Hacking DHNow.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Topic Modeling Editors' Choice articles from *Digital Humanities Now*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook steps through the process of analyzing articles from DHNow using a couple of techniques."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###Assemble a corpus of articles\n",
    "First we'll get our articles from the file system. We'll use the `glob` module to grab just the numbered .txt files. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import glob\n",
    "filenames = glob.glob('inputs/[0-9]*.txt')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "We can quickly check to make sure we've got the right files by inspecting the `filenames` list we've just created."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Test file size. We'll only keep the ones above a certain size, say 300 bytes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "filenames = [x for x in filenames if os.path.getsize(x) > 300]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "### LDA Topic Modeling\n",
    "Now let's try running the same corpus through LDA. Here we'll use the gensim module, which provides a [standard API](https://radimrehurek.com/gensim/apiref.html) for working with corpora. The gensim module has its own implementation of LDA and also includes a nice wrapper for MALLET, which means if we must use MALLET we don't have to mess with Java and the command line at all if we don't want to, and we don't have to keep track of all the temporary text files it generates."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from gensim import corpora, models, utils\n",
    "import nltk"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll use gensim to create a quick corpus from our text files. We could customize the tokenization however we want. We'll need a stoplist, and can use whatever we want. Here we'll use one from the nltk module."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "stoplist = set(nltk.corpus.stopwords.words(\"english\"))\n",
    "\n",
    "class MyCorpus(corpora.TextCorpus): \n",
    "    def get_texts(self): \n",
    "        for filename in filenames:\n",
    "            yield (x for x in \n",
    "                utils.tokenize(open(filename).read(), lowercase=True, deacc=True, errors=\"ignore\")\n",
    "            if x not in stoplist)\n",
    "\n",
    "corpus = MyCorpus(filenames) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We've already removed stopwords; now let's get rid of any words that appear in just one document."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "corpus.dictionary.filter_extremes(no_below=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dictionary(90343 unique tokens: ['kaigaya', 'piwik', 'wallenberger', 'demasiado', 'ma³n']...)\n"
     ]
    }
   ],
   "source": [
    "print(corpus.dictionary)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The gensim module merely points to MALLET, which you'll still need to have installed, and you'll need to tell gensim where to find it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "mallet_path = '/Users/stakats/Development/mallet-2.0.7/bin/mallet'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we'll use the gensim wrapper to run MALLET on our newly created corpus. We can set whatever MALLET parameters we want right from here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "model = models.wrappers.LdaMallet(mallet_path, corpus, num_topics=40, optimize_interval=10, id2word=corpus.dictionary)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we've run MALLET, we can take a quick look at the topic keys generated."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "doctopics = models.wrappers.LdaMallet.fdoctopics(model)\n",
    "topickeys = models.wrappers.LdaMallet.ftopickeys(model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we'll dump the doctopics into a dataframe, and then add the filenames as a column because gensim doesn't keep track of this metadata."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import itertools\n",
    "import operator\n",
    "import os"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have to jump through a lot of hoops to rearrange the MALLET output into a form that's usable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def grouper(n, iterable, fillvalue=None):\n",
    "    \"Collect data into fixed-length chunks or blocks\"\n",
    "    args = [iter(iterable)] * n\n",
    "    return itertools.zip_longest(*args, fillvalue=fillvalue)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "doctopic_triples = []\n",
    "mallet_docnames = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "with open(doctopics) as f:\n",
    "    f.readline()  # read one line in order to skip the header\n",
    "    for line in f:\n",
    "        docnum, docname, *values = line.rstrip().split('\\t')\n",
    "        mallet_docnames.append(docname)\n",
    "        for topic, share in grouper(2, values):\n",
    "            triple = (docname, int(topic), float(share))\n",
    "            doctopic_triples.append(triple)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "doctopic_triples = sorted(doctopic_triples, key=operator.itemgetter(0,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "num_docs = len(mallet_docnames)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "num_topics = len(doctopic_triples) // len(mallet_docnames)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "doctopic = np.zeros((num_docs, num_topics))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for triple in doctopic_triples:\n",
    "    docname, topic, share = triple\n",
    "    row_num = mallet_docnames.index(docname)\n",
    "    doctopic[row_num, topic] = share"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df = pd.DataFrame(doctopic_triples)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "table = pd.pivot_table(df, values=2, index=[0], columns=[1], aggfunc=np.sum)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "table.index.name = 'id'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "table.reset_index(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "table = table.applymap(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "table = table.sort(['id'], ascending=[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "indexed_df = table.set_index(['id'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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       "      <td>0.000116</td>\n",
       "      <td>0.006658</td>\n",
       "      <td>0.000428</td>\n",
       "      <td>0.006501</td>\n",
       "      <td>0.004724</td>\n",
       "      <td>0.004242</td>\n",
       "      <td>0.000921</td>\n",
       "      <td>0.001059</td>\n",
       "      <td>0.003200</td>\n",
       "      <td>0.000808</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000735</td>\n",
       "      <td>0.000886</td>\n",
       "      <td>0.001351</td>\n",
       "      <td>0.002509</td>\n",
       "      <td>0.002410</td>\n",
       "      <td>0.142015</td>\n",
       "      <td>0.001536</td>\n",
       "      <td>0.001165</td>\n",
       "      <td>0.004653</td>\n",
       "      <td>0.001383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.000090</td>\n",
       "      <td>0.181643</td>\n",
       "      <td>0.000334</td>\n",
       "      <td>0.005067</td>\n",
       "      <td>0.003682</td>\n",
       "      <td>0.003306</td>\n",
       "      <td>0.000718</td>\n",
       "      <td>0.000826</td>\n",
       "      <td>0.002494</td>\n",
       "      <td>0.000630</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000573</td>\n",
       "      <td>0.000691</td>\n",
       "      <td>0.001053</td>\n",
       "      <td>0.001955</td>\n",
       "      <td>0.001878</td>\n",
       "      <td>0.000407</td>\n",
       "      <td>0.133538</td>\n",
       "      <td>0.000908</td>\n",
       "      <td>0.003627</td>\n",
       "      <td>0.001078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.000078</td>\n",
       "      <td>0.004495</td>\n",
       "      <td>0.000289</td>\n",
       "      <td>0.004389</td>\n",
       "      <td>0.270684</td>\n",
       "      <td>0.002864</td>\n",
       "      <td>0.077049</td>\n",
       "      <td>0.000715</td>\n",
       "      <td>0.002161</td>\n",
       "      <td>0.000546</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000497</td>\n",
       "      <td>0.000598</td>\n",
       "      <td>0.058233</td>\n",
       "      <td>0.001694</td>\n",
       "      <td>0.078054</td>\n",
       "      <td>0.000353</td>\n",
       "      <td>0.001037</td>\n",
       "      <td>0.000786</td>\n",
       "      <td>0.194209</td>\n",
       "      <td>0.000934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.176635</td>\n",
       "      <td>0.000043</td>\n",
       "      <td>0.051739</td>\n",
       "      <td>0.000474</td>\n",
       "      <td>0.000425</td>\n",
       "      <td>0.000092</td>\n",
       "      <td>0.000106</td>\n",
       "      <td>0.034379</td>\n",
       "      <td>0.000081</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000074</td>\n",
       "      <td>0.000089</td>\n",
       "      <td>0.000136</td>\n",
       "      <td>0.000252</td>\n",
       "      <td>0.230135</td>\n",
       "      <td>0.000052</td>\n",
       "      <td>0.000154</td>\n",
       "      <td>0.000117</td>\n",
       "      <td>0.000467</td>\n",
       "      <td>0.000139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.000126</td>\n",
       "      <td>0.007275</td>\n",
       "      <td>0.031392</td>\n",
       "      <td>0.007104</td>\n",
       "      <td>0.005162</td>\n",
       "      <td>0.004636</td>\n",
       "      <td>0.093778</td>\n",
       "      <td>0.001158</td>\n",
       "      <td>0.003497</td>\n",
       "      <td>0.000883</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000804</td>\n",
       "      <td>0.000969</td>\n",
       "      <td>0.001477</td>\n",
       "      <td>0.157360</td>\n",
       "      <td>0.002633</td>\n",
       "      <td>0.000571</td>\n",
       "      <td>0.001678</td>\n",
       "      <td>0.001273</td>\n",
       "      <td>0.005085</td>\n",
       "      <td>0.001512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.020813</td>\n",
       "      <td>0.001630</td>\n",
       "      <td>0.000105</td>\n",
       "      <td>0.001592</td>\n",
       "      <td>0.001156</td>\n",
       "      <td>0.001039</td>\n",
       "      <td>0.000226</td>\n",
       "      <td>0.187321</td>\n",
       "      <td>0.007712</td>\n",
       "      <td>0.000198</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.000217</td>\n",
       "      <td>0.000331</td>\n",
       "      <td>0.166891</td>\n",
       "      <td>0.000590</td>\n",
       "      <td>0.000128</td>\n",
       "      <td>0.000376</td>\n",
       "      <td>0.000285</td>\n",
       "      <td>0.021924</td>\n",
       "      <td>0.034980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.000107</td>\n",
       "      <td>0.136557</td>\n",
       "      <td>0.000395</td>\n",
       "      <td>0.005992</td>\n",
       "      <td>0.004354</td>\n",
       "      <td>0.003910</td>\n",
       "      <td>0.000849</td>\n",
       "      <td>0.000976</td>\n",
       "      <td>0.029034</td>\n",
       "      <td>0.000745</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000678</td>\n",
       "      <td>0.000817</td>\n",
       "      <td>0.131666</td>\n",
       "      <td>0.002312</td>\n",
       "      <td>0.367398</td>\n",
       "      <td>0.000482</td>\n",
       "      <td>0.001416</td>\n",
       "      <td>0.001073</td>\n",
       "      <td>0.004289</td>\n",
       "      <td>0.001275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.000113</td>\n",
       "      <td>0.006474</td>\n",
       "      <td>0.000416</td>\n",
       "      <td>0.006322</td>\n",
       "      <td>0.004594</td>\n",
       "      <td>0.004125</td>\n",
       "      <td>0.000896</td>\n",
       "      <td>0.001030</td>\n",
       "      <td>0.003112</td>\n",
       "      <td>0.000786</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000715</td>\n",
       "      <td>0.000862</td>\n",
       "      <td>0.001314</td>\n",
       "      <td>0.029959</td>\n",
       "      <td>0.415140</td>\n",
       "      <td>0.000508</td>\n",
       "      <td>0.001493</td>\n",
       "      <td>0.001133</td>\n",
       "      <td>0.004525</td>\n",
       "      <td>0.056385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.000130</td>\n",
       "      <td>0.071329</td>\n",
       "      <td>0.000483</td>\n",
       "      <td>0.007331</td>\n",
       "      <td>0.069148</td>\n",
       "      <td>0.036694</td>\n",
       "      <td>0.001039</td>\n",
       "      <td>0.001195</td>\n",
       "      <td>0.003608</td>\n",
       "      <td>0.000911</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000829</td>\n",
       "      <td>0.000999</td>\n",
       "      <td>0.001524</td>\n",
       "      <td>0.002829</td>\n",
       "      <td>0.130360</td>\n",
       "      <td>0.000589</td>\n",
       "      <td>0.001732</td>\n",
       "      <td>0.160866</td>\n",
       "      <td>0.005247</td>\n",
       "      <td>0.001560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.000092</td>\n",
       "      <td>0.005306</td>\n",
       "      <td>0.000341</td>\n",
       "      <td>0.072844</td>\n",
       "      <td>0.003765</td>\n",
       "      <td>0.003381</td>\n",
       "      <td>0.000734</td>\n",
       "      <td>0.000844</td>\n",
       "      <td>0.002550</td>\n",
       "      <td>0.000644</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000586</td>\n",
       "      <td>0.000706</td>\n",
       "      <td>0.001077</td>\n",
       "      <td>0.001999</td>\n",
       "      <td>0.430451</td>\n",
       "      <td>0.000416</td>\n",
       "      <td>0.001224</td>\n",
       "      <td>0.000928</td>\n",
       "      <td>0.003709</td>\n",
       "      <td>0.001103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.000024</td>\n",
       "      <td>0.001381</td>\n",
       "      <td>0.000089</td>\n",
       "      <td>0.018961</td>\n",
       "      <td>0.000980</td>\n",
       "      <td>0.000880</td>\n",
       "      <td>0.000191</td>\n",
       "      <td>0.000220</td>\n",
       "      <td>0.000664</td>\n",
       "      <td>0.000168</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000153</td>\n",
       "      <td>0.000184</td>\n",
       "      <td>0.000280</td>\n",
       "      <td>0.135546</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>0.000108</td>\n",
       "      <td>0.000319</td>\n",
       "      <td>0.000242</td>\n",
       "      <td>0.006836</td>\n",
       "      <td>0.000287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.000050</td>\n",
       "      <td>0.027481</td>\n",
       "      <td>0.000186</td>\n",
       "      <td>0.002824</td>\n",
       "      <td>0.124997</td>\n",
       "      <td>0.001843</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>0.000460</td>\n",
       "      <td>0.001390</td>\n",
       "      <td>0.000351</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000319</td>\n",
       "      <td>0.000385</td>\n",
       "      <td>0.000587</td>\n",
       "      <td>0.001090</td>\n",
       "      <td>0.001047</td>\n",
       "      <td>0.000227</td>\n",
       "      <td>0.000667</td>\n",
       "      <td>0.000506</td>\n",
       "      <td>0.002022</td>\n",
       "      <td>0.000601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.000097</td>\n",
       "      <td>0.005557</td>\n",
       "      <td>0.047597</td>\n",
       "      <td>0.005426</td>\n",
       "      <td>0.003943</td>\n",
       "      <td>0.003541</td>\n",
       "      <td>0.000769</td>\n",
       "      <td>0.000884</td>\n",
       "      <td>0.002671</td>\n",
       "      <td>0.000675</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000614</td>\n",
       "      <td>0.000740</td>\n",
       "      <td>0.001128</td>\n",
       "      <td>0.143812</td>\n",
       "      <td>0.049251</td>\n",
       "      <td>0.000436</td>\n",
       "      <td>0.001282</td>\n",
       "      <td>0.000972</td>\n",
       "      <td>0.051123</td>\n",
