td>\n", | |
| " <td>महुआ</td>\n", | |
| " <td>माह</td>\n", | |
| " <td>मस्तिष्क</td>\n", | |
| " <td>जीएलडीए</td>\n", | |
| " <td>विषेयक</td>\n", | |
| " <td>ज्ञानेन्द्र</td>\n", | |
| " <td>अंतर्गत</td>\n", | |
| " <td>गुंजन</td>\n", | |
| " <td>कम्प्यूटरीकृत</td>\n", | |
| " <td>...</td>\n", | |
| " <td>स्वास्थय</td>\n", | |
| " <td>आदम</td>\n", | |
| " <td>अधिसूचित</td>\n", | |
| " <td>गांध</td>\n", | |
| " <td>बीत</td>\n", | |
| " <td>हाईटेंशन</td>\n", | |
| " <td>निवेशक</td>\n", | |
| " <td>केन्द्रीय</td>\n", | |
| " <td>रोपण</td>\n", | |
| " <td>कटक</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4512</th>\n", | |
| " <td>हुसैनापुर</td>\n", | |
| " <td>खेर</td>\n", | |
| " <td>मेहनतकश</td>\n", | |
| " <td>आदेशानुसार</td>\n", | |
| " <td>पाक्र</td>\n", | |
| " <td>श्री;</td>\n", | |
| " <td>पाल</td>\n", | |
| " <td>चरथावल</td>\n", | |
| " <td>अधीनस्थ</td>\n", | |
| " <td>रस्त</td>\n", | |
| " <td>...</td>\n", | |
| " <td>पीआरड</td>\n", | |
| " <td>योज</td>\n", | |
| " <td>नियमावल</td>\n", | |
| " <td>छूट</td>\n", | |
| " <td>अतिभारित</td>\n", | |
| " <td>सनिगव</td>\n", | |
| " <td>खादर</td>\n", | |
| " <td>मुद्रण</td>\n", | |
| " <td>वांछित</td>\n", | |
| " <td>जूनियर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4513</th>\n", | |
| " <td>होटल</td>\n", | |
| " <td>कराय</td>\n", | |
| " <td>संसाधन</td>\n", | |
| " <td>प्रश्नकाल</td>\n", | |
| " <td>बालागंज</td>\n", | |
| " <td>लालगंज</td>\n", | |
| " <td>सुखलाल</td>\n", | |
| " <td>मझगव</td>\n", | |
| " <td>जूनियर</td>\n", | |
| " <td>ज्वैल</td>\n", | |
| " <td>...</td>\n", | |
| " <td>शासनादेशानुसार</td>\n", | |
| " <td>महमदपुर</td>\n", | |
| " <td>सदस्य</td>\n", | |
| " <td>लखावट</td>\n", | |
| " <td>कारावास</td>\n", | |
| " <td>वाटर</td>\n", | |
| " <td>आरम्भ</td>\n", | |
| " <td>लेखन</td>\n", | |
| " <td>निर्मल</td>\n", | |
| " <td>लूट</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4514</th>\n", | |
| " <td>नियुक्त</td>\n", | |
| " <td>साऊघाट</td>\n", | |
| " <td>ककरऊ</td>\n", | |
| " <td>विरोध</td>\n", | |
| " <td>कुर्स</td>\n", | |
| " <td>बलिय</td>\n", | |
| " <td>गय</td>\n", | |
| " <td>गंगोह</td>\n", | |
| " <td>प्लेटिनम</td>\n", | |
| " <td>वित्त</td>\n", | |
| " <td>...</td>\n", | |
| " <td>जाम</td>\n", | |
| " <td>पराझरस</td>\n", | |
| " <td>अतिथ</td>\n", | |
| " <td>झगह</td>\n", | |
| " <td>सझ</td>\n", | |
| " <td>कैसरगंज</td>\n", | |
| " <td>प्रसव</td>\n", | |
| " <td>देयक</td>\n", | |
| " <td>विस्तृत</td>\n", | |
| " <td>प्लाण्ट</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4515</th>\n", | |
| " <td>परिषदीय</td>\n", | |
| " <td>सिकन्दराराऊ</td>\n", | |
| " <td>होटल</td>\n", | |
| " <td>तनकुहीराज</td>\n", | |
| " <td>फुटपाथ</td>\n", | |
| " <td>कीटनाशक</td>\n", | |
| " <td>क्षेत्र</td>\n", | |
| " <td>जंघई</td>\n", | |
| " <td>सेक्टर</td>\n", | |
| " <td>अधि---आदेश-</td>\n", | |
| " <td>...</td>\n", | |
| " <td>सहायिक</td>\n", | |
| " <td>अलीनगर</td>\n", | |
| " <td>याचिकाय</td>\n", | |
| " <td>आकृष्ट</td>\n", | |
| " <td>पंकज</td>\n", | |
| " <td>टील</td>\n", | |
| " <td>जेएनएनआरयूएम</td>\n", | |
| " <td>कर्मचार</td>\n", | |
| " <td>जैविक</td>\n", | |
| " <td>गाजीपुर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4516</th>\n", | |
| " <td>अननुमोदन</td>\n", | |
| " <td>दिवाल</td>\n", | |
| " <td>गैस</td>\n", | |
| " <td>तमकुह</td>\n", | |
| " <td>आलमबाग</td>\n", | |
| " <td>वर्म</td>\n", | |
| " <td>जगन्नाथ</td>\n", | |
| " <td>अन्तर्गत</td>\n", | |
| " <td>टैबलेट</td>\n", | |
| " <td>परिवर्तक</td>\n", | |
| " <td>...</td>\n", | |
| " <td>आलमबाग</td>\n", | |
| " <td>कुदिर</td>\n", | |
| " <td>विपक्ष</td>\n", | |
| " <td>धर्म</td>\n", | |
| " <td>वेव</td>\n", | |
| " <td>माट</td>\n", | |
| " <td>कीटनाशक</td>\n", | |
| " <td>उपरिगाम</td>\n", | |
| " <td>उन्मूलन</td>\n", | |
| " <td>हिस्स</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4517</th>\n", | |
| " <td>सिकन्दराराऊ</td>\n", | |
| " <td>सिधौल</td>\n", | |
| " <td>पेंशन</td>\n", | |
| " <td>यूना</td>\n", | |
| " <td>सीस</td>\n", | |
| " <td>क्षेत्रीय</td>\n", | |
| " <td>श्रीवास्तव</td>\n", | |
| " <td>हैदरगढ़</td>\n", | |
| " <td>ग</td>\n", | |
| " <td>अकेन्द्रीयित</td>\n", | |
| " <td>...</td>\n", | |
| " <td>केन्द्र</td>\n", | |
| " <td>कुसम्ह</td>\n", | |
| " <td>गारन्ट</td>\n", | |
| " <td>चोल</td>\n", | |
| " <td>स्थ</td>\n", | |
| " <td>लाइन</td>\n", | |
| " <td>वाटर</td>\n", | |
| " <td>अरूण</td>\n", | |
| " <td>नाबालिग</td>\n", | |
| " <td>सेण्टर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4518</th>\n", | |
| " <td>उत्तीर्ण</td>\n", | |
| " <td>निर्माण</td>\n", | |
| " <td>कोर्ट</td>\n", | |
| " <td>पंत</td>\n", | |
| " <td>गोमतीनगर</td>\n", | |
| " <td>विनोद</td>\n", | |
| " <td>कुमार</td>\n", | |
| " <td>कैण्ट</td>\n", | |
| " <td>मवई</td>\n", | |
| " <td>सोहरियाव</td>\n", | |
| " <td>...</td>\n", | |
| " <td>सदन</td>\n", | |
| " <td>बब्ल</td>\n", | |
| " <td>वक्ता/प्रशिक्षण</td>\n", | |
| " <td>वेतन/मानदेय</td>\n", | |
| " <td>द्रौपद</td>\n", | |
| " <td>स्टाम्प</td>\n", | |
| " <td>क्लीयर</td>\n", | |
| " <td>खड्ड</td>\n", | |
| " <td>पूर्त</td>\n", | |
| " <td>सम्बन्धित</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4519</th>\n", | |
| " <td>दूल्ह</td>\n", | |
| " <td>दोंन</td>\n", | |
| " <td>पश्चात्</td>\n", | |
| " <td>कुशीनगर</td>\n", | |
| " <td>समायोजन</td>\n", | |
| " <td>दुकानदार</td>\n", | |
| " <td>कृत</td>\n", | |
| " <td>ओबर</td>\n", | |
| " <td>कालिन्दीपुरम्</td>\n", | |
| " <td>रूम</td>\n", | |
| " <td>...</td>\n", | |
| " <td>रज</td>\n", | |
| " <td>शेर</td>\n", | |
| " <td>चिट्ठ</td>\n", | |
| " <td>ग्रामों/मजर</td>\n", | |
| " <td>जह</td>\n", | |
| " <td>कमीशन</td>\n", | |
| " <td>रिजर्वायर</td>\n", | |
| " <td>वेतन</td>\n", | |
| " <td>सरकार</td>\n", | |
| " <td>ट्राम</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4520</th>\n", | |
| " <td>नगल</td>\n", | |
| " <td>अन्तर्गत</td>\n", | |
| " <td>वा</td>\n", | |
| " <td>शोध</td>\n", | |
| " <td>बह</td>\n", | |
| " <td>गुलाब</td>\n", | |
| " <td>विधान</td>\n", | |
| " <td>आफिस</td>\n", | |
| " <td>आशिय</td>\n", | |
| " <td>कन्ट्रोल</td>\n", | |
| " <td>...</td>\n", | |
| " <td>विवेक</td>\n", | |
| " <td>शमशेर</td>\n", | |
| " <td>रिट</td>\n", | |
| " <td>लिमिटेड</td>\n", | |
| " <td>सु</td>\n", | |
| " <td>रंगनाथ</td>\n", | |
| " <td>प्रोजेक्ट</td>\n", | |
| " <td>आरक्ष</td>\n", | |
| " <td>कार्य</td>\n", | |
| " <td>छात्र</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4521</th>\n", | |
| " <td>पुलिय</td>\n", | |
| " <td>व्ययक</td>\n", | |
| " <td>जाम</td>\n", | |
| " <td>चिकित्स</td>\n", | |
| " <td>रेणुसागर</td>\n", | |
| " <td>लक्ष्मणपुर</td>\n", | |
| " <td>वक्तव्य</td>\n", | |
| " <td>अण्ड</td>\n", | |
| " <td>हस्तान्तरित</td>\n", | |
| " <td>जोश</td>\n", | |
| " <td>...</td>\n", | |
| " <td>महो</td>\n", | |
| " <td>गैड़ास</td>\n", | |
| " <td>मकबूलगंज</td>\n", | |
| " <td>बदबूदार</td>\n", | |
| " <td>खुल</td>\n", | |
| " <td>मुसलमान</td>\n", | |
| " <td>निवेश</td>\n", | |
| " <td>फण्ड</td>\n", | |
| " <td>प्रद्रेश</td>\n", | |
| " <td>छप</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4522</th>\n", | |
| " <td>अकोल्हिय</td>\n", | |
| " <td>अनुदान</td>\n", | |
| " <td>मार्च</td>\n", | |
| " <td>ढीकर</td>\n", | |
| " <td>नरह</td>\n", | |
| " <td>डिप</td>\n", | |
| " <td>चन्द्र</td>\n", | |
| " <td>माधौगढ़</td>\n", | |
| " <td>रघुवीरपुरम्</td>\n", | |
| " <td>बहुगुण</td>\n", | |
| " <td>...</td>\n", | |
| " <td>स्वास्थ्य</td>\n", | |
| " <td>सादुल्लानगर</td>\n", | |
| " <td>बदल</td>\n", | |
| " <td>विघान</td>\n", | |
| " <td>कमर</td>\n", | |
| " <td>समाज</td>\n", | |
| " <td>मिशन</td>\n", | |
| " <td>मुरब्ब</td>\n", | |
| " <td>डेंग</td>\n", | |
| " <td>बिस्तर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4523</th>\n", | |
| " <td>संजय</td>\n", | |
| " <td>बवी</td>\n", | |
| " <td>ट्रीटमेन्ट</td>\n", | |
| " <td>आई</td>\n", | |
| " <td>वाल</td>\n", | |
| " <td>कानू</td>\n", | |
| " <td>पाण्डेय</td>\n", | |
| " <td>चाँदपुर</td>\n", | |
| " <td>डिफेंस</td>\n", | |
| " <td>जुल</td>\n", | |
| " <td>...</td>\n", | |
| " <td>निजात</td>\n", | |
| " <td>किलोमीटर</td>\n", | |
| " <td>कु</td>\n", | |
| " <td>शाहजहाँपुर</td>\n", | |
| " <td>सुखलाल</td>\n", | |
| " <td>हुजूरपुर</td>\n", | |
| " <td>धर्मान्तरण</td>\n", | |
| " <td>पारिश्रमिक</td>\n", | |
| " <td>निपट</td>\n", | |
| " <td>बारादर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4524</th>\n", | |
| " <td>डुमरियागंज</td>\n", | |
| " <td>फाल</td>\n", | |
| " <td>बाई</td>\n", | |
| " <td>पाठशाल</td>\n", | |
| " <td>मलिहाबाद</td>\n", | |
| " <td>दे</td>\n", | |
| " <td>सभ</td>\n", | |
| " <td>बृजमनगंज</td>\n", | |
| " <td>राधाकृष्ण</td>\n", | |
| " <td>ट्रिब्यूनल</td>\n", | |
| " <td>...</td>\n", | |
| " <td>व्याप्त</td>\n", | |
| " <td>पकरिय</td>\n", | |
| " <td>ललि</td>\n", | |
| " <td>पश्चिमांचल</td>\n", | |
| " <td>अंसार</td>\n", | |
| " <td>टूट</td>\n", | |
| " <td>अथारिट</td>\n", | |
| " <td>सेवानिवृत्त</td>\n", | |
| " <td>उठाय</td>\n", | |
| " <td>बरेल</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4525</th>\n", | |
| " <td>हसायन</td>\n", | |
| " <td>नथुआपुर</td>\n", | |
| " <td>वृद्धावस्थ</td>\n", | |
| " <td>पडरौ</td>\n", | |
| " <td>कैसरबाग</td>\n", | |
| " <td>मान्ध</td>\n", | |
| " <td>राधेश्याम</td>\n", | |
| " <td>कपिलवस्त</td>\n", | |
| " <td>रुदौल</td>\n", | |
| " <td>मेन्टीनेंस</td>\n", | |
| " <td>...</td>\n", | |
| " <td>अहीर</td>\n", | |
| " <td>मरम्मत/पुनर्निर्माण</td>\n", | |
| " <td>भतीज</td>\n", | |
| " <td>तत्त्व</td>\n", | |
| " <td>सर्वप्रथम</td>\n", | |
| " <td>अनुमत</td>\n", | |
| " <td>समीक्ष</td>\n", | |
| " <td>वेतनमान</td>\n", | |
| " <td>उत्थान</td>\n", | |
| " <td>पुस्तक</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4526</th>\n", | |
| " <td>सिद्धार्थनगर</td>\n", | |
| " <td>मार्ग</td>\n", | |
| " <td>चौराह</td>\n", | |
| " <td>गोविन्द</td>\n", | |
| " <td>प्राधिकारण</td>\n", | |
| " <td>प्रतापगढ़</td>\n", | |
| " <td>दी</td>\n", | |
| " <td>सवायजपुर</td>\n", | |
| " <td>केडीए</td>\n", | |
| " <td>खण्डित</td>\n", | |
| " <td>...</td>\n", | |
| " <td>समाधान</td>\n", | |
| " <td>गड्ढ़ायुक्त</td>\n", | |
| " <td>गुमनाम</td>\n", | |
| " <td>घुसगव</td>\n", | |
| " <td>क्षेत्र</td>\n", | |
| " <td>अधोमानक</td>\n", | |
| " <td>मातृ</td>\n", | |
| " <td>पेठ</td>\n", | |
| " <td>बायोमेट्रिक</td>\n", | |
| " <td>बदल</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4527</th>\n", | |
| " <td>पास</td>\n", | |
| " <td>व्यययक</td>\n", | |
| " <td>असंक्रमणीय</td>\n", | |
| " <td>नियुक्त</td>\n", | |
| " <td>आश्रयहीन</td>\n", | |
| " <td>जुड़</td>\n", | |
| " <td>मंत्र</td>\n", | |
| " <td>फरेन्द</td>\n", | |
| " <td>रूदौल</td>\n", | |
| " <td>पहल</td>\n", | |
| " <td>...</td>\n", | |
| " <td>विघुत</td>\n", | |
| " <td>तिन्दवार</td>\n", | |
| " <td>सेव</td>\n", | |
| " <td>विज्ञापन</td>\n", | |
| " <td>महत्व</td>\n", | |
| " <td>सोहरियाव</td>\n", | |
| " <td>रूपरेख</td>\n", | |
| " <td>हथकरघ</td>\n", | |
| " <td>कदम</td>\n", | |
| " <td>पाठ्य</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4528</th>\n", | |
| " <td>नरस</td>\n", | |
| " <td>मतदान</td>\n", | |
| " <td>संक्रमणीय</td>\n", | |
| " <td>अपनाय</td>\n", | |
| " <td>बसन्तकुंज</td>\n", | |
| " <td>हाई-व</td>\n", | |
| " <td>कार्यवाह</td>\n", | |
| " <td>अमांपुर</td>\n", | |
| " <td>;</td>\n", | |
| " <td>पयागपुर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>सामुदायिक</td>\n", | |
| " <td>बरखेड़</td>\n", | |
| " <td>नगल</td>\n", | |