       "      <td>0.001155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.000119</td>\n",
       "      <td>0.356323</td>\n",
       "      <td>0.000441</td>\n",
       "      <td>0.006690</td>\n",
       "      <td>0.004861</td>\n",
       "      <td>0.004366</td>\n",
       "      <td>0.000948</td>\n",
       "      <td>0.001090</td>\n",
       "      <td>0.003293</td>\n",
       "      <td>0.000832</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000757</td>\n",
       "      <td>0.000912</td>\n",
       "      <td>0.059636</td>\n",
       "      <td>0.002582</td>\n",
       "      <td>0.002480</td>\n",
       "      <td>0.000538</td>\n",
       "      <td>0.001580</td>\n",
       "      <td>0.001198</td>\n",
       "      <td>0.004789</td>\n",
       "      <td>0.001424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.000011</td>\n",
       "      <td>0.179335</td>\n",
       "      <td>0.000041</td>\n",
       "      <td>0.000622</td>\n",
       "      <td>0.000452</td>\n",
       "      <td>0.000406</td>\n",
       "      <td>0.000088</td>\n",
       "      <td>0.000101</td>\n",
       "      <td>0.143806</td>\n",
       "      <td>0.000077</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>0.000085</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000240</td>\n",
       "      <td>0.054382</td>\n",
       "      <td>0.000050</td>\n",
       "      <td>0.013685</td>\n",
       "      <td>0.000111</td>\n",
       "      <td>0.005860</td>\n",
       "      <td>0.067821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.000031</td>\n",
       "      <td>0.129260</td>\n",
       "      <td>0.000113</td>\n",
       "      <td>0.016722</td>\n",
       "      <td>0.001252</td>\n",
       "      <td>0.016124</td>\n",
       "      <td>0.000244</td>\n",
       "      <td>0.000281</td>\n",
       "      <td>0.000848</td>\n",
       "      <td>0.000214</td>\n",
       "      <td>...</td>\n",
       "      <td>0.015194</td>\n",
       "      <td>0.000235</td>\n",
       "      <td>0.000358</td>\n",
       "      <td>0.000665</td>\n",
       "      <td>0.053137</td>\n",
       "      <td>0.000138</td>\n",
       "      <td>0.000407</td>\n",
       "      <td>0.000309</td>\n",
       "      <td>0.001233</td>\n",
       "      <td>0.120363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.000041</td>\n",
       "      <td>0.002368</td>\n",
       "      <td>0.000152</td>\n",
       "      <td>0.022446</td>\n",
       "      <td>0.021814</td>\n",
       "      <td>0.001509</td>\n",
       "      <td>0.000328</td>\n",
       "      <td>0.050710</td>\n",
       "      <td>0.001138</td>\n",
       "      <td>0.000287</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000262</td>\n",
       "      <td>0.000315</td>\n",
       "      <td>0.000481</td>\n",
       "      <td>0.051226</td>\n",
       "      <td>0.000857</td>\n",
       "      <td>0.000186</td>\n",
       "      <td>0.000546</td>\n",
       "      <td>0.000414</td>\n",
       "      <td>0.001655</td>\n",
       "      <td>0.000492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.000119</td>\n",
       "      <td>0.006852</td>\n",
       "      <td>0.000441</td>\n",
       "      <td>0.035813</td>\n",
       "      <td>0.004861</td>\n",
       "      <td>0.004366</td>\n",
       "      <td>0.000948</td>\n",
       "      <td>0.001090</td>\n",
       "      <td>0.003293</td>\n",
       "      <td>0.000832</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000757</td>\n",
       "      <td>0.000912</td>\n",
       "      <td>0.001391</td>\n",
       "      <td>0.002582</td>\n",
       "      <td>0.148093</td>\n",
       "      <td>0.000538</td>\n",
       "      <td>0.205439</td>\n",
       "      <td>0.001198</td>\n",
       "      <td>0.004789</td>\n",
       "      <td>0.001424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.000034</td>\n",
       "      <td>0.027110</td>\n",
       "      <td>0.000127</td>\n",
       "      <td>0.211415</td>\n",
       "      <td>0.001399</td>\n",
       "      <td>0.177228</td>\n",
       "      <td>0.000273</td>\n",
       "      <td>0.000314</td>\n",
       "      <td>0.000948</td>\n",
       "      <td>0.000239</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000218</td>\n",
       "      <td>0.000262</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>0.000743</td>\n",
       "      <td>0.009093</td>\n",
       "      <td>0.000155</td>\n",
       "      <td>0.000455</td>\n",
       "      <td>0.000345</td>\n",
       "      <td>0.001378</td>\n",
       "      <td>0.201520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.000110</td>\n",
       "      <td>0.006301</td>\n",
       "      <td>0.000405</td>\n",
       "      <td>0.006153</td>\n",
       "      <td>0.004470</td>\n",
       "      <td>0.004015</td>\n",
       "      <td>0.000872</td>\n",
       "      <td>0.001003</td>\n",
       "      <td>0.003029</td>\n",
       "      <td>0.000765</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000696</td>\n",
       "      <td>0.000839</td>\n",
       "      <td>0.001279</td>\n",
       "      <td>0.002374</td>\n",
       "      <td>0.002281</td>\n",
       "      <td>0.000495</td>\n",
       "      <td>0.001453</td>\n",
       "      <td>0.001102</td>\n",
       "      <td>0.406145</td>\n",
       "      <td>0.001309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.000058</td>\n",
       "      <td>0.045996</td>\n",
       "      <td>0.000215</td>\n",
       "      <td>0.003266</td>\n",
       "      <td>0.002373</td>\n",
       "      <td>0.002131</td>\n",
       "      <td>0.000463</td>\n",
       "      <td>0.000532</td>\n",
       "      <td>0.015825</td>\n",
       "      <td>0.000406</td>\n",
       "      <td>...</td>\n",
       "      <td>0.242061</td>\n",
       "      <td>0.000445</td>\n",
       "      <td>0.000679</td>\n",
       "      <td>0.001260</td>\n",
       "      <td>0.129165</td>\n",
       "      <td>0.000263</td>\n",
       "      <td>0.000772</td>\n",
       "      <td>0.000585</td>\n",
       "      <td>0.030772</td>\n",
       "      <td>0.000695</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>5755</th>\n",
       "      <td>0.000013</td>\n",
       "      <td>0.549365</td>\n",
       "      <td>0.000048</td>\n",
       "      <td>0.000729</td>\n",
       "      <td>0.013214</td>\n",
       "      <td>0.000475</td>\n",
       "      <td>0.000103</td>\n",
       "      <td>0.000119</td>\n",
       "      <td>0.000359</td>\n",
       "      <td>0.000091</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000082</td>\n",
       "      <td>0.000099</td>\n",
       "      <td>0.000151</td>\n",
       "      <td>0.006624</td>\n",
       "      <td>0.000270</td>\n",
       "      <td>0.000059</td>\n",
       "      <td>0.000172</td>\n",
       "      <td>0.000131</td>\n",
       "      <td>0.000521</td>\n",
       "      <td>0.000155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5756</th>\n",
       "      <td>0.000051</td>\n",
       "      <td>0.002928</td>\n",
       "      <td>0.000188</td>\n",
       "      <td>0.027754</td>\n",
       "      <td>0.002078</td>\n",
       "      <td>0.039208</td>\n",
       "      <td>0.000405</td>\n",
       "      <td>0.000466</td>\n",
       "      <td>0.536649</td>\n",
       "      <td>0.000355</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000323</td>\n",
       "      <td>0.000390</td>\n",
       "      <td>0.000594</td>\n",
       "      <td>0.001103</td>\n",
       "      <td>0.013507</td>\n",
       "      <td>0.000230</td>\n",
       "      <td>0.000676</td>\n",
       "      <td>0.000512</td>\n",
       "      <td>0.002047</td>\n",
       "      <td>0.000608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5757</th>\n",
       "      <td>0.000010</td>\n",
       "      <td>0.121396</td>\n",
       "      <td>0.000038</td>\n",
       "      <td>0.010645</td>\n",
       "      <td>0.010487</td>\n",
       "      <td>0.000377</td>\n",
       "      <td>0.000082</td>\n",
       "      <td>0.000094</td>\n",
       "      <td>0.000285</td>\n",
       "      <td>0.000072</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000065</td>\n",
       "      <td>0.000079</td>\n",
       "      <td>0.000120</td>\n",
       "      <td>0.000223</td>\n",
       "      <td>0.000214</td>\n",
       "      <td>0.000046</td>\n",
       "      <td>0.000137</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.002931</td>\n",
       "      <td>0.000123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5758</th>\n",
       "      <td>0.000045</td>\n",
       "      <td>0.035421</td>\n",
       "      <td>0.000166</td>\n",
       "      <td>0.013464</td>\n",
       "      <td>0.001827</td>\n",
       "      <td>0.001641</td>\n",
       "      <td>0.000356</td>\n",
       "      <td>0.000410</td>\n",
       "      <td>0.001238</td>\n",
       "      <td>0.000313</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000285</td>\n",
       "      <td>0.000343</td>\n",
       "      <td>0.000523</td>\n",
       "      <td>0.000971</td>\n",
       "      <td>0.011881</td>\n",
       "      <td>0.000202</td>\n",
       "      <td>0.000594</td>\n",
       "      <td>0.000451</td>\n",
       "      <td>0.275510</td>\n",
       "      <td>0.000535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5759</th>\n",
       "      <td>0.000110</td>\n",
       "      <td>0.381259</td>\n",
       "      <td>0.000405</td>\n",
       "      <td>0.006153</td>\n",
       "      <td>0.004470</td>\n",
       "      <td>0.004015</td>\n",
       "      <td>0.000872</td>\n",
       "      <td>0.001003</td>\n",
       "      <td>0.003029</td>\n",
       "      <td>0.000765</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000696</td>\n",
       "      <td>0.000839</td>\n",
       "      <td>0.001279</td>\n",
       "      <td>0.002374</td>\n",
       "      <td>0.002281</td>\n",
       "      <td>0.000495</td>\n",
       "      <td>0.001453</td>\n",
       "      <td>0.001102</td>\n",
       "      <td>0.004404</td>\n",
       "      <td>0.001309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5760</th>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.070424</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.001581</td>\n",
       "      <td>0.001148</td>\n",
       "      <td>0.001031</td>\n",
       "      <td>0.000224</td>\n",
       "      <td>0.000258</td>\n",
       "      <td>0.503057</td>\n",
       "      <td>0.000196</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000179</td>\n",
       "      <td>0.000215</td>\n",
       "      <td>0.000329</td>\n",
       "      <td>0.000610</td>\n",
       "      <td>0.076272</td>\n",
       "      <td>0.000127</td>\n",
       "      <td>0.000373</td>\n",
       "      <td>0.000283</td>\n",
       "      <td>0.008012</td>\n",
       "      <td>0.000336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5761</th>\n",
       "      <td>0.000080</td>\n",
       "      <td>0.004583</td>\n",
       "      <td>0.000295</td>\n",
       "      <td>0.043433</td>\n",
       "      <td>0.003251</td>\n",
       "      <td>0.002920</td>\n",
       "      <td>0.000634</td>\n",
       "      <td>0.000729</td>\n",
       "      <td>0.002203</td>\n",
       "      <td>0.000556</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000506</td>\n",
       "      <td>0.000610</td>\n",
       "      <td>0.000930</td>\n",
       "      <td>0.001727</td>\n",
       "      <td>0.060095</td>\n",
       "      <td>0.000360</td>\n",
       "      <td>0.001057</td>\n",
       "      <td>0.000802</td>\n",
       "      <td>0.431739</td>\n",
       "      <td>0.039910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5762</th>\n",
       "      <td>0.000029</td>\n",
       "      <td>0.001665</td>\n",
       "      <td>0.000107</td>\n",
       "      <td>0.305862</td>\n",
       "      <td>0.001181</td>\n",
       "      <td>0.015211</td>\n",
       "      <td>0.000230</td>\n",
       "      <td>0.000265</td>\n",
       "      <td>0.000800</td>\n",
       "      <td>0.000202</td>\n",
       "      <td>...</td>\n",
       "      <td>0.035560</td>\n",
       "      <td>0.000222</td>\n",
       "      <td>0.000338</td>\n",
       "      <td>0.113831</td>\n",
       "      <td>0.000602</td>\n",
       "      <td>0.000131</td>\n",
       "      <td>0.000384</td>\n",
       "      <td>0.000291</td>\n",
       "      <td>0.001163</td>\n",
       "      <td>0.000346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5763</th>\n",
       "      <td>0.000052</td>\n",
       "      <td>0.028534</td>\n",
       "      <td>0.000193</td>\n",
       "      <td>0.002933</td>\n",
       "      <td>0.002131</td>\n",
       "      <td>0.001914</td>\n",
       "      <td>0.000416</td>\n",
       "      <td>0.000478</td>\n",
       "      <td>0.001443</td>\n",
       "      <td>0.000365</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000332</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>0.013375</td>\n",
       "      <td>0.001132</td>\n",
       "      <td>0.090444</td>\n",
       "      <td>0.000236</td>\n",
       "      <td>0.000693</td>\n",
       "      <td>0.000525</td>\n",
       "      <td>0.002099</td>\n",
       "      <td>0.000624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5764</th>\n",
       "      <td>0.000019</td>\n",
       "      <td>0.015024</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>0.001067</td>\n",
       "      <td>0.000775</td>\n",
       "      <td>0.000696</td>\n",
       "      <td>0.000151</td>\n",
       "      <td>0.000174</td>\n",
       "      <td>0.088759</td>\n",
       "      <td>0.000133</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000121</td>\n",
       "      <td>0.000145</td>\n",
       "      <td>0.000222</td>\n",
       "      <td>0.000412</td>\n",
       "      <td>0.060766</td>\n",
       "      <td>0.000086</td>\n",
       "      <td>0.000252</td>\n",
       "      <td>0.000191</td>\n",
       "      <td>0.005408</td>\n",
       "      <td>0.000227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5765</th>\n",
       "      <td>0.000042</td>\n",
       "      <td>0.012561</td>\n",
       "      <td>0.000154</td>\n",
       "      <td>0.043012</td>\n",
       "      <td>0.001697</td>\n",
       "      <td>0.001524</td>\n",
       "      <td>0.000331</td>\n",
       "      <td>0.000381</td>\n",
       "      <td>0.001150</td>\n",
       "      <td>0.000290</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000264</td>\n",
       "      <td>0.000318</td>\n",
       "      <td>0.000486</td>\n",
       "      <td>0.000901</td>\n",
       "      <td>0.011035</td>\n",
       "      <td>0.000188</td>\n",
       "      <td>0.000552</td>\n",
       "      <td>0.000418</td>\n",
       "      <td>0.001672</td>\n",
       "      <td>0.000497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5766</th>\n",
       "      <td>0.000060</td>\n",
       "      <td>0.091242</td>\n",
       "      <td>0.000221</td>\n",
       "      <td>0.003362</td>\n",
       "      <td>0.002443</td>\n",
       "      <td>0.002194</td>\n",
       "      <td>0.000476</td>\n",
       "      <td>0.000548</td>\n",
       "      <td>0.001655</td>\n",
       "      <td>0.000418</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000380</td>\n",
       "      <td>0.000458</td>\n",
       "      <td>0.000699</td>\n",
       "      <td>0.001297</td>\n",
       "      <td>0.001246</td>\n",
       "      <td>0.000270</td>\n",
       "      <td>0.015427</td>\n",
       "      <td>0.000602</td>\n",
       "      <td>0.002406</td>\n",
       "      <td>0.000715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5767</th>\n",
       "      <td>0.000066</td>\n",
       "      <td>0.083983</td>\n",
       "      <td>0.000243</td>\n",
       "      <td>0.019727</td>\n",
       "      <td>0.002678</td>\n",
       "      <td>0.210947</td>\n",
       "      <td>0.000522</td>\n",
       "      <td>0.000600</td>\n",
       "      <td>0.017856</td>\n",
       "      <td>0.000458</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000417</td>\n",
       "      <td>0.000502</td>\n",
       "      <td>0.000766</td>\n",
       "      <td>0.001422</td>\n",
       "      <td>0.338242</td>\n",
       "      <td>0.000296</td>\n",
       "      <td>0.000871</td>\n",
       "      <td>0.000660</td>\n",
       "      <td>0.291388</td>\n",
       "      <td>0.000784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5768</th>\n",
       "      <td>0.000119</td>\n",
       "      <td>0.006852</td>\n",
       "      <td>0.000441</td>\n",
       "      <td>0.006690</td>\n",
       "      <td>0.004861</td>\n",
       "      <td>0.004366</td>\n",
       "      <td>0.000948</td>\n",
       "      <td>0.001090</td>\n",
       "      <td>0.003293</td>\n",
       "      <td>0.000832</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000757</td>\n",
       "      <td>0.000912</td>\n",
       "      <td>0.001391</td>\n",
       "      <td>0.031704</td>\n",
       "      <td>0.060725</td>\n",
       "      <td>0.000538</td>\n",
       "      <td>0.001580</td>\n",
       "      <td>0.175934</td>\n",
       "      <td>0.004789</td>\n",
       "      <td>0.001424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5769</th>\n",
       "      <td>0.000094</td>\n",
       "      <td>0.143877</td>\n",
       "      <td>0.000349</td>\n",
       "      <td>0.028376</td>\n",
       "      <td>0.050001</td>\n",
       "      <td>0.026534</td>\n",
       "      <td>0.162274</td>\n",
       "      <td>0.000864</td>\n",
       "      <td>0.002609</td>\n",
       "      <td>0.000659</td>\n",
       "      <td>...</td>\n",
       "      <td>0.254421</td>\n",
       "      <td>0.000723</td>\n",
       "      <td>0.001102</td>\n",
       "      <td>0.002046</td>\n",
       "      <td>0.001965</td>\n",
       "      <td>0.000426</td>\n",
       "      <td>0.001252</td>\n",
       "      <td>0.000950</td>\n",
       "      <td>0.003794</td>\n",
       "      <td>0.001128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5770</th>\n",
       "      <td>0.000060</td>\n",
       "      <td>0.061976</td>\n",
       "      <td>0.000221</td>\n",
       "      <td>0.105794</td>\n",
       "      <td>0.002443</td>\n",
       "      <td>0.046093</td>\n",
       "      <td>0.000476</td>\n",
       "      <td>0.000548</td>\n",
       "      <td>0.001655</td>\n",
       "      <td>0.000418</td>\n",
       "      <td>...</td>\n",
       "      <td>0.015014</td>\n",
       "      <td>0.000458</td>\n",
       "      <td>0.000699</td>\n",
       "      <td>0.001297</td>\n",
       "      <td>0.074412</td>\n",
       "      <td>0.000270</td>\n",
       "      <td>0.000794</td>\n",
       "      <td>0.000602</td>\n",
       "      <td>0.002406</td>\n",
       "      <td>0.000715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5771</th>\n",
       "      <td>0.000054</td>\n",
       "      <td>0.069491</td>\n",
       "      <td>0.000201</td>\n",
       "      <td>0.003049</td>\n",
       "      <td>0.002216</td>\n",
       "      <td>0.041811</td>\n",
       "      <td>0.000432</td>\n",
       "      <td>0.000497</td>\n",
       "      <td>0.001501</td>\n",
       "      <td>0.000379</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000345</td>\n",
       "      <td>0.000416</td>\n",
       "      <td>0.000634</td>\n",
       "      <td>0.001177</td>\n",
       "      <td>0.133866</td>\n",
       "      <td>0.000245</td>\n",
       "      <td>0.000720</td>\n",
       "      <td>0.000546</td>\n",
       "      <td>0.002183</td>\n",
       "      <td>0.000649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5772</th>\n",
       "      <td>0.000034</td>\n",
       "      <td>0.133802</td>\n",
       "      <td>0.000125</td>\n",
       "      <td>0.010135</td>\n",
       "      <td>0.001376</td>\n",
       "      <td>0.001235</td>\n",
       "      <td>0.000268</td>\n",
       "      <td>0.016791</td>\n",
       "      <td>0.066864</td>\n",
       "      <td>0.000235</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000214</td>\n",
       "      <td>0.000258</td>\n",
       "      <td>0.000394</td>\n",
       "      <td>0.000731</td>\n",
       "      <td>0.355085</td>\n",
       "      <td>0.000152</td>\n",
       "      <td>0.000447</td>\n",
       "      <td>0.000339</td>\n",
       "      <td>0.001355</td>\n",
       "      <td>0.000403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5773</th>\n",
       "      <td>0.000135</td>\n",
       "      <td>0.106642</td>\n",
       "      <td>0.000499</td>\n",
       "      <td>0.007572</td>\n",
       "      <td>0.005502</td>\n",
       "      <td>0.004941</td>\n",
       "      <td>0.001073</td>\n",
       "      <td>0.001234</td>\n",
       "      <td>0.003727</td>\n",
       "      <td>0.000941</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000857</td>\n",
       "      <td>0.001032</td>\n",
       "      <td>0.001574</td>\n",
       "      <td>0.002922</td>\n",
       "      <td>0.002807</td>\n",
       "      <td>0.000609</td>\n",
       "      <td>0.001789</td>\n",
       "      <td>0.001357</td>\n",
       "      <td>0.005420</td>\n",
       "      <td>0.001611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5774</th>\n",
       "      <td>0.000083</td>\n",
       "      <td>0.004768</td>\n",
       "      <td>0.000307</td>\n",
       "      <td>0.065462</td>\n",
       "      <td>0.003383</td>\n",
       "      <td>0.003038</td>\n",
       "      <td>0.000660</td>\n",
       "      <td>0.000759</td>\n",
       "      <td>0.042829</td>\n",
       "      <td>0.000579</td>\n",
       "      <td>...</td>\n",
       "      <td>0.020795</td>\n",
       "      <td>0.000635</td>\n",
       "      <td>0.000968</td>\n",
       "      <td>0.062602</td>\n",
       "      <td>0.001726</td>\n",
       "      <td>0.000374</td>\n",
       "      <td>0.001100</td>\n",
       "      <td>0.000834</td>\n",
       "      <td>0.003333</td>\n",
       "      <td>0.000991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5775</th>\n",
       "      <td>0.000075</td>\n",
       "      <td>0.004330</td>\n",
       "      <td>0.000278</td>\n",
       "      <td>0.004228</td>\n",
       "      <td>0.003072</td>\n",
       "      <td>0.002759</td>\n",
       "      <td>0.000599</td>\n",
       "      <td>0.019092</td>\n",
       "      <td>0.002081</td>\n",
       "      <td>0.000526</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000478</td>\n",
       "      <td>0.000576</td>\n",
       "      <td>0.000879</td>\n",
       "      <td>0.001631</td>\n",
       "      <td>0.388040</td>\n",
       "      <td>0.000340</td>\n",
       "      <td>0.000999</td>\n",
       "      <td>0.000757</td>\n",
       "      <td>0.003026</td>\n",
       "      <td>0.000900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5776</th>\n",
       "      <td>0.000126</td>\n",
       "      <td>0.378361</td>\n",
       "      <td>0.000468</td>\n",
       "      <td>0.007104</td>\n",
       "      <td>0.005162</td>\n",
       "      <td>0.004636</td>\n",
       "      <td>0.001007</td>\n",
       "      <td>0.001158</td>\n",
       "      <td>0.003497</td>\n",
       "      <td>0.000883</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000804</td>\n",
       "      <td>0.000969</td>\n",
       "      <td>0.032400</td>\n",
       "      <td>0.002741</td>\n",
       "      <td>0.250024</td>\n",
       "      <td>0.000571</td>\n",
       "      <td>0.001678</td>\n",
       "      <td>0.001273</td>\n",
       "      <td>0.005085</td>\n",
       "      <td>0.001512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5777</th>\n",
       "      <td>0.000155</td>\n",
       "      <td>0.084870</td>\n",
       "      <td>0.000574</td>\n",
       "      <td>0.008722</td>\n",
       "      <td>0.272118</td>\n",
       "      <td>0.005692</td>\n",
       "      <td>0.001236</td>\n",
       "      <td>0.001421</td>\n",
       "      <td>0.004293</td>\n",
       "      <td>0.001084</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000987</td>\n",
       "      <td>0.001189</td>\n",
       "      <td>0.001813</td>\n",
       "      <td>0.003366</td>\n",
       "      <td>0.117139</td>\n",
       "      <td>0.000701</td>\n",
       "      <td>0.002060</td>\n",
       "      <td>0.001563</td>\n",
       "      <td>0.006243</td>\n",
       "      <td>0.001856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5778</th>\n",
       "      <td>0.000006</td>\n",
       "      <td>0.007120</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>0.054709</td>\n",
       "      <td>0.000227</td>\n",
       "      <td>0.000204</td>\n",
       "      <td>0.000044</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>0.023272</td>\n",
       "      <td>0.000039</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000035</td>\n",
       "      <td>0.000043</td>\n",
       "      <td>0.000065</td>\n",
       "      <td>0.000121</td>\n",
       "      <td>0.374094</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>0.049031</td>\n",
       "      <td>0.013655</td>\n",
       "      <td>0.007023</td>\n",
       "      <td>0.000066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5779</th>\n",
       "      <td>0.000086</td>\n",
       "      <td>0.026095</td>\n",
       "      <td>0.000320</td>\n",
       "      <td>0.004853</td>\n",
       "      <td>0.003526</td>\n",
       "      <td>0.087666</td>\n",
       "      <td>0.000688</td>\n",
       "      <td>0.190915</td>\n",
       "      <td>0.002389</td>\n",
       "      <td>0.000603</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000549</td>\n",
       "      <td>0.000662</td>\n",
       "      <td>0.001009</td>\n",
       "      <td>0.044123</td>\n",
       "      <td>0.001799</td>\n",
       "      <td>0.000390</td>\n",
       "      <td>0.001146</td>\n",
       "      <td>0.000869</td>\n",
       "      <td>0.066848</td>\n",
       "      <td>0.001033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5780</th>\n",
       "      <td>0.000123</td>\n",
       "      <td>0.037053</td>\n",
       "      <td>0.000454</td>\n",
       "      <td>0.006891</td>\n",
       "      <td>0.005007</td>\n",
       "      <td>0.064489</td>\n",
       "      <td>0.000977</td>\n",
       "      <td>0.001123</td>\n",
       "      <td>0.003392</td>\n",
       "      <td>0.000857</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000779</td>\n",
       "      <td>0.060932</td>\n",
       "      <td>0.001432</td>\n",
       "      <td>0.002659</td>\n",
       "      <td>0.272520</td>\n",
       "      <td>0.000554</td>\n",
       "      <td>0.001628</td>\n",
       "      <td>0.001234</td>\n",
       "      <td>0.454876</td>\n",
       "      <td>0.001466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5781</th>\n",
       "      <td>0.000031</td>\n",
       "      <td>0.001791</td>\n",
       "      <td>0.000115</td>\n",
       "      <td>0.009363</td>\n",
       "      <td>0.001271</td>\n",
       "      <td>0.001141</td>\n",
       "      <td>0.000248</td>\n",
       "      <td>0.000285</td>\n",
       "      <td>0.191210</td>\n",
       "      <td>0.000217</td>\n",
       "      <td>...</td>\n",
       "      <td>0.007812</td>\n",
       "      <td>0.000238</td>\n",
       "      <td>0.000364</td>\n",
       "      <td>0.000675</td>\n",
       "      <td>0.244295</td>\n",
       "      <td>0.000141</td>\n",
       "      <td>0.000413</td>\n",
       "      <td>0.000313</td>\n",
       "      <td>0.001252</td>\n",
       "      <td>0.000372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5782</th>\n",
       "      <td>0.000055</td>\n",
       "      <td>0.003165</td>\n",
       "      <td>0.000204</td>\n",
       "      <td>0.151064</td>\n",
       "      <td>0.002245</td>\n",
       "      <td>0.190347</td>\n",
       "      <td>0.000438</td>\n",
       "      <td>0.000504</td>\n",
       "      <td>0.014973</td>\n",
       "      <td>0.000384</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000350</td>\n",
       "      <td>0.000421</td>\n",
       "      <td>0.000642</td>\n",
       "      <td>0.001193</td>\n",
       "      <td>0.081858</td>\n",
       "      <td>0.000248</td>\n",
       "      <td>0.000730</td>\n",
       "      <td>0.000554</td>\n",
       "      <td>0.002212</td>\n",
       "      <td>0.000658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5783</th>\n",
       "      <td>0.000130</td>\n",
       "      <td>0.007507</td>\n",
       "      <td>0.000483</td>\n",
       "      <td>0.007331</td>\n",
       "      <td>0.005326</td>\n",
       "      <td>0.004784</td>\n",
       "      <td>0.001039</td>\n",
       "      <td>0.001195</td>\n",
       "      <td>0.003608</td>\n",
       "      <td>0.000911</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000829</td>\n",
       "      <td>0.000999</td>\n",
       "      <td>0.001524</td>\n",
       "      <td>0.002829</td>\n",
       "      <td>0.481376</td>\n",
       "      <td>0.000589</td>\n",
       "      <td>0.001732</td>\n",
       "      <td>0.001313</td>\n",
       "      <td>0.132890</td>\n",
       "      <td>0.001560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5784</th>\n",
       "      <td>0.000052</td>\n",
       "      <td>0.054064</td>\n",
       "      <td>0.000193</td>\n",
       "      <td>0.015698</td>\n",
       "      <td>0.002131</td>\n",
       "      <td>0.155097</td>\n",
       "      <td>0.000416</td>\n",
       "      <td>0.000478</td>\n",
       "      <td>0.001443</td>\n",
       "      <td>0.000365</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000332</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>0.000610</td>\n",
       "      <td>0.001132</td>\n",
       "      <td>0.001087</td>\n",
       "      <td>0.000236</td>\n",
       "      <td>0.000693</td>\n",
       "      <td>0.013291</td>\n",
       "      <td>0.014864</td>\n",
       "      <td>0.000624</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5785 rows × 40 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "1           0         1         2         3         4         5         6   \\\n",
       "id                                                                           \n",
       "0     0.000021  0.011385  0.000077  0.001170  0.184208  0.123002  0.000166   \n",
       "1     0.000086  0.490842  0.000320  0.004853  0.003526  0.003167  0.000688   \n",
       "2     0.000051  0.002928  0.000188  0.164677  0.002078  0.001866  0.000405   \n",
       "3     0.000116  0.034956  0.000428  0.006501  0.004724  0.004242  0.000921   \n",
       "4     0.000126  0.007275  0.000468  0.038028  0.005162  0.004636  0.001007   \n",
       "5     0.000062  0.003546  0.000228  0.003463  0.002516  0.002260  0.000491   \n",
       "6     0.000012  0.054870  0.000046  0.235392  0.235203  0.000451  0.000098   \n",
       "7     0.000032  0.001819  0.000117  0.001776  0.009022  0.001159  0.000252   \n",
       "8     0.000110  0.327693  0.000405  0.006153  0.004470  0.030798  0.000872   \n",
       "9     0.000116  0.006658  0.000428  0.006501  0.004724  0.004242  0.000921   \n",
       "10    0.000090  0.181643  0.000334  0.005067  0.003682  0.003306  0.000718   \n",
       "11    0.000078  0.004495  0.000289  0.004389  0.270684  0.002864  0.077049   \n",
       "12    0.000012  0.176635  0.000043  0.051739  0.000474  0.000425  0.000092   \n",
       "13    0.000126  0.007275  0.031392  0.007104  0.005162  0.004636  0.093778   \n",
       "14    0.020813  0.001630  0.000105  0.001592  0.001156  0.001039  0.000226   \n",
       "15    0.000107  0.136557  0.000395  0.005992  0.004354  0.003910  0.000849   \n",
       "16    0.000113  0.006474  0.000416  0.006322  0.004594  0.004125  0.000896   \n",
       "17    0.000130  0.071329  0.000483  0.007331  0.069148  0.036694  0.001039   \n",
       "18    0.000092  0.005306  0.000341  0.072844  0.003765  0.003381  0.000734   \n",
       "19    0.000024  0.001381  0.000089  0.018961  0.000980  0.000880  0.000191   \n",
       "20    0.000050  0.027481  0.000186  0.002824  0.124997  0.001843  0.000400   \n",
       "21    0.000097  0.005557  0.047597  0.005426  0.003943  0.003541  0.000769   \n",
       "22    0.000119  0.356323  0.000441  0.006690  0.004861  0.004366  0.000948   \n",
       "23    0.000011  0.179335  0.000041  0.000622  0.000452  0.000406  0.000088   \n",
       "24    0.000031  0.129260  0.000113  0.016722  0.001252  0.016124  0.000244   \n",
       "25    0.000041  0.002368  0.000152  0.022446  0.021814  0.001509  0.000328   \n",