| " <td>परम्पर</td>\n", | |
| " <td>किलोमीटर</td>\n", | |
| " <td>पाइप</td>\n", | |
| " <td>कार्य</td>\n", | |
| " <td>पंचम</td>\n", | |
| " <td>जानकार</td>\n", | |
| " <td>इण्टरमीडिएट</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4529</th>\n", | |
| " <td>लगायत</td>\n", | |
| " <td>विकास</td>\n", | |
| " <td>पास</td>\n", | |
| " <td>एलोपैथ</td>\n", | |
| " <td>आशिय</td>\n", | |
| " <td>मेदनीगंज</td>\n", | |
| " <td>विषयक</td>\n", | |
| " <td>गांग</td>\n", | |
| " <td>फैजाबाद</td>\n", | |
| " <td>कैसरगंज</td>\n", | |
| " <td>...</td>\n", | |
| " <td>भराव</td>\n", | |
| " <td>प्रधानमंत्र</td>\n", | |
| " <td>आयोग</td>\n", | |
| " <td>ओलम्पिक</td>\n", | |
| " <td>विषयक</td>\n", | |
| " <td>पयागपुर</td>\n", | |
| " <td>जानकार</td>\n", | |
| " <td>यमुनापार</td>\n", | |
| " <td>कराय</td>\n", | |
| " <td>सम्पत्त</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4530</th>\n", | |
| " <td>हाथरस</td>\n", | |
| " <td>ग्राम</td>\n", | |
| " <td>मुगल</td>\n", | |
| " <td>प्राचार्य</td>\n", | |
| " <td>महल</td>\n", | |
| " <td>महिल</td>\n", | |
| " <td>पत्र</td>\n", | |
| " <td>क्षेत्र</td>\n", | |
| " <td>एडीए</td>\n", | |
| " <td>हुजूरपुर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>निदान</td>\n", | |
| " <td>विकरनपुर</td>\n", | |
| " <td>अभियंत्रण</td>\n", | |
| " <td>तरणताल</td>\n", | |
| " <td>उत्पन्न</td>\n", | |
| " <td>बहराइच</td>\n", | |
| " <td>योजन</td>\n", | |
| " <td>उद्योग</td>\n", | |
| " <td>वैकल्पित</td>\n", | |
| " <td>कृत्त</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4531</th>\n", | |
| " <td>मुगल</td>\n", | |
| " <td>खण्ड</td>\n", | |
| " <td>ट्रान्सपोर्टनगर</td>\n", | |
| " <td>खड्ड</td>\n", | |
| " <td>रोड</td>\n", | |
| " <td>अजीविक</td>\n", | |
| " <td>द्वार</td>\n", | |
| " <td>सभ</td>\n", | |
| " <td>कालो</td>\n", | |
| " <td>बहराइच</td>\n", | |
| " <td>...</td>\n", | |
| " <td>निराकरण</td>\n", | |
| " <td>किय</td>\n", | |
| " <td>नेताज</td>\n", | |
| " <td>बोध</td>\n", | |
| " <td>योज</td>\n", | |
| " <td>अनुसुचित</td>\n", | |
| " <td>आदम</td>\n", | |
| " <td>पुनरीक्षित</td>\n", | |
| " <td>योज</td>\n", | |
| " <td>लघ</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4532</th>\n", | |
| " <td>स्नाकोत्तर</td>\n", | |
| " <td>जनपद</td>\n", | |
| " <td>दुर्गन्ध</td>\n", | |
| " <td>पड़रौ</td>\n", | |
| " <td>लखनऊ</td>\n", | |
| " <td>कटर</td>\n", | |
| " <td>श्र</td>\n", | |
| " <td>विधान</td>\n", | |
| " <td>कमाण्ड</td>\n", | |
| " <td>स्थापित</td>\n", | |
| " <td>...</td>\n", | |
| " <td>समस्य</td>\n", | |
| " <td>सड़क</td>\n", | |
| " <td>अधीनस्थ</td>\n", | |
| " <td>प्रवेश</td>\n", | |
| " <td>स्थित</td>\n", | |
| " <td>बदल</td>\n", | |
| " <td>योज</td>\n", | |
| " <td>निरीक्षक</td>\n", | |
| " <td>हेत</td>\n", | |
| " <td>आपत्त</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "<p>4533 rows × 150 columns</p>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " 149 4 111 123 \\\n", | |
| "0 विभिन्न प्रदेश आधुनिकीकरण बारादर \n", | |
| "1 सुविध जानकार राममनोहर नं \n", | |
| "2 प्लेटिनम हेत बरेल बरेल \n", | |
| "3 बंदियों/लोकतंत्र उत्तर कातिपय सन्निर्माण \n", | |
| "4 यात्र कार्यवाह पुनर्निर्माण बकुलाह \n", | |
| "5 मुहैय्य विधान आंवल गिन् \n", | |
| "6 निरूद्ध पत्र लोहिय राजीव \n", | |
| "7 अनुसेवक सभ मनोहर माडल \n", | |
| "8 कृत्त क्षेत्र अरिल कुआं \n", | |
| "9 प्रान्त नियंत्रण महमूदपुर ब्वाय \n", | |
| "10 आर्थिक इंडियन राम कृत्त \n", | |
| "11 चिट्ठ फिल्म आपूर्त आंवल \n", | |
| "12 उन्मूलन विषेयक सालिड सुल्तान \n", | |
| "13 बस मोटरयान स्वच्छ भवन \n", | |
| "14 महानन्दपुर कराधान अरूण मीरगंज \n", | |
| "15 संग्रह कृत शैय्य बहेड़ \n", | |
| "16 कार्डधारक सम्बन्ध मीरगंज जूनियर \n", | |
| "17 पाठक किय बारादर परिध \n", | |
| "18 अपग्रेड मानव अतुल चरपुरव \n", | |
| "19 ददिउर उन्ह अलीगंज वार्ड \n", | |
| "20 अधिक लाग राठ जवाहर \n", | |
| "21 मूल वां भवन सिरौल \n", | |
| "22 दिवाल अध्यादेश समग्र मुल्लापुर \n", | |
| "23 सरन निवेश भूमिगत हाई \n", | |
| "24 अगयश दुष्कर्म डा ट्रान्सपोर्टनगर \n", | |
| "25 एम्बुलेंस खिलाड़ द्रौपद फार्मेसिस्ट \n", | |
| "26 जिनक नियत्रंण पेयजल हाई-व \n", | |
| "27 पुवाय डेंग आंगनबाड़ महमूदपुर \n", | |
| "28 नौकर सोलहव चलवाय अरिल \n", | |
| "29 गनर विधेयक परियोज सनगव \n", | |
| "... ... ... ... ... \n", | |
| "4503 मसंद बरैच न्याय तमकुहीराज \n", | |
| "4504 रख परस विधव पूर्व \n", | |
| "4505 तिलहर बझेड़ आक्सीजन सिकन्दर \n", | |
| "4506 चौड़ गड्ढ़ायुक्त आवेदिक एम्स \n", | |
| "4507 खाबड़ गुरगव तीर्थ बल्लभ \n", | |
| "4508 ऊबड़ हाजीपुर आंध प्रतापगंज \n", | |
| "4509 पोर उद्यम विघान मण्डलीय \n", | |
| "4510 मँ बनकट गौतमबुद्धनगर मा \n", | |
| "4511 वाराणस महुआ माह मस्तिष्क \n", | |
| "4512 हुसैनापुर खेर मेहनतकश आदेशानुसार \n", | |
| "4513 होटल कराय संसाधन प्रश्नकाल \n", | |
| "4514 नियुक्त साऊघाट ककरऊ विरोध \n", | |
| "4515 परिषदीय सिकन्दराराऊ होटल तनकुहीराज \n", | |
| "4516 अननुमोदन दिवाल गैस तमकुह \n", | |
| "4517 सिकन्दराराऊ सिधौल पेंशन यूना \n", | |
| "4518 उत्तीर्ण निर्माण कोर्ट पंत \n", | |
| "4519 दूल्ह दोंन पश्चात् कुशीनगर \n", | |
| "4520 नगल अन्तर्गत वा शोध \n", | |
| "4521 पुलिय व्ययक जाम चिकित्स \n", | |
| "4522 अकोल्हिय अनुदान मार्च ढीकर \n", | |
| "4523 संजय बवी ट्रीटमेन्ट आई \n", | |
| "4524 डुमरियागंज फाल बाई पाठशाल \n", | |
| "4525 हसायन नथुआपुर वृद्धावस्थ पडरौ \n", | |
| "4526 सिद्धार्थनगर मार्ग चौराह गोविन्द \n", | |
| "4527 पास व्यययक असंक्रमणीय नियुक्त \n", | |
| "4528 नरस मतदान संक्रमणीय अपनाय \n", | |
| "4529 लगायत विकास पास एलोपैथ \n", | |
| "4530 हाथरस ग्राम मुगल प्राचार्य \n", | |
| "4531 मुगल खण्ड ट्रान्सपोर्टनगर खड्ड \n", | |
| "4532 स्नाकोत्तर जनपद दुर्गन्ध पड़रौ \n", | |
| "\n", | |
| " 38 148 6 3 140 \\\n", | |
| "0 सितम्बर महालेख प्रदेश द्वार वाणिज्य \n", | |
| "1 आईट परीक्षक मांग श्र उपधार \n", | |
| "2 अग्रतर नियन्त्रक नियत्रंण जनपद जीपीएफ \n", | |
| "3 धर्मपाल कार्ड उत्तर विषयक शाह \n", | |
| "4 प्रस्तुत लगायत इंडियन जानकार अनूप \n", | |
| "5 हबबनाय उन्नीसव कराधान पत्र शहर \n", | |
| "6 आध राशन मोटरयान कार्यवाह विपक्ष \n", | |
| "7 जार अमीन मेडिसिन प्रदेश गांध \n", | |
| "8 घण्ट नियंत्रक विषेयक निवासीगण महानगरों/नगर \n", | |
| "9 देवरिय नय टीकाकरण हेत रूप \n", | |
| "10 अग्रत्तर उपधार अध्यादेश हस्ताक्षरित अधिकार \n", | |
| "11 पंचायत गैर स्वाइन याचिक जेप \n", | |
| "12 विलसण्ड भारत गुण्ड मांग समन्वय \n", | |
| "13 रूदपुर भातखण्ड विधेयक विकास स्नातकोत्तर \n", | |
| "14 अखिलेश मृतक फाल कृत कांठ \n", | |
| "15 अखिल परिवार नियंत्रण गुप् पाठ्यक्रम \n", | |
| "16 हाट समय लाग जनहित लगायत \n", | |
| "17 गौरीबाजार मार्च ब्रज उमेश रिसीव \n", | |
| "18 कौड़ीराम उत्तराखण्ड संशोधन नगर मनोरंजन \n", | |
| "19 पीएचस मांस संवर्धित आद बाल \n", | |
| "20 कपरवार महालेखापरीक्षक अन्तर्गत वर्म फील्ड \n", | |
| "21 राष्ट्रीय डेंग महाप्रशासक गय मुरादाबाद \n", | |
| "22 अगय बोल संशोधनविधेयक पटेल क्षेत्रीय \n", | |
| "23 कसय विश्वविद्यालय चलचित्र कोटेदार प्राधिकृत \n", | |
| "24 सीडब्लूआर किंग इटाव मां खण्डसाल \n", | |
| "25 टोड घायल सैफई रमेश उल्लेख \n", | |
| "26 करनापुर बीपीएल हेत रऊफ अपन \n", | |
| "27 राजमार्ग महेश दाम बेग वंचित \n", | |
| "28 संकल्प अंग्रेज सशोधन नन्द बारह \n", | |
| "29 रुद्रपुर सर्व सन् विरूद्ध लाल \n", | |
| "... ... ... ... ... ... \n", | |
| "4503 मायानगर बकुलाह नायब चांदपुर व्यापक \n", | |
| "4504 टाइप वाणिज्य शाक्य सरे सौंठ \n", | |
| "4505 मकान संशोधनविधेयक केवल मुंगर हाई \n", | |
| "4506 जानकीपुरम् गृह गिरिज मड़िहान सिल्ट \n", | |
| "4507 प्लाट पट्ट जायसवाल खैरागढ़ लायर्स \n", | |
| "4508 उदयगंज नम्बर पाठ पुरकाज टाइप \n", | |
| "4509 माय वाराणस राजबल मजार बाउण्ड्रीवाल \n", | |
| "4510 हटवाय कनेक्शन शास्त्र सिराथ हस्तानान्तरण \n", | |
| "4511 जीएलडीए विषेयक ज्ञानेन्द्र अंतर्गत गुंजन \n", | |
| "4512 पाक्र श्री; पाल चरथावल अधीनस्थ \n", | |
| "4513 बालागंज लालगंज सुखलाल मझगव जूनियर \n", | |
| "4514 कुर्स बलिय गय गंगोह प्लेटिनम \n", | |
| "4515 फुटपाथ कीटनाशक क्षेत्र जंघई सेक्टर \n", | |
| "4516 आलमबाग वर्म जगन्नाथ अन्तर्गत टैबलेट \n", | |
| "4517 सीस क्षेत्रीय श्रीवास्तव हैदरगढ़ ग \n", | |
| "4518 गोमतीनगर विनोद कुमार कैण्ट मवई \n", | |
| "4519 समायोजन दुकानदार कृत ओबर कालिन्दीपुरम् \n", | |
| "4520 बह गुलाब विधान आफिस आशिय \n", | |
| "4521 रेणुसागर लक्ष्मणपुर वक्तव्य अण्ड हस्तान्तरित \n", | |
| "4522 नरह डिप चन्द्र माधौगढ़ रघुवीरपुरम् \n", | |
| "4523 वाल कानू पाण्डेय चाँदपुर डिफेंस \n", | |
| "4524 मलिहाबाद दे सभ बृजमनगंज राधाकृष्ण \n", | |
| "4525 कैसरबाग मान्ध राधेश्याम कपिलवस्त रुदौल \n", | |
| "4526 प्राधिकारण प्रतापगढ़ दी सवायजपुर केडीए \n", | |
| "4527 आश्रयहीन जुड़ मंत्र फरेन्द रूदौल \n", | |
| "4528 बसन्तकुंज हाई-व कार्यवाह अमांपुर ; \n", | |
| "4529 आशिय मेदनीगंज विषयक गांग फैजाबाद \n", | |
| "4530 महल महिल पत्र क्षेत्र एडीए \n", | |
| "4531 रोड अजीविक द्वार सभ कालो \n", | |
| "4532 लखनऊ कटर श्र विधान कमाण्ड \n", | |
| "\n", | |
| " 109 ... 73 20 \\\n", | |
| "0 अलीगढ़ ... कारण आगर \n", | |
| "1 बुलन्द ... विलम्ब नैन \n", | |
| "2 यंत्र ... हाउस अजीजपुर \n", | |
| "3 वक्त ... विसर्जन जाट \n", | |
| "4 जव ... अधिकांश टपर \n", | |
| "5 खैर ... इलाहाबाद ठाकुरदास \n", | |
| "6 शोधित ... बरुआसागर रौह \n", | |
| "7 जम ... शिकार ककरार \n", | |
| "8 रामघाट ... लाश धनौल \n", | |
| "9 टप्पल ... फुंक अहीर \n", | |
| "10 वंशीय ... हल करभ \n", | |
| "11 कासिमपुर ... बेतव पथौल \n", | |
| "12 औद्यानिक ... दौरान बिचपुर \n", | |
| "13 कोष ... आर्सेनिक जगनेर \n", | |
| "14 हरदुआगंज ... कोरांव नगलाकर \n", | |
| "15 चिम ... अस्थ लाड़म \n", | |
| "16 साध ... गठित जाटव \n", | |
| "17 सार्वजजिक ... ठकुरपुर एसप \n", | |
| "18 टाइल्स ... बार रोह \n", | |
| "19 गभ ... रिपोर्ट मरम्मत/लेपन \n", | |
| "20 तेल ... पोस्टमार्टम खेरिय \n", | |
| "21 बरेल ... एदं ताजमहल \n", | |
| "22 हटव ... वेस्ट सैमर \n", | |
| "23 बल्ल ... जेल चमरौल \n", | |
| "24 नौरंगाबाद ... ऊर्जीकृत मनकेड़ \n", | |
| "25 रेलिंग ... पावर अकोल \n", | |
| "26 मझवार ... आदिवास विचपुर \n", | |
| "27 ओवरब्रिज ... कारगर एत्मादपुर \n", | |
| "28 लकड़ ... शव तल्फ \n", | |
| "29 लग ... हथसर सीकर \n", | |
| "... ... ... ... ... \n", | |
| "4503 संस्थागत ... पालन अमिल \n", | |
| "4504 निबन्धन ... जलभराव ऊंच \n", | |
| "4505 अधिसूच ... बगिय क्षतिग्रस्त \n", | |
| "4506 प्रअध ... अनिश्चित निजामाबाद \n", | |
| "4507 II ... गण्डक पुरकाज \n", | |
| "4508 क ... जिलेवार जैयनेन्द्र \n", | |
| "4509 अनुभाग ... कनिष्ठ कुइय \n", | |
| "4510 जनवर ... लिपिक राजभर \n", | |
| "4511 कम्प्यूटरीकृत ... स्वास्थय आदम \n", | |
| "4512 रस्त ... पीआरड योज \n", | |
| "4513 ज्वैल ... शासनादेशानुसार महमदपुर \n", | |
| "4514 वित्त ... जाम पराझरस \n", | |
| "4515 अधि---आदेश- ... सहायिक अलीनगर \n", | |
| "4516 परिवर्तक ... आलमबाग कुदिर \n", | |
| "4517 अकेन्द्रीयित ... केन्द्र कुसम्ह \n", | |
| "4518 सोहरियाव ... सदन बब्ल \n", | |
| "4519 रूम ... रज शेर \n", | |
| "4520 कन्ट्रोल ... विवेक शमशेर \n", | |
| "4521 जोश ... महो गैड़ास \n", | |
| "4522 बहुगुण ... स्वास्थ्य सादुल्लानगर \n", | |
| "4523 जुल ... निजात किलोमीटर \n", | |
| "4524 ट्रिब्यूनल ... व्याप्त पकरिय \n", | |
| "4525 मेन्टीनेंस ... अहीर मरम्मत/पुनर्निर्माण \n", | |
| "4526 खण्डित ... समाधान गड्ढ़ायुक्त \n", | |
| "4527 पहल ... विघुत तिन्दवार \n", | |
| "4528 पयागपुर ... सामुदायिक बरखेड़ \n", | |
| "4529 कैसरगंज ... भराव प्रधानमंत्र \n", | |
| "4530 हुजूरपुर ... निदान विकरनपुर \n", | |
| "4531 बहराइच ... निराकरण किय \n", | |
| "4532 स्थापित ... समस्य सड़क \n", | |
| "\n", | |
| " 131 104 25 102 \\\n", | |
| "0 भवन अलीगढ़ तथ आवास \n", | |
| "1 गज उग्र द्वार इन्दिर \n", | |
| "2 उग्र गज प्राक्कलन किश्त \n", | |
| "3 प्रदर्शन गभ विमुक्त आसर \n", | |
| "4 आयुर्वेद विजिलेंस समित विहीन \n", | |
| "5 पिट किरन अन्तर्गत कांशीराम \n", | |
| "6 बाट पिट स्थाय सुमाल \n", | |