       "26    0.000119  0.006852  0.000441  0.035813  0.004861  0.004366  0.000948   \n",
       "27    0.000034  0.027110  0.000127  0.211415  0.001399  0.177228  0.000273   \n",
       "28    0.000110  0.006301  0.000405  0.006153  0.004470  0.004015  0.000872   \n",
       "29    0.000058  0.045996  0.000215  0.003266  0.002373  0.002131  0.000463   \n",
       "...        ...       ...       ...       ...       ...       ...       ...   \n",
       "5755  0.000013  0.549365  0.000048  0.000729  0.013214  0.000475  0.000103   \n",
       "5756  0.000051  0.002928  0.000188  0.027754  0.002078  0.039208  0.000405   \n",
       "5757  0.000010  0.121396  0.000038  0.010645  0.010487  0.000377  0.000082   \n",
       "5758  0.000045  0.035421  0.000166  0.013464  0.001827  0.001641  0.000356   \n",
       "5759  0.000110  0.381259  0.000405  0.006153  0.004470  0.004015  0.000872   \n",
       "5760  0.000028  0.070424  0.000104  0.001581  0.001148  0.001031  0.000224   \n",
       "5761  0.000080  0.004583  0.000295  0.043433  0.003251  0.002920  0.000634   \n",
       "5762  0.000029  0.001665  0.000107  0.305862  0.001181  0.015211  0.000230   \n",
       "5763  0.000052  0.028534  0.000193  0.002933  0.002131  0.001914  0.000416   \n",
       "5764  0.000019  0.015024  0.000070  0.001067  0.000775  0.000696  0.000151   \n",
       "5765  0.000042  0.012561  0.000154  0.043012  0.001697  0.001524  0.000331   \n",
       "5766  0.000060  0.091242  0.000221  0.003362  0.002443  0.002194  0.000476   \n",
       "5767  0.000066  0.083983  0.000243  0.019727  0.002678  0.210947  0.000522   \n",
       "5768  0.000119  0.006852  0.000441  0.006690  0.004861  0.004366  0.000948   \n",
       "5769  0.000094  0.143877  0.000349  0.028376  0.050001  0.026534  0.162274   \n",
       "5770  0.000060  0.061976  0.000221  0.105794  0.002443  0.046093  0.000476   \n",
       "5771  0.000054  0.069491  0.000201  0.003049  0.002216  0.041811  0.000432   \n",
       "5772  0.000034  0.133802  0.000125  0.010135  0.001376  0.001235  0.000268   \n",
       "5773  0.000135  0.106642  0.000499  0.007572  0.005502  0.004941  0.001073   \n",
       "5774  0.000083  0.004768  0.000307  0.065462  0.003383  0.003038  0.000660   \n",
       "5775  0.000075  0.004330  0.000278  0.004228  0.003072  0.002759  0.000599   \n",
       "5776  0.000126  0.378361  0.000468  0.007104  0.005162  0.004636  0.001007   \n",
       "5777  0.000155  0.084870  0.000574  0.008722  0.272118  0.005692  0.001236   \n",
       "5778  0.000006  0.007120  0.000021  0.054709  0.000227  0.000204  0.000044   \n",
       "5779  0.000086  0.026095  0.000320  0.004853  0.003526  0.087666  0.000688   \n",
       "5780  0.000123  0.037053  0.000454  0.006891  0.005007  0.064489  0.000977   \n",
       "5781  0.000031  0.001791  0.000115  0.009363  0.001271  0.001141  0.000248   \n",
       "5782  0.000055  0.003165  0.000204  0.151064  0.002245  0.190347  0.000438   \n",
       "5783  0.000130  0.007507  0.000483  0.007331  0.005326  0.004784  0.001039   \n",
       "5784  0.000052  0.054064  0.000193  0.015698  0.002131  0.155097  0.000416   \n",
       "\n",
       "1           7         8         9     ...           30        31        32  \\\n",
       "id                                    ...                                    \n",
       "0     0.000191  0.000576  0.000145    ...     0.000132  0.000160  0.000243   \n",
       "1     0.000791  0.002389  0.000603    ...     0.000549  0.000662  0.001009   \n",
       "2     0.162283  0.013855  0.000355    ...     0.000323  0.000390  0.000594   \n",
       "3     0.001059  0.003200  0.000808    ...     0.000735  0.000886  0.001351   \n",
       "4     0.001158  0.003497  0.000883    ...     0.000804  0.031892  0.001477   \n",
       "5     0.000564  0.001705  0.000430    ...     0.000392  0.000472  0.000720   \n",
       "6     0.000113  0.102646  0.000086    ...     0.000078  0.000094  0.000144   \n",
       "7     0.000289  0.000874  0.000221    ...     0.000201  0.000242  0.000369   \n",
       "8     0.001003  0.003029  0.000765    ...     0.000696  0.000839  0.001279   \n",
       "9     0.001059  0.003200  0.000808    ...     0.000735  0.000886  0.001351   \n",
       "10    0.000826  0.002494  0.000630    ...     0.000573  0.000691  0.001053   \n",
       "11    0.000715  0.002161  0.000546    ...     0.000497  0.000598  0.058233   \n",
       "12    0.000106  0.034379  0.000081    ...     0.000074  0.000089  0.000136   \n",
       "13    0.001158  0.003497  0.000883    ...     0.000804  0.000969  0.001477   \n",
       "14    0.187321  0.007712  0.000198    ...     0.000180  0.000217  0.000331   \n",
       "15    0.000976  0.029034  0.000745    ...     0.000678  0.000817  0.131666   \n",
       "16    0.001030  0.003112  0.000786    ...     0.000715  0.000862  0.001314   \n",
       "17    0.001195  0.003608  0.000911    ...     0.000829  0.000999  0.001524   \n",
       "18    0.000844  0.002550  0.000644    ...     0.000586  0.000706  0.001077   \n",
       "19    0.000220  0.000664  0.000168    ...     0.000153  0.000184  0.000280   \n",
       "20    0.000460  0.001390  0.000351    ...     0.000319  0.000385  0.000587   \n",
       "21    0.000884  0.002671  0.000675    ...     0.000614  0.000740  0.001128   \n",
       "22    0.001090  0.003293  0.000832    ...     0.000757  0.000912  0.059636   \n",
       "23    0.000101  0.143806  0.000077    ...     0.000070  0.000085  0.000129   \n",
       "24    0.000281  0.000848  0.000214    ...     0.015194  0.000235  0.000358   \n",
       "25    0.050710  0.001138  0.000287    ...     0.000262  0.000315  0.000481   \n",
       "26    0.001090  0.003293  0.000832    ...     0.000757  0.000912  0.001391   \n",
       "27    0.000314  0.000948  0.000239    ...     0.000218  0.000262  0.000400   \n",
       "28    0.001003  0.003029  0.000765    ...     0.000696  0.000839  0.001279   \n",
       "29    0.000532  0.015825  0.000406    ...     0.242061  0.000445  0.000679   \n",
       "...        ...       ...       ...    ...          ...       ...       ...   \n",
       "5755  0.000119  0.000359  0.000091    ...     0.000082  0.000099  0.000151   \n",
       "5756  0.000466  0.536649  0.000355    ...     0.000323  0.000390  0.000594   \n",
       "5757  0.000094  0.000285  0.000072    ...     0.000065  0.000079  0.000120   \n",
       "5758  0.000410  0.001238  0.000313    ...     0.000285  0.000343  0.000523   \n",
       "5759  0.001003  0.003029  0.000765    ...     0.000696  0.000839  0.001279   \n",
       "5760  0.000258  0.503057  0.000196    ...     0.000179  0.000215  0.000329   \n",
       "5761  0.000729  0.002203  0.000556    ...     0.000506  0.000610  0.000930   \n",
       "5762  0.000265  0.000800  0.000202    ...     0.035560  0.000222  0.000338   \n",
       "5763  0.000478  0.001443  0.000365    ...     0.000332  0.000400  0.013375   \n",
       "5764  0.000174  0.088759  0.000133    ...     0.000121  0.000145  0.000222   \n",
       "5765  0.000381  0.001150  0.000290    ...     0.000264  0.000318  0.000486   \n",
       "5766  0.000548  0.001655  0.000418    ...     0.000380  0.000458  0.000699   \n",
       "5767  0.000600  0.017856  0.000458    ...     0.000417  0.000502  0.000766   \n",
       "5768  0.001090  0.003293  0.000832    ...     0.000757  0.000912  0.001391   \n",
       "5769  0.000864  0.002609  0.000659    ...     0.254421  0.000723  0.001102   \n",
       "5770  0.000548  0.001655  0.000418    ...     0.015014  0.000458  0.000699   \n",
       "5771  0.000497  0.001501  0.000379    ...     0.000345  0.000416  0.000634   \n",
       "5772  0.016791  0.066864  0.000235    ...     0.000214  0.000258  0.000394   \n",
       "5773  0.001234  0.003727  0.000941    ...     0.000857  0.001032  0.001574   \n",
       "5774  0.000759  0.042829  0.000579    ...     0.020795  0.000635  0.000968   \n",
       "5775  0.019092  0.002081  0.000526    ...     0.000478  0.000576  0.000879   \n",
       "5776  0.001158  0.003497  0.000883    ...     0.000804  0.000969  0.032400   \n",
       "5777  0.001421  0.004293  0.001084    ...     0.000987  0.001189  0.001813   \n",
       "5778  0.000051  0.023272  0.000039    ...     0.000035  0.000043  0.000065   \n",
       "5779  0.190915  0.002389  0.000603    ...     0.000549  0.000662  0.001009   \n",
       "5780  0.001123  0.003392  0.000857    ...     0.000779  0.060932  0.001432   \n",
       "5781  0.000285  0.191210  0.000217    ...     0.007812  0.000238  0.000364   \n",
       "5782  0.000504  0.014973  0.000384    ...     0.000350  0.000421  0.000642   \n",
       "5783  0.001195  0.003608  0.000911    ...     0.000829  0.000999  0.001524   \n",
       "5784  0.000478  0.001443  0.000365    ...     0.000332  0.000400  0.000610   \n",
       "\n",
       "1           33        34        35        36        37        38        39  \n",
       "id                                                                          \n",
       "0     0.000452  0.015714  0.000094  0.000276  0.000210  0.051770  0.000249  \n",
       "1     0.001873  0.001799  0.000390  0.001146  0.000869  0.003474  0.001033  \n",
       "2     0.225158  0.013507  0.000230  0.000676  0.000512  0.051837  0.013056  \n",
       "3     0.002509  0.087305  0.000523  0.001536  0.029463  0.004653  0.001383  \n",
       "4     0.002741  0.002633  0.000571  0.001678  0.001273  0.036009  0.001512  \n",
       "5     0.001336  0.227400  0.000278  0.000818  0.060918  0.002479  0.000737  \n",
       "6     0.000267  0.265047  0.000056  0.000163  0.000124  0.000495  0.003156  \n",
       "7     0.000685  0.000658  0.000143  0.000420  0.000318  0.001271  0.000378  \n",
       "8     0.082722  0.002281  0.000495  0.001453  0.001102  0.004404  0.001309  \n",
       "9     0.002509  0.002410  0.142015  0.001536  0.001165  0.004653  0.001383  \n",
       "10    0.001955  0.001878  0.000407  0.133538  0.000908  0.003627  0.001078  \n",
       "11    0.001694  0.078054  0.000353  0.001037  0.000786  0.194209  0.000934  \n",
       "12    0.000252  0.230135  0.000052  0.000154  0.000117  0.000467  0.000139  \n",
       "13    0.157360  0.002633  0.000571  0.001678  0.001273  0.005085  0.001512  \n",
       "14    0.166891  0.000590  0.000128  0.000376  0.000285  0.021924  0.034980  \n",
       "15    0.002312  0.367398  0.000482  0.001416  0.001073  0.004289  0.001275  \n",
       "16    0.029959  0.415140  0.000508  0.001493  0.001133  0.004525  0.056385  \n",
       "17    0.002829  0.130360  0.000589  0.001732  0.160866  0.005247  0.001560  \n",
       "18    0.001999  0.430451  0.000416  0.001224  0.000928  0.003709  0.001103  \n",
       "19    0.135546  0.000500  0.000108  0.000319  0.000242  0.006836  0.000287  \n",
       "20    0.001090  0.001047  0.000227  0.000667  0.000506  0.002022  0.000601  \n",
       "21    0.143812  0.049251  0.000436  0.001282  0.000972  0.051123  0.001155  \n",
       "22    0.002582  0.002480  0.000538  0.001580  0.001198  0.004789  0.001424  \n",
       "23    0.000240  0.054382  0.000050  0.013685  0.000111  0.005860  0.067821  \n",
       "24    0.000665  0.053137  0.000138  0.000407  0.000309  0.001233  0.120363  \n",
       "25    0.051226  0.000857  0.000186  0.000546  0.000414  0.001655  0.000492  \n",
       "26    0.002582  0.148093  0.000538  0.205439  0.001198  0.004789  0.001424  \n",
       "27    0.000743  0.009093  0.000155  0.000455  0.000345  0.001378  0.201520  \n",
       "28    0.002374  0.002281  0.000495  0.001453  0.001102  0.406145  0.001309  \n",
       "29    0.001260  0.129165  0.000263  0.000772  0.000585  0.030772  0.000695  \n",
       "...        ...       ...       ...       ...       ...       ...       ...  \n",
       "5755  0.006624  0.000270  0.000059  0.000172  0.000131  0.000521  0.000155  \n",
       "5756  0.001103  0.013507  0.000230  0.000676  0.000512  0.002047  0.000608  \n",
       "5757  0.000223  0.000214  0.000046  0.000137  0.000104  0.002931  0.000123  \n",
       "5758  0.000971  0.011881  0.000202  0.000594  0.000451  0.275510  0.000535  \n",
       "5759  0.002374  0.002281  0.000495  0.001453  0.001102  0.004404  0.001309  \n",
       "5760  0.000610  0.076272  0.000127  0.000373  0.000283  0.008012  0.000336  \n",
       "5761  0.001727  0.060095  0.000360  0.001057  0.000802  0.431739  0.039910  \n",
       "5762  0.113831  0.000602  0.000131  0.000384  0.000291  0.001163  0.000346  \n",
       "5763  0.001132  0.090444  0.000236  0.000693  0.000525  0.002099  0.000624  \n",
       "5764  0.000412  0.060766  0.000086  0.000252  0.000191  0.005408  0.000227  \n",
       "5765  0.000901  0.011035  0.000188  0.000552  0.000418  0.001672  0.000497  \n",
       "5766  0.001297  0.001246  0.000270  0.015427  0.000602  0.002406  0.000715  \n",
       "5767  0.001422  0.338242  0.000296  0.000871  0.000660  0.291388  0.000784  \n",
       "5768  0.031704  0.060725  0.000538  0.001580  0.175934  0.004789  0.001424  \n",
       "5769  0.002046  0.001965  0.000426  0.001252  0.000950  0.003794  0.001128  \n",
       "5770  0.001297  0.074412  0.000270  0.000794  0.000602  0.002406  0.000715  \n",
       "5771  0.001177  0.133866  0.000245  0.000720  0.000546  0.002183  0.000649  \n",
       "5772  0.000731  0.355085  0.000152  0.000447  0.000339  0.001355  0.000403  \n",
       "5773  0.002922  0.002807  0.000609  0.001789  0.001357  0.005420  0.001611  \n",
       "5774  0.062602  0.001726  0.000374  0.001100  0.000834  0.003333  0.000991  \n",
       "5775  0.001631  0.388040  0.000340  0.000999  0.000757  0.003026  0.000900  \n",
       "5776  0.002741  0.250024  0.000571  0.001678  0.001273  0.005085  0.001512  \n",
       "5777  0.003366  0.117139  0.000701  0.002060  0.001563  0.006243  0.001856  \n",
       "5778  0.000121  0.374094  0.000025  0.049031  0.013655  0.007023  0.000066  \n",
       "5779  0.044123  0.001799  0.000390  0.001146  0.000869  0.066848  0.001033  \n",
       "5780  0.002659  0.272520  0.000554  0.001628  0.001234  0.454876  0.001466  \n",
       "5781  0.000675  0.244295  0.000141  0.000413  0.000313  0.001252  0.000372  \n",
       "5782  0.001193  0.081858  0.000248  0.000730  0.000554  0.002212  0.000658  \n",
       "5783  0.002829  0.481376  0.000589  0.001732  0.001313  0.132890  0.001560  \n",
       "5784  0.001132  0.001087  0.000236  0.000693  0.013291  0.014864  0.000624  \n",
       "\n",
       "[5785 rows x 40 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "indexed_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "filenamesseries = pd.Series(filenames)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "indexed_df.insert(0, 'filenames', filenamesseries, allow_duplicates=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>1</th>\n",
       "      <th>filenames</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>...</th>\n",
       "      <th>30</th>\n",
       "      <th>31</th>\n",
       "      <th>32</th>\n",
       "      <th>33</th>\n",
       "      <th>34</th>\n",
       "      <th>35</th>\n",
       "      <th>36</th>\n",
       "      <th>37</th>\n",
       "      <th>38</th>\n",
       "      <th>39</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>inputs/1.txt</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>0.011385</td>\n",
       "      <td>0.000077</td>\n",
       "      <td>0.001170</td>\n",
       "      <td>0.184208</td>\n",
       "      <td>0.123002</td>\n",
       "      <td>0.000166</td>\n",
       "      <td>0.000191</td>\n",
       "      <td>0.000576</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000132</td>\n",
       "      <td>0.000160</td>\n",
       "      <td>0.000243</td>\n",
       "      <td>0.000452</td>\n",
       "      <td>0.015714</td>\n",
       "      <td>0.000094</td>\n",
       "      <td>0.000276</td>\n",
       "      <td>0.000210</td>\n",
       "      <td>0.051770</td>\n",
       "      <td>0.000249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>inputs/10.txt</td>\n",
       "      <td>0.000086</td>\n",
       "      <td>0.490842</td>\n",
       "      <td>0.000320</td>\n",
       "      <td>0.004853</td>\n",
       "      <td>0.003526</td>\n",
       "      <td>0.003167</td>\n",
       "      <td>0.000688</td>\n",
       "      <td>0.000791</td>\n",
       "      <td>0.002389</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000549</td>\n",
       "      <td>0.000662</td>\n",
       "      <td>0.001009</td>\n",
       "      <td>0.001873</td>\n",
       "      <td>0.001799</td>\n",
       "      <td>0.000390</td>\n",
       "      <td>0.001146</td>\n",
       "      <td>0.000869</td>\n",
       "      <td>0.003474</td>\n",
       "      <td>0.001033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>inputs/100.txt</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>0.002928</td>\n",
       "      <td>0.000188</td>\n",
       "      <td>0.164677</td>\n",
       "      <td>0.002078</td>\n",
       "      <td>0.001866</td>\n",
       "      <td>0.000405</td>\n",
       "      <td>0.162283</td>\n",
       "      <td>0.013855</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000323</td>\n",
       "      <td>0.000390</td>\n",
       "      <td>0.000594</td>\n",
       "      <td>0.225158</td>\n",
       "      <td>0.013507</td>\n",
       "      <td>0.000230</td>\n",
       "      <td>0.000676</td>\n",
       "      <td>0.000512</td>\n",
       "      <td>0.051837</td>\n",
       "      <td>0.013056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>inputs/1002.txt</td>\n",
       "      <td>0.000116</td>\n",
       "      <td>0.034956</td>\n",
       "      <td>0.000428</td>\n",
       "      <td>0.006501</td>\n",
       "      <td>0.004724</td>\n",
       "      <td>0.004242</td>\n",
       "      <td>0.000921</td>\n",
       "      <td>0.001059</td>\n",
       "      <td>0.003200</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000735</td>\n",
       "      <td>0.000886</td>\n",
       "      <td>0.001351</td>\n",
       "      <td>0.002509</td>\n",
       "      <td>0.087305</td>\n",
       "      <td>0.000523</td>\n",
       "      <td>0.001536</td>\n",
       "      <td>0.029463</td>\n",
       "      <td>0.004653</td>\n",
       "      <td>0.001383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>inputs/1005.txt</td>\n",
       "      <td>0.000126</td>\n",
       "      <td>0.007275</td>\n",
       "      <td>0.000468</td>\n",
       "      <td>0.038028</td>\n",
       "      <td>0.005162</td>\n",
       "      <td>0.004636</td>\n",
       "      <td>0.001007</td>\n",
       "      <td>0.001158</td>\n",
       "      <td>0.003497</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000804</td>\n",
       "      <td>0.031892</td>\n",
       "      <td>0.001477</td>\n",
       "      <td>0.002741</td>\n",
       "      <td>0.002633</td>\n",
       "      <td>0.000571</td>\n",
       "      <td>0.001678</td>\n",
       "      <td>0.001273</td>\n",
       "      <td>0.036009</td>\n",
       "      <td>0.001512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>inputs/1006.txt</td>\n",
       "      <td>0.000062</td>\n",
       "      <td>0.003546</td>\n",
       "      <td>0.000228</td>\n",
       "      <td>0.003463</td>\n",
       "      <td>0.002516</td>\n",
       "      <td>0.002260</td>\n",
       "      <td>0.000491</td>\n",
       "      <td>0.000564</td>\n",
       "      <td>0.001705</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000392</td>\n",
       "      <td>0.000472</td>\n",
       "      <td>0.000720</td>\n",
       "      <td>0.001336</td>\n",
       "      <td>0.227400</td>\n",
       "      <td>0.000278</td>\n",
       "      <td>0.000818</td>\n",
       "      <td>0.060918</td>\n",
       "      <td>0.002479</td>\n",
       "      <td>0.000737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>inputs/1008.txt</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.054870</td>\n",
       "      <td>0.000046</td>\n",
       "      <td>0.235392</td>\n",
       "      <td>0.235203</td>\n",
       "      <td>0.000451</td>\n",
       "      <td>0.000098</td>\n",
       "      <td>0.000113</td>\n",
       "      <td>0.102646</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000078</td>\n",
       "      <td>0.000094</td>\n",
       "      <td>0.000144</td>\n",
       "      <td>0.000267</td>\n",
       "      <td>0.265047</td>\n",
       "      <td>0.000056</td>\n",
       "      <td>0.000163</td>\n",
       "      <td>0.000124</td>\n",
       "      <td>0.000495</td>\n",
       "      <td>0.003156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>inputs/101.txt</td>\n",
       "      <td>0.000032</td>\n",
       "      <td>0.001819</td>\n",
       "      <td>0.000117</td>\n",
       "      <td>0.001776</td>\n",
       "      <td>0.009022</td>\n",
       "      <td>0.001159</td>\n",
       "      <td>0.000252</td>\n",
       "      <td>0.000289</td>\n",
       "      <td>0.000874</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000201</td>\n",
       "      <td>0.000242</td>\n",
       "      <td>0.000369</td>\n",
       "      <td>0.000685</td>\n",
       "      <td>0.000658</td>\n",
       "      <td>0.000143</td>\n",
       "      <td>0.000420</td>\n",
       "      <td>0.000318</td>\n",
       "      <td>0.001271</td>\n",
       "      <td>0.000378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>inputs/1010.txt</td>\n",
       "      <td>0.000110</td>\n",
       "      <td>0.327693</td>\n",
       "      <td>0.000405</td>\n",
       "      <td>0.006153</td>\n",
       "      <td>0.004470</td>\n",
       "      <td>0.030798</td>\n",
       "      <td>0.000872</td>\n",
       "      <td>0.001003</td>\n",
       "      <td>0.003029</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000696</td>\n",
       "      <td>0.000839</td>\n",
       "      <td>0.001279</td>\n",
       "      <td>0.082722</td>\n",
       "      <td>0.002281</td>\n",
       "      <td>0.000495</td>\n",
       "      <td>0.001453</td>\n",
       "      <td>0.001102</td>\n",
       "      <td>0.004404</td>\n",
       "      <td>0.001309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>inputs/1012.txt</td>\n",
       "      <td>0.000116</td>\n",
       "      <td>0.006658</td>\n",
       "      <td>0.000428</td>\n",
       "      <td>0.006501</td>\n",
       "      <td>0.004724</td>\n",
       "      <td>0.004242</td>\n",
       "      <td>0.000921</td>\n",
       "      <td>0.001059</td>\n",
       "      <td>0.003200</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000735</td>\n",
       "      <td>0.000886</td>\n",
       "      <td>0.001351</td>\n",
       "      <td>0.002509</td>\n",
       "      <td>0.002410</td>\n",
       "      <td>0.142015</td>\n",
       "      <td>0.001536</td>\n",
       "      <td>0.001165</td>\n",
       "      <td>0.004653</td>\n",
       "      <td>0.001383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>inputs/1013.txt</td>\n",
       "      <td>0.000090</td>\n",
       "      <td>0.181643</td>\n",
       "      <td>0.000334</td>\n",
       "      <td>0.005067</td>\n",
       "      <td>0.003682</td>\n",
       "      <td>0.003306</td>\n",
       "      <td>0.000718</td>\n",
       "      <td>0.000826</td>\n",
       "      <td>0.002494</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000573</td>\n",
       "      <td>0.000691</td>\n",
       "      <td>0.001053</td>\n",
       "      <td>0.001955</td>\n",
       "      <td>0.001878</td>\n",
       "      <td>0.000407</td>\n",
       "      <td>0.133538</td>\n",
       "      <td>0.000908</td>\n",
       "      <td>0.003627</td>\n",
       "      <td>0.001078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>inputs/1015.txt</td>\n",
       "      <td>0.000078</td>\n",
       "      <td>0.004495</td>\n",
       "      <td>0.000289</td>\n",
       "      <td>0.004389</td>\n",
       "      <td>0.270684</td>\n",
       "      <td>0.002864</td>\n",
       "      <td>0.077049</td>\n",
       "      <td>0.000715</td>\n",
       "      <td>0.002161</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000497</td>\n",
       "      <td>0.000598</td>\n",
       "      <td>0.058233</td>\n",
       "      <td>0.001694</td>\n",
       "      <td>0.078054</td>\n",
       "      <td>0.000353</td>\n",
       "      <td>0.001037</td>\n",
       "      <td>0.000786</td>\n",
       "      <td>0.194209</td>\n",
       "      <td>0.000934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>inputs/1017.txt</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.176635</td>\n",
       "      <td>0.000043</td>\n",
       "      <td>0.051739</td>\n",
       "      <td>0.000474</td>\n",
       "      <td>0.000425</td>\n",
       "      <td>0.000092</td>\n",
       "      <td>0.000106</td>\n",
       "      <td>0.034379</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000074</td>\n",
       "      <td>0.000089</td>\n",
       "      <td>0.000136</td>\n",
       "      <td>0.000252</td>\n",
       "      <td>0.230135</td>\n",
       "      <td>0.000052</td>\n",
       "      <td>0.000154</td>\n",
       "      <td>0.000117</td>\n",
       "      <td>0.000467</td>\n",
       "      <td>0.000139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>inputs/1019.txt</td>\n",
       "      <td>0.000126</td>\n",
       "      <td>0.007275</td>\n",
       "      <td>0.031392</td>\n",
       "      <td>0.007104</td>\n",
       "      <td>0.005162</td>\n",
       "      <td>0.004636</td>\n",
       "      <td>0.093778</td>\n",
       "      <td>0.001158</td>\n",
       "      <td>0.003497</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000804</td>\n",
       "      <td>0.000969</td>\n",
       "      <td>0.001477</td>\n",
       "      <td>0.157360</td>\n",
       "      <td>0.002633</td>\n",
       "      <td>0.000571</td>\n",
       "      <td>0.001678</td>\n",
       "      <td>0.001273</td>\n",
       "      <td>0.005085</td>\n",
       "      <td>0.001512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>inputs/102.txt</td>\n",
       "      <td>0.020813</td>\n",
       "      <td>0.001630</td>\n",
       "      <td>0.000105</td>\n",
       "      <td>0.001592</td>\n",
       "      <td>0.001156</td>\n",
       "      <td>0.001039</td>\n",
       "      <td>0.000226</td>\n",
       "      <td>0.187321</td>\n",
       "      <td>0.007712</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.000217</td>\n",
       "      <td>0.000331</td>\n",
       "      <td>0.166891</td>\n",
       "      <td>0.000590</td>\n",
       "      <td>0.000128</td>\n",
       "      <td>0.000376</td>\n",
       "      <td>0.000285</td>\n",
       "      <td>0.021924</td>\n",
       "      <td>0.034980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>inputs/1020.txt</td>\n",
       "      <td>0.000107</td>\n",
       "      <td>0.136557</td>\n",
       "      <td>0.000395</td>\n",
       "      <td>0.005992</td>\n",
       "      <td>0.004354</td>\n",
       "      <td>0.003910</td>\n",
       "      <td>0.000849</td>\n",
       "      <td>0.000976</td>\n",
       "      <td>0.029034</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000678</td>\n",
       "      <td>0.000817</td>\n",
       "      <td>0.131666</td>\n",
       "      <td>0.002312</td>\n",
       "      <td>0.367398</td>\n",
       "      <td>0.000482</td>\n",
       "      <td>0.001416</td>\n",
       "      <td>0.001073</td>\n",
       "      <td>0.004289</td>\n",
       "      <td>0.001275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>inputs/1021.txt</td>\n",
       "      <td>0.000113</td>\n",
       "      <td>0.006474</td>\n",
       "      <td>0.000416</td>\n",
       "      <td>0.006322</td>\n",
       "      <td>0.004594</td>\n",
       "      <td>0.004125</td>\n",
       "      <td>0.000896</td>\n",
       "      <td>0.001030</td>\n",
       "      <td>0.003112</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000715</td>\n",
       "      <td>0.000862</td>\n",
       "      <td>0.001314</td>\n",
       "      <td>0.029959</td>\n",
       "      <td>0.415140</td>\n",
       "      <td>0.000508</td>\n",
       "      <td>0.001493</td>\n",
       "      <td>0.001133</td>\n",
       "      <td>0.004525</td>\n",
       "      <td>0.056385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>inputs/1022.txt</td>\n",
       "      <td>0.000130</td>\n",
       "      <td>0.071329</td>\n",
       "      <td>0.000483</td>\n",
       "      <td>0.007331</td>\n",
       "      <td>0.069148</td>\n",
       "      <td>0.036694</td>\n",
       "      <td>0.001039</td>\n",
       "      <td>0.001195</td>\n",
       "      <td>0.003608</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000829</td>\n",
       "      <td>0.000999</td>\n",
       "      <td>0.001524</td>\n",
       "      <td>0.002829</td>\n",
       "      <td>0.130360</td>\n",
       "      <td>0.000589</td>\n",
       "      <td>0.001732</td>\n",
       "      <td>0.160866</td>\n",
       "      <td>0.005247</td>\n",
       "      <td>0.001560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>inputs/1026.txt</td>\n",
       "      <td>0.000092</td>\n",
       "      <td>0.005306</td>\n",
       "      <td>0.000341</td>\n",
       "      <td>0.072844</td>\n",
       "      <td>0.003765</td>\n",
       "      <td>0.003381</td>\n",
       "      <td>0.000734</td>\n",
       "      <td>0.000844</td>\n",
       "      <td>0.002550</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000586</td>\n",
       "      <td>0.000706</td>\n",
       "      <td>0.001077</td>\n",
       "      <td>0.001999</td>\n",
       "      <td>0.430451</td>\n",
       "      <td>0.000416</td>\n",
       "      <td>0.001224</td>\n",
       "      <td>0.000928</td>\n",
       "      <td>0.003709</td>\n",
       "      <td>0.001103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>inputs/103.txt</td>\n",
       "      <td>0.000024</td>\n",
       "      <td>0.001381</td>\n",
       "      <td>0.000089</td>\n",
       "      <td>0.018961</td>\n",
       "      <td>0.000980</td>\n",
       "      <td>0.000880</td>\n",
       "      <td>0.000191</td>\n",
       "      <td>0.000220</td>\n",
       "      <td>0.000664</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000153</td>\n",
       "      <td>0.000184</td>\n",
       "      <td>0.000280</td>\n",
       "      <td>0.135546</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>0.000108</td>\n",
       "      <td>0.000319</td>\n",
       "      <td>0.000242</td>\n",
       "      <td>0.006836</td>\n",
       "      <td>0.000287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>inputs/1033.txt</td>\n",
       "      <td>0.000050</td>\n",
       "      <td>0.027481</td>\n",
       "      <td>0.000186</td>\n",
       "      <td>0.002824</td>\n",
       "      <td>0.124997</td>\n",
       "      <td>0.001843</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>0.000460</td>\n",
       "      <td>0.001390</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000319</td>\n",
       "      <td>0.000385</td>\n",
       "      <td>0.000587</td>\n",
       "      <td>0.001090</td>\n",
       "      <td>0.001047</td>\n",
       "      <td>0.000227</td>\n",
       "      <td>0.000667</td>\n",
       "      <td>0.000506</td>\n",
       "      <td>0.002022</td>\n",
       "      <td>0.000601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>inputs/1036.txt</td>\n",
       "      <td>0.000097</td>\n",
       "      <td>0.005557</td>\n",
       "      <td>0.047597</td>\n",
       "      <td>0.005426</td>\n",
       "      <td>0.003943</td>\n",
       "      <td>0.003541</td>\n",
       "      <td>0.000769</td>\n",
       "      <td>0.000884</td>\n",
       "      <td>0.002671</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000614</td>\n",
       "      <td>0.000740</td>\n",
       "      <td>0.001128</td>\n",
       "      <td>0.143812</td>\n",
       "      <td>0.049251</td>\n",
       "      <td>0.000436</td>\n",
       "      <td>0.001282</td>\n",
       "      <td>0.000972</td>\n",
       "      <td>0.051123</td>\n",
       "      <td>0.001155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>inputs/1037.txt</td>\n",
       "      <td>0.000119</td>\n",
       "      <td>0.356323</td>\n",
       "      <td>0.000441</td>\n",
       "      <td>0.006690</td>\n",
       "      <td>0.004861</td>\n",
       "      <td>0.004366</td>\n",
       "      <td>0.000948</td>\n",
       "      <td>0.001090</td>\n",
       "      <td>0.003293</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000757</td>\n",