| "7 भूमिगत बदरपुर प्रकिय अमरौल \n", | |
| "8 परिसर पार्ट परामर्श दूसर \n", | |
| "9 दूर बामौ सदस्यगण सूचन \n", | |
| "10 जोड़ कदाचार विस्तारीकरण अतिरिक्त \n", | |
| "11 किराय फण्ड निर्देशित मुरलीनगर \n", | |
| "12 निरीक्षण रामघाट उच्चस्तरीय बरफख \n", | |
| "13 स्तरोन्नयन राजनैतिक काजीपुर गत \n", | |
| "14 सीकर खैर प्राधिकृत आवंटित \n", | |
| "15 होम्योपैथ कासिमपुर फाल साइबर \n", | |
| "16 कर्म जव काटज चूड़ \n", | |
| "17 पुलिस तालिबनगर न्यायाधीश नं \n", | |
| "18 महानिदेशक दान सवायजपुर भयानक \n", | |
| "19 शामल नौरंगाबाद बिन्दपुरव लाभार्थ \n", | |
| "20 पठन रेलिंग फार्मसिस्ट आयल \n", | |
| "21 पाठन चण्डौस गुरुगव जमसड़ \n", | |
| "22 कम्प सार्वजजिक ऐक्ट मध्यम \n", | |
| "23 एडमीशन जिम्मेदार अन्दर श्यामनगर \n", | |
| "24 राजनैतिक इगलास लेख क्राइम \n", | |
| "25 थानान्तर्गत दौरऊ संयुक्त सतवर \n", | |
| "26 आयुर्वेदिक लोध उतरौल परम्परागत \n", | |
| "27 जोगिय टप्पल बजह उदयगंज \n", | |
| "28 बेर अधिक जनजात वार्ड \n", | |
| "29 खर्दर प्रदर्शन सुदृढीकरण पूर्व \n", | |
| "... ... ... ... ... \n", | |
| "4503 आमेलन सीडब्लूआर बीआरजीएफ माल \n", | |
| "4504 उसक वास केव आर \n", | |
| "4505 पड़रौ एडमीशन बी पिछड़ \n", | |
| "4506 पेपर आर्सेनिक कार्य फरह \n", | |
| "4507 पोषण नेबुआ वक्तव्य नवाबगंज \n", | |
| "4508 मुर्ग ग्लास शास्त्रीनगर कल्याण \n", | |
| "4509 स्थानान्तरण परसौ एम सन्मिलित \n", | |
| "4510 नीत कटिहार सें बिछाय \n", | |
| "4511 अधिसूचित गांध बीत हाईटेंशन \n", | |
| "4512 नियमावल छूट अतिभारित सनिगव \n", | |
| "4513 सदस्य लखावट कारावास वाटर \n", | |
| "4514 अतिथ झगह सझ कैसरगंज \n", | |
| "4515 याचिकाय आकृष्ट पंकज टील \n", | |
| "4516 विपक्ष धर्म वेव माट \n", | |
| "4517 गारन्ट चोल स्थ लाइन \n", | |
| "4518 वक्ता/प्रशिक्षण वेतन/मानदेय द्रौपद स्टाम्प \n", | |
| "4519 चिट्ठ ग्रामों/मजर जह कमीशन \n", | |
| "4520 रिट लिमिटेड सु रंगनाथ \n", | |
| "4521 मकबूलगंज बदबूदार खुल मुसलमान \n", | |
| "4522 बदल विघान कमर समाज \n", | |
| "4523 कु शाहजहाँपुर सुखलाल हुजूरपुर \n", | |
| "4524 ललि पश्चिमांचल अंसार टूट \n", | |
| "4525 भतीज तत्त्व सर्वप्रथम अनुमत \n", | |
| "4526 गुमनाम घुसगव क्षेत्र अधोमानक \n", | |
| "4527 सेव विज्ञापन महत्व सोहरियाव \n", | |
| "4528 नगल परम्पर किलोमीटर पाइप \n", | |
| "4529 आयोग ओलम्पिक विषयक पयागपुर \n", | |
| "4530 अभियंत्रण तरणताल उत्पन्न बहराइच \n", | |
| "4531 नेताज बोध योज अनुसुचित \n", | |
| "4532 अधीनस्थ प्रवेश स्थित बदल \n", | |
| "\n", | |
| " 21 116 16 126 \n", | |
| "0 हेत अतिरिक्त किय नौकर \n", | |
| "1 बल्ब इन्दिर उत्तर फौज \n", | |
| "2 बैठ कोष बेदखल लेवल \n", | |
| "3 बायोमेट्रिक रेव इंडियन भिन्नरूपेण \n", | |
| "4 बचाव पूल अनुमोदन होटल \n", | |
| "5 भिन्न मानचित्र कराधान स्थानान्तरण \n", | |
| "6 जानवर कोरारीकल मोटरयान शकुन्तल \n", | |
| "7 सड़क कुलहाबगह विषयक डा \n", | |
| "8 सहयोग तारगांव विधेयक रूपेण \n", | |
| "9 मेहनतकश निबईगैर विषेयक अधिकार \n", | |
| "10 बचत यथाशीघ्र संशोधन चिकित्स \n", | |
| "11 इलाज ओरहर महाप्रशासक अथिकार \n", | |
| "12 आवेदन कर्मचारियों/अधिकार चलचित्र मनोहर \n", | |
| "13 रूपेण आवंटित संवर्धित बंदियों/लोकतंत्र \n", | |
| "14 सहायिक जमसड़ कार्यवाह जीवन \n", | |
| "15 मरम्मत/पुनर्निर्माण आपातकाल अध्यादेश कर्मकार \n", | |
| "16 मिट्ट डीजल गुण्ड होम्योपैथ \n", | |
| "17 शकुन्तल धनराश अन्तर्जनपदीय क्षेत्रीय \n", | |
| "18 मंत्रीगण विकलांग गृहाद निरूद्ध \n", | |
| "19 आवागमन अन्य अप्राधिकृत बारह \n", | |
| "20 संबंधित कीमत सैफई एलोपैथ \n", | |
| "21 दाम रेगुलेटर मांग भिन्न \n", | |
| "22 भिन्नरूपेण अविलम्ब ब्रज श्री; \n", | |
| "23 कदम आवास पदोन्नत आर्थिक \n", | |
| "24 डीपीआर उसम सशोधन गनर \n", | |
| "25 मिर्जपुर मान अधिष्ठान पास \n", | |
| "26 डांड डीआईआर/मीस नियोजन बनारस \n", | |
| "27 धोब स्पेशियलिट अध्यास तत्काल \n", | |
| "28 उत्तम कृष्ण स्वायत् विज्ञान \n", | |
| "29 पुनर्वास जम इटाव पुनर्वास \n", | |
| "... ... ... ... ... \n", | |
| "4503 जागरूक पुलिस ढो टी \n", | |
| "4504 औसत सेवाकाल प्रोत्साहित नाट्य \n", | |
| "4505 घाटमपुर दुग्ध जेएनयूआरएम भारतेन्द \n", | |
| "4506 कित प्रसार मातृ राज्य \n", | |
| "4507 जेएनएनयूआरएम रविन्द्र धर्मान्तरण हाई \n", | |
| "4508 एण्ड बनारस कित एटीएम \n", | |
| "4509 किय खड्ड योजन जनसोई \n", | |
| "4510 भात जीपीएफ आदम अलीगंज \n", | |
| "4511 निवेशक केन्द्रीय रोपण कटक \n", | |
| "4512 खादर मुद्रण वांछित जूनियर \n", | |
| "4513 आरम्भ लेखन निर्मल लूट \n", | |
| "4514 प्रसव देयक विस्तृत प्लाण्ट \n", | |
| "4515 जेएनएनआरयूएम कर्मचार जैविक गाजीपुर \n", | |
| "4516 कीटनाशक उपरिगाम उन्मूलन हिस्स \n", | |
| "4517 वाटर अरूण नाबालिग सेण्टर \n", | |
| "4518 क्लीयर खड्ड पूर्त सम्बन्धित \n", | |
| "4519 रिजर्वायर वेतन सरकार ट्राम \n", | |
| "4520 प्रोजेक्ट आरक्ष कार्य छात्र \n", | |
| "4521 निवेश फण्ड प्रद्रेश छप \n", | |
| "4522 मिशन मुरब्ब डेंग बिस्तर \n", | |
| "4523 धर्मान्तरण पारिश्रमिक निपट बारादर \n", | |
| "4524 अथारिट सेवानिवृत्त उठाय बरेल \n", | |
| "4525 समीक्ष वेतनमान उत्थान पुस्तक \n", | |
| "4526 मातृ पेठ बायोमेट्रिक बदल \n", | |
| "4527 रूपरेख हथकरघ कदम पाठ्य \n", | |
| "4528 कार्य पंचम जानकार इण्टरमीडिएट \n", | |
| "4529 जानकार यमुनापार कराय सम्पत्त \n", | |
| "4530 योजन उद्योग वैकल्पित कृत्त \n", | |
| "4531 आदम पुनरीक्षित योज लघ \n", | |
| "4532 योज निरीक्षक हेत आपत्त \n", | |
| "\n", | |
| "[4533 rows x 150 columns]" | |
| ] | |
| }, | |
| "execution_count": 29, | |
| "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": 30, | |
| "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>75</th>\n", | |
| " <th>56</th>\n", | |
| " <th>59</th>\n", | |
| " <th>70</th>\n", | |
| " <th>3</th>\n", | |
| " <th>67</th>\n", | |
| " <th>63</th>\n", | |
| " <th>48</th>\n", | |
| " <th>4</th>\n", | |
| " <th>25</th>\n", | |
| " <th>...</th>\n", | |
| " <th>76</th>\n", | |
| " <th>6</th>\n", | |
| " <th>110</th>\n", | |
| " <th>19</th>\n", | |
| " <th>5</th>\n", | |
| " <th>47</th>\n", | |
| " <th>80</th>\n", | |
| " <th>106</th>\n", | |
| " <th>49</th>\n", | |
| " <th>42</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0</th>\n", | |
| " <td>सीबीआई</td>\n", | |
| " <td>नप</td>\n", | |
| " <td>ब्लाक</td>\n", | |
| " <td>इलाहाबाद</td>\n", | |
| " <td>द्वार</td>\n", | |
| " <td>सामुदायिक</td>\n", | |
| " <td>इण्टर</td>\n", | |
| " <td>रह</td>\n", | |
| " <td>प्रदेश</td>\n", | |
| " <td>तथ</td>\n", | |
| " <td>...</td>\n", | |
| " <td>मनम</td>\n", | |
| " <td>प्रदेश</td>\n", | |
| " <td>नशील</td>\n", | |
| " <td>श्र</td>\n", | |
| " <td>श्र</td>\n", | |
| " <td>विद्युत</td>\n", | |
| " <td>गांव</td>\n", | |
| " <td>री</td>\n", | |
| " <td>लखनऊ</td>\n", | |
| " <td>सरकार</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1</th>\n", | |
| " <td>नें</td>\n", | |
| " <td>बाबूपुरव</td>\n", | |
| " <td>विजुआपुर</td>\n", | |
| " <td>करछ</td>\n", | |
| " <td>श्र</td>\n", | |
| " <td>स्वास्थ्य</td>\n", | |
| " <td>कन्य</td>\n", | |
| " <td>चल</td>\n", | |
| " <td>जानकार</td>\n", | |
| " <td>द्वार</td>\n", | |
| " <td>...</td>\n", | |
| " <td>छांट</td>\n", | |
| " <td>मांग</td>\n", | |
| " <td>सीओ</td>\n", | |
| " <td>राधेश्याम</td>\n", | |
| " <td>द्वार</td>\n", | |
| " <td>सहि</td>\n", | |
| " <td>गंद</td>\n", | |
| " <td>सोह</td>\n", | |
| " <td>प्रकरण</td>\n", | |
| " <td>कतिपय</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>ची</td>\n", | |
| " <td>सोलर</td>\n", | |
| " <td>अहिरौल</td>\n", | |
| " <td>चाक</td>\n", | |
| " <td>जनपद</td>\n", | |
| " <td>केन्द्र</td>\n", | |
| " <td>किसान</td>\n", | |
| " <td>मच्छर</td>\n", | |
| " <td>हेत</td>\n", | |
| " <td>प्राक्कलन</td>\n", | |
| " <td>...</td>\n", | |
| " <td>जिल</td>\n", | |
| " <td>नियत्रंण</td>\n", | |
| " <td>मुरब्ब</td>\n", | |
| " <td>लक्ष्म</td>\n", | |
| " <td>प्रदेश</td>\n", | |
| " <td>मीटर</td>\n", | |
| " <td>भीखमपुर</td>\n", | |
| " <td>महुअन</td>\n", | |
| " <td>चारबाग</td>\n", | |
| " <td>समृद्ध</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3</th>\n", | |
| " <td>अथव</td>\n", | |
| " <td>उसर</td>\n", | |
| " <td>मण्डांव</td>\n", | |
| " <td>प्रतापपुर</td>\n", | |
| " <td>विषयक</td>\n", | |
| " <td>विवेक</td>\n", | |
| " <td>कालेज</td>\n", | |
| " <td>बर</td>\n", | |
| " <td>उत्तर</td>\n", | |
| " <td>विमुक्त</td>\n", | |
| " <td>...</td>\n", | |
| " <td>सोडियम</td>\n", | |
| " <td>उत्तर</td>\n", | |
| " <td>सुदृढीकरण</td>\n", | |
| " <td>हरीश</td>\n", | |
| " <td>दी</td>\n", | |
| " <td>उपकेन्द्र</td>\n", | |
| " <td>ज्ञापन</td>\n", | |
| " <td>फरह</td>\n", | |
| " <td>समीक्षाधिकार</td>\n", | |
| " <td>गल्ल</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4</th>\n", | |
| " <td>एफआईआर</td>\n", | |
| " <td>मरम्मत</td>\n", | |
| " <td>दरगाह</td>\n", | |
| " <td>इण्टरलाकिंग</td>\n", | |
| " <td>जानकार</td>\n", | |
| " <td>एएनएम</td>\n", | |
| " <td>दिख</td>\n", | |
| " <td>संक्रामक</td>\n", | |
| " <td>कार्यवाह</td>\n", | |
| " <td>समित</td>\n", | |
| " <td>...</td>\n", | |
| " <td>मशीन</td>\n", | |
| " <td>इंडियन</td>\n", | |
| " <td>कातिपय</td>\n", | |
| " <td>अवधेश</td>\n", | |
| " <td>मंत्र</td>\n", | |
| " <td>पोल</td>\n", | |
| " <td>स्पष्टीकरण</td>\n", | |
| " <td>छात्र</td>\n", | |
| " <td>हजरतगंज</td>\n", | |
| " <td>कानपुर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5</th>\n", | |
| " <td>मिल</td>\n", | |
| " <td>जांच</td>\n", | |
| " <td>लेपन</td>\n", | |
| " <td>घूरपुर</td>\n", | |
| " <td>पत्र</td>\n", | |
| " <td>मनिकापुर</td>\n", | |
| " <td>आधारित</td>\n", | |
| " <td>नजदीक</td>\n", | |
| " <td>विधान</td>\n", | |
| " <td>अन्तर्गत</td>\n", | |
| " <td>...</td>\n", | |
| " <td>कत</td>\n", | |
| " <td>कराधान</td>\n", | |
| " <td>जनवर</td>\n", | |
| " <td>सुखलाल</td>\n", | |
| " <td>राधेश्याम</td>\n", | |
| " <td>निर्बाध</td>\n", | |
| " <td>आयुक्त</td>\n", | |
| " <td>मार्कशीट</td>\n", | |
| " <td>रजनीखण्ड</td>\n", | |
| " <td>गड्ढ़ायुक्त</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>6</th>\n", | |
| " <td>भ्रष्टाचार</td>\n", | |
| " <td>नाल</td>\n", | |
| " <td>देवकल</td>\n", | |
| " <td>न्ययालय</td>\n", | |
| " <td>कार्यवाह</td>\n", | |
| " <td>महानिदेशालय</td>\n", | |
| " <td>डिग्र</td>\n", | |
| " <td>डग्गामार</td>\n", | |
| " <td>पत्र</td>\n", | |
| " <td>स्थाय</td>\n", | |
| " <td>...</td>\n", | |
| " <td>चिम</td>\n", | |
| " <td>मोटरयान</td>\n", | |
| " <td>कालिन्दीपुरम्</td>\n", | |
| " <td>शोकोद्गार</td>\n", | |
| " <td>वक्तव्य</td>\n", | |
| " <td>बल्ल</td>\n", | |
| " <td>नागल</td>\n", | |
| " <td>बिहारीलाल</td>\n", | |
| " <td>तहसील</td>\n", | |
| " <td>विखण्डन</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>7</th>\n", | |
| " <td>सहकार</td>\n", | |
| " <td>कानपुर</td>\n", | |
| " <td>असोह</td>\n", | |
| " <td>जमुनापार</td>\n", | |
| " <td>प्रदेश</td>\n", | |
| " <td>लिपिक</td>\n", | |
| " <td>मझौल</td>\n", | |
| " <td>हाईटेंशन</td>\n", | |
| " <td>सभ</td>\n", | |
| " <td>प्रकिय</td>\n", | |
| " <td>...</td>\n", | |
| " <td>अभिकरण</td>\n", | |
| " <td>मेडिसिन</td>\n", | |
| " <td>मुहैय</td>\n", | |
| " <td>अल</td>\n", | |
| " <td>भूप</td>\n", | |
| " <td>खम्भ</td>\n", | |
| " <td>दश</td>\n", | |
| " <td>बीएड</td>\n", | |
| " <td>विद्युत</td>\n", | |
| " <td>छंटनीशुद</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>8</th>\n", | |
| " <td>मशीन</td>\n", | |
| " <td>मुडाडीह</td>\n", | |
| " <td>रेयांव</td>\n", | |
| " <td>कौधियार</td>\n", | |
| " <td>निवासीगण</td>\n", | |
| " <td>कनिष्ठ</td>\n", | |
| " <td>ची</td>\n", | |
| " <td>चिन्हीकरण</td>\n", | |
| " <td>क्षेत्र</td>\n", | |
| " <td>परामर्श</td>\n", | |
| " <td>...</td>\n", | |
| " <td>डूड</td>\n", | |
| " <td>विषेयक</td>\n", | |
| " <td>समाचार</td>\n", | |
| " <td>चन्द्रपाल</td>\n", | |
| " <td>विकास</td>\n", | |
| " <td>एपीडीआरप</td>\n", | |
| " <td>सम्मान</td>\n", | |
| " <td>छात्रवृत्त</td>\n", | |
| " <td>जानकीपुरम्</td>\n", | |
| " <td>सस्</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>9</th>\n", | |
| " <td>एजेन्स</td>\n", | |
| " <td>बेल्तुआ</td>\n", | |
| " <td>समेकित</td>\n", | |
| " <td>मेज</td>\n", | |
| " <td>हेत</td>\n", | |
| " <td>जनगण</td>\n", | |
| " <td>बकाय</td>\n", | |
| " <td>भूमिहीन</td>\n", | |
| " <td>नियंत्रण</td>\n", | |
| " <td>सदस्यगण</td>\n", | |
| " <td>...</td>\n", | |
| " <td>महाराष्ट्र</td>\n", | |
| " <td>टीकाकरण</td>\n", | |
| " <td>शिष्टाचार</td>\n", | |
| " <td>गिरिज</td>\n", | |
| " <td>सुखलाल</td>\n", | |
| " <td>सब</td>\n", | |
| " <td>पैला</td>\n", | |
| " <td>शुल्क</td>\n", | |
| " <td>चौकीदार</td>\n", | |
| " <td>बाबूपुरव</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>10</th>\n", | |
| " <td>आख्य</td>\n", | |
| " <td>चन्धास</td>\n", | |
| " <td>कुठौद</td>\n", | |
| " <td>समस्य</td>\n", | |
| " <td>हस्ताक्षरित</td>\n", | |
| " <td>अग्निशमन</td>\n", | |
| " <td>पेर</td>\n", | |
| " <td>जागरूक</td>\n", | |
| " <td>इंडियन</td>\n", | |
| " <td>विस्तारीकरण</td>\n", | |
| " <td>...</td>\n", | |
| " <td>आर्म</td>\n", | |
| " <td>अध्यादेश</td>\n", | |
| " <td>पेयजल</td>\n", | |
| " <td>शास्त्र</td>\n", | |
| " <td>पाल</td>\n", | |
| " <td>सप्ल</td>\n", | |
| " <td>लोआ</td>\n", | |
| " <td>सन्मिलित</td>\n", | |
| " <td>तेलीबाग</td>\n", | |
| " <td>छाव</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11</th>\n", | |
| " <td>जांच</td>\n", | |
| " <td>गिधौल</td>\n", | |
| " <td>दिख</td>\n", | |
| " <td>खण्डपीठ</td>\n", | |
| " <td>याचिक</td>\n", | |
| " <td>दयौरऊ</td>\n", | |
| " <td>गन्</td>\n", | |
| " <td>प्रधानाचार्य</td>\n", | |
| " <td>फिल्म</td>\n", | |
| " <td>निर्देशित</td>\n", | |
| " <td>...</td>\n", | |
| " <td>गई</td>\n", | |
| " <td>स्वाइन</td>\n", | |
| " <td>दवाय</td>\n", | |
| " <td>भूप</td>\n", | |
| " <td>हरीश</td>\n", | |
| " <td>केबिल</td>\n", | |
| " <td>विशेष</td>\n", | |
| " <td>केन्द्रीय</td>\n", | |
| " <td>इन्स्टीट्यूट</td>\n", | |
| " <td>भैय्य</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>12</th>\n", | |
| " <td>जिल</td>\n", | |
| " <td>भ्रष्टाचार</td>\n", | |
| " <td>नौह</td>\n", | |
| " <td>कुम्भ</td>\n", | |
| " <td>मांग</td>\n", | |
| " <td>अतीगढ़</td>\n", | |
| " <td>भूकम्प</td>\n", | |
| " <td>असुविध</td>\n", | |
| " <td>विषेयक</td>\n", | |
| " <td>उच्चस्तरीय</td>\n", | |
| " <td>...</td>\n", | |
| " <td>बजाज</td>\n", | |
| " <td>गुण्ड</td>\n", | |
| " <td>अनुपालन</td>\n", | |
| " <td>श्रीवास्तव</td>\n", | |
| " <td>कुमार</td>\n", | |
| " <td>आपुर्त</td>\n", | |
| " <td>भेज</td>\n", | |
| " <td>अतर्र</td>\n", | |
| " <td>वकील</td>\n", | |
| " <td>वां</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>13</th>\n", | |
| " <td>दि</td>\n", | |
| " <td>पुर्ननिर्माण</td>\n", | |
| " <td>अमिल</td>\n", | |
| " <td>सोरांव</td>\n", | |
| " <td>विकास</td>\n", | |
| " <td>स्वास्थय</td>\n", | |
| " <td>पीज</td>\n", | |
| " <td>जघन्य</td>\n", | |
| " <td>मोटरयान</td>\n", | |
| " <td>काजीपुर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>कारागार</td>\n", | |
| " <td>विधेयक</td>\n", | |
| " <td>शास्त्रीनगर</td>\n", | |
| " <td>खां</td>\n", | |
| " <td>श्रीवास्तव</td>\n", | |
| " <td>नियामक</td>\n", | |
| " <td>द्धार</td>\n", | |
| " <td>कर्मचार</td>\n", | |
| " <td>विशेषाधिकार</td>\n", | |
| " <td>प्राथमिक/उच्च</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>14</th>\n", | |
| " <td>सीबीसीआईड</td>\n", | |
| " <td>सिकन्दर</td>\n", | |
| " <td>जैयनेन्द्र</td>\n", | |
| " <td>भुण्ड</td>\n", | |
| " <td>कृत</td>\n", | |
| " <td>शैय्य</td>\n", | |
| " <td>अधिग्रहीत</td>\n", | |
| " <td>व्यापक</td>\n", | |
| " <td>कराधान</td>\n", | |
| " <td>प्राधिकृत</td>\n", | |
| " <td>...</td>\n", | |
| " <td>मिल</td>\n", | |
| " <td>फाल</td>\n", | |
| " <td>डकैत</td>\n", | |
| " <td>सैय्यद</td>\n", | |
| " <td>शोकोद्गार</td>\n", | |
| " <td>आपूर्त</td>\n", | |
| " <td>विहीन</td>\n", | |
| " <td>मुकदम</td>\n", | |
| " <td>गोम</td>\n", | |
| " <td>कार्ययोज</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>15</th>\n", | |
| " <td>शुगर</td>\n", | |
| " <td>घोर</td>\n", | |
| " <td>इटव</td>\n", | |
| " <td>शिवराजपुर</td>\n", | |
| " <td>गुप्</td>\n", | |
| " <td>प्रान्तीय</td>\n", | |
| " <td>मूल्य</td>\n", | |
| " <td>जहरील</td>\n", | |
| " <td>कृत</td>\n", | |
| " <td>फाल</td>\n", | |
| " <td>...</td>\n", | |
| " <td>एसएनएम</td>\n", | |
| " <td>नियंत्रण</td>\n", | |
| " <td>ऊंचाहार</td>\n", | |
| " <td>एडवोकेट</td>\n", | |
| " <td>खां</td>\n", | |
| " <td>गोस</td>\n", | |
| " <td>कनपर</td>\n", | |
| " <td>जनजाति/पिछड़</td>\n", | |
| " <td>सृजन</td>\n", | |
| " <td>दुकान</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>16</th>\n", | |
| " <td>जन्त</td>\n", | |
| " <td>मुगलसराय</td>\n", | |
| " <td>छपर</td>\n", | |
| " <td>व्याप्त</td>\n", | |
| " <td>जनहित</td>\n", | |
| " <td>डाक्टर</td>\n", | |
| " <td>विपणन</td>\n", | |
| " <td>नेपालगंज</td>\n", | |
| " <td>सम्बन्ध</td>\n", | |
| " <td>काटज</td>\n", | |
| " <td>...</td>\n", | |
| " <td>पैर</td>\n", | |
| " <td>लाग</td>\n", | |
| " <td>निष्पादन</td>\n", | |
| " <td>पाल</td>\n", | |
| " <td>सुरेश</td>\n", | |
| " <td>केवीए</td>\n", | |
| " <td>विस्तारीकरण</td>\n", | |
| " <td>दश</td>\n", | |
| " <td>हनन</td>\n", | |
| " <td>गैर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>17</th>\n", | |
| " <td>कब</td>\n", | |
| " <td>धांधल</td>\n", | |
| " <td>पक्क</td>\n", | |
| " <td>कोहड़ार</td>\n", | |
| " <td>उमेश</td>\n", | |
| " <td>रज</td>\n", | |
| " <td>मिल</td>\n", | |
| " <td>उसाव</td>\n", | |
| " <td>किय</td>\n", | |
| " <td>न्यायाधीश</td>\n", | |
| " <td>...</td>\n", | |
| " <td>अजय</td>\n", | |
| " <td>ब्रज</td>\n", | |
| " <td>महराज</td>\n", | |
| " <td>निधन</td>\n", | |
| " <td>प्रसाद</td>\n", | |
| " <td>तिगर</td>\n", | |
| " <td>वजीदापुर</td>\n", | |
| " <td>ए</td>\n", | |
| " <td>सेज</td>\n", | |
| " <td>दायित्त्व</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>18</th>\n", | |
| " <td>सतर्क</td>\n", | |
| " <td>नियामताबाद</td>\n", | |
| " <td>नप</td>\n", | |
| " <td>पश्चिम</td>\n", | |
| " <td>नगर</td>\n", | |
| " <td>अव्यवस्थ</td>\n", | |
| " <td>स्वयं</td>\n", | |
| " <td>झगह</td>\n", | |
| " <td>मानव</td>\n", | |
| " <td>सवायजपुर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>ची</td>\n", | |
| " <td>संशोधन</td>\n", | |
| " <td>प्रसाद</td>\n", | |
| " <td>चन्द्र</td>\n", | |
| " <td>जगन्नाथ</td>\n", | |
| " <td>लकड़</td>\n", | |
| " <td>वाड़</td>\n", | |
| " <td>जाति/अनुसूचित</td>\n", | |
| " <td>राजधा</td>\n", | |
| " <td>श्यामनगर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>19</th>\n", | |
| " <td>पिपराइच</td>\n", | |
| " <td>ठेकेदार</td>\n", | |
| " <td>दोहरीघाट</td>\n", | |
| " <td>शंकरगढ़</td>\n", | |
| " <td>आद</td>\n", | |
| " <td>शेखर</td>\n", | |
| " <td>कनेक्शन</td>\n", | |
| " <td>कुंवर</td>\n", | |
| " <td>उन्ह</td>\n", | |
| " <td>बिन्दपुरव</td>\n", | |
| " <td>...</td>\n", | |
| " <td>सी</td>\n", | |
| " <td>संवर्धित</td>\n", | |
| " <td>पुरव</td>\n", | |
| " <td>सर्वश्र</td>\n", | |
| " <td>लक्ष्म</td>\n", | |
| " <td>तार</td>\n", | |
| " <td>कुइय</td>\n", | |
| " <td>वेतनमान</td>\n", | |
| " <td>रिक्श</td>\n", | |
| " <td>सुन्दरीकरण</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>20</th>\n", | |
| " <td>बकाय</td>\n", | |
| " <td>बस्</td>\n", | |
| " <td>सिवान</td>\n", | |
| " <td>जांच</td>\n", | |
| " <td>वर्म</td>\n", | |
| " <td>दवाय</td>\n", | |
| " <td>प्रभावित</td>\n", | |
| " <td>रिसाव</td>\n", | |
| " <td>लाग</td>\n", | |
| " <td>फार्मसिस्ट</td>\n", | |
| " <td>...</td>\n", | |
| " <td>सूरजकुण्ड</td>\n", | |
| " <td>अन्तर्गत</td>\n", | |
| " <td>सोन</td>\n", | |
| " <td>समर</td>\n", | |
| " <td>खन्</td>\n", | |
| " <td>ट्रान्सफार्मर</td>\n", | |
| " <td>योजनान्तर्गत</td>\n", | |
| " <td>मथुर</td>\n", | |
| " <td>गोमतीनगर</td>\n", | |
| " <td>महामार</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>21</th>\n", | |
| " <td>स्कैन</td>\n", | |
| " <td>महाराजपुर</td>\n", | |
| " <td>सुहावल</td>\n", | |
| " <td>निदान</td>\n", | |
| " <td>गय</td>\n", | |
| " <td>ग्रसित</td>\n", | |
| " <td>मुआवज</td>\n", | |
| " <td>शाह</td>\n", | |
| " <td>वां</td>\n", | |
| " <td>गुरुगव</td>\n", | |
| " <td>...</td>\n", | |
| " <td>एलएच</td>\n", | |
| " <td>महाप्रशासक</td>\n", | |
| " <td>समरसेविल</td>\n", | |
| " <td>रघुनाथ</td>\n", | |
| " <td>रावत</td>\n", | |
| " <td>वितरण</td>\n", | |
| " <td>पात्र</td>\n", | |
| " <td>गोवर्धन</td>\n", | |
| " <td>मलिहाबाद</td>\n", | |
| " <td>तल</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>22</th>\n", | |
| " <td>कार्यकर्</td>\n", | |
| " <td>नियमताबाद</td>\n", | |
| " <td>दऊ</td>\n", | |
| " <td>कोटेदार</td>\n", | |
| " <td>पटेल</td>\n", | |
| " <td>आंगनबाड़</td>\n", | |
| " <td>जिम्मेदार</td>\n", | |
| " <td>परिवर्तन</td>\n", | |
| " <td>अध्यादेश</td>\n", | |
| " <td>ऐक्ट</td>\n", | |
| " <td>...</td>\n", | |
| " <td>भाई</td>\n", | |
| " <td>संशोधनविधेयक</td>\n", | |
| " <td>पौराणिक</td>\n", | |
| " <td>सेवक</td>\n", | |
| " <td>केवल</td>\n", | |
| " <td>परेशा</td>\n", | |
| " <td>विधालय</td>\n", | |
| " <td>शम्भ</td>\n", | |
| " <td>भीट</td>\n", | |
| " <td>महाराजपुर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>23</th>\n", | |
| " <td>कारागार</td>\n", | |
| " <td>डींग</td>\n", | |
| " <td>राजाजीपुरम</td>\n", | |
| " <td>नर्सिंग</td>\n", | |
| " <td>कोटेदार</td>\n", | |
| " <td>कुठौद</td>\n", | |
| " <td>सहकार</td>\n", | |
| " <td>स्वाइन</td>\n", | |
| " <td>निवेश</td>\n", | |
| " <td>अन्दर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>पकड़</td>\n", | |
| " <td>चलचित्र</td>\n", | |
| " <td>पिचिंग</td>\n", | |
| " <td>शोकोद्गार</td>\n", | |
| " <td>जायसवाल</td>\n", | |
| " <td>फ्रेंचाइज</td>\n", | |
| " <td>पम्प</td>\n", | |
| " <td>नवजीवन</td>\n", | |
| " <td>उपकेन्द्र</td>\n", | |
| " <td>संदर्भ</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>24</th>\n", | |
| " <td>प्रशासनिक</td>\n", | |
| " <td>चन्दौल</td>\n", | |
| " <td>मधुबन</td>\n", | |
| " <td>अनियमित</td>\n", | |
| " <td>मां</td>\n", | |
| " <td>सेवाय</td>\n", | |
| " <td>महर्षिपुरम</td>\n", | |
| " <td>पालीथीन</td>\n", | |
| " <td>दुष्कर्म</td>\n", | |
| " <td>लेख</td>\n", | |
| " <td>...</td>\n", | |
| " <td>नवम्बर</td>\n", | |
| " <td>इटाव</td>\n", | |
| " <td>कु</td>\n", | |
| " <td>जगन्नाथ</td>\n", | |
| " <td>चन्द्र</td>\n", | |
| " <td>सीमेन्टेड</td>\n", | |
| " <td>मिर्जापुर</td>\n", | |
| " <td>छठ</td>\n", | |
| " <td>संगठित</td>\n", | |
| " <td>तहसील</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>25</th>\n", | |
| " <td>एसएनएम</td>\n", | |
| " <td>सडक</td>\n", | |
| " <td>ददरौल</td>\n", | |
| " <td>कोरांव</td>\n", | |
| " <td>रमेश</td>\n", | |
| " <td>पैम</td>\n", | |
| " <td>जांच</td>\n", | |
| " <td>चुइंगम</td>\n", | |
| " <td>खिलाड़</td>\n", | |
| " <td>संयुक्त</td>\n", | |
| " <td>...</td>\n", | |
| " <td>जवाब</td>\n", | |
| " <td>सैफई</td>\n", | |
| " <td>लाइसेन्स</td>\n", | |
| " <td>रामदास</td>\n", | |
| " <td>राजबल</td>\n", | |
| " <td>छपर</td>\n", | |
| " <td>सहित</td>\n", | |
| " <td>ग</td>\n", | |
| " <td>बक्श</td>\n", | |
| " <td>गजराज</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>26</th>\n", | |
| " <td>अनिल</td>\n", | |
| " <td>चोक</td>\n", | |
| " <td>डी</td>\n", | |
| " <td>भराव</td>\n", | |
| " <td>रऊफ</td>\n", | |
| " <td>विशेषज्ञ</td>\n", | |
| " <td>बालिक</td>\n", | |
| " <td>संगीत</td>\n", | |
| " <td>नियत्रंण</td>\n", | |
| " <td>उतरौल</td>\n", | |
| " <td>...</td>\n", | |
| " <td>प्रवाहित</td>\n", | |