       "      <td>0.000912</td>\n",
       "      <td>0.059636</td>\n",
       "      <td>0.002582</td>\n",
       "      <td>0.002480</td>\n",
       "      <td>0.000538</td>\n",
       "      <td>0.001580</td>\n",
       "      <td>0.001198</td>\n",
       "      <td>0.004789</td>\n",
       "      <td>0.001424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>inputs/1039.txt</td>\n",
       "      <td>0.000011</td>\n",
       "      <td>0.179335</td>\n",
       "      <td>0.000041</td>\n",
       "      <td>0.000622</td>\n",
       "      <td>0.000452</td>\n",
       "      <td>0.000406</td>\n",
       "      <td>0.000088</td>\n",
       "      <td>0.000101</td>\n",
       "      <td>0.143806</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>0.000085</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000240</td>\n",
       "      <td>0.054382</td>\n",
       "      <td>0.000050</td>\n",
       "      <td>0.013685</td>\n",
       "      <td>0.000111</td>\n",
       "      <td>0.005860</td>\n",
       "      <td>0.067821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>inputs/1046.txt</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>0.129260</td>\n",
       "      <td>0.000113</td>\n",
       "      <td>0.016722</td>\n",
       "      <td>0.001252</td>\n",
       "      <td>0.016124</td>\n",
       "      <td>0.000244</td>\n",
       "      <td>0.000281</td>\n",
       "      <td>0.000848</td>\n",
       "      <td>...</td>\n",
       "      <td>0.015194</td>\n",
       "      <td>0.000235</td>\n",
       "      <td>0.000358</td>\n",
       "      <td>0.000665</td>\n",
       "      <td>0.053137</td>\n",
       "      <td>0.000138</td>\n",
       "      <td>0.000407</td>\n",
       "      <td>0.000309</td>\n",
       "      <td>0.001233</td>\n",
       "      <td>0.120363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>inputs/105.txt</td>\n",
       "      <td>0.000041</td>\n",
       "      <td>0.002368</td>\n",
       "      <td>0.000152</td>\n",
       "      <td>0.022446</td>\n",
       "      <td>0.021814</td>\n",
       "      <td>0.001509</td>\n",
       "      <td>0.000328</td>\n",
       "      <td>0.050710</td>\n",
       "      <td>0.001138</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000262</td>\n",
       "      <td>0.000315</td>\n",
       "      <td>0.000481</td>\n",
       "      <td>0.051226</td>\n",
       "      <td>0.000857</td>\n",
       "      <td>0.000186</td>\n",
       "      <td>0.000546</td>\n",
       "      <td>0.000414</td>\n",
       "      <td>0.001655</td>\n",
       "      <td>0.000492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>inputs/1057.txt</td>\n",
       "      <td>0.000119</td>\n",
       "      <td>0.006852</td>\n",
       "      <td>0.000441</td>\n",
       "      <td>0.035813</td>\n",
       "      <td>0.004861</td>\n",
       "      <td>0.004366</td>\n",
       "      <td>0.000948</td>\n",
       "      <td>0.001090</td>\n",
       "      <td>0.003293</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000757</td>\n",
       "      <td>0.000912</td>\n",
       "      <td>0.001391</td>\n",
       "      <td>0.002582</td>\n",
       "      <td>0.148093</td>\n",
       "      <td>0.000538</td>\n",
       "      <td>0.205439</td>\n",
       "      <td>0.001198</td>\n",
       "      <td>0.004789</td>\n",
       "      <td>0.001424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>inputs/1061.txt</td>\n",
       "      <td>0.000034</td>\n",
       "      <td>0.027110</td>\n",
       "      <td>0.000127</td>\n",
       "      <td>0.211415</td>\n",
       "      <td>0.001399</td>\n",
       "      <td>0.177228</td>\n",
       "      <td>0.000273</td>\n",
       "      <td>0.000314</td>\n",
       "      <td>0.000948</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000218</td>\n",
       "      <td>0.000262</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>0.000743</td>\n",
       "      <td>0.009093</td>\n",
       "      <td>0.000155</td>\n",
       "      <td>0.000455</td>\n",
       "      <td>0.000345</td>\n",
       "      <td>0.001378</td>\n",
       "      <td>0.201520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>inputs/1062.txt</td>\n",
       "      <td>0.000110</td>\n",
       "      <td>0.006301</td>\n",
       "      <td>0.000405</td>\n",
       "      <td>0.006153</td>\n",
       "      <td>0.004470</td>\n",
       "      <td>0.004015</td>\n",
       "      <td>0.000872</td>\n",
       "      <td>0.001003</td>\n",
       "      <td>0.003029</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000696</td>\n",
       "      <td>0.000839</td>\n",
       "      <td>0.001279</td>\n",
       "      <td>0.002374</td>\n",
       "      <td>0.002281</td>\n",
       "      <td>0.000495</td>\n",
       "      <td>0.001453</td>\n",
       "      <td>0.001102</td>\n",
       "      <td>0.406145</td>\n",
       "      <td>0.001309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>inputs/1064.txt</td>\n",
       "      <td>0.000058</td>\n",
       "      <td>0.045996</td>\n",
       "      <td>0.000215</td>\n",
       "      <td>0.003266</td>\n",
       "      <td>0.002373</td>\n",
       "      <td>0.002131</td>\n",
       "      <td>0.000463</td>\n",
       "      <td>0.000532</td>\n",
       "      <td>0.015825</td>\n",
       "      <td>...</td>\n",
       "      <td>0.242061</td>\n",
       "      <td>0.000445</td>\n",
       "      <td>0.000679</td>\n",
       "      <td>0.001260</td>\n",
       "      <td>0.129165</td>\n",
       "      <td>0.000263</td>\n",
       "      <td>0.000772</td>\n",
       "      <td>0.000585</td>\n",
       "      <td>0.030772</td>\n",
       "      <td>0.000695</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>5755</th>\n",
       "      <td>inputs/953.txt</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>0.549365</td>\n",
       "      <td>0.000048</td>\n",
       "      <td>0.000729</td>\n",
       "      <td>0.013214</td>\n",
       "      <td>0.000475</td>\n",
       "      <td>0.000103</td>\n",
       "      <td>0.000119</td>\n",
       "      <td>0.000359</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000082</td>\n",
       "      <td>0.000099</td>\n",
       "      <td>0.000151</td>\n",
       "      <td>0.006624</td>\n",
       "      <td>0.000270</td>\n",
       "      <td>0.000059</td>\n",
       "      <td>0.000172</td>\n",
       "      <td>0.000131</td>\n",
       "      <td>0.000521</td>\n",
       "      <td>0.000155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5756</th>\n",
       "      <td>inputs/954.txt</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>0.002928</td>\n",
       "      <td>0.000188</td>\n",
       "      <td>0.027754</td>\n",
       "      <td>0.002078</td>\n",
       "      <td>0.039208</td>\n",
       "      <td>0.000405</td>\n",
       "      <td>0.000466</td>\n",
       "      <td>0.536649</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000323</td>\n",
       "      <td>0.000390</td>\n",
       "      <td>0.000594</td>\n",
       "      <td>0.001103</td>\n",
       "      <td>0.013507</td>\n",
       "      <td>0.000230</td>\n",
       "      <td>0.000676</td>\n",
       "      <td>0.000512</td>\n",
       "      <td>0.002047</td>\n",
       "      <td>0.000608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5757</th>\n",
       "      <td>inputs/955.txt</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>0.121396</td>\n",
       "      <td>0.000038</td>\n",
       "      <td>0.010645</td>\n",
       "      <td>0.010487</td>\n",
       "      <td>0.000377</td>\n",
       "      <td>0.000082</td>\n",
       "      <td>0.000094</td>\n",
       "      <td>0.000285</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000065</td>\n",
       "      <td>0.000079</td>\n",
       "      <td>0.000120</td>\n",
       "      <td>0.000223</td>\n",
       "      <td>0.000214</td>\n",
       "      <td>0.000046</td>\n",
       "      <td>0.000137</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.002931</td>\n",
       "      <td>0.000123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5758</th>\n",
       "      <td>inputs/956.txt</td>\n",
       "      <td>0.000045</td>\n",
       "      <td>0.035421</td>\n",
       "      <td>0.000166</td>\n",
       "      <td>0.013464</td>\n",
       "      <td>0.001827</td>\n",
       "      <td>0.001641</td>\n",
       "      <td>0.000356</td>\n",
       "      <td>0.000410</td>\n",
       "      <td>0.001238</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000285</td>\n",
       "      <td>0.000343</td>\n",
       "      <td>0.000523</td>\n",
       "      <td>0.000971</td>\n",
       "      <td>0.011881</td>\n",
       "      <td>0.000202</td>\n",
       "      <td>0.000594</td>\n",
       "      <td>0.000451</td>\n",
       "      <td>0.275510</td>\n",
       "      <td>0.000535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5759</th>\n",
       "      <td>inputs/957.txt</td>\n",
       "      <td>0.000110</td>\n",
       "      <td>0.381259</td>\n",
       "      <td>0.000405</td>\n",
       "      <td>0.006153</td>\n",
       "      <td>0.004470</td>\n",
       "      <td>0.004015</td>\n",
       "      <td>0.000872</td>\n",
       "      <td>0.001003</td>\n",
       "      <td>0.003029</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000696</td>\n",
       "      <td>0.000839</td>\n",
       "      <td>0.001279</td>\n",
       "      <td>0.002374</td>\n",
       "      <td>0.002281</td>\n",
       "      <td>0.000495</td>\n",
       "      <td>0.001453</td>\n",
       "      <td>0.001102</td>\n",
       "      <td>0.004404</td>\n",
       "      <td>0.001309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5760</th>\n",
       "      <td>inputs/958.txt</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.070424</td>\n",
       "      <td>0.000104</td>\n",
       "      <td>0.001581</td>\n",
       "      <td>0.001148</td>\n",
       "      <td>0.001031</td>\n",
       "      <td>0.000224</td>\n",
       "      <td>0.000258</td>\n",
       "      <td>0.503057</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000179</td>\n",
       "      <td>0.000215</td>\n",
       "      <td>0.000329</td>\n",
       "      <td>0.000610</td>\n",
       "      <td>0.076272</td>\n",
       "      <td>0.000127</td>\n",
       "      <td>0.000373</td>\n",
       "      <td>0.000283</td>\n",
       "      <td>0.008012</td>\n",
       "      <td>0.000336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5761</th>\n",
       "      <td>inputs/959.txt</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>0.004583</td>\n",
       "      <td>0.000295</td>\n",
       "      <td>0.043433</td>\n",
       "      <td>0.003251</td>\n",
       "      <td>0.002920</td>\n",
       "      <td>0.000634</td>\n",
       "      <td>0.000729</td>\n",
       "      <td>0.002203</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000506</td>\n",
       "      <td>0.000610</td>\n",
       "      <td>0.000930</td>\n",
       "      <td>0.001727</td>\n",
       "      <td>0.060095</td>\n",
       "      <td>0.000360</td>\n",
       "      <td>0.001057</td>\n",
       "      <td>0.000802</td>\n",
       "      <td>0.431739</td>\n",
       "      <td>0.039910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5762</th>\n",
       "      <td>inputs/96.txt</td>\n",
       "      <td>0.000029</td>\n",
       "      <td>0.001665</td>\n",
       "      <td>0.000107</td>\n",
       "      <td>0.305862</td>\n",
       "      <td>0.001181</td>\n",
       "      <td>0.015211</td>\n",
       "      <td>0.000230</td>\n",
       "      <td>0.000265</td>\n",
       "      <td>0.000800</td>\n",
       "      <td>...</td>\n",
       "      <td>0.035560</td>\n",
       "      <td>0.000222</td>\n",
       "      <td>0.000338</td>\n",
       "      <td>0.113831</td>\n",
       "      <td>0.000602</td>\n",
       "      <td>0.000131</td>\n",
       "      <td>0.000384</td>\n",
       "      <td>0.000291</td>\n",
       "      <td>0.001163</td>\n",
       "      <td>0.000346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5763</th>\n",
       "      <td>inputs/960.txt</td>\n",
       "      <td>0.000052</td>\n",
       "      <td>0.028534</td>\n",
       "      <td>0.000193</td>\n",
       "      <td>0.002933</td>\n",
       "      <td>0.002131</td>\n",
       "      <td>0.001914</td>\n",
       "      <td>0.000416</td>\n",
       "      <td>0.000478</td>\n",
       "      <td>0.001443</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000332</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>0.013375</td>\n",
       "      <td>0.001132</td>\n",
       "      <td>0.090444</td>\n",
       "      <td>0.000236</td>\n",
       "      <td>0.000693</td>\n",
       "      <td>0.000525</td>\n",
       "      <td>0.002099</td>\n",
       "      <td>0.000624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5764</th>\n",
       "      <td>inputs/961.txt</td>\n",
       "      <td>0.000019</td>\n",
       "      <td>0.015024</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>0.001067</td>\n",
       "      <td>0.000775</td>\n",
       "      <td>0.000696</td>\n",
       "      <td>0.000151</td>\n",
       "      <td>0.000174</td>\n",
       "      <td>0.088759</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000121</td>\n",
       "      <td>0.000145</td>\n",
       "      <td>0.000222</td>\n",
       "      <td>0.000412</td>\n",
       "      <td>0.060766</td>\n",
       "      <td>0.000086</td>\n",
       "      <td>0.000252</td>\n",
       "      <td>0.000191</td>\n",
       "      <td>0.005408</td>\n",
       "      <td>0.000227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5765</th>\n",
       "      <td>inputs/963.txt</td>\n",
       "      <td>0.000042</td>\n",
       "      <td>0.012561</td>\n",
       "      <td>0.000154</td>\n",
       "      <td>0.043012</td>\n",
       "      <td>0.001697</td>\n",
       "      <td>0.001524</td>\n",
       "      <td>0.000331</td>\n",
       "      <td>0.000381</td>\n",
       "      <td>0.001150</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000264</td>\n",
       "      <td>0.000318</td>\n",
       "      <td>0.000486</td>\n",
       "      <td>0.000901</td>\n",
       "      <td>0.011035</td>\n",
       "      <td>0.000188</td>\n",
       "      <td>0.000552</td>\n",
       "      <td>0.000418</td>\n",
       "      <td>0.001672</td>\n",
       "      <td>0.000497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5766</th>\n",
       "      <td>inputs/967.txt</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>0.091242</td>\n",
       "      <td>0.000221</td>\n",
       "      <td>0.003362</td>\n",
       "      <td>0.002443</td>\n",
       "      <td>0.002194</td>\n",
       "      <td>0.000476</td>\n",
       "      <td>0.000548</td>\n",
       "      <td>0.001655</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000380</td>\n",
       "      <td>0.000458</td>\n",
       "      <td>0.000699</td>\n",
       "      <td>0.001297</td>\n",
       "      <td>0.001246</td>\n",
       "      <td>0.000270</td>\n",
       "      <td>0.015427</td>\n",
       "      <td>0.000602</td>\n",
       "      <td>0.002406</td>\n",
       "      <td>0.000715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5767</th>\n",
       "      <td>inputs/969.txt</td>\n",
       "      <td>0.000066</td>\n",
       "      <td>0.083983</td>\n",
       "      <td>0.000243</td>\n",
       "      <td>0.019727</td>\n",
       "      <td>0.002678</td>\n",
       "      <td>0.210947</td>\n",
       "      <td>0.000522</td>\n",
       "      <td>0.000600</td>\n",
       "      <td>0.017856</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000417</td>\n",
       "      <td>0.000502</td>\n",
       "      <td>0.000766</td>\n",
       "      <td>0.001422</td>\n",
       "      <td>0.338242</td>\n",
       "      <td>0.000296</td>\n",
       "      <td>0.000871</td>\n",
       "      <td>0.000660</td>\n",
       "      <td>0.291388</td>\n",
       "      <td>0.000784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5768</th>\n",
       "      <td>inputs/97.txt</td>\n",
       "      <td>0.000119</td>\n",
       "      <td>0.006852</td>\n",
       "      <td>0.000441</td>\n",
       "      <td>0.006690</td>\n",
       "      <td>0.004861</td>\n",
       "      <td>0.004366</td>\n",
       "      <td>0.000948</td>\n",
       "      <td>0.001090</td>\n",
       "      <td>0.003293</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000757</td>\n",
       "      <td>0.000912</td>\n",
       "      <td>0.001391</td>\n",
       "      <td>0.031704</td>\n",
       "      <td>0.060725</td>\n",
       "      <td>0.000538</td>\n",
       "      <td>0.001580</td>\n",
       "      <td>0.175934</td>\n",
       "      <td>0.004789</td>\n",
       "      <td>0.001424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5769</th>\n",
       "      <td>inputs/970.txt</td>\n",
       "      <td>0.000094</td>\n",
       "      <td>0.143877</td>\n",
       "      <td>0.000349</td>\n",
       "      <td>0.028376</td>\n",
       "      <td>0.050001</td>\n",
       "      <td>0.026534</td>\n",
       "      <td>0.162274</td>\n",
       "      <td>0.000864</td>\n",
       "      <td>0.002609</td>\n",
       "      <td>...</td>\n",
       "      <td>0.254421</td>\n",
       "      <td>0.000723</td>\n",
       "      <td>0.001102</td>\n",
       "      <td>0.002046</td>\n",
       "      <td>0.001965</td>\n",
       "      <td>0.000426</td>\n",
       "      <td>0.001252</td>\n",
       "      <td>0.000950</td>\n",
       "      <td>0.003794</td>\n",
       "      <td>0.001128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5770</th>\n",
       "      <td>inputs/973.txt</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>0.061976</td>\n",
       "      <td>0.000221</td>\n",
       "      <td>0.105794</td>\n",
       "      <td>0.002443</td>\n",
       "      <td>0.046093</td>\n",
       "      <td>0.000476</td>\n",
       "      <td>0.000548</td>\n",
       "      <td>0.001655</td>\n",
       "      <td>...</td>\n",
       "      <td>0.015014</td>\n",
       "      <td>0.000458</td>\n",
       "      <td>0.000699</td>\n",
       "      <td>0.001297</td>\n",
       "      <td>0.074412</td>\n",
       "      <td>0.000270</td>\n",
       "      <td>0.000794</td>\n",
       "      <td>0.000602</td>\n",
       "      <td>0.002406</td>\n",
       "      <td>0.000715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5771</th>\n",
       "      <td>inputs/975.txt</td>\n",
       "      <td>0.000054</td>\n",
       "      <td>0.069491</td>\n",
       "      <td>0.000201</td>\n",
       "      <td>0.003049</td>\n",
       "      <td>0.002216</td>\n",
       "      <td>0.041811</td>\n",
       "      <td>0.000432</td>\n",
       "      <td>0.000497</td>\n",
       "      <td>0.001501</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000345</td>\n",
       "      <td>0.000416</td>\n",
       "      <td>0.000634</td>\n",
       "      <td>0.001177</td>\n",
       "      <td>0.133866</td>\n",
       "      <td>0.000245</td>\n",
       "      <td>0.000720</td>\n",
       "      <td>0.000546</td>\n",
       "      <td>0.002183</td>\n",
       "      <td>0.000649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5772</th>\n",
       "      <td>inputs/977.txt</td>\n",
       "      <td>0.000034</td>\n",
       "      <td>0.133802</td>\n",
       "      <td>0.000125</td>\n",
       "      <td>0.010135</td>\n",
       "      <td>0.001376</td>\n",
       "      <td>0.001235</td>\n",
       "      <td>0.000268</td>\n",
       "      <td>0.016791</td>\n",
       "      <td>0.066864</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000214</td>\n",
       "      <td>0.000258</td>\n",
       "      <td>0.000394</td>\n",
       "      <td>0.000731</td>\n",
       "      <td>0.355085</td>\n",
       "      <td>0.000152</td>\n",
       "      <td>0.000447</td>\n",
       "      <td>0.000339</td>\n",
       "      <td>0.001355</td>\n",
       "      <td>0.000403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5773</th>\n",
       "      <td>inputs/979.txt</td>\n",
       "      <td>0.000135</td>\n",
       "      <td>0.106642</td>\n",
       "      <td>0.000499</td>\n",
       "      <td>0.007572</td>\n",
       "      <td>0.005502</td>\n",
       "      <td>0.004941</td>\n",
       "      <td>0.001073</td>\n",
       "      <td>0.001234</td>\n",
       "      <td>0.003727</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000857</td>\n",
       "      <td>0.001032</td>\n",
       "      <td>0.001574</td>\n",
       "      <td>0.002922</td>\n",
       "      <td>0.002807</td>\n",
       "      <td>0.000609</td>\n",
       "      <td>0.001789</td>\n",
       "      <td>0.001357</td>\n",
       "      <td>0.005420</td>\n",
       "      <td>0.001611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5774</th>\n",
       "      <td>inputs/98.txt</td>\n",
       "      <td>0.000083</td>\n",
       "      <td>0.004768</td>\n",
       "      <td>0.000307</td>\n",
       "      <td>0.065462</td>\n",
       "      <td>0.003383</td>\n",
       "      <td>0.003038</td>\n",
       "      <td>0.000660</td>\n",
       "      <td>0.000759</td>\n",
       "      <td>0.042829</td>\n",
       "      <td>...</td>\n",
       "      <td>0.020795</td>\n",
       "      <td>0.000635</td>\n",
       "      <td>0.000968</td>\n",
       "      <td>0.062602</td>\n",
       "      <td>0.001726</td>\n",
       "      <td>0.000374</td>\n",
       "      <td>0.001100</td>\n",
       "      <td>0.000834</td>\n",
       "      <td>0.003333</td>\n",
       "      <td>0.000991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5775</th>\n",
       "      <td>inputs/981.txt</td>\n",
       "      <td>0.000075</td>\n",
       "      <td>0.004330</td>\n",
       "      <td>0.000278</td>\n",
       "      <td>0.004228</td>\n",
       "      <td>0.003072</td>\n",
       "      <td>0.002759</td>\n",
       "      <td>0.000599</td>\n",
       "      <td>0.019092</td>\n",
       "      <td>0.002081</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000478</td>\n",
       "      <td>0.000576</td>\n",
       "      <td>0.000879</td>\n",
       "      <td>0.001631</td>\n",
       "      <td>0.388040</td>\n",
       "      <td>0.000340</td>\n",
       "      <td>0.000999</td>\n",
       "      <td>0.000757</td>\n",
       "      <td>0.003026</td>\n",
       "      <td>0.000900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5776</th>\n",
       "      <td>inputs/986.txt</td>\n",
       "      <td>0.000126</td>\n",
       "      <td>0.378361</td>\n",
       "      <td>0.000468</td>\n",
       "      <td>0.007104</td>\n",
       "      <td>0.005162</td>\n",
       "      <td>0.004636</td>\n",
       "      <td>0.001007</td>\n",
       "      <td>0.001158</td>\n",
       "      <td>0.003497</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000804</td>\n",
       "      <td>0.000969</td>\n",
       "      <td>0.032400</td>\n",
       "      <td>0.002741</td>\n",
       "      <td>0.250024</td>\n",
       "      <td>0.000571</td>\n",
       "      <td>0.001678</td>\n",
       "      <td>0.001273</td>\n",
       "      <td>0.005085</td>\n",
       "      <td>0.001512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5777</th>\n",
       "      <td>inputs/987.txt</td>\n",
       "      <td>0.000155</td>\n",
       "      <td>0.084870</td>\n",
       "      <td>0.000574</td>\n",
       "      <td>0.008722</td>\n",
       "      <td>0.272118</td>\n",
       "      <td>0.005692</td>\n",
       "      <td>0.001236</td>\n",
       "      <td>0.001421</td>\n",
       "      <td>0.004293</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000987</td>\n",
       "      <td>0.001189</td>\n",
       "      <td>0.001813</td>\n",
       "      <td>0.003366</td>\n",
       "      <td>0.117139</td>\n",
       "      <td>0.000701</td>\n",
       "      <td>0.002060</td>\n",
       "      <td>0.001563</td>\n",
       "      <td>0.006243</td>\n",
       "      <td>0.001856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5778</th>\n",
       "      <td>inputs/988.txt</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>0.007120</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>0.054709</td>\n",
       "      <td>0.000227</td>\n",
       "      <td>0.000204</td>\n",
       "      <td>0.000044</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>0.023272</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000035</td>\n",
       "      <td>0.000043</td>\n",
       "      <td>0.000065</td>\n",
       "      <td>0.000121</td>\n",
       "      <td>0.374094</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>0.049031</td>\n",
       "      <td>0.013655</td>\n",
       "      <td>0.007023</td>\n",
       "      <td>0.000066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5779</th>\n",
       "      <td>inputs/99.txt</td>\n",
       "      <td>0.000086</td>\n",
       "      <td>0.026095</td>\n",
       "      <td>0.000320</td>\n",
       "      <td>0.004853</td>\n",
       "      <td>0.003526</td>\n",
       "      <td>0.087666</td>\n",
       "      <td>0.000688</td>\n",
       "      <td>0.190915</td>\n",
       "      <td>0.002389</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000549</td>\n",
       "      <td>0.000662</td>\n",
       "      <td>0.001009</td>\n",
       "      <td>0.044123</td>\n",
       "      <td>0.001799</td>\n",
       "      <td>0.000390</td>\n",
       "      <td>0.001146</td>\n",
       "      <td>0.000869</td>\n",
       "      <td>0.066848</td>\n",
       "      <td>0.001033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5780</th>\n",
       "      <td>inputs/992.txt</td>\n",
       "      <td>0.000123</td>\n",
       "      <td>0.037053</td>\n",
       "      <td>0.000454</td>\n",
       "      <td>0.006891</td>\n",
       "      <td>0.005007</td>\n",
       "      <td>0.064489</td>\n",
       "      <td>0.000977</td>\n",
       "      <td>0.001123</td>\n",
       "      <td>0.003392</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000779</td>\n",
       "      <td>0.060932</td>\n",
       "      <td>0.001432</td>\n",
       "      <td>0.002659</td>\n",
       "      <td>0.272520</td>\n",
       "      <td>0.000554</td>\n",
       "      <td>0.001628</td>\n",
       "      <td>0.001234</td>\n",
       "      <td>0.454876</td>\n",
       "      <td>0.001466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5781</th>\n",
       "      <td>inputs/993.txt</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>0.001791</td>\n",
       "      <td>0.000115</td>\n",
       "      <td>0.009363</td>\n",
       "      <td>0.001271</td>\n",
       "      <td>0.001141</td>\n",
       "      <td>0.000248</td>\n",
       "      <td>0.000285</td>\n",
       "      <td>0.191210</td>\n",
       "      <td>...</td>\n",
       "      <td>0.007812</td>\n",
       "      <td>0.000238</td>\n",
       "      <td>0.000364</td>\n",
       "      <td>0.000675</td>\n",
       "      <td>0.244295</td>\n",
       "      <td>0.000141</td>\n",
       "      <td>0.000413</td>\n",
       "      <td>0.000313</td>\n",
       "      <td>0.001252</td>\n",
       "      <td>0.000372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5782</th>\n",
       "      <td>inputs/994.txt</td>\n",
       "      <td>0.000055</td>\n",
       "      <td>0.003165</td>\n",
       "      <td>0.000204</td>\n",
       "      <td>0.151064</td>\n",
       "      <td>0.002245</td>\n",
       "      <td>0.190347</td>\n",
       "      <td>0.000438</td>\n",
       "      <td>0.000504</td>\n",
       "      <td>0.014973</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000350</td>\n",
       "      <td>0.000421</td>\n",
       "      <td>0.000642</td>\n",
       "      <td>0.001193</td>\n",
       "      <td>0.081858</td>\n",
       "      <td>0.000248</td>\n",
       "      <td>0.000730</td>\n",
       "      <td>0.000554</td>\n",
       "      <td>0.002212</td>\n",
       "      <td>0.000658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5783</th>\n",
       "      <td>inputs/996.txt</td>\n",
       "      <td>0.000130</td>\n",
       "      <td>0.007507</td>\n",
       "      <td>0.000483</td>\n",
       "      <td>0.007331</td>\n",
       "      <td>0.005326</td>\n",
       "      <td>0.004784</td>\n",
       "      <td>0.001039</td>\n",
       "      <td>0.001195</td>\n",
       "      <td>0.003608</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000829</td>\n",
       "      <td>0.000999</td>\n",
       "      <td>0.001524</td>\n",
       "      <td>0.002829</td>\n",
       "      <td>0.481376</td>\n",
       "      <td>0.000589</td>\n",
       "      <td>0.001732</td>\n",
       "      <td>0.001313</td>\n",
       "      <td>0.132890</td>\n",
       "      <td>0.001560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5784</th>\n",
       "      <td>inputs/998.txt</td>\n",
       "      <td>0.000052</td>\n",
       "      <td>0.054064</td>\n",
       "      <td>0.000193</td>\n",
       "      <td>0.015698</td>\n",
       "      <td>0.002131</td>\n",
       "      <td>0.155097</td>\n",
       "      <td>0.000416</td>\n",
       "      <td>0.000478</td>\n",
       "      <td>0.001443</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000332</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>0.000610</td>\n",
       "      <td>0.001132</td>\n",
       "      <td>0.001087</td>\n",
       "      <td>0.000236</td>\n",
       "      <td>0.000693</td>\n",
       "      <td>0.013291</td>\n",
       "      <td>0.014864</td>\n",
       "      <td>0.000624</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5785 rows × 41 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "1           filenames         0         1         2         3         4  \\\n",
       "id                                                                        \n",
       "0        inputs/1.txt  0.000021  0.011385  0.000077  0.001170  0.184208   \n",
       "1       inputs/10.txt  0.000086  0.490842  0.000320  0.004853  0.003526   \n",
       "2      inputs/100.txt  0.000051  0.002928  0.000188  0.164677  0.002078   \n",
       "3     inputs/1002.txt  0.000116  0.034956  0.000428  0.006501  0.004724   \n",
       "4     inputs/1005.txt  0.000126  0.007275  0.000468  0.038028  0.005162   \n",
       "5     inputs/1006.txt  0.000062  0.003546  0.000228  0.003463  0.002516   \n",
       "6     inputs/1008.txt  0.000012  0.054870  0.000046  0.235392  0.235203   \n",
       "7      inputs/101.txt  0.000032  0.001819  0.000117  0.001776  0.009022   \n",
       "8     inputs/1010.txt  0.000110  0.327693  0.000405  0.006153  0.004470   \n",
       "9     inputs/1012.txt  0.000116  0.006658  0.000428  0.006501  0.004724   \n",
       "10    inputs/1013.txt  0.000090  0.181643  0.000334  0.005067  0.003682   \n",
       "11    inputs/1015.txt  0.000078  0.004495  0.000289  0.004389  0.270684   \n",
       "12    inputs/1017.txt  0.000012  0.176635  0.000043  0.051739  0.000474   \n",
       "13    inputs/1019.txt  0.000126  0.007275  0.031392  0.007104  0.005162   \n",
       "14     inputs/102.txt  0.020813  0.001630  0.000105  0.001592  0.001156   \n",
       "15    inputs/1020.txt  0.000107  0.136557  0.000395  0.005992  0.004354   \n",
       "16    inputs/1021.txt  0.000113  0.006474  0.000416  0.006322  0.004594   \n",
       "17    inputs/1022.txt  0.000130  0.071329  0.000483  0.007331  0.069148   \n",
       "18    inputs/1026.txt  0.000092  0.005306  0.000341  0.072844  0.003765   \n",
       "19     inputs/103.txt  0.000024  0.001381  0.000089  0.018961  0.000980   \n",
       "20    inputs/1033.txt  0.000050  0.027481  0.000186  0.002824  0.124997   \n",
       "21    inputs/1036.txt  0.000097  0.005557  0.047597  0.005426  0.003943   \n",
       "22    inputs/1037.txt  0.000119  0.356323  0.000441  0.006690  0.004861   \n",
       "23    inputs/1039.txt  0.000011  0.179335  0.000041  0.000622  0.000452   \n",
       "24    inputs/1046.txt  0.000031  0.129260  0.000113  0.016722  0.001252   \n",
       "25     inputs/105.txt  0.000041  0.002368  0.000152  0.022446  0.021814   \n",
       "26    inputs/1057.txt  0.000119  0.006852  0.000441  0.035813  0.004861   \n",
       "27    inputs/1061.txt  0.000034  0.027110  0.000127  0.211415  0.001399   \n",
       "28    inputs/1062.txt  0.000110  0.006301  0.000405  0.006153  0.004470   \n",
       "29    inputs/1064.txt  0.000058  0.045996  0.000215  0.003266  0.002373   \n",