| " <td>हेत</td>\n", | |
| " <td>आद</td>\n", | |
| " <td>नाथ</td>\n", | |
| " <td>उत्तर</td>\n", | |
| " <td>गोपालनगर</td>\n", | |
| " <td>लोकायुक्त</td>\n", | |
| " <td>नरेन्द्र</td>\n", | |
| " <td>रूस्तम</td>\n", | |
| " <td>जमुनापार</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>27</th>\n", | |
| " <td>आशुलिपिक</td>\n", | |
| " <td>पिसाव</td>\n", | |
| " <td>बर्र</td>\n", | |
| " <td>कस्तूरब</td>\n", | |
| " <td>बेग</td>\n", | |
| " <td>चण्डौस</td>\n", | |
| " <td>ए</td>\n", | |
| " <td>यौन</td>\n", | |
| " <td>डेंग</td>\n", | |
| " <td>बजह</td>\n", | |
| " <td>...</td>\n", | |
| " <td>मेरठ</td>\n", | |
| " <td>दाम</td>\n", | |
| " <td>बर्ष</td>\n", | |
| " <td>कोर</td>\n", | |
| " <td>निधन</td>\n", | |
| " <td>गौटिय</td>\n", | |
| " <td>गगोल</td>\n", | |
| " <td>वातानुकूलित</td>\n", | |
| " <td>सीपेट</td>\n", | |
| " <td>सिकन्दर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>28</th>\n", | |
| " <td>जानक</td>\n", | |
| " <td>कैमुआ</td>\n", | |
| " <td>वाड़</td>\n", | |
| " <td>निराकरण</td>\n", | |
| " <td>नन्द</td>\n", | |
| " <td>मरम्मतीकरण</td>\n", | |
| " <td>साइंस</td>\n", | |
| " <td>बल्दीराय</td>\n", | |
| " <td>सोलहव</td>\n", | |
| " <td>जनजात</td>\n", | |
| " <td>...</td>\n", | |
| " <td>छर्र</td>\n", | |
| " <td>सशोधन</td>\n", | |
| " <td>विचपुर</td>\n", | |
| " <td>लोकेन्द्र</td>\n", | |
| " <td>शाक्य</td>\n", | |
| " <td>कनेक्शन</td>\n", | |
| " <td>आपातकाल</td>\n", | |
| " <td>नेशनल</td>\n", | |
| " <td>नादरगंज</td>\n", | |
| " <td>चुक</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>29</th>\n", | |
| " <td>अनियमित</td>\n", | |
| " <td>शिक्ष</td>\n", | |
| " <td>जांच</td>\n", | |
| " <td>दौरान</td>\n", | |
| " <td>विरूद्ध</td>\n", | |
| " <td>ब्लाक</td>\n", | |
| " <td>फसल</td>\n", | |
| " <td>अनियमित</td>\n", | |
| " <td>विधेयक</td>\n", | |
| " <td>सुदृढीकरण</td>\n", | |
| " <td>...</td>\n", | |
| " <td>उत्सर्जित</td>\n", | |
| " <td>सन्</td>\n", | |
| " <td>गुमनाम</td>\n", | |
| " <td>अचल</td>\n", | |
| " <td>शोकोद्गार</td>\n", | |
| " <td>उपभोक्</td>\n", | |
| " <td>मेरठ</td>\n", | |
| " <td>देव</td>\n", | |
| " <td>बरावनकल</td>\n", | |
| " <td>चिल्लूपार</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>4503</th>\n", | |
| " <td>चन्द्रभान</td>\n", | |
| " <td>कतिपय</td>\n", | |
| " <td>नकह</td>\n", | |
| " <td>गरीब</td>\n", | |
| " <td>चांदपुर</td>\n", | |
| " <td>दुरुपयोग</td>\n", | |
| " <td>पेयजल</td>\n", | |
| " <td>औसत</td>\n", | |
| " <td>बरैच</td>\n", | |
| " <td>बीआरजीएफ</td>\n", | |
| " <td>...</td>\n", | |
| " <td>सीबीआई</td>\n", | |
| " <td>नायब</td>\n", | |
| " <td>बाय</td>\n", | |
| " <td>साध्व</td>\n", | |
| " <td>संदर्भ</td>\n", | |
| " <td>विशेषाधिकार</td>\n", | |
| " <td>दुष्प्रभाव</td>\n", | |
| " <td>विभागीय</td>\n", | |
| " <td>छाव</td>\n", | |
| " <td>भूमिहीन</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4504</th>\n", | |
| " <td>भरप</td>\n", | |
| " <td>सिमर</td>\n", | |
| " <td>गोपालपुर</td>\n", | |
| " <td>झाँस</td>\n", | |
| " <td>सरे</td>\n", | |
| " <td>बनगांव</td>\n", | |
| " <td>सुविधाय</td>\n", | |
| " <td>राश</td>\n", | |
| " <td>परस</td>\n", | |
| " <td>केव</td>\n", | |
| " <td>...</td>\n", | |
| " <td>सर्वशिक्ष</td>\n", | |
| " <td>शाक्य</td>\n", | |
| " <td>हस्ताक्षरित</td>\n", | |
| " <td>केवल</td>\n", | |
| " <td>टाण्ड</td>\n", | |
| " <td>पैमाइश</td>\n", | |
| " <td>हर्ष</td>\n", | |
| " <td>डीएप</td>\n", | |
| " <td>अमोघपुर</td>\n", | |
| " <td>गई</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4505</th>\n", | |
| " <td>वोक्टेज</td>\n", | |
| " <td>फुटेर</td>\n", | |
| " <td>सार</td>\n", | |
| " <td>विद्युत</td>\n", | |
| " <td>मुंगर</td>\n", | |
| " <td>मूलभूत</td>\n", | |
| " <td>डाक्टर</td>\n", | |
| " <td>बीपीएड</td>\n", | |
| " <td>बझेड़</td>\n", | |
| " <td>बी</td>\n", | |
| " <td>...</td>\n", | |
| " <td>धाम</td>\n", | |
| " <td>केवल</td>\n", | |
| " <td>शोहरतगढ़</td>\n", | |
| " <td>प्रति</td>\n", | |
| " <td>दुष्कर्म</td>\n", | |
| " <td>महाराजपुर</td>\n", | |
| " <td>गत</td>\n", | |
| " <td>प्रतिभ</td>\n", | |
| " <td>मीस</td>\n", | |
| " <td>विलसण्ड</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4506</th>\n", | |
| " <td>जेवर</td>\n", | |
| " <td>चौचनयाऊ</td>\n", | |
| " <td>आरसीस</td>\n", | |
| " <td>लौद</td>\n", | |
| " <td>मड़िहान</td>\n", | |
| " <td>संयंत्र</td>\n", | |
| " <td>पर्यावरण</td>\n", | |
| " <td>माथुर</td>\n", | |
| " <td>गड्ढ़ायुक्त</td>\n", | |
| " <td>कार्य</td>\n", | |
| " <td>...</td>\n", | |
| " <td>एक्ट</td>\n", | |
| " <td>गिरिज</td>\n", | |
| " <td>नीच</td>\n", | |
| " <td>कार्यवाहक</td>\n", | |
| " <td>हिनौ</td>\n", | |
| " <td>देहल</td>\n", | |
| " <td>सुनील</td>\n", | |
| " <td>बढाय</td>\n", | |
| " <td>हाइव</td>\n", | |
| " <td>मजार</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4507</th>\n", | |
| " <td>रि</td>\n", | |
| " <td>प्रेमपुर</td>\n", | |
| " <td>आगनबाड़</td>\n", | |
| " <td>मिनट</td>\n", | |
| " <td>खैरागढ़</td>\n", | |
| " <td>उपलब्ध</td>\n", | |
| " <td>संग्रह</td>\n", | |
| " <td>गोकुल</td>\n", | |
| " <td>गुरगव</td>\n", | |
| " <td>वक्तव्य</td>\n", | |
| " <td>...</td>\n", | |
| " <td>पहाड़िय</td>\n", | |
| " <td>जायसवाल</td>\n", | |
| " <td>योग्य</td>\n", | |
| " <td>माफिय</td>\n", | |
| " <td>अनियमितताय</td>\n", | |
| " <td>गुंजन</td>\n", | |
| " <td>तमाम</td>\n", | |
| " <td>नोयड</td>\n", | |
| " <td>रुक</td>\n", | |
| " <td>ओवरलोडिंग</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4508</th>\n", | |
| " <td>यश</td>\n", | |
| " <td>बड़ागांव</td>\n", | |
| " <td>पुरायूं</td>\n", | |
| " <td>चिटफण्ड</td>\n", | |
| " <td>पुरकाज</td>\n", | |
| " <td>कन्य</td>\n", | |
| " <td>प्रमुख</td>\n", | |
| " <td>प्रभावित</td>\n", | |
| " <td>हाजीपुर</td>\n", | |
| " <td>शास्त्रीनगर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>सिस्टम</td>\n", | |
| " <td>पाठ</td>\n", | |
| " <td>अधिग्रहीत</td>\n", | |
| " <td>उसाव</td>\n", | |
| " <td>एमएलड</td>\n", | |
| " <td>नरै</td>\n", | |
| " <td>विनियमन</td>\n", | |
| " <td>मंहग</td>\n", | |
| " <td>कैथापुर</td>\n", | |
| " <td>अमाह</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4509</th>\n", | |
| " <td>मच्छर</td>\n", | |
| " <td>खांड</td>\n", | |
| " <td>परस</td>\n", | |
| " <td>आग्रह</td>\n", | |
| " <td>मजार</td>\n", | |
| " <td>जैटिंग</td>\n", | |
| " <td>समतुल्य</td>\n", | |
| " <td>रजिस्ट्र</td>\n", | |
| " <td>उद्यम</td>\n", | |
| " <td>एम</td>\n", | |
| " <td>...</td>\n", | |
| " <td>व्यवस्थ</td>\n", | |
| " <td>राजबल</td>\n", | |
| " <td>लक्ष्मीब</td>\n", | |
| " <td>रुचिवीर</td>\n", | |
| " <td>मार्ग</td>\n", | |
| " <td>सक</td>\n", | |
| " <td>बंजर</td>\n", | |
| " <td>रहमत</td>\n", | |
| " <td>सीस</td>\n", | |
| " <td>पड़ाव</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4510</th>\n", | |
| " <td>वितरित</td>\n", | |
| " <td>बवी</td>\n", | |
| " <td>पीडीएस</td>\n", | |
| " <td>हसन</td>\n", | |
| " <td>सिराथ</td>\n", | |
| " <td>पूर्णकालिक</td>\n", | |
| " <td>महुवार</td>\n", | |
| " <td>करेन्ट</td>\n", | |
| " <td>बनकट</td>\n", | |
| " <td>सें</td>\n", | |
| " <td>...</td>\n", | |
| " <td>खरगापुर</td>\n", | |
| " <td>शास्त्र</td>\n", | |
| " <td>दिवाल</td>\n", | |
| " <td>अराध</td>\n", | |
| " <td>कार्यव</td>\n", | |
| " <td>सहायक/प्राविधिक</td>\n", | |
| " <td>पड़रिय</td>\n", | |
| " <td>टेम</td>\n", | |
| " <td>भैय्य</td>\n", | |
| " <td>मरम्मत/पुनर्निर्माण</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4511</th>\n", | |
| " <td>असरकार</td>\n", | |
| " <td>डुबक</td>\n", | |
| " <td>फार</td>\n", | |
| " <td>हास्टल</td>\n", | |
| " <td>अंतर्गत</td>\n", | |
| " <td>तरबगंज</td>\n", | |
| " <td>शंकरगढ़</td>\n", | |
| " <td>जमुह</td>\n", | |
| " <td>महुआ</td>\n", | |
| " <td>बीत</td>\n", | |
| " <td>...</td>\n", | |
| " <td>पर्याप्त</td>\n", | |
| " <td>ज्ञानेन्द्र</td>\n", | |
| " <td>हाथरस</td>\n", | |
| " <td>पराझरस</td>\n", | |
| " <td>कराय</td>\n", | |
| " <td>गई</td>\n", | |
| " <td>तम्बाक</td>\n", | |
| " <td>आवेदन</td>\n", | |
| " <td>शिफ्टिंग</td>\n", | |
| " <td>खजूर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4512</th>\n", | |
| " <td>अधिकांश</td>\n", | |
| " <td>पलींद</td>\n", | |
| " <td>सांऊघाट</td>\n", | |
| " <td>सहि</td>\n", | |
| " <td>चरथावल</td>\n", | |
| " <td>मेडिकल</td>\n", | |
| " <td>आधार</td>\n", | |
| " <td>सहायिक</td>\n", | |
| " <td>खेर</td>\n", | |
| " <td>अतिभारित</td>\n", | |
| " <td>...</td>\n", | |
| " <td>प्रधानाध्यापक</td>\n", | |
| " <td>पाल</td>\n", | |
| " <td>मांट</td>\n", | |
| " <td>अमाह</td>\n", | |
| " <td>विषययक</td>\n", | |
| " <td>कथित</td>\n", | |
| " <td>बाढ़</td>\n", | |
| " <td>परिवर्तक</td>\n", | |
| " <td>कोयल</td>\n", | |
| " <td>रामज</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4513</th>\n", | |
| " <td>असुविध</td>\n", | |
| " <td>तिगैल</td>\n", | |
| " <td>प्लास्टिक</td>\n", | |
| " <td>लाभार्थ</td>\n", | |
| " <td>मझगव</td>\n", | |
| " <td>अवस्थाप</td>\n", | |
| " <td>स्वास्थ्य</td>\n", | |
| " <td>वैष्ण</td>\n", | |
| " <td>कराय</td>\n", | |
| " <td>कारावास</td>\n", | |
| " <td>...</td>\n", | |
| " <td>मिड</td>\n", | |
| " <td>सुखलाल</td>\n", | |
| " <td>अकोल</td>\n", | |
| " <td>ओवरलोडिंग</td>\n", | |
| " <td>जसपुर</td>\n", | |
| " <td>कानून</td>\n", | |
| " <td>आवार</td>\n", | |
| " <td>रहमान</td>\n", | |
| " <td>मेन</td>\n", | |
| " <td>जवाहिर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4514</th>\n", | |
| " <td>क्षत</td>\n", | |
| " <td>चिरगांव</td>\n", | |
| " <td>मल्टीसेक्टोरियल</td>\n", | |
| " <td>सुमाल</td>\n", | |
| " <td>गंगोह</td>\n", | |
| " <td>हसन</td>\n", | |
| " <td>आबकार</td>\n", | |
| " <td>काम</td>\n", | |
| " <td>साऊघाट</td>\n", | |
| " <td>सझ</td>\n", | |
| " <td>...</td>\n", | |
| " <td>डे</td>\n", | |
| " <td>गय</td>\n", | |
| " <td>कुओं</td>\n", | |
| " <td>तत्व</td>\n", | |
| " <td>शिकाय</td>\n", | |
| " <td>भूतेश्वर</td>\n", | |
| " <td>बैठक</td>\n", | |
| " <td>सिसवातालिब</td>\n", | |
| " <td>राज्यांश</td>\n", | |
| " <td>धांधल</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4515</th>\n", | |
| " <td>दुष्प्रभाव</td>\n", | |
| " <td>कोलव</td>\n", | |
| " <td>पारस</td>\n", | |
| " <td>अमरौल</td>\n", | |
| " <td>जंघई</td>\n", | |
| " <td>लिमिटेड</td>\n", | |
| " <td>मूलभूत</td>\n", | |
| " <td>जोड़</td>\n", | |
| " <td>सिकन्दराराऊ</td>\n", | |
| " <td>पंकज</td>\n", | |
| " <td>...</td>\n", | |
| " <td>कार्यकर्</td>\n", | |
| " <td>क्षेत्र</td>\n", | |
| " <td>द्वर</td>\n", | |
| " <td>वक्तव्य</td>\n", | |
| " <td>छलक</td>\n", | |
| " <td>ट्रस्ट</td>\n", | |
| " <td>सौनोल</td>\n", | |
| " <td>चिउट</td>\n", | |
| " <td>गिधौल</td>\n", | |
| " <td>देवर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4516</th>\n", | |
| " <td>ऊर्ज</td>\n", | |
| " <td>दोंन</td>\n", | |
| " <td>बनकट</td>\n", | |
| " <td>जनजाति/पिछड़</td>\n", | |
| " <td>अन्तर्गत</td>\n", | |
| " <td>जल</td>\n", | |
| " <td>गर्म</td>\n", | |
| " <td>अन्तगत</td>\n", | |
| " <td>दिवाल</td>\n", | |
| " <td>वेव</td>\n", | |
| " <td>...</td>\n", | |
| " <td>जिलापूर्त</td>\n", | |
| " <td>जगन्नाथ</td>\n", | |
| " <td>पारीक्ष</td>\n", | |
| " <td>कराय</td>\n", | |
| " <td>सेक्टोरल</td>\n", | |
| " <td>बरौ</td>\n", | |
| " <td>गैप</td>\n", | |
| " <td>सन</td>\n", | |
| " <td>हिलौ</td>\n", | |
| " <td>विकरनपुर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4517</th>\n", | |
| " <td>बदलव</td>\n", | |
| " <td>पलीद</td>\n", | |
| " <td>एएनएम</td>\n", | |
| " <td>बेच</td>\n", | |
| " <td>हैदरगढ़</td>\n", | |
| " <td>अल्पसंख्यक</td>\n", | |
| " <td>पाइप</td>\n", | |
| " <td>नामक</td>\n", | |
| " <td>सिधौल</td>\n", | |
| " <td>स्थ</td>\n", | |
| " <td>...</td>\n", | |
| " <td>ज्ञानेन्द्र</td>\n", | |
| " <td>श्रीवास्तव</td>\n", | |
| " <td>पेंशन</td>\n", | |
| " <td>हरिजन</td>\n", | |
| " <td>मल्ट</td>\n", | |
| " <td>बाबूपुरव</td>\n", | |
| " <td>नेपाल</td>\n", | |
| " <td>जेल</td>\n", | |
| " <td>आजाद</td>\n", | |
| " <td>रोड</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4518</th>\n", | |
| " <td>ली</td>\n", | |
| " <td>खिरक</td>\n", | |
| " <td>चालक</td>\n", | |
| " <td>आरक्षित</td>\n", | |
| " <td>कैण्ट</td>\n", | |
| " <td>सुविधाय</td>\n", | |
| " <td>जल</td>\n", | |
| " <td>लालन</td>\n", | |
| " <td>निर्माण</td>\n", | |
| " <td>द्रौपद</td>\n", | |
| " <td>...</td>\n", | |
| " <td>खतरनाक</td>\n", | |
| " <td>कुमार</td>\n", | |
| " <td>गलत</td>\n", | |
| " <td>शाह</td>\n", | |
| " <td>अभियुक्तगण</td>\n", | |
| " <td>विक्रय</td>\n", | |
| " <td>सेवल</td>\n", | |
| " <td>नप</td>\n", | |
| " <td>देहल</td>\n", | |
| " <td>जघन्य</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4519</th>\n", | |
| " <td>तजवापुर</td>\n", | |
| " <td>ओडिय</td>\n", | |
| " <td>चुंग</td>\n", | |
| " <td>अनिश्चित</td>\n", | |
| " <td>ओबर</td>\n", | |
| " <td>निगम</td>\n", | |
| " <td>कोरांव</td>\n", | |
| " <td>प्रकोप</td>\n", | |
| " <td>दोंन</td>\n", | |
| " <td>जह</td>\n", | |
| " <td>...</td>\n", | |
| " <td>यश</td>\n", | |
| " <td>कृत</td>\n", | |
| " <td>एकड़</td>\n", | |
| " <td>मंत्र</td>\n", | |
| " <td>कामर्स</td>\n", | |
| " <td>व्यक्तिगत</td>\n", | |
| " <td>एंव</td>\n", | |
| " <td>सोलर</td>\n", | |
| " <td>रोड</td>\n", | |
| " <td>अनियमित</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4520</th>\n", | |
| " <td>ग्लोबल</td>\n", | |
| " <td>ग्वावल</td>\n", | |
| " <td>कप्तानगंज</td>\n", | |
| " <td>चालित</td>\n", | |
| " <td>आफिस</td>\n", | |
| " <td>प्रधानाध्यापक</td>\n", | |
| " <td>दूषित</td>\n", | |
| " <td>बकायेदार</td>\n", | |
| " <td>अन्तर्गत</td>\n", | |
| " <td>सु</td>\n", | |
| " <td>...</td>\n", | |
| " <td>क्रिटिकल</td>\n", | |
| " <td>विधान</td>\n", | |
| " <td>कम्प</td>\n", | |
| " <td>खनिकर्म</td>\n", | |
| " <td>सविस</td>\n", | |
| " <td>ईडब्लूएस</td>\n", | |
| " <td>वंश</td>\n", | |
| " <td>निर्गत</td>\n", | |
| " <td>वार्डर</td>\n", | |
| " <td>शान्तीनगर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4521</th>\n", | |
| " <td>जलवाय</td>\n", | |
| " <td>तेदौल</td>\n", | |
| " <td>सदर</td>\n", | |
| " <td>ग्रहण</td>\n", | |
| " <td>अण्ड</td>\n", | |
| " <td>विद्यार्थ</td>\n", | |
| " <td>करछ</td>\n", | |
| " <td>निकल</td>\n", | |
| " <td>व्ययक</td>\n", | |
| " <td>खुल</td>\n", | |
| " <td>...</td>\n", | |
| " <td>आत्महत्य</td>\n", | |
| " <td>वक्तव्य</td>\n", | |
| " <td>वृद्धावस्थ</td>\n", | |
| " <td>कार्य</td>\n", | |
| " <td>निर्माण</td>\n", | |
| " <td>पंचवर्षीय</td>\n", | |
| " <td>उच्चस्तरीय</td>\n", | |
| " <td>कोटेशन</td>\n", | |
| " <td>नप</td>\n", | |
| " <td>भ्रष्टाचार</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4522</th>\n", | |
| " <td>वार्मिग</td>\n", | |
| " <td>ठकुरपुर</td>\n", | |
| " <td>पुरा</td>\n", | |
| " <td>सुविधाय</td>\n", | |
| " <td>माधौगढ़</td>\n", | |
| " <td>मेरठ</td>\n", | |
| " <td>गम्भीर</td>\n", | |
| " <td>जुओं</td>\n", | |
| " <td>अनुदान</td>\n", | |
| " <td>कमर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>नीलगाय</td>\n", | |
| " <td>चन्द्र</td>\n", | |
| " <td>मुड़िय</td>\n", | |
| " <td>मधुबाल</td>\n", | |
| " <td>सम्बन्ध</td>\n", | |
| " <td>महात्म</td>\n", | |
| " <td>घूम</td>\n", | |
| " <td>कांट</td>\n", | |
| " <td>ढाब</td>\n", | |
| " <td>पराझरस</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4523</th>\n", | |
| " <td>बोरिंग/शिफ्टिंग</td>\n", | |
| " <td>खजुराह</td>\n", | |
| " <td>मेहदावल</td>\n", | |
| " <td>लिय</td>\n", | |
| " <td>चाँदपुर</td>\n", | |
| " <td>जनपदवार</td>\n", | |
| " <td>भराव</td>\n", | |
| " <td>फार</td>\n", | |
| " <td>बवी</td>\n", | |
| " <td>सुखलाल</td>\n", | |
| " <td>...</td>\n", | |
| " <td>वैकल्पिक</td>\n", | |
| " <td>पाण्डेय</td>\n", | |
| " <td>सहार</td>\n", | |
| " <td>भदौह</td>\n", | |
| " <td>फाल</td>\n", | |
| " <td>नाबार्ड</td>\n", | |
| " <td>बघेल</td>\n", | |
| " <td>प्रद्रेश</td>\n", | |
| " <td>टोडरपुर</td>\n", | |
| " <td>घोर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4524</th>\n", | |
| " <td>विजौव्वापुर</td>\n", | |
| " <td>डोमागोर</td>\n", | |
| " <td>साऊंघाट</td>\n", | |
| " <td>डिफेंस</td>\n", | |
| " <td>बृजमनगंज</td>\n", | |
| " <td>कस्तूरब</td>\n", | |
| " <td>कुओं</td>\n", | |
| " <td>सत्य</td>\n", | |
| " <td>फाल</td>\n", | |
| " <td>अंसार</td>\n", | |
| " <td>...</td>\n", | |
| " <td>गुलावठ</td>\n", | |
| " <td>सभ</td>\n", | |
| " <td>वृद्ध</td>\n", | |
| " <td>न्यायाधीश</td>\n", | |
| " <td>प्रश्नकर्त्</td>\n", | |
| " <td>तहसील</td>\n", | |
| " <td>भयानक</td>\n", | |
| " <td>लो</td>\n", | |
| " <td>सुजानपुर</td>\n", | |
| " <td>गढसा</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4525</th>\n", | |
| " <td>अन्</td>\n", | |
| " <td>रनगुव</td>\n", | |
| " <td>भानपुर</td>\n", | |
| " <td>हटव</td>\n", | |
| " <td>कपिलवस्त</td>\n", | |
| " <td>महमूद</td>\n", | |
| " <td>ऋत</td>\n", | |
| " <td>मील</td>\n", | |
| " <td>नथुआपुर</td>\n", | |
| " <td>सर्वप्रथम</td>\n", | |
| " <td>...</td>\n", | |
| " <td>आख्य</td>\n", | |
| " <td>राधेश्याम</td>\n", | |
| " <td>खार</td>\n", | |
| " <td>काटज</td>\n", | |
| " <td>प्रश्नरकर्</td>\n", | |
| " <td>कामधेन</td>\n", | |
| " <td>गुटख</td>\n", | |
| " <td>बसडील</td>\n", | |
| " <td>निविद</td>\n", | |
| " <td>नौमील</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4526</th>\n", | |
| " <td>प्रथ</td>\n", | |
| " <td>हीरापुर</td>\n", | |
| " <td>समबन्ध</td>\n", | |
| " <td>छात्रावास</td>\n", | |
| " <td>सवायजपुर</td>\n", | |
| " <td>शेखुल</td>\n", | |
| " <td>जन</td>\n", | |
| " <td>बढ</td>\n", | |
| " <td>मार्ग</td>\n", | |
| " <td>क्षेत्र</td>\n", | |
| " <td>...</td>\n", | |
| " <td>विलम्ब</td>\n", | |
| " <td>दी</td>\n", | |
| " <td>खराब</td>\n", | |
| " <td>विभाग</td>\n", | |
| " <td>प्रश्नकर्</td>\n", | |
| " <td>गोविन्दनगर</td>\n", | |
| " <td>कारगर</td>\n", | |
| " <td>विपणन</td>\n", | |
| " <td>रह</td>\n", | |
| " <td>कुदिर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4527</th>\n", | |
| " <td>विधिमान्यीकरण</td>\n", | |
| " <td>ललितपुर</td>\n", | |
| " <td>साऊघाट</td>\n", | |
| " <td>आवासीय</td>\n", | |
| " <td>फरेन्द</td>\n", | |
| " <td>रोष</td>\n", | |
| " <td>इंजेक्शन</td>\n", | |
| " <td>खाद्यान्न</td>\n", | |
| " <td>व्यययक</td>\n", | |
| " <td>महत्व</td>\n", | |
| " <td>...</td>\n", | |
| " <td>पदास्थापित</td>\n", | |
| " <td>मंत्र</td>\n", | |
| " <td>पी</td>\n", | |
| " <td>श्रीम</td>\n", | |
| " <td>डेंटल</td>\n", | |
| " <td>लिखित</td>\n", | |
| " <td>प्रयुक्त</td>\n", | |
| " <td>अनाज</td>\n", | |
| " <td>सतवार</td>\n", | |
| " <td>रह</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4528</th>\n", | |
| " <td>नुकसान</td>\n", | |
| " <td>घिसौल</td>\n", | |
| " <td>पालीटेक्निक</td>\n", | |
| " <td>मूलभूत</td>\n", | |
| " <td>अमांपुर</td>\n", | |
| " <td>इण्टर</td>\n", | |
| " <td>एम्बुलेंस</td>\n", | |
| " <td>कैलाश</td>\n", | |
| " <td>मतदान</td>\n", | |
| " <td>किलोमीटर</td>\n", | |
| " <td>...</td>\n", | |
| " <td>नायब</td>\n", | |
| " <td>कार्यवाह</td>\n", | |
| " <td>बूढ़</td>\n", | |
| " <td>नन्दि</td>\n", | |
| " <td>मरम्मत/पुननिर्माण</td>\n", | |
| " <td>शनिदेव</td>\n", | |
| " <td>लिय</td>\n", | |
| " <td>विकलांगजन</td>\n", | |
| " <td>शेर</td>\n", | |
| " <td>शाह</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4529</th>\n", | |
| " <td>फुंक</td>\n", | |
| " <td>रक्स</td>\n", | |
| " <td>साउघाट</td>\n", | |
| " <td>उपलब्ध</td>\n", | |
| " <td>गांग</td>\n", | |
| " <td>कालेज</td>\n", | |
| " <td>क्रेशर</td>\n", | |
| " <td>वितरित</td>\n", | |
| " <td>विकास</td>\n", | |
| " <td>विषयक</td>\n", | |
| " <td>...</td>\n", | |
| " <td>सक्रिय</td>\n", | |
| " <td>विषयक</td>\n", | |
| " <td>बृजेश</td>\n", | |
| " <td>महात्म</td>\n", | |
| " <td>कृत</td>\n", | |
| " <td>छाव</td>\n", | |
| " <td>निर्णय</td>\n", | |
| " <td>सांसद</td>\n", | |
| " <td>शमशेर</td>\n", | |
| " <td>बरार</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4530</th>\n", | |
| " <td>भुखमर</td>\n", | |
| " <td>सिमरावार</td>\n", | |
| " <td>रूधौल</td>\n", | |
| " <td>विसौर</td>\n", | |
| " <td>क्षेत्र</td>\n", | |
| " <td>अनुदानित</td>\n", | |
| " <td>अनुसेवक</td>\n", | |
| " <td>डकैत</td>\n", | |
| " <td>ग्राम</td>\n", | |
| " <td>उत्पन्न</td>\n", | |
| " <td>...</td>\n", | |
| " <td>कारण</td>\n", | |
| " <td>पत्र</td>\n", | |
| " <td>गण्डक</td>\n", | |
| " <td>पासवान</td>\n", | |
| " <td>जानकार</td>\n", | |
| " <td>जमुनापार</td>\n", | |
| " <td>क्राइम</td>\n", | |
| " <td>प्रार्थ</td>\n", | |
| " <td>चन्धास</td>\n", | |
| " <td>क्षतिग्रस्त</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4531</th>\n", | |
| " <td>हल</td>\n", | |
| " <td>झांस</td>\n", | |
| " <td>रुधौल</td>\n", | |
| " <td>सलिल</td>\n", | |
| " <td>सभ</td>\n", | |
| " <td>विद्यालय</td>\n", | |
| " <td>इलाहाबाद</td>\n", | |
| " <td>आन</td>\n", | |
| " <td>खण्ड</td>\n", | |
| " <td>योज</td>\n", | |
| " <td>...</td>\n", | |
| " <td>भदोह</td>\n", | |
| " <td>द्वार</td>\n", | |
| " <td>मौहम्मदपुर</td>\n", | |
| " <td>सड़क</td>\n", | |
| " <td>कार्यवाह</td>\n", | |
| " <td>बुनकर</td>\n", | |
| " <td>बनाय</td>\n", | |
| " <td>घोर</td>\n", | |
| " <td>डामरीकृत</td>\n", | |
| " <td>मदारीपुर</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4532</th>\n", | |
| " <td>कारण</td>\n", | |
| " <td>बबी</td>\n", | |
| " <td>बस्</td>\n", | |
| " <td>विश्नोई</td>\n", | |
| " <td>विधान</td>\n", | |
| " <td>मौल</td>\n", | |
| " <td>उपलब्ध</td>\n", | |
| " <td>वाल</td>\n", | |
| " <td>जनपद</td>\n", | |
| " <td>स्थित</td>\n", | |
| " <td>...</td>\n", | |
| " <td>घोषणानुसार</td>\n", | |
| " <td>श्र</td>\n", | |
| " <td>पड़</td>\n", | |
| " <td>द्वार</td>\n", | |
| " <td>पत्र</td>\n", | |
| " <td>कानपुर</td>\n", | |
| " <td>साइबर</td>\n", | |
| " <td>खाम</td>\n", | |
| " <td>सरकार</td>\n", | |
| " <td>कजर</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "<p>4533 rows × 150 columns</p>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " 75 56 59 70 \\\n", | |
| "0 सीबीआई नप ब्लाक इलाहाबाद \n", | |
| "1 नें बाबूपुरव विजुआपुर करछ \n", | |
| "2 ची सोलर अहिरौल चाक \n", | |
| "3 अथव उसर मण्डांव प्रतापपुर \n", | |
| "4 एफआईआर मरम्मत दरगाह इण्टरलाकिंग \n", | |
| "5 मिल जांच लेपन घूरपुर \n", | |
| "6 भ्रष्टाचार नाल देवकल न्ययालय \n", | |
| "7 सहकार कानपुर असोह जमुनापार \n", | |
| "8 मशीन मुडाडीह रेयांव कौधियार \n", | |
| "9 एजेन्स बेल्तुआ समेकित मेज \n", | |
| "10 आख्य चन्धास कुठौद समस्य \n", | |
| "11 जांच गिधौल दिख खण्डपीठ \n", | |
| "12 जिल भ्रष्टाचार नौह कुम्भ \n", | |
| "13 दि पुर्ननिर्माण अमिल सोरांव \n", | |
| "14 सीबीसीआईड सिकन्दर जैयनेन्द्र भुण्ड \n", | |
| "15 शुगर घोर इटव शिवराजपुर \n", | |
| "16 जन्त मुगलसराय छपर व्याप्त \n", | |
| "17 कब धांधल पक्क कोहड़ार \n", | |
| "18 सतर्क नियामताबाद नप पश्चिम \n", | |
| "19 पिपराइच ठेकेदार दोहरीघाट शंकरगढ़ \n", | |
| "20 बकाय बस् सिवान जांच \n", | |
| "21 स्कैन महाराजपुर सुहावल निदान \n", | |
| "22 कार्यकर् नियमताबाद दऊ कोटेदार \n", | |
| "23 कारागार डींग राजाजीपुरम नर्सिंग \n", | |
| "24 प्रशासनिक चन्दौल मधुबन अनियमित \n", | |
| "25 एसएनएम सडक ददरौल कोरांव \n", | |
| "26 अनिल चोक डी भराव \n", | |
| "27 आशुलिपिक पिसाव बर्र कस्तूरब \n", | |
| "28 जानक कैमुआ वाड़ निराकरण \n", | |
| "29 अनियमित शिक्ष जांच दौरान \n", | |