       "...               ...       ...       ...       ...       ...       ...   \n",
       "5755   inputs/953.txt  0.000013  0.549365  0.000048  0.000729  0.013214   \n",
       "5756   inputs/954.txt  0.000051  0.002928  0.000188  0.027754  0.002078   \n",
       "5757   inputs/955.txt  0.000010  0.121396  0.000038  0.010645  0.010487   \n",
       "5758   inputs/956.txt  0.000045  0.035421  0.000166  0.013464  0.001827   \n",
       "5759   inputs/957.txt  0.000110  0.381259  0.000405  0.006153  0.004470   \n",
       "5760   inputs/958.txt  0.000028  0.070424  0.000104  0.001581  0.001148   \n",
       "5761   inputs/959.txt  0.000080  0.004583  0.000295  0.043433  0.003251   \n",
       "5762    inputs/96.txt  0.000029  0.001665  0.000107  0.305862  0.001181   \n",
       "5763   inputs/960.txt  0.000052  0.028534  0.000193  0.002933  0.002131   \n",
       "5764   inputs/961.txt  0.000019  0.015024  0.000070  0.001067  0.000775   \n",
       "5765   inputs/963.txt  0.000042  0.012561  0.000154  0.043012  0.001697   \n",
       "5766   inputs/967.txt  0.000060  0.091242  0.000221  0.003362  0.002443   \n",
       "5767   inputs/969.txt  0.000066  0.083983  0.000243  0.019727  0.002678   \n",
       "5768    inputs/97.txt  0.000119  0.006852  0.000441  0.006690  0.004861   \n",
       "5769   inputs/970.txt  0.000094  0.143877  0.000349  0.028376  0.050001   \n",
       "5770   inputs/973.txt  0.000060  0.061976  0.000221  0.105794  0.002443   \n",
       "5771   inputs/975.txt  0.000054  0.069491  0.000201  0.003049  0.002216   \n",
       "5772   inputs/977.txt  0.000034  0.133802  0.000125  0.010135  0.001376   \n",
       "5773   inputs/979.txt  0.000135  0.106642  0.000499  0.007572  0.005502   \n",
       "5774    inputs/98.txt  0.000083  0.004768  0.000307  0.065462  0.003383   \n",
       "5775   inputs/981.txt  0.000075  0.004330  0.000278  0.004228  0.003072   \n",
       "5776   inputs/986.txt  0.000126  0.378361  0.000468  0.007104  0.005162   \n",
       "5777   inputs/987.txt  0.000155  0.084870  0.000574  0.008722  0.272118   \n",
       "5778   inputs/988.txt  0.000006  0.007120  0.000021  0.054709  0.000227   \n",
       "5779    inputs/99.txt  0.000086  0.026095  0.000320  0.004853  0.003526   \n",
       "5780   inputs/992.txt  0.000123  0.037053  0.000454  0.006891  0.005007   \n",
       "5781   inputs/993.txt  0.000031  0.001791  0.000115  0.009363  0.001271   \n",
       "5782   inputs/994.txt  0.000055  0.003165  0.000204  0.151064  0.002245   \n",
       "5783   inputs/996.txt  0.000130  0.007507  0.000483  0.007331  0.005326   \n",
       "5784   inputs/998.txt  0.000052  0.054064  0.000193  0.015698  0.002131   \n",
       "\n",
       "1            5         6         7         8    ...           30        31  \\\n",
       "id                                              ...                          \n",
       "0     0.123002  0.000166  0.000191  0.000576    ...     0.000132  0.000160   \n",
       "1     0.003167  0.000688  0.000791  0.002389    ...     0.000549  0.000662   \n",
       "2     0.001866  0.000405  0.162283  0.013855    ...     0.000323  0.000390   \n",
       "3     0.004242  0.000921  0.001059  0.003200    ...     0.000735  0.000886   \n",
       "4     0.004636  0.001007  0.001158  0.003497    ...     0.000804  0.031892   \n",
       "5     0.002260  0.000491  0.000564  0.001705    ...     0.000392  0.000472   \n",
       "6     0.000451  0.000098  0.000113  0.102646    ...     0.000078  0.000094   \n",
       "7     0.001159  0.000252  0.000289  0.000874    ...     0.000201  0.000242   \n",
       "8     0.030798  0.000872  0.001003  0.003029    ...     0.000696  0.000839   \n",
       "9     0.004242  0.000921  0.001059  0.003200    ...     0.000735  0.000886   \n",
       "10    0.003306  0.000718  0.000826  0.002494    ...     0.000573  0.000691   \n",
       "11    0.002864  0.077049  0.000715  0.002161    ...     0.000497  0.000598   \n",
       "12    0.000425  0.000092  0.000106  0.034379    ...     0.000074  0.000089   \n",
       "13    0.004636  0.093778  0.001158  0.003497    ...     0.000804  0.000969   \n",
       "14    0.001039  0.000226  0.187321  0.007712    ...     0.000180  0.000217   \n",
       "15    0.003910  0.000849  0.000976  0.029034    ...     0.000678  0.000817   \n",
       "16    0.004125  0.000896  0.001030  0.003112    ...     0.000715  0.000862   \n",
       "17    0.036694  0.001039  0.001195  0.003608    ...     0.000829  0.000999   \n",
       "18    0.003381  0.000734  0.000844  0.002550    ...     0.000586  0.000706   \n",
       "19    0.000880  0.000191  0.000220  0.000664    ...     0.000153  0.000184   \n",
       "20    0.001843  0.000400  0.000460  0.001390    ...     0.000319  0.000385   \n",
       "21    0.003541  0.000769  0.000884  0.002671    ...     0.000614  0.000740   \n",
       "22    0.004366  0.000948  0.001090  0.003293    ...     0.000757  0.000912   \n",
       "23    0.000406  0.000088  0.000101  0.143806    ...     0.000070  0.000085   \n",
       "24    0.016124  0.000244  0.000281  0.000848    ...     0.015194  0.000235   \n",
       "25    0.001509  0.000328  0.050710  0.001138    ...     0.000262  0.000315   \n",
       "26    0.004366  0.000948  0.001090  0.003293    ...     0.000757  0.000912   \n",
       "27    0.177228  0.000273  0.000314  0.000948    ...     0.000218  0.000262   \n",
       "28    0.004015  0.000872  0.001003  0.003029    ...     0.000696  0.000839   \n",
       "29    0.002131  0.000463  0.000532  0.015825    ...     0.242061  0.000445   \n",
       "...        ...       ...       ...       ...    ...          ...       ...   \n",
       "5755  0.000475  0.000103  0.000119  0.000359    ...     0.000082  0.000099   \n",
       "5756  0.039208  0.000405  0.000466  0.536649    ...     0.000323  0.000390   \n",
       "5757  0.000377  0.000082  0.000094  0.000285    ...     0.000065  0.000079   \n",
       "5758  0.001641  0.000356  0.000410  0.001238    ...     0.000285  0.000343   \n",
       "5759  0.004015  0.000872  0.001003  0.003029    ...     0.000696  0.000839   \n",
       "5760  0.001031  0.000224  0.000258  0.503057    ...     0.000179  0.000215   \n",
       "5761  0.002920  0.000634  0.000729  0.002203    ...     0.000506  0.000610   \n",
       "5762  0.015211  0.000230  0.000265  0.000800    ...     0.035560  0.000222   \n",
       "5763  0.001914  0.000416  0.000478  0.001443    ...     0.000332  0.000400   \n",
       "5764  0.000696  0.000151  0.000174  0.088759    ...     0.000121  0.000145   \n",
       "5765  0.001524  0.000331  0.000381  0.001150    ...     0.000264  0.000318   \n",
       "5766  0.002194  0.000476  0.000548  0.001655    ...     0.000380  0.000458   \n",
       "5767  0.210947  0.000522  0.000600  0.017856    ...     0.000417  0.000502   \n",
       "5768  0.004366  0.000948  0.001090  0.003293    ...     0.000757  0.000912   \n",
       "5769  0.026534  0.162274  0.000864  0.002609    ...     0.254421  0.000723   \n",
       "5770  0.046093  0.000476  0.000548  0.001655    ...     0.015014  0.000458   \n",
       "5771  0.041811  0.000432  0.000497  0.001501    ...     0.000345  0.000416   \n",
       "5772  0.001235  0.000268  0.016791  0.066864    ...     0.000214  0.000258   \n",
       "5773  0.004941  0.001073  0.001234  0.003727    ...     0.000857  0.001032   \n",
       "5774  0.003038  0.000660  0.000759  0.042829    ...     0.020795  0.000635   \n",
       "5775  0.002759  0.000599  0.019092  0.002081    ...     0.000478  0.000576   \n",
       "5776  0.004636  0.001007  0.001158  0.003497    ...     0.000804  0.000969   \n",
       "5777  0.005692  0.001236  0.001421  0.004293    ...     0.000987  0.001189   \n",
       "5778  0.000204  0.000044  0.000051  0.023272    ...     0.000035  0.000043   \n",
       "5779  0.087666  0.000688  0.190915  0.002389    ...     0.000549  0.000662   \n",
       "5780  0.064489  0.000977  0.001123  0.003392    ...     0.000779  0.060932   \n",
       "5781  0.001141  0.000248  0.000285  0.191210    ...     0.007812  0.000238   \n",
       "5782  0.190347  0.000438  0.000504  0.014973    ...     0.000350  0.000421   \n",
       "5783  0.004784  0.001039  0.001195  0.003608    ...     0.000829  0.000999   \n",
       "5784  0.155097  0.000416  0.000478  0.001443    ...     0.000332  0.000400   \n",
       "\n",
       "1           32        33        34        35        36        37        38  \\\n",
       "id                                                                           \n",
       "0     0.000243  0.000452  0.015714  0.000094  0.000276  0.000210  0.051770   \n",
       "1     0.001009  0.001873  0.001799  0.000390  0.001146  0.000869  0.003474   \n",
       "2     0.000594  0.225158  0.013507  0.000230  0.000676  0.000512  0.051837   \n",
       "3     0.001351  0.002509  0.087305  0.000523  0.001536  0.029463  0.004653   \n",
       "4     0.001477  0.002741  0.002633  0.000571  0.001678  0.001273  0.036009   \n",
       "5     0.000720  0.001336  0.227400  0.000278  0.000818  0.060918  0.002479   \n",
       "6     0.000144  0.000267  0.265047  0.000056  0.000163  0.000124  0.000495   \n",
       "7     0.000369  0.000685  0.000658  0.000143  0.000420  0.000318  0.001271   \n",
       "8     0.001279  0.082722  0.002281  0.000495  0.001453  0.001102  0.004404   \n",
       "9     0.001351  0.002509  0.002410  0.142015  0.001536  0.001165  0.004653   \n",
       "10    0.001053  0.001955  0.001878  0.000407  0.133538  0.000908  0.003627   \n",
       "11    0.058233  0.001694  0.078054  0.000353  0.001037  0.000786  0.194209   \n",
       "12    0.000136  0.000252  0.230135  0.000052  0.000154  0.000117  0.000467   \n",
       "13    0.001477  0.157360  0.002633  0.000571  0.001678  0.001273  0.005085   \n",
       "14    0.000331  0.166891  0.000590  0.000128  0.000376  0.000285  0.021924   \n",
       "15    0.131666  0.002312  0.367398  0.000482  0.001416  0.001073  0.004289   \n",
       "16    0.001314  0.029959  0.415140  0.000508  0.001493  0.001133  0.004525   \n",
       "17    0.001524  0.002829  0.130360  0.000589  0.001732  0.160866  0.005247   \n",
       "18    0.001077  0.001999  0.430451  0.000416  0.001224  0.000928  0.003709   \n",
       "19    0.000280  0.135546  0.000500  0.000108  0.000319  0.000242  0.006836   \n",
       "20    0.000587  0.001090  0.001047  0.000227  0.000667  0.000506  0.002022   \n",
       "21    0.001128  0.143812  0.049251  0.000436  0.001282  0.000972  0.051123   \n",
       "22    0.059636  0.002582  0.002480  0.000538  0.001580  0.001198  0.004789   \n",
       "23    0.000129  0.000240  0.054382  0.000050  0.013685  0.000111  0.005860   \n",
       "24    0.000358  0.000665  0.053137  0.000138  0.000407  0.000309  0.001233   \n",
       "25    0.000481  0.051226  0.000857  0.000186  0.000546  0.000414  0.001655   \n",
       "26    0.001391  0.002582  0.148093  0.000538  0.205439  0.001198  0.004789   \n",
       "27    0.000400  0.000743  0.009093  0.000155  0.000455  0.000345  0.001378   \n",
       "28    0.001279  0.002374  0.002281  0.000495  0.001453  0.001102  0.406145   \n",
       "29    0.000679  0.001260  0.129165  0.000263  0.000772  0.000585  0.030772   \n",
       "...        ...       ...       ...       ...       ...       ...       ...   \n",
       "5755  0.000151  0.006624  0.000270  0.000059  0.000172  0.000131  0.000521   \n",
       "5756  0.000594  0.001103  0.013507  0.000230  0.000676  0.000512  0.002047   \n",
       "5757  0.000120  0.000223  0.000214  0.000046  0.000137  0.000104  0.002931   \n",
       "5758  0.000523  0.000971  0.011881  0.000202  0.000594  0.000451  0.275510   \n",
       "5759  0.001279  0.002374  0.002281  0.000495  0.001453  0.001102  0.004404   \n",
       "5760  0.000329  0.000610  0.076272  0.000127  0.000373  0.000283  0.008012   \n",
       "5761  0.000930  0.001727  0.060095  0.000360  0.001057  0.000802  0.431739   \n",
       "5762  0.000338  0.113831  0.000602  0.000131  0.000384  0.000291  0.001163   \n",
       "5763  0.013375  0.001132  0.090444  0.000236  0.000693  0.000525  0.002099   \n",
       "5764  0.000222  0.000412  0.060766  0.000086  0.000252  0.000191  0.005408   \n",
       "5765  0.000486  0.000901  0.011035  0.000188  0.000552  0.000418  0.001672   \n",
       "5766  0.000699  0.001297  0.001246  0.000270  0.015427  0.000602  0.002406   \n",
       "5767  0.000766  0.001422  0.338242  0.000296  0.000871  0.000660  0.291388   \n",
       "5768  0.001391  0.031704  0.060725  0.000538  0.001580  0.175934  0.004789   \n",
       "5769  0.001102  0.002046  0.001965  0.000426  0.001252  0.000950  0.003794   \n",
       "5770  0.000699  0.001297  0.074412  0.000270  0.000794  0.000602  0.002406   \n",
       "5771  0.000634  0.001177  0.133866  0.000245  0.000720  0.000546  0.002183   \n",
       "5772  0.000394  0.000731  0.355085  0.000152  0.000447  0.000339  0.001355   \n",
       "5773  0.001574  0.002922  0.002807  0.000609  0.001789  0.001357  0.005420   \n",
       "5774  0.000968  0.062602  0.001726  0.000374  0.001100  0.000834  0.003333   \n",
       "5775  0.000879  0.001631  0.388040  0.000340  0.000999  0.000757  0.003026   \n",
       "5776  0.032400  0.002741  0.250024  0.000571  0.001678  0.001273  0.005085   \n",
       "5777  0.001813  0.003366  0.117139  0.000701  0.002060  0.001563  0.006243   \n",
       "5778  0.000065  0.000121  0.374094  0.000025  0.049031  0.013655  0.007023   \n",
       "5779  0.001009  0.044123  0.001799  0.000390  0.001146  0.000869  0.066848   \n",
       "5780  0.001432  0.002659  0.272520  0.000554  0.001628  0.001234  0.454876   \n",
       "5781  0.000364  0.000675  0.244295  0.000141  0.000413  0.000313  0.001252   \n",
       "5782  0.000642  0.001193  0.081858  0.000248  0.000730  0.000554  0.002212   \n",
       "5783  0.001524  0.002829  0.481376  0.000589  0.001732  0.001313  0.132890   \n",
       "5784  0.000610  0.001132  0.001087  0.000236  0.000693  0.013291  0.014864   \n",
       "\n",
       "1           39  \n",
       "id              \n",
       "0     0.000249  \n",
       "1     0.001033  \n",
       "2     0.013056  \n",
       "3     0.001383  \n",
       "4     0.001512  \n",
       "5     0.000737  \n",
       "6     0.003156  \n",
       "7     0.000378  \n",
       "8     0.001309  \n",
       "9     0.001383  \n",
       "10    0.001078  \n",
       "11    0.000934  \n",
       "12    0.000139  \n",
       "13    0.001512  \n",
       "14    0.034980  \n",
       "15    0.001275  \n",
       "16    0.056385  \n",
       "17    0.001560  \n",
       "18    0.001103  \n",
       "19    0.000287  \n",
       "20    0.000601  \n",
       "21    0.001155  \n",
       "22    0.001424  \n",
       "23    0.067821  \n",
       "24    0.120363  \n",
       "25    0.000492  \n",
       "26    0.001424  \n",
       "27    0.201520  \n",
       "28    0.001309  \n",
       "29    0.000695  \n",
       "...        ...  \n",
       "5755  0.000155  \n",
       "5756  0.000608  \n",
       "5757  0.000123  \n",
       "5758  0.000535  \n",
       "5759  0.001309  \n",
       "5760  0.000336  \n",
       "5761  0.039910  \n",
       "5762  0.000346  \n",
       "5763  0.000624  \n",
       "5764  0.000227  \n",
       "5765  0.000497  \n",
       "5766  0.000715  \n",
       "5767  0.000784  \n",
       "5768  0.001424  \n",
       "5769  0.001128  \n",
       "5770  0.000715  \n",
       "5771  0.000649  \n",
       "5772  0.000403  \n",
       "5773  0.001611  \n",
       "5774  0.000991  \n",
       "5775  0.000900  \n",
       "5776  0.001512  \n",
       "5777  0.001856  \n",
       "5778  0.000066  \n",
       "5779  0.001033  \n",
       "5780  0.001466  \n",
       "5781  0.000372  \n",
       "5782  0.000658  \n",
       "5783  0.001560  \n",
       "5784  0.000624  \n",
       "\n",
       "[5785 rows x 41 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "indexed_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "indexed_df.to_csv(path_or_buf='doctopics.csv', sep='\\t')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'topickeys.txt'"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import shutil\n",
    "shutil.copyfile(topickeys, 'topickeys.txt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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