| "... ... ... ... ... \n", | |
| "4503 चन्द्रभान कतिपय नकह गरीब \n", | |
| "4504 भरप सिमर गोपालपुर झाँस \n", | |
| "4505 वोक्टेज फुटेर सार विद्युत \n", | |
| "4506 जेवर चौचनयाऊ आरसीस लौद \n", | |
| "4507 रि प्रेमपुर आगनबाड़ मिनट \n", | |
| "4508 यश बड़ागांव पुरायूं चिटफण्ड \n", | |
| "4509 मच्छर खांड परस आग्रह \n", | |
| "4510 वितरित बवी पीडीएस हसन \n", | |
| "4511 असरकार डुबक फार हास्टल \n", | |
| "4512 अधिकांश पलींद सांऊघाट सहि \n", | |
| "4513 असुविध तिगैल प्लास्टिक लाभार्थ \n", | |
| "4514 क्षत चिरगांव मल्टीसेक्टोरियल सुमाल \n", | |
| "4515 दुष्प्रभाव कोलव पारस अमरौल \n", | |
| "4516 ऊर्ज दोंन बनकट जनजाति/पिछड़ \n", | |
| "4517 बदलव पलीद एएनएम बेच \n", | |
| "4518 ली खिरक चालक आरक्षित \n", | |
| "4519 तजवापुर ओडिय चुंग अनिश्चित \n", | |
| "4520 ग्लोबल ग्वावल कप्तानगंज चालित \n", | |
| "4521 जलवाय तेदौल सदर ग्रहण \n", | |
| "4522 वार्मिग ठकुरपुर पुरा सुविधाय \n", | |
| "4523 बोरिंग/शिफ्टिंग खजुराह मेहदावल लिय \n", | |
| "4524 विजौव्वापुर डोमागोर साऊंघाट डिफेंस \n", | |
| "4525 अन् रनगुव भानपुर हटव \n", | |
| "4526 प्रथ हीरापुर समबन्ध छात्रावास \n", | |
| "4527 विधिमान्यीकरण ललितपुर साऊघाट आवासीय \n", | |
| "4528 नुकसान घिसौल पालीटेक्निक मूलभूत \n", | |
| "4529 फुंक रक्स साउघाट उपलब्ध \n", | |
| "4530 भुखमर सिमरावार रूधौल विसौर \n", | |
| "4531 हल झांस रुधौल सलिल \n", | |
| "4532 कारण बबी बस् विश्नोई \n", | |
| "\n", | |
| " 3 67 63 48 4 \\\n", | |
| "0 द्वार सामुदायिक इण्टर रह प्रदेश \n", | |
| "1 श्र स्वास्थ्य कन्य चल जानकार \n", | |
| "2 जनपद केन्द्र किसान मच्छर हेत \n", | |
| "3 विषयक विवेक कालेज बर उत्तर \n", | |
| "4 जानकार एएनएम दिख संक्रामक कार्यवाह \n", | |
| "5 पत्र मनिकापुर आधारित नजदीक विधान \n", | |
| "6 कार्यवाह महानिदेशालय डिग्र डग्गामार पत्र \n", | |
| "7 प्रदेश लिपिक मझौल हाईटेंशन सभ \n", | |
| "8 निवासीगण कनिष्ठ ची चिन्हीकरण क्षेत्र \n", | |
| "9 हेत जनगण बकाय भूमिहीन नियंत्रण \n", | |
| "10 हस्ताक्षरित अग्निशमन पेर जागरूक इंडियन \n", | |
| "11 याचिक दयौरऊ गन् प्रधानाचार्य फिल्म \n", | |
| "12 मांग अतीगढ़ भूकम्प असुविध विषेयक \n", | |
| "13 विकास स्वास्थय पीज जघन्य मोटरयान \n", | |
| "14 कृत शैय्य अधिग्रहीत व्यापक कराधान \n", | |
| "15 गुप् प्रान्तीय मूल्य जहरील कृत \n", | |
| "16 जनहित डाक्टर विपणन नेपालगंज सम्बन्ध \n", | |
| "17 उमेश रज मिल उसाव किय \n", | |
| "18 नगर अव्यवस्थ स्वयं झगह मानव \n", | |
| "19 आद शेखर कनेक्शन कुंवर उन्ह \n", | |
| "20 वर्म दवाय प्रभावित रिसाव लाग \n", | |
| "21 गय ग्रसित मुआवज शाह वां \n", | |
| "22 पटेल आंगनबाड़ जिम्मेदार परिवर्तन अध्यादेश \n", | |
| "23 कोटेदार कुठौद सहकार स्वाइन निवेश \n", | |
| "24 मां सेवाय महर्षिपुरम पालीथीन दुष्कर्म \n", | |
| "25 रमेश पैम जांच चुइंगम खिलाड़ \n", | |
| "26 रऊफ विशेषज्ञ बालिक संगीत नियत्रंण \n", | |
| "27 बेग चण्डौस ए यौन डेंग \n", | |
| "28 नन्द मरम्मतीकरण साइंस बल्दीराय सोलहव \n", | |
| "29 विरूद्ध ब्लाक फसल अनियमित विधेयक \n", | |
| "... ... ... ... ... ... \n", | |
| "4503 चांदपुर दुरुपयोग पेयजल औसत बरैच \n", | |
| "4504 सरे बनगांव सुविधाय राश परस \n", | |
| "4505 मुंगर मूलभूत डाक्टर बीपीएड बझेड़ \n", | |
| "4506 मड़िहान संयंत्र पर्यावरण माथुर गड्ढ़ायुक्त \n", | |
| "4507 खैरागढ़ उपलब्ध संग्रह गोकुल गुरगव \n", | |
| "4508 पुरकाज कन्य प्रमुख प्रभावित हाजीपुर \n", | |
| "4509 मजार जैटिंग समतुल्य रजिस्ट्र उद्यम \n", | |
| "4510 सिराथ पूर्णकालिक महुवार करेन्ट बनकट \n", | |
| "4511 अंतर्गत तरबगंज शंकरगढ़ जमुह महुआ \n", | |
| "4512 चरथावल मेडिकल आधार सहायिक खेर \n", | |
| "4513 मझगव अवस्थाप स्वास्थ्य वैष्ण कराय \n", | |
| "4514 गंगोह हसन आबकार काम साऊघाट \n", | |
| "4515 जंघई लिमिटेड मूलभूत जोड़ सिकन्दराराऊ \n", | |
| "4516 अन्तर्गत जल गर्म अन्तगत दिवाल \n", | |
| "4517 हैदरगढ़ अल्पसंख्यक पाइप नामक सिधौल \n", | |
| "4518 कैण्ट सुविधाय जल लालन निर्माण \n", | |
| "4519 ओबर निगम कोरांव प्रकोप दोंन \n", | |
| "4520 आफिस प्रधानाध्यापक दूषित बकायेदार अन्तर्गत \n", | |
| "4521 अण्ड विद्यार्थ करछ निकल व्ययक \n", | |
| "4522 माधौगढ़ मेरठ गम्भीर जुओं अनुदान \n", | |
| "4523 चाँदपुर जनपदवार भराव फार बवी \n", | |
| "4524 बृजमनगंज कस्तूरब कुओं सत्य फाल \n", | |
| "4525 कपिलवस्त महमूद ऋत मील नथुआपुर \n", | |
| "4526 सवायजपुर शेखुल जन बढ मार्ग \n", | |
| "4527 फरेन्द रोष इंजेक्शन खाद्यान्न व्यययक \n", | |
| "4528 अमांपुर इण्टर एम्बुलेंस कैलाश मतदान \n", | |
| "4529 गांग कालेज क्रेशर वितरित विकास \n", | |
| "4530 क्षेत्र अनुदानित अनुसेवक डकैत ग्राम \n", | |
| "4531 सभ विद्यालय इलाहाबाद आन खण्ड \n", | |
| "4532 विधान मौल उपलब्ध वाल जनपद \n", | |
| "\n", | |
| " 25 ... 76 6 \\\n", | |
| "0 तथ ... मनम प्रदेश \n", | |
| "1 द्वार ... छांट मांग \n", | |
| "2 प्राक्कलन ... जिल नियत्रंण \n", | |
| "3 विमुक्त ... सोडियम उत्तर \n", | |
| "4 समित ... मशीन इंडियन \n", | |
| "5 अन्तर्गत ... कत कराधान \n", | |
| "6 स्थाय ... चिम मोटरयान \n", | |
| "7 प्रकिय ... अभिकरण मेडिसिन \n", | |
| "8 परामर्श ... डूड विषेयक \n", | |
| "9 सदस्यगण ... महाराष्ट्र टीकाकरण \n", | |
| "10 विस्तारीकरण ... आर्म अध्यादेश \n", | |
| "11 निर्देशित ... गई स्वाइन \n", | |
| "12 उच्चस्तरीय ... बजाज गुण्ड \n", | |
| "13 काजीपुर ... कारागार विधेयक \n", | |
| "14 प्राधिकृत ... मिल फाल \n", | |
| "15 फाल ... एसएनएम नियंत्रण \n", | |
| "16 काटज ... पैर लाग \n", | |
| "17 न्यायाधीश ... अजय ब्रज \n", | |
| "18 सवायजपुर ... ची संशोधन \n", | |
| "19 बिन्दपुरव ... सी संवर्धित \n", | |
| "20 फार्मसिस्ट ... सूरजकुण्ड अन्तर्गत \n", | |
| "21 गुरुगव ... एलएच महाप्रशासक \n", | |
| "22 ऐक्ट ... भाई संशोधनविधेयक \n", | |
| "23 अन्दर ... पकड़ चलचित्र \n", | |
| "24 लेख ... नवम्बर इटाव \n", | |
| "25 संयुक्त ... जवाब सैफई \n", | |
| "26 उतरौल ... प्रवाहित हेत \n", | |
| "27 बजह ... मेरठ दाम \n", | |
| "28 जनजात ... छर्र सशोधन \n", | |
| "29 सुदृढीकरण ... उत्सर्जित सन् \n", | |
| "... ... ... ... ... \n", | |
| "4503 बीआरजीएफ ... सीबीआई नायब \n", | |
| "4504 केव ... सर्वशिक्ष शाक्य \n", | |
| "4505 बी ... धाम केवल \n", | |
| "4506 कार्य ... एक्ट गिरिज \n", | |
| "4507 वक्तव्य ... पहाड़िय जायसवाल \n", | |
| "4508 शास्त्रीनगर ... सिस्टम पाठ \n", | |
| "4509 एम ... व्यवस्थ राजबल \n", | |
| "4510 सें ... खरगापुर शास्त्र \n", | |
| "4511 बीत ... पर्याप्त ज्ञानेन्द्र \n", | |
| "4512 अतिभारित ... प्रधानाध्यापक पाल \n", | |
| "4513 कारावास ... मिड सुखलाल \n", | |
| "4514 सझ ... डे गय \n", | |
| "4515 पंकज ... कार्यकर् क्षेत्र \n", | |
| "4516 वेव ... जिलापूर्त जगन्नाथ \n", | |
| "4517 स्थ ... ज्ञानेन्द्र श्रीवास्तव \n", | |
| "4518 द्रौपद ... खतरनाक कुमार \n", | |
| "4519 जह ... यश कृत \n", | |
| "4520 सु ... क्रिटिकल विधान \n", | |
| "4521 खुल ... आत्महत्य वक्तव्य \n", | |
| "4522 कमर ... नीलगाय चन्द्र \n", | |
| "4523 सुखलाल ... वैकल्पिक पाण्डेय \n", | |
| "4524 अंसार ... गुलावठ सभ \n", | |
| "4525 सर्वप्रथम ... आख्य राधेश्याम \n", | |
| "4526 क्षेत्र ... विलम्ब दी \n", | |
| "4527 महत्व ... पदास्थापित मंत्र \n", | |
| "4528 किलोमीटर ... नायब कार्यवाह \n", | |
| "4529 विषयक ... सक्रिय विषयक \n", | |
| "4530 उत्पन्न ... कारण पत्र \n", | |
| "4531 योज ... भदोह द्वार \n", | |
| "4532 स्थित ... घोषणानुसार श्र \n", | |
| "\n", | |
| " 110 19 5 47 \\\n", | |
| "0 नशील श्र श्र विद्युत \n", | |
| "1 सीओ राधेश्याम द्वार सहि \n", | |
| "2 मुरब्ब लक्ष्म प्रदेश मीटर \n", | |
| "3 सुदृढीकरण हरीश दी उपकेन्द्र \n", | |
| "4 कातिपय अवधेश मंत्र पोल \n", | |
| "5 जनवर सुखलाल राधेश्याम निर्बाध \n", | |
| "6 कालिन्दीपुरम् शोकोद्गार वक्तव्य बल्ल \n", | |
| "7 मुहैय अल भूप खम्भ \n", | |
| "8 समाचार चन्द्रपाल विकास एपीडीआरप \n", | |
| "9 शिष्टाचार गिरिज सुखलाल सब \n", | |
| "10 पेयजल शास्त्र पाल सप्ल \n", | |
| "11 दवाय भूप हरीश केबिल \n", | |
| "12 अनुपालन श्रीवास्तव कुमार आपुर्त \n", | |
| "13 शास्त्रीनगर खां श्रीवास्तव नियामक \n", | |
| "14 डकैत सैय्यद शोकोद्गार आपूर्त \n", | |
| "15 ऊंचाहार एडवोकेट खां गोस \n", | |
| "16 निष्पादन पाल सुरेश केवीए \n", | |
| "17 महराज निधन प्रसाद तिगर \n", | |
| "18 प्रसाद चन्द्र जगन्नाथ लकड़ \n", | |
| "19 पुरव सर्वश्र लक्ष्म तार \n", | |
| "20 सोन समर खन् ट्रान्सफार्मर \n", | |
| "21 समरसेविल रघुनाथ रावत वितरण \n", | |
| "22 पौराणिक सेवक केवल परेशा \n", | |
| "23 पिचिंग शोकोद्गार जायसवाल फ्रेंचाइज \n", | |
| "24 कु जगन्नाथ चन्द्र सीमेन्टेड \n", | |
| "25 लाइसेन्स रामदास राजबल छपर \n", | |
| "26 आद नाथ उत्तर गोपालनगर \n", | |
| "27 बर्ष कोर निधन गौटिय \n", | |
| "28 विचपुर लोकेन्द्र शाक्य कनेक्शन \n", | |
| "29 गुमनाम अचल शोकोद्गार उपभोक् \n", | |
| "... ... ... ... ... \n", | |
| "4503 बाय साध्व संदर्भ विशेषाधिकार \n", | |
| "4504 हस्ताक्षरित केवल टाण्ड पैमाइश \n", | |
| "4505 शोहरतगढ़ प्रति दुष्कर्म महाराजपुर \n", | |
| "4506 नीच कार्यवाहक हिनौ देहल \n", | |
| "4507 योग्य माफिय अनियमितताय गुंजन \n", | |
| "4508 अधिग्रहीत उसाव एमएलड नरै \n", | |
| "4509 लक्ष्मीब रुचिवीर मार्ग सक \n", | |
| "4510 दिवाल अराध कार्यव सहायक/प्राविधिक \n", | |
| "4511 हाथरस पराझरस कराय गई \n", | |
| "4512 मांट अमाह विषययक कथित \n", | |
| "4513 अकोल ओवरलोडिंग जसपुर कानून \n", | |
| "4514 कुओं तत्व शिकाय भूतेश्वर \n", | |
| "4515 द्वर वक्तव्य छलक ट्रस्ट \n", | |
| "4516 पारीक्ष कराय सेक्टोरल बरौ \n", | |
| "4517 पेंशन हरिजन मल्ट बाबूपुरव \n", | |
| "4518 गलत शाह अभियुक्तगण विक्रय \n", | |
| "4519 एकड़ मंत्र कामर्स व्यक्तिगत \n", | |
| "4520 कम्प खनिकर्म सविस ईडब्लूएस \n", | |
| "4521 वृद्धावस्थ कार्य निर्माण पंचवर्षीय \n", | |
| "4522 मुड़िय मधुबाल सम्बन्ध महात्म \n", | |
| "4523 सहार भदौह फाल नाबार्ड \n", | |
| "4524 वृद्ध न्यायाधीश प्रश्नकर्त् तहसील \n", | |
| "4525 खार काटज प्रश्नरकर् कामधेन \n", | |
| "4526 खराब विभाग प्रश्नकर् गोविन्दनगर \n", | |
| "4527 पी श्रीम डेंटल लिखित \n", | |
| "4528 बूढ़ नन्दि मरम्मत/पुननिर्माण शनिदेव \n", | |
| "4529 बृजेश महात्म कृत छाव \n", | |
| "4530 गण्डक पासवान जानकार जमुनापार \n", | |
| "4531 मौहम्मदपुर सड़क कार्यवाह बुनकर \n", | |
| "4532 पड़ द्वार पत्र कानपुर \n", | |
| "\n", | |
| " 80 106 49 42 \n", | |
| "0 गांव री लखनऊ सरकार \n", | |
| "1 गंद सोह प्रकरण कतिपय \n", | |
| "2 भीखमपुर महुअन चारबाग समृद्ध \n", | |
| "3 ज्ञापन फरह समीक्षाधिकार गल्ल \n", | |
| "4 स्पष्टीकरण छात्र हजरतगंज कानपुर \n", | |
| "5 आयुक्त मार्कशीट रजनीखण्ड गड्ढ़ायुक्त \n", | |
| "6 नागल बिहारीलाल तहसील विखण्डन \n", | |
| "7 दश बीएड विद्युत छंटनीशुद \n", | |
| "8 सम्मान छात्रवृत्त जानकीपुरम् सस् \n", | |
| "9 पैला शुल्क चौकीदार बाबूपुरव \n", | |
| "10 लोआ सन्मिलित तेलीबाग छाव \n", | |
| "11 विशेष केन्द्रीय इन्स्टीट्यूट भैय्य \n", | |
| "12 भेज अतर्र वकील वां \n", | |
| "13 द्धार कर्मचार विशेषाधिकार प्राथमिक/उच्च \n", | |
| "14 विहीन मुकदम गोम कार्ययोज \n", | |
| "15 कनपर जनजाति/पिछड़ सृजन दुकान \n", | |
| "16 विस्तारीकरण दश हनन गैर \n", | |
| "17 वजीदापुर ए सेज दायित्त्व \n", | |
| "18 वाड़ जाति/अनुसूचित राजधा श्यामनगर \n", | |
| "19 कुइय वेतनमान रिक्श सुन्दरीकरण \n", | |
| "20 योजनान्तर्गत मथुर गोमतीनगर महामार \n", | |
| "21 पात्र गोवर्धन मलिहाबाद तल \n", | |
| "22 विधालय शम्भ भीट महाराजपुर \n", | |
| "23 पम्प नवजीवन उपकेन्द्र संदर्भ \n", | |
| "24 मिर्जापुर छठ संगठित तहसील \n", | |
| "25 सहित ग बक्श गजराज \n", | |
| "26 लोकायुक्त नरेन्द्र रूस्तम जमुनापार \n", | |
| "27 गगोल वातानुकूलित सीपेट सिकन्दर \n", | |
| "28 आपातकाल नेशनल नादरगंज चुक \n", | |
| "29 मेरठ देव बरावनकल चिल्लूपार \n", | |
| "... ... ... ... ... \n", | |
| "4503 दुष्प्रभाव विभागीय छाव भूमिहीन \n", | |
| "4504 हर्ष डीएप अमोघपुर गई \n", | |
| "4505 गत प्रतिभ मीस विलसण्ड \n", | |
| "4506 सुनील बढाय हाइव मजार \n", | |
| "4507 तमाम नोयड रुक ओवरलोडिंग \n", | |
| "4508 विनियमन मंहग कैथापुर अमाह \n", | |
| "4509 बंजर रहमत सीस पड़ाव \n", | |
| "4510 पड़रिय टेम भैय्य मरम्मत/पुनर्निर्माण \n", | |
| "4511 तम्बाक आवेदन शिफ्टिंग खजूर \n", | |
| "4512 बाढ़ परिवर्तक कोयल रामज \n", | |
| "4513 आवार रहमान मेन जवाहिर \n", | |
| "4514 बैठक सिसवातालिब राज्यांश धांधल \n", | |
| "4515 सौनोल चिउट गिधौल देवर \n", | |
| "4516 गैप सन हिलौ विकरनपुर \n", | |
| "4517 नेपाल जेल आजाद रोड \n", | |
| "4518 सेवल नप देहल जघन्य \n", | |
| "4519 एंव सोलर रोड अनियमित \n", | |
| "4520 वंश निर्गत वार्डर शान्तीनगर \n", | |
| "4521 उच्चस्तरीय कोटेशन नप भ्रष्टाचार \n", | |
| "4522 घूम कांट ढाब पराझरस \n", | |
| "4523 बघेल प्रद्रेश टोडरपुर घोर \n", | |
| "4524 भयानक लो सुजानपुर गढसा \n", | |
| "4525 गुटख बसडील निविद नौमील \n", | |
| "4526 कारगर विपणन रह कुदिर \n", | |
| "4527 प्रयुक्त अनाज सतवार रह \n", | |
| "4528 लिय विकलांगजन शेर शाह \n", | |
| "4529 निर्णय सांसद शमशेर बरार \n", | |
| "4530 क्राइम प्रार्थ चन्धास क्षतिग्रस्त \n", | |
| "4531 बनाय घोर डामरीकृत मदारीपुर \n", | |
| "4532 साइबर खाम सरकार कजर \n", | |
| "\n", | |
| "[4533 rows x 150 columns]" | |
| ] | |
| }, | |
| "execution_count": 30, | |
| "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": 31, | |
| "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": 32, | |
| "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=\"89e61bf5-6cb4-47e7-b624-6537baab8eb9\">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.$(\"#89e61bf5-6cb4-47e7-b624-6537baab8eb9\").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(\"89e61bf5-6cb4-47e7-b624-6537baab8eb9\");\n", | |
| " if (element == null) {\n", | |
| " console.log(\"Bokeh: ERROR: autoload.js configured with elementid '89e61bf5-6cb4-47e7-b624-6537baab8eb9' 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.$(\"#89e61bf5-6cb4-47e7-b624-6537baab8eb9\").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 = $(\"#89e61bf5-6cb4-47e7-b624-6537baab8eb9\").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": [ | |
| "(609L,)" | |
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| "execution_count": 32, | |
| "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": 33, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "\n", | |
| "\n", | |
| " <div class=\"bk-root\">\n", | |
| " <div class=\"plotdiv\" id=\"63201770-6997-4826-be95-45bcb658b475\"></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.$(\"#63201770-6997-4826-be95-45bcb658b475\").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(\"63201770-6997-4826-be95-45bcb658b475\");\n", | |
| " if (element == null) {\n", | |
| " console.log(\"Bokeh: ERROR: autoload.js configured with elementid '63201770-6997-4826-be95-45bcb658b475' 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.$(function() {\n", | |
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$y)\"],[\"Topic\",\"@word\"]]},\"id\":\"7bd862b9-29d7-43b8-b24a-ad174ee5ec7c\",\"type\":\"HoverTool\"},{\"attributes\":{\"axis_label\":\"Dimension 0\",\"formatter\":{\"id\":\"6f48f342-9ae2-4213-a3e0-e5df6c4b89ef\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"212f0b77-f357-4f75-bc79-7fdf5766841d\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"013a6c44-79d5-4fe8-aafd-93094946e0ab\",\"type\":\"BasicTicker\"}},\"id\":\"47143004-35e6-473d-b645-807a13d38fc6\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"c15d736c-7a81-43c5-9e4d-b424102801a8\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"plot\":{\"id\":\"212f0b77-f357-4f75-bc79-7fdf5766841d\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"c4aee4f3-16ac-4b36-88fd-bc5488e50ec8\",\"type\":\"ResetTool\"},{\"attributes\":{\"plot\":null,\"text\":\"Posts by Most Informative Dimensions\"},\"id\":\"c5ea861f-5e66-4b01-bb09-edd4eaab8a03\",\"type\":\"Title\"}],\"root_ids\":[\"212f0b77-f357-4f75-bc79-7fdf5766841d\"]},\"title\":\"Bokeh Application\",\"version\":\"0.12.2\"}};\n", | |
| " var render_items = [{\"docid\":\"a2b27305-4e71-4b31-82e5-94e43dc28a6a\",\"elementid\":\"63201770-6997-4826-be95-45bcb658b475\",\"modelid\":\"212f0b77-f357-4f75-bc79-7fdf5766841d\"}];\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 = $(\"#63201770-6997-4826-be95-45bcb658b475\").parents('.cell').data().cell;\n", | |
| " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", | |
| " }\n", | |
| " \n", | |
| " }\n", | |
| " \n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", | |
| " run_inline_js();\n", | |
| " } else {\n", | |
| " load_libs(js_urls, function() {\n", | |
| " console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n", | |
| " run_inline_js();\n", | |
| " });\n", | |
| " }\n", | |
| " }(this));\n", | |
| "</script>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "hover = HoverTool(\n", | |
| " tooltips=[\n", | |
| " (\"index\", \"$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": 34, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Wall time: 5.55 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": 35, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "\n", | |
| "\n", | |
| " <div class=\"bk-root\">\n", | |
| " <div class=\"plotdiv\" id=\"886af0ce-02b4-4793-babb-dc40bda975fa\"></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.$(\"#886af0ce-02b4-4793-babb-dc40bda975fa\").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(\"886af0ce-02b4-4793-babb-dc40bda975fa\");\n", | |
| " if (element == null) {\n", | |
| " console.log(\"Bokeh: ERROR: autoload.js configured with elementid '886af0ce-02b4-4793-babb-dc40bda975fa' 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.$(function() {\n", | |
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| " var render_items = [{\"docid\":\"094776fe-ccc0-4ead-9e72-ee6817d14962\",\"elementid\":\"886af0ce-02b4-4793-babb-dc40bda975fa\",\"modelid\":\"82003936-b8e8-4edd-957b-52b1d551ede0\"}];\n", | |
| " \n", | |
| " Bokeh.embed.embed_items(docs_json, render_items);\n", | |
| " });\n", | |
| " },\n", | |
| " function(Bokeh) {\n", | |
| " }\n", | |
| " ];\n", | |
| " \n", | |
| " function run_inline_js() {\n", | |
| " \n", | |
| " if ((window.Bokeh !== undefined) || (force === \"1\")) {\n", | |
| " for (var i = 0; i < inline_js.length; i++) {\n", | |
| " inline_js[i](window.Bokeh);\n", | |
| " }if (force === \"1\") {\n", | |
| " display_loaded();\n", | |
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| " setTimeout(run_inline_js, 100);\n", | |
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| " console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", | |
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| ] | |
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| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "hover = HoverTool(\n", | |
| " tooltips=[\n", | |
| " (\"index\", \"$index\"),\n", | |
| " (\"(x,y)\", \"($x, $y)\"),\n", | |
| " (\"Topic\", \"@word\"),\n", | |
| " ]\n", | |
| " )\n", | |
| "\n", | |
| "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 75: भ्रष्टाचार \",\n", | |
| " y_axis_label = \"Dimension 117 : 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[:,140][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": 36, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Wall time: 10 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": 37, | |
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| " console.log(\"Bokeh: ERROR: autoload.js configured with elementid '9e0388bd-c701-4c3e-8a00-8ebbdfd38f4c' 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\":\"f8f853a0-6ba0-4b51-b7d0-80fb430615c0\",\"elementid\":\"9e0388bd-c701-4c3e-8a00-8ebbdfd38f4c\",\"modelid\":\"2c2c3cde-9ff5-4a14-99a5-7615d189a464\"}];\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 = $(\"#9e0388bd-c701-4c3e-8a00-8ebbdfd38f4c\").parents('.cell').data().cell;\n", | |
| " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", | |
| " }\n", | |
| " \n", | |
| " }\n", | |
| " \n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", | |
| " run_inline_js();\n", | |
| " } else {\n", | |
| " load_libs(js_urls, function() {\n", | |
| " console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n", | |
| " run_inline_js();\n", | |
| " });\n", | |
| " }\n", | |
| " }(this));\n", | |
| "</script>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "hover = HoverTool(\n", | |
| " tooltips=[\n", | |
| " (\"index\", \"$index\"),\n", | |
| " (\"(x,y)\", \"($x, $y)\"),\n", | |
| " (\"Topic\", \"@word\"),\n", | |
| " ]\n", | |
| " )\n", | |
| "\n", | |
| "plt3 = bp.figure(plot_width=900, plot_height=700, title=\"Headlines Map by t-SNE\",\n", | |
| " tools=[hover, \"pan,wheel_zoom,box_zoom,reset,previewsave\"],\n", | |
| " x_axis_type=None, y_axis_type=None, min_border=1)\n", | |
| "\n", | |
| "plt3.scatter(\n", | |
| " x = xycoords[:,0],\n", | |
| " y = xycoords[:,1],\n", | |
| " color= colormap[clusters[row_selector]], \n", | |
| " radius= np.log2(row_sums[row_selector])/60, \n", | |
| " source=bp.ColumnDataSource({\"word\": words[row_selector]})\n", | |
| ")\n", | |
| "show(plt3)\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 22, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "\n", | |
| "\n", | |
| " <div class=\"bk-root\">\n", | |
| " <div class=\"plotdiv\" id=\"1183a615-e19a-4900-84fb-6bc29d1e8096\"></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.$(\"#1183a615-e19a-4900-84fb-6bc29d1e8096\").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(\"1183a615-e19a-4900-84fb-6bc29d1e8096\");\n", | |
| " if (element == null) {\n", | |
| " console.log(\"Bokeh: ERROR: autoload.js configured with elementid '1183a615-e19a-4900-84fb-6bc29d1e8096' 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\":\"fa146e0c-fcec-455e-b82b-968e43920cb5\",\"elementid\":\"1183a615-e19a-4900-84fb-6bc29d1e8096\",\"modelid\":\"fe455cc8-067b-4a31-995f-a26a80308d05\"}];\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 = $(\"#1183a615-e19a-4900-84fb-6bc29d1e8096\").parents('.cell').data().cell;\n", | |
| " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", | |
| " }\n", | |
| " \n", | |
| " }\n", | |
| " \n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", | |
| " run_inline_js();\n", | |
| " } else {\n", | |
| " load_libs(js_urls, function() {\n", | |
| " console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n", | |
| " run_inline_js();\n", | |
| " });\n", | |
| " }\n", | |
| " }(this));\n", | |
| "</script>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "\n", | |
| "plot_data = bp.ColumnDataSource(data=dict( \n", | |
| " word = words[row_selector],\n", | |
| " x = xycoords[:,0],\n", | |
| " y = xycoords[:,1],\n", | |
| " r = np.log2(row_sums[row_selector])/100,\n", | |
| "))\n", | |
| "\n", | |
| "hover = HoverTool(\n", | |
| " tooltips=[\n", | |
| " (\"index\", \"$index\"),\n", | |
| " (\"(x,y)\", \"($x, $y)\"),\n", | |
| " (\"Topic\", \"@word\"),\n", | |
| " ]\n", | |
| " )\n", | |
| "\n", | |
| "\n", | |
| "plt_fig = bp.figure(plot_width=900, plot_height=900, title=\"Words in Headlines Map via t-SNE\",\n", | |
| " tools=[hover, \"pan,wheel_zoom,box_zoom,reset,previewsave\"],\n", | |
| " x_axis_type=None, y_axis_type=None, min_border=1)\n", | |
| "\n", | |
| "plt_fig.scatter(\"x\",\"y\",radius=\"r\", source=plot_data)\n", | |
| "show(plt_fig)\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "celltoolbar": "Slideshow", | |
| "kernelspec": { | |
| "display_name": "Python 2", | |
| "language": "python", | |
| "name": "python2" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 2 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython2", | |
| "version": "2.7.10" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 0 | |
| } |
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